diff --git a/logs/features.log b/logs/features.log
index bac19a8..f82c52e 100644
--- a/logs/features.log
+++ b/logs/features.log
@@ -1,5 +1,5 @@
-,feature_name,feature_type,data_time,parameters,category,feature_address,description,feature_shape
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-1,BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-30_100,BOW,"[""2014-12-01"", ""2014-12-31""]","{""max_features"": 100, ""vec_time"": [""2014-07-01"", ""2014-11-30""]}",I,../features/BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-30_100.feature,Bag of Words in word count from 2014-12-01 to 2014-12-31 using top 100 words,"[272702, 100]"
-2,UAVG_2014-07-01_2014-11-30,UAVG,"[""2014-07-01"", ""2014-11-30""]",{},U,../features/UAVG_2014-07-01_2014-11-30.feature,User's average forward/comment/like count during2014-07-01-2014-11-30,"[1354048, 3]"
-3,UAVG_2014-12-01_2014-12-31,UAVG,"[""2014-12-01"", ""2014-12-31""]",{},U,../features/UAVG_2014-12-01_2014-12-31.feature,User's average forward/comment/like count during2014-12-01-2014-12-31,"[272702, 3]"
+,feature_name,feature_type,data_time,parameters,category,feature_address,usage,description,feature_shape
+0,U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-02-01 00:00:00_2015-06-30 23:59:59,U_AVG,"[""2015-02-01 00:00:00"", ""2015-06-30 23:59:59""]",{},U,../features/U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-02-01 00:00:00_2015-06-30 23:59:59.feature,train,User's average forward/comment/like count during2015-02-01 00:00:00-2015-06-30 23:59:59,"[1044681, 3]"
+1,U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-07-01 00:00:00_2015-07-31 23:59:59,U_AVG,"[""2015-07-01 00:00:00"", ""2015-07-31 23:59:59""]",{},U,../features/U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-07-01 00:00:00_2015-07-31 23:59:59.feature,test,User's average forward/comment/like count during2015-07-01 00:00:00-2015-07-31 23:59:59,"[184937, 3]"
+2,U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59,U_AVG,"[""2015-03-01 00:00:00"", ""2015-07-31 23:59:59""]",{},U,../features/U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59.feature,train,User's average forward/comment/like count during2015-03-01 00:00:00-2015-07-31 23:59:59,"[988061, 3]"
+3,U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-08-01 00:00:00_2015-08-31 23:59:59,U_AVG,"[""2015-08-01 00:00:00"", ""2015-08-31 23:59:59""]",{},U,../features/U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-08-01 00:00:00_2015-08-31 23:59:59.feature,test,User's average forward/comment/like count during2015-08-01 00:00:00-2015-08-31 23:59:59,"[178297, 3]"
diff --git a/logs/test.log b/logs/test.log
index 1b6c4e4..f3e2922 100644
--- a/logs/test.log
+++ b/logs/test.log
@@ -1,2 +1,3 @@
-,test_name,features,fmodel,cmodel,lmodel,dev_f,dev_c,dev_l,precision,model_evaluation
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+,test_name,f_features,c_features,l_features,f_model,c_model,l_model,dev_f,dev_c,dev_l,precision,model_evaluation,result_address
+0,U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-07-01 00:00:00_2015-07-31 23:59:59U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-07-01 00:00:00_2015-07-31 23:59:59U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-07-01 00:00:00_2015-07-31 23:59:59_U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-02-01 00:00:00_2015-06-30 23:59:59_LR_forward_count_U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-02-01 00:00:00_2015-06-30 23:59:59_LR_comment_count_U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-02-01 00:00:00_2015-06-30 23:59:59_LR_like_count,"[""U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-07-01 00:00:00_2015-07-31 23:59:59""]","[""U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-07-01 00:00:00_2015-07-31 23:59:59""]","[""U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-07-01 00:00:00_2015-07-31 23:59:59""]",U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-02-01 00:00:00_2015-06-30 23:59:59_LR_forward_count,U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-02-01 00:00:00_2015-06-30 23:59:59_LR_comment_count,U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-02-01 00:00:00_2015-06-30 23:59:59_LR_like_count,0.23561748025672855,0.0500230560357519,0.11490827637724786,0.14878645418076905,"{""lvs"": -0.00078978004355589881, ""lsos"": 1035.5988850257115, ""cvs"": -0.00027019767237823622, ""fsos"": 7858.0547862244985, ""csos"": 147.57257877006765, ""fvs"": -0.00060730492908001033}",
+1,U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-08-01 00:00:00_2015-08-31 23:59:59U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-08-01 00:00:00_2015-08-31 23:59:59U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-08-01 00:00:00_2015-08-31 23:59:59_U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59_LR_forward_count_U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59_LR_comment_count_U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59_LR_like_count,"[""U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-08-01 00:00:00_2015-08-31 23:59:59""]","[""U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-08-01 00:00:00_2015-08-31 23:59:59""]","[""U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-08-01 00:00:00_2015-08-31 23:59:59""]",U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59_LR_forward_count,U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59_LR_comment_count,U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59_LR_like_count,0.0,0.0,0.0,0.0,{},../results/result_2015-09-18 00:29:14.707254.txt
diff --git a/logs/train.log b/logs/train.log
index 0e83077..d1078e6 100644
--- a/logs/train.log
+++ b/logs/train.log
@@ -1,7 +1,7 @@
-,model_name,features,model_type,label,model_parameters,evaluation,model_address,train_time
-0,BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-30_100_LR_forward_count,"[""BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-30_100""]",LR,forward_count,{},"{""sos"": 9685.495063525079, ""vs"": 0.0007090218440009011}",../models/BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-30_100_LR_forward_count.model,8.44704008102417
-1,BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-30_100_LR_comment_count,"[""BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-30_100""]",LR,comment_count,{},"{""sos"": 1417.615941072296, ""vs"": 0.00034625251632658394}",../models/BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-30_100_LR_comment_count.model,9.041326999664307
-2,BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-30_100_LR_like_count,"[""BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-30_100""]",LR,like_count,{},"{""sos"": 531.5494630598208, ""vs"": 0.00173097462842009}",../models/BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-30_100_LR_like_count.model,7.989259958267213
-3,BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-30_100_UAVG_2014-07-01_2014-11-30_LR_forward_count,"[""BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-30_100"", ""UAVG_2014-07-01_2014-11-30""]",LR,forward_count,{},"{""sos"": 9482.1445311630468, ""vs"": 0.021689503591171277}",../models/BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-30_100_UAVG_2014-07-01_2014-11-30_LR_forward_count.model,8.57467794418335
-4,BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-30_100_UAVG_2014-07-01_2014-11-30_LR_comment_count,"[""BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-30_100"", ""UAVG_2014-07-01_2014-11-30""]",LR,comment_count,{},"{""sos"": 1355.8854957043905, ""vs"": 0.043876428255734234}",../models/BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-30_100_UAVG_2014-07-01_2014-11-30_LR_comment_count.model,8.939181089401245
-5,BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-30_100_UAVG_2014-07-01_2014-11-30_LR_like_count,"[""BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-30_100"", ""UAVG_2014-07-01_2014-11-30""]",LR,like_count,{},"{""sos"": 290.26518402256983, ""vs"": 0.45487153597048591}",../models/BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-30_100_UAVG_2014-07-01_2014-11-30_LR_like_count.model,8.740821123123169
+,model_name,features,model_type,label,model_parameters,category,evaluation,model_address,train_time
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+1,U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-02-01 00:00:00_2015-06-30 23:59:59_LR_comment_count,"[""U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-02-01 00:00:00_2015-06-30 23:59:59""]",LR,comment_count,{},U,"{""sos"": 412.33540475781217, ""vs"": 1.5868090996740136e-07}",../models/U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-02-01 00:00:00_2015-06-30 23:59:59_LR_comment_count.model,0.12334394454956055
+2,U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-02-01 00:00:00_2015-06-30 23:59:59_LR_like_count,"[""U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-02-01 00:00:00_2015-06-30 23:59:59""]",LR,like_count,{},U,"{""sos"": 1814.9101798318986, ""vs"": 1.6689072825926132e-06}",../models/U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592015-02-01 00:00:00_2015-06-30 23:59:59_LR_like_count.model,0.1461331844329834
+3,U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59_LR_forward_count,"[""U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59""]",LR,forward_count,{},U,"{""sos"": 8331.0492051577712, ""vs"": 5.8740812114432828e-07}",../models/U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59_LR_forward_count.model,0.11975908279418945
+4,U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59_LR_comment_count,"[""U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59""]",LR,comment_count,{},U,"{""sos"": 361.10236364250608, ""vs"": 5.9774029881332069e-07}",../models/U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59_LR_comment_count.model,0.11559700965881348
+5,U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59_LR_like_count,"[""U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59""]",LR,like_count,{},U,"{""sos"": 1644.1495787538333, ""vs"": 5.2005795758702789e-07}",../models/U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59_LR_like_count.model,0.11438488960266113
diff --git a/notebooks/.ipynb_checkpoints/fenci-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/fenci-checkpoint.ipynb
new file mode 100644
index 0000000..1fb78b7
--- /dev/null
+++ b/notebooks/.ipynb_checkpoints/fenci-checkpoint.ipynb
@@ -0,0 +1,2874 @@
+{
+ "metadata": {
+  "name": "",
+  "signature": "sha256:3696fb7ffa264210dd5b8df14b41103360983cbb4835d05cf596d257e2bdbc1e"
+ },
+ "nbformat": 3,
+ "nbformat_minor": 0,
+ "worksheets": [
+  {
+   "cells": [
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import sys"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 2
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "sys.path.append('/Users/Pro/Ongoing/weibo')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 4
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import jieba"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 6
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "from weiboPredict import framework as fw"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 7
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.loadData()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 8
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print '/'.join(jieba.lcut(fw.weibo_train_data.ix[0].context))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stderr",
+       "text": [
+        "Building prefix dict from /Users/Pro/canopy/lib/python2.7/site-packages/jieba/dict.txt ...\n"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stderr",
+       "text": [
+        "DEBUG:jieba:Building prefix dict from /Users/Pro/canopy/lib/python2.7/site-packages/jieba/dict.txt ...\n"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stderr",
+       "text": [
+        "Dumping model to file cache /var/folders/rv/scpt0ywn277bqhjg160ms0d40000gp/T/jieba.cache\n"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stderr",
+       "text": [
+        "DEBUG:jieba:Dumping model to file cache /var/folders/rv/scpt0ywn277bqhjg160ms0d40000gp/T/jieba.cache\n"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stderr",
+       "text": [
+        "Loading model cost 1.978 seconds.\n"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stderr",
+       "text": [
+        "DEBUG:jieba:Loading model cost 1.978 seconds.\n"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stderr",
+       "text": [
+        "Prefix dict has been built succesfully.\n"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stderr",
+       "text": [
+        "DEBUG:jieba:Prefix dict has been built succesfully.\n"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "[/\u5410/]/@/\u4eac\u4e1c/ /\u7684/\u7528\u6237/\u4f53\u9a8c/\u592a\u5dee/\u4e86/..../\u7b2c\u4e00\u6b21/\u5728/\u4eac\u4e1c/\u8d2d\u7269/\uff0c/\u4e70/\u4e86/\u51e0\u767e/\u7684/\u4e66/..../\u771f\u662f/\u7ecf\u5386/\u4e86/\u7f51\u8d2d/\u7684/\u5404\u79cd/\u95ee\u9898/.../1/./\u8d27\u5230/\u4e86/\uff0c/\u6ca1/\u7ed9/\u53d1\u7968/\u3002/2/./\u8d27\u5230/\u4e86/\uff0c/2/\u672c\u4e66/\uff0c/\u7f51\u4e0a/\u663e\u793a/\u90fd/\u53d1\u8d27/\u4e86/\uff0c/\u5305\u88f9/\u91cc/\u53ea\u6709/1/\u672c/\uff0c/\u800c\u4e14/\u6ca1/\u53d1\u7968/.../\u95ee/\u5e97\u5bb6/\uff0c/\u5e97\u5bb6/\u627f\u8ba4/\u53e6\u5916/\u4e00\u672c/\u6ca1\u8d27/.../\u5e97\u5bb6/\u8ba9/\u6211/\u786e\u8ba4/\u6536\u8d27/\u624d/\u9000\u94b1/.../[/\u601d\u8003/]/\u3002/3/./\u6ca1\u6709/\u8d27\u7269/\u6e05\u5355/.../\u6216\u8005/\u6e05\u5355/\u662f/\u4e00\u4e2a/\u5e9f\u5f03/A4/\u6253/\u7684\n"
+       ]
+      }
+     ],
+     "prompt_number": 9
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "type(fw.weibo_train_data.context[0])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 12,
+       "text": [
+        "str"
+       ]
+      }
+     ],
+     "prompt_number": 12
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print fw.weibo_train_data.ix[0].context"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "[\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684\u5404\u79cd\u95ee\u9898...1.\u8d27\u5230\u4e86\uff0c\u6ca1\u7ed9\u53d1\u7968\u30022.\u8d27\u5230\u4e86\uff0c2\u672c\u4e66\uff0c\u7f51\u4e0a\u663e\u793a\u90fd\u53d1\u8d27\u4e86\uff0c\u5305\u88f9\u91cc\u53ea\u67091\u672c\uff0c\u800c\u4e14\u6ca1\u53d1\u7968...\u95ee\u5e97\u5bb6\uff0c\u5e97\u5bb6\u627f\u8ba4\u53e6\u5916\u4e00\u672c\u6ca1\u8d27...\u5e97\u5bb6\u8ba9\u6211\u786e\u8ba4\u6536\u8d27\u624d\u9000\u94b1...[\u601d\u8003]\u30023.\u6ca1\u6709\u8d27\u7269\u6e05\u5355...\u6216\u8005\u6e05\u5355\u662f\u4e00\u4e2a\u5e9f\u5f03A4\u6253\u7684\n"
+       ]
+      }
+     ],
+     "prompt_number": 10
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print fw.weibo_train_data.ix[1].context"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "#\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c1920x1080\u5168\u9ad8\u6e05\u5206\u8fa8\u7387\uff0c\u73a9\u6e38\u620f\uff0c\u770b\u9ad8\u6e05\u89c6\u9891\u723d\u7206\u4e86\u300211\u670818\u65e5\u4e2d\u534812\u70b9\u5f00\u653e\u8d2d\u4e70\uff0c\u4ec5\u552e1999\u5143\uff0c\u5e0c\u671b\u80fd\u4e70\u52301\u53f0\u3002@\u5c0f\u7c73\u624b\u673a @\u5356\u4ed9\u5251\u7684\u9152\u5251\u4ed9  @\u6d77\u5148\u751fV  \uff0c\u5206\u4eab\u514d\u8d39\u9884\u7ea6\u5730\u5740http://t.cn/RPkmgBL\n"
+       ]
+      }
+     ],
+     "prompt_number": 11
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print '/'.join('\u674e\u6668Jeremy Li is a good man\u54c8\u54c8\u54c8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\ufffd/\ufffd/\ufffd/\ufffd/\ufffd/\ufffd/J/e/r/e/m/y/ /L/i/ /i/s/ /a/ /g/o/o/d/ /m/a/n/\ufffd/\ufffd/\ufffd/\ufffd/\ufffd/\ufffd/\ufffd/\ufffd/\ufffd\n"
+       ]
+      }
+     ],
+     "prompt_number": 60
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print fw.weibo_train_data.ix[3].context"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "[doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026\n"
+       ]
+      }
+     ],
+     "prompt_number": 13
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print '/'.join(jieba.lcut(fw.weibo_train_data.ix[3].context))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "[/doge/]/\u627e/\u5de5\u4f5c/\u256e/(/\u256f/\u25bd/\u2570/)/\u256d/\u2026/\u2026\n"
+       ]
+      }
+     ],
+     "prompt_number": 38
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print fw.weibo_train_data.ix[5].context"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "#\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a#\u201c\u5173\u6ce8@\u9b54\u6d6a\u84dd\u7259\u8033\u673a+\u8f6c\u53d1\u672c\u5fae\u535a\u5e76@3\u4f4d\u597d\u53cb+#\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a#+\u514d\u8d39\u4f53\u9a8c\u7684\u52a8\u4eba\u7406\u7531\u201d\u5373\u6709\u673a\u4f1a\u83b7\u5f97\u514d\u8d39\u4f53\u9a8c\u8d44\u683c\uff0c\u6211\u5df2\u7ecf\u53c2\u52a0\u4e86\uff0c\u4f60\u4eec\u5feb\u6765\u5440\uff01\uff01 http://t.cn/R7BhYdI\n"
+       ]
+      }
+     ],
+     "prompt_number": 40
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print '/'.join(jieba.lcut(fw.weibo_train_data.ix[5].context))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "#/\u9b54/\u6d6a\u6f6e/\u7206/U5/\u667a\u80fd/\u8033\u673a/#/\u201c/\u5173\u6ce8/@/\u9b54\u6d6a/\u84dd\u7259/\u8033\u673a/+/\u8f6c\u53d1/\u672c\u5fae\u535a/\u5e76/@/3/\u4f4d/\u597d\u53cb/+#/\u9b54/\u6d6a\u6f6e/\u7206/U5/\u667a\u80fd/\u8033\u673a/#+/\u514d\u8d39/\u4f53\u9a8c/\u7684/\u52a8\u4eba/\u7406\u7531/\u201d/\u5373/\u6709/\u673a\u4f1a/\u83b7\u5f97/\u514d\u8d39/\u4f53\u9a8c/\u8d44\u683c/\uff0c/\u6211/\u5df2\u7ecf/\u53c2\u52a0/\u4e86/\uff0c/\u4f60\u4eec/\u5feb\u6765/\u5440/\uff01/\uff01/ /http/://///t/./cn///R7BhYdI\n"
+       ]
+      }
+     ],
+     "prompt_number": 42
+    },
+    {
+     "cell_type": "markdown",
+     "metadata": {},
+     "source": [
+      "1. \u8868\u60c5\u7b26\u53f7\uff08\u5305\u62ecemojo\u548c\u6807\u70b9\u7b26\u53f7\u7ec4\u6210\u7684\u8868\u60c5\uff09-> \u6682\u65f6\u4f5c\u4e3a\u6b63\u5e38\u503c\u5206\u8bcd\n",
+      "2. @\u67d0\u4f4d\u7528\u6237 -> \u76ee\u524d\u6307\u53bb\u9664@\uff0c\u7528\u6237\u540d\u6b63\u5e38\u5206\u8bcd\n",
+      "3. \u6807\u7b7e## -> \u76ee\u524d\u5148\u53ea\u53bb\u9664#\uff0c\u6807\u7b7e\u6b63\u5e38\u5206\u8bcd\n",
+      "4. \u94fe\u63a5 -> \u6b63\u5219\u8868\u8fbe\u5f0f\u53bb\u9664\n",
+      "5. \u505c\u7528\u8bcd -> \u505c\u7528\u8bcd\u8868\u53bb\u9664\n",
+      "6. \u6570\u5b57 -> \u6b63\u5219\u8868\u8fbe\u5f0f\u53bb\u9664\n",
+      "7. \u6807\u70b9\u7b26\u53f7 -> \u6682\u65f6\u5305\u62ec\u5728\u505c\u7528\u8bcd\u4e2d\u53bb\u9664\n",
+      "8. \u7a7a\u683c -> \u53bb\u9664\n",
+      "9. \u82f1\u6587 -> \u6682\u65f6\u4e0d\u53bb\u9664\n",
+      "10. \u65f6\u95f4\u65e5\u671f -> \u6682\u65f6\u4e0d\u5904\u7406"
+     ]
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print '/'.join(jieba.lcut(\"my nameeeeeeeee is lichen\"))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "my/ /nameeeeeeeee/ /is/ /lichen\n"
+       ]
+      }
+     ],
+     "prompt_number": 45
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "for c in fw.weibo_train_data.context[:5]:\n",
+      "    print c"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "[\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684\u5404\u79cd\u95ee\u9898...1.\u8d27\u5230\u4e86\uff0c\u6ca1\u7ed9\u53d1\u7968\u30022.\u8d27\u5230\u4e86\uff0c2\u672c\u4e66\uff0c\u7f51\u4e0a\u663e\u793a\u90fd\u53d1\u8d27\u4e86\uff0c\u5305\u88f9\u91cc\u53ea\u67091\u672c\uff0c\u800c\u4e14\u6ca1\u53d1\u7968...\u95ee\u5e97\u5bb6\uff0c\u5e97\u5bb6\u627f\u8ba4\u53e6\u5916\u4e00\u672c\u6ca1\u8d27...\u5e97\u5bb6\u8ba9\u6211\u786e\u8ba4\u6536\u8d27\u624d\u9000\u94b1...[\u601d\u8003]\u30023.\u6ca1\u6709\u8d27\u7269\u6e05\u5355...\u6216\u8005\u6e05\u5355\u662f\u4e00\u4e2a\u5e9f\u5f03A4\u6253\u7684\n",
+        "#\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c1920x1080\u5168\u9ad8\u6e05\u5206\u8fa8\u7387\uff0c\u73a9\u6e38\u620f\uff0c\u770b\u9ad8\u6e05\u89c6\u9891\u723d\u7206\u4e86\u300211\u670818\u65e5\u4e2d\u534812\u70b9\u5f00\u653e\u8d2d\u4e70\uff0c\u4ec5\u552e1999\u5143\uff0c\u5e0c\u671b\u80fd\u4e70\u52301\u53f0\u3002@\u5c0f\u7c73\u624b\u673a @\u5356\u4ed9\u5251\u7684\u9152\u5251\u4ed9  @\u6d77\u5148\u751fV  \uff0c\u5206\u4eab\u514d\u8d39\u9884\u7ea6\u5730\u5740http://t.cn/RPkmgBL\n",
+        "[doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...\n",
+        "[doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026\n",
+        "[doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~\n"
+       ]
+      }
+     ],
+     "prompt_number": 48
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "f=open('../data/stopwords.txt','r')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 89
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "stopwords = [l.strip() for l in f.readlines()]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 90
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print stopwords[100]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\u800c\u5916\n"
+       ]
+      }
+     ],
+     "prompt_number": 18
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "text = jieba.lcut(fw.weibo_train_data.context[0])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 152
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "clean = [t for t in text if t not in stopwords]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 170
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "stopwords[2].encode('utf8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "ename": "UnicodeDecodeError",
+       "evalue": "'ascii' codec can't decode byte 0xe3 in position 0: ordinal not in range(128)",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mUnicodeDecodeError\u001b[0m                        Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-20-995d90a93e63>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mstopwords\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'utf8'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;31mUnicodeDecodeError\u001b[0m: 'ascii' codec can't decode byte 0xe3 in position 0: ordinal not in range(128)"
+       ]
+      }
+     ],
+     "prompt_number": 20
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "for i in range(len(stopwords)):\n",
+      "    stopwords[i] = stopwords[i].decode('utf8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 91
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print stopwords[100]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\u800c\u5916\n"
+       ]
+      }
+     ],
+     "prompt_number": 78
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print '/'.join(clean)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\u5410/\u4eac\u4e1c/ /\u7528\u6237/\u4f53\u9a8c/\u592a\u5dee/..../\u7b2c\u4e00\u6b21/\u4eac\u4e1c/\u8d2d\u7269/\u4e70/\u51e0\u767e/\u4e66/..../\u771f\u662f/\u7ecf\u5386/\u7f51\u8d2d/\u95ee\u9898/\u8d27\u5230/\u53d1\u7968/\u8d27\u5230/\u672c\u4e66/\u7f51\u4e0a/\u663e\u793a/\u53d1\u8d27/\u5305\u88f9/\u91cc/\u53d1\u7968/\u95ee/\u5e97\u5bb6/\u5e97\u5bb6/\u627f\u8ba4/\u4e00\u672c/\u6ca1\u8d27/\u5e97\u5bb6/\u786e\u8ba4/\u6536\u8d27/\u9000\u94b1/\u601d\u8003/\u8d27\u7269/\u6e05\u5355/\u6e05\u5355/\u4e00\u4e2a/\u5e9f\u5f03/A4\n"
+       ]
+      }
+     ],
+     "prompt_number": 171
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print '/'.join(jieba.lcut(fw.weibo_train_data.ix[0].context))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "[/\u5410/]/@/\u4eac\u4e1c/ /\u7684/\u7528\u6237/\u4f53\u9a8c/\u592a\u5dee/\u4e86/..../\u7b2c\u4e00\u6b21/\u5728/\u4eac\u4e1c/\u8d2d\u7269/\uff0c/\u4e70/\u4e86/\u51e0\u767e/\u7684/\u4e66/..../\u771f\u662f/\u7ecf\u5386/\u4e86/\u7f51\u8d2d/\u7684/\u5404\u79cd/\u95ee\u9898/.../1/./\u8d27\u5230/\u4e86/\uff0c/\u6ca1/\u7ed9/\u53d1\u7968/\u3002/2/./\u8d27\u5230/\u4e86/\uff0c/2/\u672c\u4e66/\uff0c/\u7f51\u4e0a/\u663e\u793a/\u90fd/\u53d1\u8d27/\u4e86/\uff0c/\u5305\u88f9/\u91cc/\u53ea\u6709/1/\u672c/\uff0c/\u800c\u4e14/\u6ca1/\u53d1\u7968/.../\u95ee/\u5e97\u5bb6/\uff0c/\u5e97\u5bb6/\u627f\u8ba4/\u53e6\u5916/\u4e00\u672c/\u6ca1\u8d27/.../\u5e97\u5bb6/\u8ba9/\u6211/\u786e\u8ba4/\u6536\u8d27/\u624d/\u9000\u94b1/.../[/\u601d\u8003/]/\u3002/3/./\u6ca1\u6709/\u8d27\u7269/\u6e05\u5355/.../\u6216\u8005/\u6e05\u5355/\u662f/\u4e00\u4e2a/\u5e9f\u5f03/A4/\u6253/\u7684\n"
+       ]
+      }
+     ],
+     "prompt_number": 138
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "text[10] in stopwords"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 169,
+       "text": [
+        "True"
+       ]
+      }
+     ],
+     "prompt_number": 169
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "'1ST\u91cc'.lower()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 44,
+       "text": [
+        "'1st\\xe9\\x87\\x8c'"
+       ]
+      }
+     ],
+     "prompt_number": 44
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print stopwords[212]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\u4e86\n"
+       ]
+      }
+     ],
+     "prompt_number": 29
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print re.findall(\"http://.*\\w$\",fw.weibo_train_data.context[9])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "[]\n"
+       ]
+      }
+     ],
+     "prompt_number": 62
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "for c in fw.weibo_train_data.context[:20]:\n",
+      "    print c"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "[\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684\u5404\u79cd\u95ee\u9898...1.\u8d27\u5230\u4e86\uff0c\u6ca1\u7ed9\u53d1\u7968\u30022.\u8d27\u5230\u4e86\uff0c2\u672c\u4e66\uff0c\u7f51\u4e0a\u663e\u793a\u90fd\u53d1\u8d27\u4e86\uff0c\u5305\u88f9\u91cc\u53ea\u67091\u672c\uff0c\u800c\u4e14\u6ca1\u53d1\u7968...\u95ee\u5e97\u5bb6\uff0c\u5e97\u5bb6\u627f\u8ba4\u53e6\u5916\u4e00\u672c\u6ca1\u8d27...\u5e97\u5bb6\u8ba9\u6211\u786e\u8ba4\u6536\u8d27\u624d\u9000\u94b1...[\u601d\u8003]\u30023.\u6ca1\u6709\u8d27\u7269\u6e05\u5355...\u6216\u8005\u6e05\u5355\u662f\u4e00\u4e2a\u5e9f\u5f03A4\u6253\u7684\n",
+        "#\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c1920x1080\u5168\u9ad8\u6e05\u5206\u8fa8\u7387\uff0c\u73a9\u6e38\u620f\uff0c\u770b\u9ad8\u6e05\u89c6\u9891\u723d\u7206\u4e86\u300211\u670818\u65e5\u4e2d\u534812\u70b9\u5f00\u653e\u8d2d\u4e70\uff0c\u4ec5\u552e1999\u5143\uff0c\u5e0c\u671b\u80fd\u4e70\u52301\u53f0\u3002@\u5c0f\u7c73\u624b\u673a @\u5356\u4ed9\u5251\u7684\u9152\u5251\u4ed9  @\u6d77\u5148\u751fV  \uff0c\u5206\u4eab\u514d\u8d39\u9884\u7ea6\u5730\u5740http://t.cn/RPkmgBL\n",
+        "[doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...\n",
+        "[doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026\n",
+        "[doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~\n",
+        "#\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a#\u201c\u5173\u6ce8@\u9b54\u6d6a\u84dd\u7259\u8033\u673a+\u8f6c\u53d1\u672c\u5fae\u535a\u5e76@3\u4f4d\u597d\u53cb+#\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a#+\u514d\u8d39\u4f53\u9a8c\u7684\u52a8\u4eba\u7406\u7531\u201d\u5373\u6709\u673a\u4f1a\u83b7\u5f97\u514d\u8d39\u4f53\u9a8c\u8d44\u683c\uff0c\u6211\u5df2\u7ecf\u53c2\u52a0\u4e86\uff0c\u4f60\u4eec\u5feb\u6765\u5440\uff01\uff01 http://t.cn/R7BhYdI\n",
+        "[\u53ef\u601c] \u53f2\u4e0a\u6700\u96be\u767b\u7684\u7684\u7f51\u7ad9\uff1ahttp://t.cn/R78fdMf\n",
+        "[\u6253\u8138]\u524d\u5929\u786e\u8ba4\u62a5\u540d\u3002\u3002\u3002\u3002\u4eca\u5929\u5356\u72ec\u5bb6\u5185\u90e8\u8d44\u6599\u7684\u7535\u8bdd\u5c31\u6765\u4e86\u3002\u3002\u3002\u3002\n",
+        "\u53cc\u5341\u4e00\u540e\u9057\u75c7....42\u7801\u677f\u978b...\u5168\u7f3a\u8d27...\n",
+        "\u3010\u8bba\u575b\u6e90\u7801\u63a8\u8350\uff086\u670830\u65e5\uff09\uff1aiOS\u5f00\u6e90RSS\u65b0\u95fb\u9605\u8bfb\u5668 \u53ef\u81ea\u52a8\u586b\u5145\u7684\u6587\u672c\u6846\u3011 http://t.cn/RvuICAU  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u3010Hadoop\u79d1\u666e\u6587\u2014\u2014\u5e38\u89c1\u768445\u4e2a\u95ee\u9898\u89e3\u7b54\u3011 http://t.cn/Rvrui7S  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u3010MySQL\u7d22\u5f15\u539f\u7406\u53ca\u6162\u67e5\u8be2\u4f18\u5316\u3011 http://t.cn/RvsXH5D  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u3010\u7f51\u7ad9\u7528\u6237\u8bbf\u95ee\u901f\u5ea6\u76d1\u6d4b\u5206\u6790\u9879\u76ee(1)\u3011 http://t.cn/RPLC0uY  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u3010\u4e0d\u540cvlan\u95f4\u901a\u4fe1\u5982\u4f55\u5b9e\u73b0\uff1f\u3011 http://t.cn/RPLOZ49  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u5c0f\u4f19\u4f34\u4eec\uff0c\u5feb\u6765\u56f4\u89c2\uff01\u6211\u5df2\u7ecf\u5347\u7ea7\u4e3aV6\u65b0\u7248\u5fae\u535a\uff0c\u7b80\u6d01\u7684\u754c\u9762\u5e26\u6765\u66f4\u6d41\u7545\u7684\u4f53\u9a8c\u3002\u51c6\u5907\u597d\u4e86\u5417\uff1f\u548c\u6211\u4eec\u4e00\u8d77\u53d1\u73b0\u65b0\u7684\u4e16\u754c\u5427\uff01\u5347\u7ea7\u731b\u6233:http://t.cn/R7vgnNI http://t.cn/R7PW0Ng\n",
+        "\u6211\u521a\u6362\u4e86\u201c\u60c5\u8ff7\u5b9d\u4e3d\u6765\u201d\u5957\u88c5\uff0c\u597d\u6f02\u4eae\uff0c\u4f60\u4eec\u90fd\u5feb\u6765\u8bd5\u8bd5\uff01 http://weibo.com/home?skinId=skin053\n",
+        "5k \u7684iMac\u597d\u50cf\u5f88\u4e0d\u9519\n",
+        "\u4eca\u5929\u9047\u5230\u4e86\u4e24\u4e2a\u5947\u8469\n",
+        "\u6ca1\u4e8b\uff0c\u53ea\u662f\u6280\u672f\u8c03\u6574\n",
+        "\u81ea\u5df1\u628a\u8138\u90fd\u6293\u4f24\u4e86\uff0c\u6240\u4ee5\u5e26\u4e0a\u4e86\u624b\u5957\u2026 http://t.cn/Rv3EAY4\n"
+       ]
+      }
+     ],
+     "prompt_number": 103
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import re\n",
+      "from nltk.corpus import stopwords as e_stopwords\n",
+      "for i,context in enumerate(fw.weibo_train_data.context[0:20]):\n",
+      "    print str(i)+'.'\n",
+      "    print context\n",
+      "    #\u53bb\u9664\u94fe\u63a5\n",
+      "    context = re.sub(\"http://.*\\w\",\"\",context)\n",
+      "    #\u53bb\u9664\u8868\u60c5\u7b26\u53f7\n",
+      "    context = re.sub(\"\\[.{0,12}\\]\",\"\",context)\n",
+      "    #\u53bb\u9664\u6807\u70b9\u7b26\u53f7\n",
+      "    #context = re.sub(\"\\\\pP|\\\\pS\", \"\",context)\n",
+      "    context = re.sub(\"[\\s+\\.\\!\\/_,$%^*(+\\\"\\']+|[+\u2014\u2014\uff01\uff0c\u3002\uff1f\u3001~@#\uffe5%\u2026\u2026&*\uff08\uff09\u3010\u3011\u256e\u256f\u25bd\u2570\u256d]+\".decode(\"utf8\"), \"\",context)\n",
+      "    #\u82f1\u6587\u5b57\u6bcd\u53d8\u5c0f\u5199\n",
+      "    context  = context.lower()\n",
+      "    #\u627e\u51fa\u6240\u6709\u82f1\u6587\u5b57\u7b26\u548c\u5355\u8bcd\u5e76\u63d0\u53d6\n",
+      "    english = re.findall(\"[a-z]+\",context)\n",
+      "    context = re.sub(\"[a-z]+\",\"\",context)\n",
+      "    #\u53bb\u9664\u7a7a\u683c\n",
+      "    context = re.sub(\"\\s\",\"\",context)\n",
+      "    #\u53bb\u9664\u6240\u6709\u6570\u5b57\n",
+      "    context = re.sub(\"\\d\",\"\",context)\n",
+      "    #\u53bb\u9664\u81ea\u5df1\u6253\u7684\u7701\u7565\u53f7\n",
+      "    context = re.sub(\"\\.*\",\"\",context)\n",
+      "    #\u5206\u8bcd\n",
+      "    text = jieba.lcut(context)\n",
+      "    #\u53bb\u9664\u4e2d\u6587\u505c\u7528\u8bcd\n",
+      "    clean = [t for t in text if t not in stopwords]\n",
+      "    #\u53bb\u9664\u82f1\u6587\u505c\u7528\u8bcd\u4e0e\u5355\u4e2a\u82f1\u6587\u5b57\u6bcd\n",
+      "    e_clean = [t for t in english if t not in e_stopwords.words('english') and len(t) is not 1]\n",
+      "    clean+=e_clean\n",
+      "    \n",
+      "    print '|'.join(clean)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "0.\n",
+        "[\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684\u5404\u79cd\u95ee\u9898...1.\u8d27\u5230\u4e86\uff0c\u6ca1\u7ed9\u53d1\u7968\u30022.\u8d27\u5230\u4e86\uff0c2\u672c\u4e66\uff0c\u7f51\u4e0a\u663e\u793a\u90fd\u53d1\u8d27\u4e86\uff0c\u5305\u88f9\u91cc\u53ea\u67091\u672c\uff0c\u800c\u4e14\u6ca1\u53d1\u7968...\u95ee\u5e97\u5bb6\uff0c\u5e97\u5bb6\u627f\u8ba4\u53e6\u5916\u4e00\u672c\u6ca1\u8d27...\u5e97\u5bb6\u8ba9\u6211\u786e\u8ba4\u6536\u8d27\u624d\u9000\u94b1...[\u601d\u8003]\u30023.\u6ca1\u6709\u8d27\u7269\u6e05\u5355...\u6216\u8005\u6e05\u5355\u662f\u4e00\u4e2a\u5e9f\u5f03A4\u6253\u7684\n",
+        "\u4eac\u4e1c|\u7528\u6237|\u4f53\u9a8c|\u592a\u5dee|\u7b2c\u4e00\u6b21|\u4eac\u4e1c|\u8d2d\u7269|\u4e70|\u51e0\u767e|\u4e66|\u771f\u662f|\u7ecf\u5386|\u7f51\u8d2d|\u95ee\u9898|\u8d27\u5230|\u53d1\u7968|\u8d27\u5230|\u672c\u4e66|\u7f51\u4e0a|\u663e\u793a|\u53d1\u8d27|\u5305\u88f9|\u91cc|\u53d1\u7968|\u95ee|\u5e97\u5bb6|\u5e97\u5bb6|\u627f\u8ba4|\u4e00\u672c|\u6ca1\u8d27|\u5e97\u5bb6|\u786e\u8ba4|\u6536\u8d27|\u9000\u94b1|\u8d27\u7269|\u6e05\u5355|\u6e05\u5355|\u4e00\u4e2a|\u5e9f\u5f03\n",
+        "1.\n",
+        "#\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c1920x1080\u5168\u9ad8\u6e05\u5206\u8fa8\u7387\uff0c\u73a9\u6e38\u620f\uff0c\u770b\u9ad8\u6e05\u89c6\u9891\u723d\u7206\u4e86\u300211\u670818\u65e5\u4e2d\u534812\u70b9\u5f00\u653e\u8d2d\u4e70\uff0c\u4ec5\u552e1999\u5143\uff0c\u5e0c\u671b\u80fd\u4e70\u52301\u53f0\u3002@\u5c0f\u7c73\u624b\u673a @\u5356\u4ed9\u5251\u7684\u9152\u5251\u4ed9  @\u6d77\u5148\u751fV  \uff0c\u5206\u4eab\u514d\u8d39\u9884\u7ea6\u5730\u5740http://t.cn/RPkmgBL\n",
+        "\u7231|\u5c0f\u7c73|\u624b\u673a|\u5c0f\u7c73|\u624b\u673a|\u5c4f\u5e55|\u592a\u7ed9\u529b|\u82f1\u5bf8|\u9ad8|\u8272\u5f69|\u9971\u548c\u5ea6|\u590f\u666e|\u5c4f\u5e55|\u5168\u9ad8\u6e05|\u5206\u8fa8\u7387|\u73a9\u6e38\u620f|\u9ad8\u6e05|\u89c6\u9891|\u723d\u7206|\u4e2d\u5348|\u70b9|\u5f00\u653e|\u8d2d\u4e70|\u4ec5\u552e\u5143|\u5e0c\u671b|\u4e70|\u53f0|\u5c0f\u7c73|\u624b\u673a|\u5356|\u4ed9\u5251|\u9152\u5251\u4ed9|\u6d77|\u5148\u751f|\u5206\u4eab|\u514d\u8d39|\u9884\u7ea6|\u5730\u5740|jdi\n",
+        "2.\n",
+        "[doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...\n",
+        "\u5929\u732b|\u771f\u662f|\u725b\u5356|\u5b9e\u9a8c|\u8017\u6750|\u8dd1|\u5929\u732b|\u5f00\u5e97\n",
+        "3.\n",
+        "[doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026\n",
+        "\u627e|\u5de5\u4f5c|\u256e|\u256f|\u25bd|\u2570|\u256d\n",
+        "4.\n",
+        "[doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~\n",
+        "\u6210\u529f|\u62a2|\u53f0\u7c73|\u7535\u4fe1\n",
+        "5.\n",
+        "#\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a#\u201c\u5173\u6ce8@\u9b54\u6d6a\u84dd\u7259\u8033\u673a+\u8f6c\u53d1\u672c\u5fae\u535a\u5e76@3\u4f4d\u597d\u53cb+#\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a#+\u514d\u8d39\u4f53\u9a8c\u7684\u52a8\u4eba\u7406\u7531\u201d\u5373\u6709\u673a\u4f1a\u83b7\u5f97\u514d\u8d39\u4f53\u9a8c\u8d44\u683c\uff0c\u6211\u5df2\u7ecf\u53c2\u52a0\u4e86\uff0c\u4f60\u4eec\u5feb\u6765\u5440\uff01\uff01 http://t.cn/R7BhYdI\n",
+        "\u9b54|\u6d6a\u6f6e|\u7206|\u667a\u80fd|\u8033\u673a|\u5173\u6ce8|\u9b54\u6d6a|\u84dd\u7259|\u8033\u673a|\u8f6c\u53d1|\u672c\u5fae\u535a|\u5e76\u4f4d|\u597d\u53cb|\u9b54|\u6d6a\u6f6e|\u7206|\u667a\u80fd|\u8033\u673a|\u514d\u8d39|\u4f53\u9a8c|\u52a8\u4eba|\u7406\u7531|\u673a\u4f1a|\u83b7\u5f97|\u514d\u8d39|\u4f53\u9a8c|\u8d44\u683c|\u5df2\u7ecf|\u53c2\u52a0|\u5feb\u6765\n",
+        "6.\n",
+        "[\u53ef\u601c] \u53f2\u4e0a\u6700\u96be\u767b\u7684\u7684\u7f51\u7ad9\uff1ahttp://t.cn/R78fdMf\n",
+        "\u53f2\u4e0a|\u6700\u96be|\u767b|\u7f51\u7ad9\n",
+        "7.\n",
+        "[\u6253\u8138]\u524d\u5929\u786e\u8ba4\u62a5\u540d\u3002\u3002\u3002\u3002\u4eca\u5929\u5356\u72ec\u5bb6\u5185\u90e8\u8d44\u6599\u7684\u7535\u8bdd\u5c31\u6765\u4e86\u3002\u3002\u3002\u3002\n",
+        "\u524d\u5929|\u786e\u8ba4|\u62a5\u540d|\u4eca\u5929|\u5356|\u72ec\u5bb6|\u5185\u90e8\u8d44\u6599|\u7535\u8bdd\n",
+        "8.\n",
+        "\u53cc\u5341\u4e00\u540e\u9057\u75c7....42\u7801\u677f\u978b...\u5168\u7f3a\u8d27...\n",
+        "\u53cc\u5341|\u540e\u9057\u75c7|\u7801\u677f|\u978b\u5168|\u7f3a\u8d27\n",
+        "9.\n",
+        "\u3010\u8bba\u575b\u6e90\u7801\u63a8\u8350\uff086\u670830\u65e5\uff09\uff1aiOS\u5f00\u6e90RSS\u65b0\u95fb\u9605\u8bfb\u5668 \u53ef\u81ea\u52a8\u586b\u5145\u7684\u6587\u672c\u6846\u3011 http://t.cn/RvuICAU  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u3010|\u8bba\u575b|\u6e90\u7801|\u63a8\u8350|\u5f00\u6e90|\u65b0\u95fb|\u9605\u8bfb\u5668|\u81ea\u52a8|\u586b\u5145|\u6587\u672c\u6846|\u3011|\u5206\u4eab|\u81ea\u65e0\u89c5|\u9605\u8bfb|ios|rss\n",
+        "10.\n",
+        "\u3010Hadoop\u79d1\u666e\u6587\u2014\u2014\u5e38\u89c1\u768445\u4e2a\u95ee\u9898\u89e3\u7b54\u3011 http://t.cn/Rvrui7S  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u3010|\u79d1\u666e|\u6587|\u5e38\u89c1|\u95ee\u9898\u89e3\u7b54|\u3011|\u5206\u4eab|\u81ea\u65e0\u89c5|\u9605\u8bfb|hadoop\n",
+        "11.\n",
+        "\u3010MySQL\u7d22\u5f15\u539f\u7406\u53ca\u6162\u67e5\u8be2\u4f18\u5316\u3011 http://t.cn/RvsXH5D  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u3010|\u7d22\u5f15|\u539f\u7406|\u53ca\u6162|\u67e5\u8be2|\u4f18\u5316|\u3011|\u5206\u4eab|\u81ea\u65e0\u89c5|\u9605\u8bfb|mysql\n",
+        "12.\n",
+        "\u3010\u7f51\u7ad9\u7528\u6237\u8bbf\u95ee\u901f\u5ea6\u76d1\u6d4b\u5206\u6790\u9879\u76ee(1)\u3011 http://t.cn/RPLC0uY  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u3010|\u7f51\u7ad9|\u7528\u6237|\u8bbf\u95ee\u901f\u5ea6|\u76d1\u6d4b|\u5206\u6790|\u9879\u76ee|\u3011|\u5206\u4eab|\u81ea\u65e0\u89c5|\u9605\u8bfb\n",
+        "13.\n",
+        "\u3010\u4e0d\u540cvlan\u95f4\u901a\u4fe1\u5982\u4f55\u5b9e\u73b0\uff1f\u3011 http://t.cn/RPLOZ49  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u3010|\u95f4\u901a\u4fe1|\u5b9e\u73b0|\u3011|\u5206\u4eab|\u81ea\u65e0\u89c5|\u9605\u8bfb|vlan\n",
+        "14.\n",
+        "\u5c0f\u4f19\u4f34\u4eec\uff0c\u5feb\u6765\u56f4\u89c2\uff01\u6211\u5df2\u7ecf\u5347\u7ea7\u4e3aV6\u65b0\u7248\u5fae\u535a\uff0c\u7b80\u6d01\u7684\u754c\u9762\u5e26\u6765\u66f4\u6d41\u7545\u7684\u4f53\u9a8c\u3002\u51c6\u5907\u597d\u4e86\u5417\uff1f\u548c\u6211\u4eec\u4e00\u8d77\u53d1\u73b0\u65b0\u7684\u4e16\u754c\u5427\uff01\u5347\u7ea7\u731b\u6233:http://t.cn/R7vgnNI http://t.cn/R7PW0Ng\n",
+        "\u5c0f\u4f19\u4f34|\u56f4\u89c2|\u5df2\u7ecf|\u5347\u7ea7|\u65b0\u7248|\u5fae\u535a|\u7b80\u6d01|\u754c\u9762|\u5e26\u6765|\u6d41\u7545|\u4f53\u9a8c|\u51c6\u5907|\u597d\u4e86\u5417|\u4e00\u8d77|\u53d1\u73b0|\u65b0|\u4e16\u754c|\u5347\u7ea7|\u731b|\u6233\n",
+        "15.\n",
+        "\u6211\u521a\u6362\u4e86\u201c\u60c5\u8ff7\u5b9d\u4e3d\u6765\u201d\u5957\u88c5\uff0c\u597d\u6f02\u4eae\uff0c\u4f60\u4eec\u90fd\u5feb\u6765\u8bd5\u8bd5\uff01 http://weibo.com/home?skinId=skin053\n",
+        "\u521a\u6362|\u60c5\u8ff7|\u5b9d\u4e3d\u6765|\u5957\u88c5|\u597d|\u6f02\u4eae|\u8bd5\u8bd5\n",
+        "16.\n",
+        "5k \u7684iMac\u597d\u50cf\u5f88\u4e0d\u9519\n",
+        "\u597d\u50cf|\u4e0d\u9519|imac\n",
+        "17.\n",
+        "\u4eca\u5929\u9047\u5230\u4e86\u4e24\u4e2a\u5947\u8469\n",
+        "\u4eca\u5929|\u9047\u5230|\u4e24\u4e2a|\u5947\u8469\n",
+        "18.\n",
+        "\u6ca1\u4e8b\uff0c\u53ea\u662f\u6280\u672f\u8c03\u6574\n",
+        "\u6ca1\u4e8b|\u6280\u672f|\u8c03\u6574\n",
+        "19.\n",
+        "\u81ea\u5df1\u628a\u8138\u90fd\u6293\u4f24\u4e86\uff0c\u6240\u4ee5\u5e26\u4e0a\u4e86\u624b\u5957\u2026 http://t.cn/Rv3EAY4\n",
+        "\u8138|\u6293\u4f24|\u5e26\u4e0a|\u624b\u5957\n"
+       ]
+      }
+     ],
+     "prompt_number": 122
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print re.findall('[\\s+\\.\\!\\/_,$%^*(+\\\"\\']+|[+\u2014\u2014\uff01\uff0c\u3002\uff1f\u3001~@#\uffe5%\u2026\u2026&*\uff08\uff09\u3010\u3011\u256e\u256f\u25bd\u2570\u256d]+',fw.weibo_train_data.context[9])[1].decode('utf8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "ename": "UnicodeDecodeError",
+       "evalue": "'utf8' codec can't decode byte 0xae in position 0: invalid start byte",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mUnicodeDecodeError\u001b[0m                        Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-121-84060324dc73>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mprint\u001b[0m \u001b[0mre\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfindall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'[\\s+\\.\\!\\/_,$%^*(+\\\"\\']+|[+\u2014\u2014\uff01\uff0c\u3002\uff1f\u3001~@#\uffe5%\u2026\u2026&*\uff08\uff09\u3010\u3011\u256e\u256f\u25bd\u2570\u256d]+'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mfw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweibo_train_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontext\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m9\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'utf8'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;32m/Applications/Canopy.app/appdata/canopy-1.4.1.1975.macosx-x86_64/Canopy.app/Contents/lib/python2.7/encodings/utf_8.pyc\u001b[0m in \u001b[0;36mdecode\u001b[0;34m(input, errors)\u001b[0m\n\u001b[1;32m     14\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     15\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'strict'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 16\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mcodecs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mutf_8_decode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     17\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     18\u001b[0m \u001b[0;32mclass\u001b[0m \u001b[0mIncrementalEncoder\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcodecs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mIncrementalEncoder\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+        "\u001b[0;31mUnicodeDecodeError\u001b[0m: 'utf8' codec can't decode byte 0xae in position 0: invalid start byte"
+       ]
+      }
+     ],
+     "prompt_number": 121
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print re.sub(u\"\\\\u627e\",\"A\",u'\\u627e')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\u627e\n"
+       ]
+      }
+     ],
+     "prompt_number": 255
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "tmp = fw.weibo_train_data.context[3]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 237
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "tmp = tmp.decode('utf8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 239
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "tmp"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 242,
+       "text": [
+        "u'[doge]\\u627e\\u5de5\\u4f5c\\u256e(\\u256f\\u25bd\\u2570)\\u256d\\u2026\\u2026'"
+       ]
+      }
+     ],
+     "prompt_number": 242
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "len('ba')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 86,
+       "text": [
+        "2"
+       ]
+      }
+     ],
+     "prompt_number": 86
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "a=fw.pd.Series()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 261
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "a.append([1,2,3])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "ename": "TypeError",
+       "evalue": "cannot concatenate a non-NDFrame object",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-262-bb81017f99b0>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/core/series.pyc\u001b[0m in \u001b[0;36mappend\u001b[0;34m(self, to_append, verify_integrity)\u001b[0m\n\u001b[1;32m   1407\u001b[0m             \u001b[0mto_concat\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mto_append\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1408\u001b[0m         return concat(to_concat, ignore_index=False,\n\u001b[0;32m-> 1409\u001b[0;31m                       verify_integrity=verify_integrity)\n\u001b[0m\u001b[1;32m   1410\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1411\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_binop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfill_value\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/tools/merge.pyc\u001b[0m in \u001b[0;36mconcat\u001b[0;34m(objs, axis, join, join_axes, ignore_index, keys, levels, names, verify_integrity)\u001b[0m\n\u001b[1;32m    715\u001b[0m                        \u001b[0mignore_index\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mignore_index\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mjoin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    716\u001b[0m                        \u001b[0mkeys\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlevels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnames\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnames\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 717\u001b[0;31m                        verify_integrity=verify_integrity)\n\u001b[0m\u001b[1;32m    718\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    719\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/tools/merge.pyc\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, objs, axis, join, join_axes, keys, levels, names, ignore_index, verify_integrity)\u001b[0m\n\u001b[1;32m    766\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mobj\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mobjs\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    767\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNDFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 768\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"cannot concatenate a non-NDFrame object\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    769\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    770\u001b[0m             \u001b[0;31m# consolidate\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+        "\u001b[0;31mTypeError\u001b[0m: cannot concatenate a non-NDFrame object"
+       ]
+      }
+     ],
+     "prompt_number": 262
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "'\u25bd'.decode('utf8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 69,
+       "text": [
+        "u'\\u25bd'"
+       ]
+      }
+     ],
+     "prompt_number": 69
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "'.'.decode('utf8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 70,
+       "text": [
+        "u'.'"
+       ]
+      }
+     ],
+     "prompt_number": 70
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "'\u2026'.decode('utf8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 72,
+       "text": [
+        "u'\\u2026'"
+       ]
+      }
+     ],
+     "prompt_number": 72
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "a[0]=[1,2,3]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "ename": "IndexError",
+       "evalue": "index 0 is out of bounds for axis 0 with size 0",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-258-c47480f4cd6d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0ma\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/core/series.pyc\u001b[0m in \u001b[0;36m__setitem__\u001b[0;34m(self, key, value)\u001b[0m\n\u001b[1;32m    597\u001b[0m                     and not self.index.inferred_type == 'integer'):\n\u001b[1;32m    598\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 599\u001b[0;31m                 \u001b[0mvalues\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    600\u001b[0m                 \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    601\u001b[0m             \u001b[0;32melif\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mEllipsis\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+        "\u001b[0;31mIndexError\u001b[0m: index 0 is out of bounds for axis 0 with size 0"
+       ]
+      }
+     ],
+     "prompt_number": 258
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import weiboPredict"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 7
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "reload(weiboPredict.framework)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 11,
+       "text": [
+        "<module 'weiboPredict.framework' from 'weiboPredict/framework.py'>"
+       ]
+      }
+     ],
+     "prompt_number": 11
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "from weiboPredict import framework as fw"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 1
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "reload(framework)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "ename": "NameError",
+       "evalue": "name 'framework' is not defined",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-283-3f9ab99c167d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mreload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframework\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;31mNameError\u001b[0m: name 'framework' is not defined"
+       ]
+      }
+     ],
+     "prompt_number": 283
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.loadData()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 2
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "tmp = fw.cleanText(fw.weibo_train_data.context[:5])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stderr",
+       "text": [
+        "Building prefix dict from /Users/Pro/canopy/lib/python2.7/site-packages/jieba/dict.txt ...\n"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stderr",
+       "text": [
+        "DEBUG:jieba:Building prefix dict from /Users/Pro/canopy/lib/python2.7/site-packages/jieba/dict.txt ...\n"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stderr",
+       "text": [
+        "Loading model from cache /var/folders/rv/scpt0ywn277bqhjg160ms0d40000gp/T/jieba.cache\n"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stderr",
+       "text": [
+        "DEBUG:jieba:Loading model from cache /var/folders/rv/scpt0ywn277bqhjg160ms0d40000gp/T/jieba.cache\n"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stderr",
+       "text": [
+        "Loading model cost 0.556 seconds.\n"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stderr",
+       "text": [
+        "DEBUG:jieba:Loading model cost 0.556 seconds.\n"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stderr",
+       "text": [
+        "Prefix dict has been built succesfully.\n"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stderr",
+       "text": [
+        "DEBUG:jieba:Prefix dict has been built succesfully.\n"
+       ]
+      }
+     ],
+     "prompt_number": 3
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print '|'.join(tmp[1])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\u7231|\u5c0f\u7c73|\u624b\u673a|\u5c0f\u7c73|\u624b\u673a|\u5c4f\u5e55|\u592a\u7ed9\u529b|\u82f1\u5bf8|\u9ad8|\u8272\u5f69|\u9971\u548c\u5ea6|\u590f\u666e|JDI|\u5c4f\u5e55|x|\u5168\u9ad8\u6e05|\u5206\u8fa8\u7387|\u73a9\u6e38\u620f|\u9ad8\u6e05|\u89c6\u9891|\u723d\u7206|\u6708|\u65e5|\u4e2d\u5348|\u70b9|\u5f00\u653e|\u8d2d\u4e70|\u4ec5\u552e\u5143|\u5e0c\u671b|\u4e70|\u53f0|\u5c0f\u7c73|\u624b\u673a|\u5356|\u4ed9\u5251|\u9152\u5251\u4ed9|\u6d77|\u5148\u751f|V|\u5206\u4eab|\u514d\u8d39|\u9884\u7ea6|\u5730\u5740\n"
+       ]
+      }
+     ],
+     "prompt_number": 4
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "t = fw.weibo_train_data"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 296
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print \"..\u54c8\u54c8\uff5d\uff1a:\".replace(string.punctuation,\"\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "..\u54c8\u54c8\uff5d\uff1a:\n"
+       ]
+      }
+     ],
+     "prompt_number": 97
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "t.head()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>uid</th>\n",
+        "      <th>mid</th>\n",
+        "      <th>time</th>\n",
+        "      <th>forward_count</th>\n",
+        "      <th>comment_count</th>\n",
+        "      <th>like_count</th>\n",
+        "      <th>context</th>\n",
+        "      <th>a</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> 5fefc2488f99aba5782baa43096b76dc</td>\n",
+        "      <td> 2014-11-04</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 7</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> [\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684...</td>\n",
+        "      <td> [\u5410, \u4eac\u4e1c, \u7528\u6237, \u4f53\u9a8c, \u592a\u5dee, ...., \u7b2c\u4e00\u6b21, \u4eac\u4e1c, \u8d2d\u7269, \u4e70, \u51e0\u767e, ...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> 397d9abe2ebf9ba986fe5ab5a6139e11</td>\n",
+        "      <td> 2014-11-04</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> #\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c19...</td>\n",
+        "      <td> [\u7231, \u5c0f\u7c73, \u624b\u673a, \u5c0f\u7c73, \u624b\u673a, \u5c4f\u5e55, \u592a\u7ed9\u529b, \u82f1\u5bf8, \u9ad8, \u8272\u5f69, \u9971\u548c\u5ea6, \u590f...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> a2ae3959e9aa21a47993506e2609a4ec</td>\n",
+        "      <td> 2014-11-08</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>              [doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...</td>\n",
+        "      <td> [doge, \u55b5, \u55b5, \u5929\u732b, \u771f\u662f, \u725b, ...., \u5356, \u5b9e\u9a8c, \u8017\u6750, \u8dd1, \u5929\u732b...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> fcc63a086522040a271ba6d1fb604734</td>\n",
+        "      <td> 2014-11-09</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 6</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>                                [doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026</td>\n",
+        "      <td>                      [doge, \u627e, \u5de5\u4f5c, \u256e, \u256f, \u25bd, \u2570, \u256d]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> 6ab0f93ab59cbdaf25f4a023642971a6</td>\n",
+        "      <td> 2014-11-11</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 5</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>                                  [doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~</td>\n",
+        "      <td>                             [doge, \u6210\u529f, \u62a2, \u53f0\u7c73, \u7535\u4fe1]</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 298,
+       "text": [
+        "                                uid                               mid  \\\n",
+        "0  07fc721342df1a4c1992560b582992f8  5fefc2488f99aba5782baa43096b76dc   \n",
+        "1  07fc721342df1a4c1992560b582992f8  397d9abe2ebf9ba986fe5ab5a6139e11   \n",
+        "2  07fc721342df1a4c1992560b582992f8  a2ae3959e9aa21a47993506e2609a4ec   \n",
+        "3  07fc721342df1a4c1992560b582992f8  fcc63a086522040a271ba6d1fb604734   \n",
+        "4  07fc721342df1a4c1992560b582992f8  6ab0f93ab59cbdaf25f4a023642971a6   \n",
+        "\n",
+        "         time  forward_count  comment_count  like_count  \\\n",
+        "0  2014-11-04              0              7           2   \n",
+        "1  2014-11-04              0              3           0   \n",
+        "2  2014-11-08              0              0           0   \n",
+        "3  2014-11-09              0              6           0   \n",
+        "4  2014-11-11              0              5           1   \n",
+        "\n",
+        "                                             context  \\\n",
+        "0  [\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684...   \n",
+        "1  #\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c19...   \n",
+        "2               [doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...   \n",
+        "3                                 [doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026   \n",
+        "4                                   [doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~   \n",
+        "\n",
+        "                                                   a  \n",
+        "0  [\u5410, \u4eac\u4e1c, \u7528\u6237, \u4f53\u9a8c, \u592a\u5dee, ...., \u7b2c\u4e00\u6b21, \u4eac\u4e1c, \u8d2d\u7269, \u4e70, \u51e0\u767e, ...  \n",
+        "1  [\u7231, \u5c0f\u7c73, \u624b\u673a, \u5c0f\u7c73, \u624b\u673a, \u5c4f\u5e55, \u592a\u7ed9\u529b, \u82f1\u5bf8, \u9ad8, \u8272\u5f69, \u9971\u548c\u5ea6, \u590f...  \n",
+        "2  [doge, \u55b5, \u55b5, \u5929\u732b, \u771f\u662f, \u725b, ...., \u5356, \u5b9e\u9a8c, \u8017\u6750, \u8dd1, \u5929\u732b...  \n",
+        "3                       [doge, \u627e, \u5de5\u4f5c, \u256e, \u256f, \u25bd, \u2570, \u256d]  \n",
+        "4                              [doge, \u6210\u529f, \u62a2, \u53f0\u7c73, \u7535\u4fe1]  "
+       ]
+      }
+     ],
+     "prompt_number": 298
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "tmp.to_csv('test.csv')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 299
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "clean_context = fw.cleanText(fw.weibo_train_data.context)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "10000/1626750\n",
+        "20000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "30000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "40000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "50000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
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+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1340000/1626750"
+       ]
+      },
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+       "output_type": "stream",
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+       "text": [
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+        "1390000/1626750"
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+      {
+       "output_type": "stream",
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+       "text": [
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+        "1410000/1626750"
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+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1420000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1430000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1440000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1450000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1460000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1470000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1480000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1490000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1500000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1510000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1520000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1530000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1540000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1550000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1560000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1570000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1580000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1590000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1600000/1626750"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1610000/1626750"
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+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "1620000/1626750"
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+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n"
+       ]
+      }
+     ],
+     "prompt_number": 5
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "predict_clean_text = fw.cleanText(fw.weibo_predict_data.context)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "10000/275331\n",
+        "20000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "30000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "40000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "50000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "60000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "70000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "80000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "90000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "100000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "110000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "120000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "130000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "140000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "150000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "160000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "170000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "180000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "190000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "200000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "210000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "220000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "230000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "240000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "250000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "260000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "270000/275331"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n"
+       ]
+      }
+     ],
+     "prompt_number": 6
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "clean_context.head()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 8,
+       "text": [
+        "0    [\u5410, \u4eac\u4e1c, \u7528\u6237, \u4f53\u9a8c, \u592a\u5dee, ...., \u7b2c\u4e00\u6b21, \u4eac\u4e1c, \u8d2d\u7269, \u4e70, \u51e0\u767e, ...\n",
+        "1    [\u7231, \u5c0f\u7c73, \u624b\u673a, \u5c0f\u7c73, \u624b\u673a, \u5c4f\u5e55, \u592a\u7ed9\u529b, \u82f1\u5bf8, \u9ad8, \u8272\u5f69, \u9971\u548c\u5ea6, \u590f...\n",
+        "2    [doge, \u55b5, \u55b5, \u5929\u732b, \u771f\u662f, \u725b, ...., \u5356, \u5b9e\u9a8c, \u8017\u6750, \u8dd1, \u5929\u732b...\n",
+        "3                         [doge, \u627e, \u5de5\u4f5c, \u256e, \u256f, \u25bd, \u2570, \u256d]\n",
+        "4                                [doge, \u6210\u529f, \u62a2, \u53f0\u7c73, \u7535\u4fe1]\n",
+        "dtype: object"
+       ]
+      }
+     ],
+     "prompt_number": 8
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "clean_context.to_csv('data/train_context_clean.csv')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 9
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "predict_clean_text.to_csv('data/predict_context_clean.csv')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 10
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [],
+     "language": "python",
+     "metadata": {},
+     "outputs": []
+    }
+   ],
+   "metadata": {}
+  }
+ ]
+}
\ No newline at end of file
diff --git a/notebooks/BagOfWords.ipynb b/notebooks/BagOfWords.ipynb
index 64a7e15..d8bd8f8 100644
--- a/notebooks/BagOfWords.ipynb
+++ b/notebooks/BagOfWords.ipynb
@@ -1,7 +1,7 @@
 {
  "metadata": {
   "name": "",
-  "signature": "sha256:00cdb54bb70c8852ae29a5545068c27eefb9cbf32af262ef10f78dccc32c2912"
+  "signature": "sha256:21befa54ec44e79a7308a87f04b9d850ed7b6b5c346e194094033f7825a5a8bd"
  },
  "nbformat": 3,
  "nbformat_minor": 0,
@@ -28,7 +28,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 2
+     "prompt_number": 1
     },
     {
      "cell_type": "code",
@@ -39,7 +39,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 6
+     "prompt_number": 1
     },
     {
      "cell_type": "code",
@@ -50,7 +50,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 7
+     "prompt_number": 2
     },
     {
      "cell_type": "code",
@@ -61,7 +61,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 8
+     "prompt_number": 3
     },
     {
      "cell_type": "code",
@@ -74,16 +74,16 @@
      "outputs": [
       {
        "ename": "NameError",
-       "evalue": "name 'framework' is not defined",
+       "evalue": "name 'weibuframework' is not defined",
        "output_type": "pyerr",
        "traceback": [
         "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-        "\u001b[0;32m<ipython-input-6-3f9ab99c167d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mreload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframework\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-        "\u001b[0;31mNameError\u001b[0m: name 'framework' is not defined"
+        "\u001b[0;32m<ipython-input-24-490c80477db3>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mreload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mweibuframework\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;31mNameError\u001b[0m: name 'weibuframework' is not defined"
        ]
       }
      ],
-     "prompt_number": 6
+     "prompt_number": 24
     },
     {
      "cell_type": "code",
@@ -94,7 +94,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 9
+     "prompt_number": 4
     },
     {
      "cell_type": "code",
@@ -3655,6 +3655,4831 @@
      ],
      "prompt_number": 70
     },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.BOW(vec_time=['2014-08-01','2014-12-31'],max_features=100,fit=True)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading data...\n",
+        "fitting and transforming..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving models..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving features..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n"
+       ]
+      },
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>BOW_1</th>\n",
+        "      <th>BOW_2</th>\n",
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+        "      <th>BOW_10</th>\n",
+        "      <th>...</th>\n",
+        "      <th>BOW_91</th>\n",
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+        "      <th>BOW_100</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
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+        "      <td> 0</td>\n",
+        "    </tr>\n",
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+        "      <th>1      </th>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347401</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347402</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347403</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347404</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347405</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347406</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347407</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347408</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347409</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347410</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347411</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347412</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347413</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347414</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347415</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347416</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347417</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347418</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347419</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347420</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347421</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347422</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347423</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347424</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347425</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347426</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347427</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347428</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347429</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347430</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>1347431 rows \u00d7 100 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 5,
+       "text": [
+        "         BOW_1  BOW_2  BOW_3  BOW_4  BOW_5  BOW_6  BOW_7  BOW_8  BOW_9  \\\n",
+        "0            0      0      0      0      1      0      0      0      0   \n",
+        "1            0      0      0      0      0      0      0      0      0   \n",
+        "2            0      0      0      0      0      0      0      0      0   \n",
+        "3            0      0      0      0      0      0      0      0      0   \n",
+        "4            0      0      0      0      0      0      0      0      0   \n",
+        "5            0      0      0      0      0      0      0      0      0   \n",
+        "6            0      0      0      0      0      0      0      0      0   \n",
+        "7            0      0      0      0      0      0      0      0      0   \n",
+        "8            0      0      0      0      0      0      0      0      0   \n",
+        "9            0      0      0      0      0      0      0      1      0   \n",
+        "10           0      0      0      0      0      0      0      0      0   \n",
+        "11           0      0      0      0      0      0      0      0      0   \n",
+        "12           0      0      0      0      0      0      0      0      0   \n",
+        "13           0      0      0      0      0      0      0      0      0   \n",
+        "14           0      0      0      0      0      0      0      0      0   \n",
+        "15           0      0      0      0      0      0      0      0      0   \n",
+        "16           0      0      0      0      0      0      0      0      0   \n",
+        "17           0      0      0      0      0      0      0      0      0   \n",
+        "18           0      0      0      0      0      0      0      0      0   \n",
+        "19           0      0      0      0      0      0      0      0      0   \n",
+        "20           0      0      0      0      0      0      0      0      0   \n",
+        "21           0      0      0      0      0      0      0      0      0   \n",
+        "22           0      0      0      0      0      0      0      0      0   \n",
+        "23           0      0      0      0      0      0      0      0      0   \n",
+        "24           0      0      0      0      0      0      0      0      0   \n",
+        "25           0      0      0      0      0      0      0      0      0   \n",
+        "26           0      0      0      0      0      0      0      0      0   \n",
+        "27           0      0      0      0      0      0      0      0      0   \n",
+        "28           0      0      0      0      0      0      0      0      0   \n",
+        "29           0      0      0      0      0      0      0      0      0   \n",
+        "...        ...    ...    ...    ...    ...    ...    ...    ...    ...   \n",
+        "1347401      0      0      0      0      0      0      0      0      0   \n",
+        "1347402      0      0      0      0      0      0      0      0      0   \n",
+        "1347403      0      0      0      0      0      0      0      0      0   \n",
+        "1347404      0      0      0      0      0      0      0      0      0   \n",
+        "1347405      0      0      0      0      0      0      0      0      0   \n",
+        "1347406      0      0      0      0      0      0      0      0      0   \n",
+        "1347407      0      0      0      0      0      0      0      0      0   \n",
+        "1347408      0      0      0      0      0      0      0      0      0   \n",
+        "1347409      0      0      0      0      1      0      0      0      0   \n",
+        "1347410      0      0      0      0      0      0      0      0      0   \n",
+        "1347411      0      0      0      0      0      0      0      0      0   \n",
+        "1347412      0      0      0      0      0      0      0      0      0   \n",
+        "1347413      0      0      0      0      0      0      0      0      0   \n",
+        "1347414      0      0      0      0      0      0      0      0      0   \n",
+        "1347415      0      0      0      0      0      0      0      0      0   \n",
+        "1347416      0      0      0      0      0      0      0      0      0   \n",
+        "1347417      0      0      0      0      0      0      0      0      0   \n",
+        "1347418      0      0      0      0      0      0      0      3      0   \n",
+        "1347419      0      0      0      0      0      0      0      0      0   \n",
+        "1347420      0      0      0      0      0      0      0      0      0   \n",
+        "1347421      0      0      0      0      0      0      0      0      0   \n",
+        "1347422      0      0      0      0      0      0      0      0      0   \n",
+        "1347423      0      0      0      0      0      0      0      1      0   \n",
+        "1347424      0      0      0      0      0      0      0      0      0   \n",
+        "1347425      1      0      0      0      0      0      0      0      1   \n",
+        "1347426      0      0      0      0      0      0      0      0      0   \n",
+        "1347427      0      0      0      0      1      0      0      0      0   \n",
+        "1347428      0      0      0      0      0      0      0      0      0   \n",
+        "1347429      0      0      0      0      0      0      0      0      0   \n",
+        "1347430      0      0      0      0      0      0      0      0      0   \n",
+        "\n",
+        "         BOW_10   ...    BOW_91  BOW_92  BOW_93  BOW_94  BOW_95  BOW_96  \\\n",
+        "0             0   ...         0       0       0       0       0       0   \n",
+        "1             0   ...         0       0       0       0       0       0   \n",
+        "2             0   ...         0       0       0       0       0       0   \n",
+        "3             0   ...         0       0       0       0       0       0   \n",
+        "4             0   ...         0       0       0       0       0       0   \n",
+        "5             0   ...         0       0       0       0       0       0   \n",
+        "6             0   ...         0       0       0       0       0       0   \n",
+        "7             0   ...         0       0       0       0       0       0   \n",
+        "8             0   ...         0       0       0       0       0       0   \n",
+        "9             0   ...         0       0       0       0       0       0   \n",
+        "10            0   ...         0       1       0       0       0       0   \n",
+        "11            1   ...         0       0       0       0       0       0   \n",
+        "12            0   ...         0       0       0       0       0       0   \n",
+        "13            0   ...         0       0       0       0       0       0   \n",
+        "14            0   ...         0       0       0       0       0       0   \n",
+        "15            0   ...         0       0       0       0       0       0   \n",
+        "16            0   ...         0       0       0       0       0       0   \n",
+        "17            0   ...         0       0       0       0       0       0   \n",
+        "18            0   ...         0       0       0       0       0       0   \n",
+        "19            0   ...         0       0       0       0       0       0   \n",
+        "20            0   ...         0       0       0       0       0       0   \n",
+        "21            0   ...         0       0       0       0       0       0   \n",
+        "22            0   ...         0       0       0       0       0       0   \n",
+        "23            0   ...         0       0       0       0       0       0   \n",
+        "24            0   ...         0       0       0       0       0       0   \n",
+        "25            0   ...         0       0       0       0       0       0   \n",
+        "26            0   ...         0       0       0       0       0       0   \n",
+        "27            0   ...         0       0       0       0       0       0   \n",
+        "28            0   ...         0       0       0       0       0       0   \n",
+        "29            0   ...         0       0       0       0       0       0   \n",
+        "...         ...   ...       ...     ...     ...     ...     ...     ...   \n",
+        "1347401       0   ...         0       0       0       0       0       0   \n",
+        "1347402       0   ...         0       0       0       0       0       0   \n",
+        "1347403       0   ...         0       0       0       0       0       0   \n",
+        "1347404       0   ...         0       0       0       0       0       0   \n",
+        "1347405       0   ...         0       0       0       0       0       0   \n",
+        "1347406       0   ...         0       0       0       0       0       0   \n",
+        "1347407       0   ...         0       0       0       0       0       0   \n",
+        "1347408       0   ...         0       0       0       0       0       0   \n",
+        "1347409       0   ...         0       0       0       0       0       0   \n",
+        "1347410       0   ...         0       0       0       0       0       0   \n",
+        "1347411       0   ...         0       0       0       0       0       0   \n",
+        "1347412       0   ...         0       0       0       0       0       0   \n",
+        "1347413       0   ...         0       0       0       0       0       0   \n",
+        "1347414       0   ...         0       0       0       0       0       0   \n",
+        "1347415       0   ...         0       0       1       0       0       0   \n",
+        "1347416       0   ...         0       0       0       0       0       0   \n",
+        "1347417       0   ...         0       0       0       0       0       0   \n",
+        "1347418       0   ...         0       0       0       0       0       0   \n",
+        "1347419       0   ...         0       0       0       0       0       0   \n",
+        "1347420       0   ...         0       0       0       0       0       0   \n",
+        "1347421       0   ...         0       0       0       0       0       0   \n",
+        "1347422       0   ...         0       0       0       0       0       0   \n",
+        "1347423       0   ...         0       0       0       0       0       0   \n",
+        "1347424       0   ...         0       0       0       0       0       0   \n",
+        "1347425       0   ...         0       1       0       0       0       0   \n",
+        "1347426       0   ...         0       0       0       0       0       0   \n",
+        "1347427       0   ...         0       0       0       0       0       0   \n",
+        "1347428       0   ...         0       0       0       0       0       0   \n",
+        "1347429       0   ...         0       0       0       0       0       0   \n",
+        "1347430       0   ...         0       0       0       0       0       0   \n",
+        "\n",
+        "         BOW_97  BOW_98  BOW_99  BOW_100  \n",
+        "0             1       0       0        0  \n",
+        "1             0       0       0        0  \n",
+        "2             0       0       0        0  \n",
+        "3             0       0       0        0  \n",
+        "4             0       0       0        0  \n",
+        "5             0       0       0        0  \n",
+        "6             0       0       0        0  \n",
+        "7             0       0       0        0  \n",
+        "8             0       0       0        0  \n",
+        "9             0       0       0        0  \n",
+        "10            0       0       0        0  \n",
+        "11            0       0       0        0  \n",
+        "12            0       0       0        0  \n",
+        "13            0       0       0        0  \n",
+        "14            0       0       0        0  \n",
+        "15            0       0       0        0  \n",
+        "16            0       0       0        0  \n",
+        "17            0       0       0        0  \n",
+        "18            0       0       0        0  \n",
+        "19            0       0       0        0  \n",
+        "20            0       0       0        0  \n",
+        "21            0       0       0        0  \n",
+        "22            0       0       0        0  \n",
+        "23            0       0       0        0  \n",
+        "24            0       0       0        0  \n",
+        "25            0       0       0        0  \n",
+        "26            0       0       0        0  \n",
+        "27            0       0       0        0  \n",
+        "28            0       0       0        0  \n",
+        "29            0       0       0        0  \n",
+        "...         ...     ...     ...      ...  \n",
+        "1347401       0       0       0        0  \n",
+        "1347402       0       0       0        0  \n",
+        "1347403       0       0       0        0  \n",
+        "1347404       0       0       0        0  \n",
+        "1347405       0       0       0        0  \n",
+        "1347406       0       0       0        0  \n",
+        "1347407       0       0       0        0  \n",
+        "1347408       0       0       0        0  \n",
+        "1347409       0       0       0        0  \n",
+        "1347410       0       0       0        0  \n",
+        "1347411       0       0       0        0  \n",
+        "1347412       0       0       0        0  \n",
+        "1347413       0       0       0        0  \n",
+        "1347414       0       0       0        0  \n",
+        "1347415       0       0       0        0  \n",
+        "1347416       0       0       0        0  \n",
+        "1347417       0       0       0        0  \n",
+        "1347418       0       0       0        0  \n",
+        "1347419       0       0       0        0  \n",
+        "1347420       0       0       0        0  \n",
+        "1347421       0       0       0        0  \n",
+        "1347422       0       0       0        0  \n",
+        "1347423       0       0       0        0  \n",
+        "1347424       0       0       0        0  \n",
+        "1347425       0       0       0        0  \n",
+        "1347426       0       0       0        0  \n",
+        "1347427       0       0       0        0  \n",
+        "1347428       0       0       0        0  \n",
+        "1347429       0       0       0        0  \n",
+        "1347430       0       0       0        0  \n",
+        "\n",
+        "[1347431 rows x 100 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 5
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "from sklearn.externals import joblib\n",
+      "f_model = joblib.load(\"../others/2014-07-01_2014-11-30_100.vectorizer\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 56
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.BOW(data_time=['2015-01-01','2015-01-31'],vec_time=['2014-08-01','2014-12-31'],max_features=100)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading data...\n",
+        "transforming..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving features..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n"
+       ]
+      },
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>BOW_1</th>\n",
+        "      <th>BOW_2</th>\n",
+        "      <th>BOW_3</th>\n",
+        "      <th>BOW_4</th>\n",
+        "      <th>BOW_5</th>\n",
+        "      <th>BOW_6</th>\n",
+        "      <th>BOW_7</th>\n",
+        "      <th>BOW_8</th>\n",
+        "      <th>BOW_9</th>\n",
+        "      <th>BOW_10</th>\n",
+        "      <th>...</th>\n",
+        "      <th>BOW_91</th>\n",
+        "      <th>BOW_92</th>\n",
+        "      <th>BOW_93</th>\n",
+        "      <th>BOW_94</th>\n",
+        "      <th>BOW_95</th>\n",
+        "      <th>BOW_96</th>\n",
+        "      <th>BOW_97</th>\n",
+        "      <th>BOW_98</th>\n",
+        "      <th>BOW_99</th>\n",
+        "      <th>BOW_100</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28    </th>\n",
+        "      <td> 3</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275301</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275302</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275303</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275304</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275305</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275306</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275307</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275308</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275309</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275310</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275311</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275312</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275313</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275314</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275315</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275316</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275317</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275318</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275319</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275320</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275321</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275322</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275323</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275324</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275325</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275326</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275327</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275328</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275329</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275330</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>275331 rows \u00d7 100 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 8,
+       "text": [
+        "        BOW_1  BOW_2  BOW_3  BOW_4  BOW_5  BOW_6  BOW_7  BOW_8  BOW_9  BOW_10  \\\n",
+        "0           0      0      0      0      0      0      0      0      0       0   \n",
+        "1           0      0      0      0      0      0      0      0      0       0   \n",
+        "2           0      0      0      0      1      0      0      0      0       0   \n",
+        "3           0      0      0      0      0      0      0      0      0       0   \n",
+        "4           0      0      0      0      0      0      0      0      0       0   \n",
+        "5           0      0      0      0      0      0      0      0      0       0   \n",
+        "6           0      0      0      0      0      0      0      0      0       0   \n",
+        "7           0      0      0      0      0      0      0      0      0       0   \n",
+        "8           0      0      0      0      0      0      0      1      0       0   \n",
+        "9           0      0      0      0      0      0      0      0      0       0   \n",
+        "10          0      0      0      0      0      0      0      0      0       0   \n",
+        "11          0      0      0      0      0      0      0      0      0       0   \n",
+        "12          0      0      0      0      0      0      0      0      0       0   \n",
+        "13          0      0      0      0      0      0      0      0      0       0   \n",
+        "14          0      0      0      0      0      0      0      0      0       0   \n",
+        "15          0      0      0      0      0      0      0      0      0       0   \n",
+        "16          0      0      0      0      0      0      0      0      0       0   \n",
+        "17          0      0      0      0      0      0      0      0      0       0   \n",
+        "18          0      0      0      0      0      0      0      0      0       0   \n",
+        "19          0      1      0      0      0      0      0      0      0       0   \n",
+        "20          0      0      0      0      0      0      0      1      0       0   \n",
+        "21          0      0      0      0      0      0      0      1      0       0   \n",
+        "22          0      0      0      0      0      0      0      0      1       0   \n",
+        "23          0      0      0      0      0      0      0      0      0       0   \n",
+        "24          0      0      0      0      0      0      0      0      0       0   \n",
+        "25          0      0      0      0      0      0      0      0      0       0   \n",
+        "26          0      0      0      0      0      0      0      0      0       0   \n",
+        "27          0      0      0      0      0      0      0      0      0       0   \n",
+        "28          3      0      0      0      0      2      0      0      0       0   \n",
+        "29          0      0      0      0      0      0      0      0      0       0   \n",
+        "...       ...    ...    ...    ...    ...    ...    ...    ...    ...     ...   \n",
+        "275301      0      0      0      0      0      0      0      0      0       0   \n",
+        "275302      0      0      0      0      0      0      2      0      0       0   \n",
+        "275303      0      0      0      0      0      0      0      0      0       0   \n",
+        "275304      0      0      0      0      0      0      0      0      0       0   \n",
+        "275305      0      0      0      0      0      0      0      0      0       0   \n",
+        "275306      0      0      0      0      0      0      0      0      0       0   \n",
+        "275307      0      0      0      0      0      0      0      0      0       0   \n",
+        "275308      0      0      0      0      0      1      0      0      0       0   \n",
+        "275309      0      0      0      0      0      0      0      0      0       0   \n",
+        "275310      0      0      0      0      0      1      0      0      0       0   \n",
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+        "275312      0      0      0      0      0      0      0      0      0       0   \n",
+        "275313      0      0      0      0      0      0      0      0      0       0   \n",
+        "275314      0      0      0      0      1      0      0      0      0       0   \n",
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+        "275316      0      0      0      0      0      0      0      0      0       0   \n",
+        "275317      0      0      0      0      0      0      0      0      0       0   \n",
+        "275318      0      0      0      0      0      0      0      0      0       0   \n",
+        "275319      0      0      0      0      0      0      0      0      0       0   \n",
+        "275320      0      0      0      0      0      0      0      0      0       0   \n",
+        "275321      0      0      0      0      1      0      0      0      0       0   \n",
+        "275322      0      0      0      0      0      0      0      0      0       0   \n",
+        "275323      0      0      0      0      0      0      0      0      0       0   \n",
+        "275324      0      0      0      0      0      0      0      0      0       0   \n",
+        "275325      0      0      0      0      0      0      0      0      0       0   \n",
+        "275326      0      0      0      0      2      0      0      0      0       0   \n",
+        "275327      0      0      0      0      0      0      0      0      0       0   \n",
+        "275328      0      0      0      0      0      0      0      0      0       0   \n",
+        "275329      0      0      0      0      0      0      0      0      0       0   \n",
+        "275330      0      0      0      0      0      0      0      0      0       0   \n",
+        "\n",
+        "         ...    BOW_91  BOW_92  BOW_93  BOW_94  BOW_95  BOW_96  BOW_97  \\\n",
+        "0        ...         0       0       0       0       0       0       0   \n",
+        "1        ...         0       0       0       0       0       0       0   \n",
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+        "9        ...         0       0       0       0       0       0       0   \n",
+        "10       ...         0       0       0       0       0       0       0   \n",
+        "11       ...         0       0       0       0       0       0       0   \n",
+        "12       ...         0       0       0       0       0       0       0   \n",
+        "13       ...         0       0       0       0       0       0       0   \n",
+        "14       ...         0       0       0       0       0       0       0   \n",
+        "15       ...         0       0       0       0       0       0       0   \n",
+        "16       ...         0       0       0       0       0       0       0   \n",
+        "17       ...         0       0       0       0       0       0       0   \n",
+        "18       ...         0       1       0       0       0       0       0   \n",
+        "19       ...         0       0       0       0       0       0       0   \n",
+        "20       ...         0       0       0       0       0       0       0   \n",
+        "21       ...         0       0       0       0       0       0       0   \n",
+        "22       ...         0       0       0       0       0       0       0   \n",
+        "23       ...         0       0       0       0       0       0       0   \n",
+        "24       ...         0       0       0       0       0       0       0   \n",
+        "25       ...         0       0       0       0       0       0       0   \n",
+        "26       ...         0       0       0       0       0       0       0   \n",
+        "27       ...         0       0       0       0       0       0       0   \n",
+        "28       ...         0       0       0       0       0       0       0   \n",
+        "29       ...         0       0       0       0       0       0       0   \n",
+        "...      ...       ...     ...     ...     ...     ...     ...     ...   \n",
+        "275301   ...         0       0       0       0       0       0       0   \n",
+        "275302   ...         0       0       0       0       0       0       0   \n",
+        "275303   ...         0       0       0       0       0       0       0   \n",
+        "275304   ...         0       0       0       0       0       0       0   \n",
+        "275305   ...         0       0       0       0       0       0       0   \n",
+        "275306   ...         0       0       0       0       0       0       0   \n",
+        "275307   ...         0       0       0       0       0       0       0   \n",
+        "275308   ...         0       0       0       0       0       0       0   \n",
+        "275309   ...         0       0       0       0       0       0       0   \n",
+        "275310   ...         0       0       0       0       0       0       0   \n",
+        "275311   ...         0       0       0       0       0       0       0   \n",
+        "275312   ...         0       0       0       0       0       0       0   \n",
+        "275313   ...         0       0       0       0       0       0       0   \n",
+        "275314   ...         0       0       0       0       0       0       0   \n",
+        "275315   ...         0       0       0       0       0       0       0   \n",
+        "275316   ...         0       0       0       0       0       0       0   \n",
+        "275317   ...         0       0       0       0       0       0       0   \n",
+        "275318   ...         0       0       0       0       0       0       0   \n",
+        "275319   ...         0       0       0       0       0       0       0   \n",
+        "275320   ...         0       0       0       0       0       0       0   \n",
+        "275321   ...         0       0       0       0       0       0       0   \n",
+        "275322   ...         0       1       0       0       0       0       0   \n",
+        "275323   ...         0       0       0       0       0       0       0   \n",
+        "275324   ...         0       1       0       0       0       0       0   \n",
+        "275325   ...         0       0       0       0       0       0       0   \n",
+        "275326   ...         0       0       0       0       0       0       0   \n",
+        "275327   ...         0       0       0       0       0       0       0   \n",
+        "275328   ...         0       0       0       0       0       0       0   \n",
+        "275329   ...         0       0       0       0       0       0       0   \n",
+        "275330   ...         0       0       0       0       0       0       0   \n",
+        "\n",
+        "        BOW_98  BOW_99  BOW_100  \n",
+        "0            0       0        0  \n",
+        "1            0       0        0  \n",
+        "2            0       0        0  \n",
+        "3            0       0        0  \n",
+        "4            0       0        0  \n",
+        "5            0       0        0  \n",
+        "6            0       0        0  \n",
+        "7            0       0        0  \n",
+        "8            0       0        0  \n",
+        "9            0       0        0  \n",
+        "10           0       0        0  \n",
+        "11           0       0        0  \n",
+        "12           0       0        0  \n",
+        "13           0       0        0  \n",
+        "14           0       0        0  \n",
+        "15           0       0        0  \n",
+        "16           0       0        0  \n",
+        "17           0       0        0  \n",
+        "18           0       0        0  \n",
+        "19           0       0        2  \n",
+        "20           0       0        0  \n",
+        "21           0       0        0  \n",
+        "22           0       0        0  \n",
+        "23           0       0        0  \n",
+        "24           0       0        0  \n",
+        "25           0       0        0  \n",
+        "26           0       0        0  \n",
+        "27           0       0        0  \n",
+        "28           0       0        0  \n",
+        "29           1       0        0  \n",
+        "...        ...     ...      ...  \n",
+        "275301       0       0        0  \n",
+        "275302       0       0        0  \n",
+        "275303       0       0        0  \n",
+        "275304       0       0        0  \n",
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+        "275307       0       0        0  \n",
+        "275308       0       0        0  \n",
+        "275309       0       0        0  \n",
+        "275310       0       0        0  \n",
+        "275311       0       0        0  \n",
+        "275312       0       0        0  \n",
+        "275313       0       0        0  \n",
+        "275314       0       0        0  \n",
+        "275315       0       0        0  \n",
+        "275316       0       0        0  \n",
+        "275317       0       0        0  \n",
+        "275318       0       0        0  \n",
+        "275319       0       0        0  \n",
+        "275320       0       0        0  \n",
+        "275321       0       0        0  \n",
+        "275322       0       0        0  \n",
+        "275323       0       0        0  \n",
+        "275324       0       0        0  \n",
+        "275325       0       0        0  \n",
+        "275326       0       0        0  \n",
+        "275327       0       0        0  \n",
+        "275328       0       0        0  \n",
+        "275329       0       0        0  \n",
+        "275330       0       0        0  \n",
+        "\n",
+        "[275331 rows x 100 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 8
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import weiboPredict"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 25
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "reload(weiboPredict.framework)\n",
+      "fw.loadData()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 51
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.features_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>feature_name</th>\n",
+        "      <th>feature_type</th>\n",
+        "      <th>data_time</th>\n",
+        "      <th>parameters</th>\n",
+        "      <th>category</th>\n",
+        "      <th>feature_address</th>\n",
+        "      <th>description</th>\n",
+        "      <th>feature_shape</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td> [1354048, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-12-01_2014-12-31_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-12-01 to ...</td>\n",
+        "      <td>  [272702, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 50, u'vec_time': [u'2014-07-...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td>  [1354048, 50]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 50, u'vec_time': [u'2014-07-...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-12-01_2014-12-31_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-12-01 to ...</td>\n",
+        "      <td>   [272702, 50]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 30, u'vec_time': [u'2014-07-...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td>  [1354048, 30]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 30, u'vec_time': [u'2014-07-...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-12-01_2014-12-31_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-12-01 to ...</td>\n",
+        "      <td>   [272702, 30]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6</th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> BOW</td>\n",
+        "      <td> [2014-08-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-08-01_2014-12-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-08-01 to ...</td>\n",
+        "      <td> [1347431, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7</th>\n",
+        "      <td> BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> BOW</td>\n",
+        "      <td> [2015-01-01, 2015-01-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2015-01-01_2015-01-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2015-01-01 to ...</td>\n",
+        "      <td>  [275331, 100]</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 9,
+       "text": [
+        "                                        feature_name feature_type  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
+        "1  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...          BOW   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
+        "3  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...          BOW   \n",
+        "4  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
+        "5  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...          BOW   \n",
+        "6  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...          BOW   \n",
+        "7  BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...          BOW   \n",
+        "\n",
+        "                  data_time  \\\n",
+        "0  [2014-07-01, 2014-11-30]   \n",
+        "1  [2014-12-01, 2014-12-31]   \n",
+        "2  [2014-07-01, 2014-11-30]   \n",
+        "3  [2014-12-01, 2014-12-31]   \n",
+        "4  [2014-07-01, 2014-11-30]   \n",
+        "5  [2014-12-01, 2014-12-31]   \n",
+        "6  [2014-08-01, 2014-12-31]   \n",
+        "7  [2015-01-01, 2015-01-31]   \n",
+        "\n",
+        "                                          parameters category  \\\n",
+        "0  {u'max_features': 100, u'vec_time': [u'2014-07...        I   \n",
+        "1  {u'max_features': 100, u'vec_time': [u'2014-07...        I   \n",
+        "2  {u'max_features': 50, u'vec_time': [u'2014-07-...        I   \n",
+        "3  {u'max_features': 50, u'vec_time': [u'2014-07-...        I   \n",
+        "4  {u'max_features': 30, u'vec_time': [u'2014-07-...        I   \n",
+        "5  {u'max_features': 30, u'vec_time': [u'2014-07-...        I   \n",
+        "6  {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "7  {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "\n",
+        "                                     feature_address  \\\n",
+        "0  ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
+        "1  ../features/BOW_2014-12-01_2014-12-31_2014-07-...   \n",
+        "2  ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
+        "3  ../features/BOW_2014-12-01_2014-12-31_2014-07-...   \n",
+        "4  ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
+        "5  ../features/BOW_2014-12-01_2014-12-31_2014-07-...   \n",
+        "6  ../features/BOW_2014-08-01_2014-12-31_2014-08-...   \n",
+        "7  ../features/BOW_2015-01-01_2015-01-31_2014-08-...   \n",
+        "\n",
+        "                                         description   feature_shape  \n",
+        "0  Bag of Words in word count from 2014-07-01 to ...  [1354048, 100]  \n",
+        "1  Bag of Words in word count from 2014-12-01 to ...   [272702, 100]  \n",
+        "2  Bag of Words in word count from 2014-07-01 to ...   [1354048, 50]  \n",
+        "3  Bag of Words in word count from 2014-12-01 to ...    [272702, 50]  \n",
+        "4  Bag of Words in word count from 2014-07-01 to ...   [1354048, 30]  \n",
+        "5  Bag of Words in word count from 2014-12-01 to ...    [272702, 30]  \n",
+        "6  Bag of Words in word count from 2014-08-01 to ...  [1347431, 100]  \n",
+        "7  Bag of Words in word count from 2015-01-01 to ...   [275331, 100]  "
+       ]
+      }
+     ],
+     "prompt_number": 9
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train([fw.features_log.feature_name[6]],\"LR\",\"forward_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[  2.06847881e-01   2.95204645e+00  -2.26862813e+00   8.62576106e-01\n",
+        "   8.97757828e-01   2.51369015e+00   1.00612558e-01  -1.32805265e+00\n",
+        "   1.11389253e+00  -7.59924663e-01  -6.83897799e-01   1.38202601e+00\n",
+        "  -1.39793531e-01  -2.90407167e-01   1.26903179e+00  -1.32686828e+00\n",
+        "   1.29968172e+00  -1.09574074e-01  -7.58987931e-01   9.56693675e-01\n",
+        "  -1.73775487e-01  -6.23143862e-02   1.60884953e-01  -2.67253030e-01\n",
+        "  -1.35948921e+00   2.55049195e-01  -3.65807136e-01  -2.53126451e-01\n",
+        "  -3.27996955e+00  -1.41268688e+00  -7.16436584e-01   5.19629908e-01\n",
+        "  -9.59840581e-01  -1.07706297e+00   2.36107660e-01   4.97817571e-01\n",
+        "  -5.40743699e-01  -5.90577577e-01   3.33311445e+00   7.47488732e-01\n",
+        "   3.16647603e-01   1.22556472e+01   3.07203422e-01  -2.40773632e-01\n",
+        "  -6.14862913e-01   3.27993495e-01  -1.23439754e+00   3.62763265e-01\n",
+        "   1.01883105e-01   5.42813410e-01   8.22256028e-01   2.52346787e-01\n",
+        "  -4.57915577e-01  -1.08972051e-01  -2.66056818e-01   2.84228889e-01\n",
+        "   3.62817144e-01   9.57523346e-01  -1.39585382e-01   4.67840745e-01\n",
+        "  -1.13761969e-01   1.02299636e+00   3.55447423e-01  -5.92659634e-02\n",
+        "  -1.10820232e-01  -1.14162506e-01  -1.97397523e+00   1.59152668e-01\n",
+        "   7.15964337e-01  -4.80772833e-01   1.87571064e-02   1.43267901e-05\n",
+        "  -4.96913217e-01   1.45929220e+00   6.39834839e-01   1.66237444e+00\n",
+        "  -3.09135839e-01  -4.45360280e-01  -7.17564749e-01   3.70364412e-01\n",
+        "  -2.11058205e+00   7.62003026e-01  -1.48178040e-03   2.04718738e-01\n",
+        "  -8.64279249e-01   1.69060569e+00   2.27858961e+00   3.37051400e-01\n",
+        "   1.23816638e-01   2.08075188e+00   4.51773748e+00  -2.43510037e+00\n",
+        "   5.08154814e-01   9.61719047e-01   1.22862557e-01  -1.34020099e+00\n",
+        "   4.20854433e-03   6.40382642e+00  -1.76548966e-02  -1.65209043e+00]\n",
+        "Residual sum of squares: 4431.37\n",
+        "Variance score: 0.00\n",
+        "Train time:  8.88659000397 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 10,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
+      }
+     ],
+     "prompt_number": 10
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print ' '.join(f_model.get_feature_names())"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "app iphone it \u4e00\u4e0b \u4e00\u4e2a \u4e00\u4e9b \u4e00\u79cd \u4e00\u8d77 \u4e0b\u8f7d \u4e0d\u9519 \u4e16\u754c \u4e2d\u56fd \u4e92\u8054\u7f51 \u4ea7\u54c1 \u4eca\u5929 \u4eca\u65e5 \u4ee3\u7801 \u4f01\u4e1a \u4f53\u9a8c \u4f7f\u7528 \u4fe1\u606f \u514d\u8d39 \u516c\u53f8 \u5185\u5bb9 \u51c6\u5907 \u5206\u4eab \u529f\u80fd \u5317\u4eac \u5347\u7ea7 \u535a\u6587 \u53d1\u5c55 \u53d1\u5e03 \u53d1\u73b0 \u53d1\u8868 \u559c\u6b22 \u56f4\u89c2 \u56fe\u7247 \u5730\u5740 \u5b58\u50a8 \u5b66\u4e60 \u5b89\u5168 \u5b9e\u73b0 \u5c0f\u4f19\u4f34 \u5de5\u4f5c \u5df2\u7ecf \u5e02\u573a \u5e0c\u671b \u5e26\u6765 \u5e73\u53f0 \u5e94\u7528 \u5f00\u53d1 \u5fae\u535a \u5fae\u76d8 \u5fae\u8f6f \u611f\u89c9 \u6210\u4e3a \u6210\u529f \u624b\u673a \u6280\u672f \u63a8\u8350 \u63d0\u4f9b \u652f\u6301 \u6570\u636e \u65f6\u95f4 \u670b\u53cb \u670d\u52a1 \u6765\u81ea \u6b63\u5728 \u6d3b\u52a8 \u70b9\u51fb \u73b0\u5728 \u751f\u6d3b \u7528\u6237 \u754c\u9762 \u767e\u5ea6 \u770b\u5230 \u770b\u770b \u77e5\u9053 \u79d1\u6280 \u79fb\u52a8 \u7ba1\u7406 \u7cfb\u7edf \u7f51\u7ad9 \u7f51\u7edc \u7f8e\u56fd \u82f9\u679c \u83b7\u5f97 \u89c6\u9891 \u89c9\u5f97 \u8ba1\u7b97 \u8bbe\u8ba1 \u8bd5\u8bd5 \u8be6\u60c5 \u8f6f\u4ef6 \u8fdb\u884c \u94fe\u63a5 \u95ee\u9898 \u9700\u8981 \u9879\u76ee \u9886\u53d6\n"
+       ]
+      }
+     ],
+     "prompt_number": 59
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train([fw.features_log.feature_name[6]],\"LR\",\"comment_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[ 0.35972618  0.4000895  -1.21104573  0.66278902  0.19069631  0.31515579\n",
+        " -0.17783614 -0.26690446 -0.15043184 -0.30859189 -0.34868894  0.04138837\n",
+        " -0.09165178 -0.07669461  0.72361734 -0.2580051   0.16395168 -0.11588005\n",
+        " -0.25515504 -0.16121226 -0.04223672 -0.31285642  0.36010544 -0.07314647\n",
+        " -0.01254728 -0.60492126 -0.09875533  0.23351687 -0.58643883 -0.7614594\n",
+        " -0.22815389 -0.0166352  -0.02488022 -0.37414094 -0.00744296  0.19128539\n",
+        " -0.17048185 -0.1164484   0.03714563  0.42040928 -0.17160519  0.99306407\n",
+        "  0.05778066  0.2567584  -0.15188027  0.02912955 -0.3682348   0.00647912\n",
+        " -0.02901257 -0.01701739  0.39594996 -0.26393848  0.20355575 -0.15397941\n",
+        "  0.18093557 -0.06453988  0.05849045 -0.08464433 -0.06918366  0.31786986\n",
+        " -0.15091659 -0.07699895  0.09000855  0.27599896 -0.09681884 -0.27132818\n",
+        " -0.34959346  0.03436194 -0.69287407  0.29934273 -0.26087802  0.05805617\n",
+        " -0.03937212  0.49957926  0.20040957  0.40837444 -0.32395736 -0.08475333\n",
+        " -0.2707374   0.31904576 -0.5930225  -0.08400943 -0.03193357 -0.09396474\n",
+        " -0.03968853  0.40238284 -0.04519938 -0.02723436  0.82447097  0.25897387\n",
+        "  0.28756215 -0.98940718 -0.32177482 -0.05697542 -0.00865332 -0.60043769\n",
+        "  0.24254075  0.42976788 -0.15109842 -0.65101749]\n",
+        "Residual sum of squares: 462.23\n",
+        "Variance score: 0.00\n",
+        "Train time:  8.08010411263 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 11,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
+      }
+     ],
+     "prompt_number": 11
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train([fw.features_log.feature_name[6]],\"LR\",\"like_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[ -2.69716150e-04  -1.87370720e-01  -9.80726362e-01   5.08722299e-01\n",
+        "   3.98118167e-01   1.33984079e+00   1.12911219e-01  -4.06031219e-01\n",
+        "   5.12860230e-01  -5.31963729e-01  -3.60108196e-01   4.10903962e-02\n",
+        "  -8.25481052e-02  -2.89926494e-01   1.32208096e+00  -2.56142708e-01\n",
+        "  -3.95513848e-02  -1.80285059e-01  -6.71887883e-01   5.88936064e-02\n",
+        "  -1.21902982e-01  -3.84239450e-01  -2.05055365e-02  -1.69078831e-01\n",
+        "  -1.01717661e+00   5.88647423e-02  -1.52814093e-01   9.65793091e-03\n",
+        "  -1.35734716e+00  -7.23831656e-01  -1.99687913e-01   3.09457326e-02\n",
+        "  -1.80898364e-01  -4.90393940e-01   3.64810450e-01   4.73889631e-01\n",
+        "  -5.46307206e-01  -4.25349884e-01   8.49479418e-01  -2.14385481e-01\n",
+        "  -2.99551849e-01   6.17633161e+00  -1.05585250e-01   3.57896683e-03\n",
+        "  -1.85443601e-01   1.75792323e-01  -8.34636650e-01  -1.77951611e-01\n",
+        "  -5.05012079e-02  -1.82554527e-01  -5.16995526e-01   6.56530121e-01\n",
+        "   7.20072765e-02  -8.96660005e-02  -9.02823326e-02   2.30925805e-01\n",
+        "  -8.29502467e-02  -3.64222265e-01  -1.64860373e-01   2.34649932e-01\n",
+        "  -1.96869159e-01   9.99418554e-02   6.56946211e-02   7.61915701e-02\n",
+        "  -1.68556801e-01  -2.17177651e-01  -9.30582210e-01  -5.92192229e-01\n",
+        "  -6.45529285e-01  -1.00115823e-02  -3.30533720e-01   2.56573730e-03\n",
+        "  -3.00693851e-01   8.52054796e-01   4.91852386e-01   2.40353157e-01\n",
+        "  -1.35412251e-01  -2.47805001e-01  -2.16177478e-01  -2.43528418e-01\n",
+        "  -1.22639301e+00   1.79132539e-01  -2.63702526e-02  -1.73865313e-01\n",
+        "  -4.46960334e-02  -2.78501490e-01  -1.40571630e-01  -1.03145526e-01\n",
+        "   1.28625810e+00  -1.13731618e-01   2.05742682e+00  -1.16262090e+00\n",
+        "  -6.27243797e-01   8.28933692e-03   2.95437353e-02  -6.98265898e-01\n",
+        "  -1.70585379e-01   3.46550322e+00  -1.95060605e-01  -2.33571938e-01]\n",
+        "Residual sum of squares: 444.90\n",
+        "Variance score: 0.00\n",
+        "Train time:  7.57832098007 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 13,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
+      }
+     ],
+     "prompt_number": 13
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>model_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>model_type</th>\n",
+        "      <th>label</th>\n",
+        "      <th>model_parameters</th>\n",
+        "      <th>evaluation</th>\n",
+        "      <th>model_address</th>\n",
+        "      <th>train_time</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 9684.32149315, u'vs': 0.000830103758837}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>  9.537309</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 1417.51504491, u'vs': 0.000417400999493}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 10.308280</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>   {u'sos': 531.036859608, u'vs': 0.0026936623626}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>  8.627647</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 9685.37278533, u'vs': 0.000721637770984}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>  3.512632</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 1417.65270887, u'vs': 0.000320325135543}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>  3.313389</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 531.249749817, u'vs': 0.00229384688738}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>  3.521944</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 9688.23725803, u'vs': 0.00042609875037}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>  1.904893</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 1417.72441755, u'vs': 0.000269758653194}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>  1.952324</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 531.846443246, u'vs': 0.00117323514865}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>  1.821382</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9 </th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 4431.37016298, u'vs': 0.00164927062079}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>  8.886590</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10</th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 462.230246661, u'vs': 0.000737975003168}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>  8.080104</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11</th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 444.898179577, u'vs': 0.00362202943829}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>  7.578321</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 14,
+       "text": [
+        "                                           model_name  \\\n",
+        "0   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "2   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "3   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "4   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "5   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "6   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "7   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "8   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "9   BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "10  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "11  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "\n",
+        "                                             features model_type  \\\n",
+        "0   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "1   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "2   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "3   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "4   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "5   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "6   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "7   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "8   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "9   [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "10  [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "11  [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "\n",
+        "            label model_parameters  \\\n",
+        "0   forward_count               {}   \n",
+        "1   comment_count               {}   \n",
+        "2      like_count               {}   \n",
+        "3   forward_count               {}   \n",
+        "4   comment_count               {}   \n",
+        "5      like_count               {}   \n",
+        "6   forward_count               {}   \n",
+        "7   comment_count               {}   \n",
+        "8      like_count               {}   \n",
+        "9   forward_count               {}   \n",
+        "10  comment_count               {}   \n",
+        "11     like_count               {}   \n",
+        "\n",
+        "                                           evaluation  \\\n",
+        "0   {u'sos': 9684.32149315, u'vs': 0.000830103758837}   \n",
+        "1   {u'sos': 1417.51504491, u'vs': 0.000417400999493}   \n",
+        "2     {u'sos': 531.036859608, u'vs': 0.0026936623626}   \n",
+        "3   {u'sos': 9685.37278533, u'vs': 0.000721637770984}   \n",
+        "4   {u'sos': 1417.65270887, u'vs': 0.000320325135543}   \n",
+        "5    {u'sos': 531.249749817, u'vs': 0.00229384688738}   \n",
+        "6    {u'sos': 9688.23725803, u'vs': 0.00042609875037}   \n",
+        "7   {u'sos': 1417.72441755, u'vs': 0.000269758653194}   \n",
+        "8    {u'sos': 531.846443246, u'vs': 0.00117323514865}   \n",
+        "9    {u'sos': 4431.37016298, u'vs': 0.00164927062079}   \n",
+        "10  {u'sos': 462.230246661, u'vs': 0.000737975003168}   \n",
+        "11   {u'sos': 444.898179577, u'vs': 0.00362202943829}   \n",
+        "\n",
+        "                                        model_address  train_time  \n",
+        "0   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    9.537309  \n",
+        "1   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...   10.308280  \n",
+        "2   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    8.627647  \n",
+        "3   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    3.512632  \n",
+        "4   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    3.313389  \n",
+        "5   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    3.521944  \n",
+        "6   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    1.904893  \n",
+        "7   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    1.952324  \n",
+        "8   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    1.821382  \n",
+        "9   ../models/BOW_2014-08-01_2014-12-31_2014-08-01...    8.886590  \n",
+        "10  ../models/BOW_2014-08-01_2014-12-31_2014-08-01...    8.080104  \n",
+        "11  ../models/BOW_2014-08-01_2014-12-31_2014-08-01...    7.578321  "
+       ]
+      }
+     ],
+     "prompt_number": 14
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.test([fw.features_log.feature_name[7]],fw.train_log.model_name[9],fw.train_log.model_name[10],fw.train_log.model_name[11],evaluation=False)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading models..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "predicting...\n",
+        "writing logs..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "genelizing results...\n"
+       ]
+      },
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>comment_predict</th>\n",
+        "      <th>forward_predict</th>\n",
+        "      <th>like_predict</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2     </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 6</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7     </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 5</td>\n",
+        "      <td> 3</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 9</td>\n",
+        "      <td> 4</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275301</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275302</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275303</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275304</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275305</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275306</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275307</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275308</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275309</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275310</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275311</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275312</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275313</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275314</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275315</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275316</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275317</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275318</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 5</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275319</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275320</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275321</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275322</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275323</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275324</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275325</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275326</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 5</td>\n",
+        "      <td> 3</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275327</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275328</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275329</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275330</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>275331 rows \u00d7 3 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 16,
+       "text": [
+        "        comment_predict  forward_predict  like_predict\n",
+        "0                     1                2             1\n",
+        "1                     1                2             1\n",
+        "2                     2                4             1\n",
+        "3                     1                2             1\n",
+        "4                     1                6             0\n",
+        "5                     1                2             1\n",
+        "6                     1                2             1\n",
+        "7                     2                1             1\n",
+        "8                     1                0             1\n",
+        "9                     1                2             1\n",
+        "10                    2                2             2\n",
+        "11                    1                2             1\n",
+        "12                    1                2             2\n",
+        "13                    1                2             1\n",
+        "14                    1                2             1\n",
+        "15                    1                2             1\n",
+        "16                    1                2             1\n",
+        "17                    1                0             0\n",
+        "18                    0                0             0\n",
+        "19                    0                0             0\n",
+        "20                    1                0             1\n",
+        "21                    1                0             1\n",
+        "22                    1                2             1\n",
+        "23                    2                2             1\n",
+        "24                    2                2             1\n",
+        "25                    2                2             1\n",
+        "26                    1                1             1\n",
+        "27                    1                1             1\n",
+        "28                    2                5             3\n",
+        "29                    2                9             4\n",
+        "...                 ...              ...           ...\n",
+        "275301                0                2             2\n",
+        "275302                0                2             1\n",
+        "275303                1                2             1\n",
+        "275304                1                2             1\n",
+        "275305                1                2             1\n",
+        "275306                1                2             1\n",
+        "275307                1                2             1\n",
+        "275308                1                4             2\n",
+        "275309                1                2             1\n",
+        "275310                2                3             2\n",
+        "275311                1                2             1\n",
+        "275312                1                2             1\n",
+        "275313                1                2             1\n",
+        "275314                1                2             1\n",
+        "275315                1                4             2\n",
+        "275316                0                3             0\n",
+        "275317                1                2             1\n",
+        "275318                1                5             2\n",
+        "275319                1                2             1\n",
+        "275320                1                2             1\n",
+        "275321                1                2             2\n",
+        "275322                0                0             0\n",
+        "275323                1                0             0\n",
+        "275324                0                0             0\n",
+        "275325                1                0             0\n",
+        "275326                2                5             3\n",
+        "275327                2                3             2\n",
+        "275328                1                2             1\n",
+        "275329                1                4             1\n",
+        "275330                1                2             1\n",
+        "\n",
+        "[275331 rows x 3 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 16
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.test_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>test_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>fmodel</th>\n",
+        "      <th>cmodel</th>\n",
+        "      <th>lmodel</th>\n",
+        "      <th>dev_f</th>\n",
+        "      <th>dev_c</th>\n",
+        "      <th>dev_l</th>\n",
+        "      <th>precision</th>\n",
+        "      <th>model_evaluation</th>\n",
+        "      <th>result_address</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> 0.1722268</td>\n",
+        "      <td> 0.06171658</td>\n",
+        "      <td>  0.0703677</td>\n",
+        "      <td> 0.2097326</td>\n",
+        "      <td> {u'lvs': 0.00334535453203, u'lsos': 347.893983...</td>\n",
+        "      <td> </td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> 0.1626559</td>\n",
+        "      <td> 0.05916317</td>\n",
+        "      <td> 0.06798243</td>\n",
+        "      <td>  0.209855</td>\n",
+        "      <td> {u'lvs': 0.00289104028434, u'lsos': 348.001239...</td>\n",
+        "      <td> </td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> 0.1917207</td>\n",
+        "      <td>  0.1612881</td>\n",
+        "      <td>  0.1622014</td>\n",
+        "      <td> 0.2087247</td>\n",
+        "      <td> {u'lvs': -0.00954419796209, u'lsos': 352.59353...</td>\n",
+        "      <td> </td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 83,
+       "text": [
+        "                                           test_name  \\\n",
+        "0  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...   \n",
+        "2  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                            features  \\\n",
+        "0  [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...   \n",
+        "1  [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...   \n",
+        "2  [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...   \n",
+        "\n",
+        "                                              fmodel  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                              cmodel  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                              lmodel      dev_f       dev_c  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...  0.1722268  0.06171658   \n",
+        "1  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...  0.1626559  0.05916317   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...  0.1917207   0.1612881   \n",
+        "\n",
+        "        dev_l  precision                                   model_evaluation  \\\n",
+        "0   0.0703677  0.2097326  {u'lvs': 0.00334535453203, u'lsos': 347.893983...   \n",
+        "1  0.06798243   0.209855  {u'lvs': 0.00289104028434, u'lsos': 348.001239...   \n",
+        "2   0.1622014  0.2087247  {u'lvs': -0.00954419796209, u'lsos': 352.59353...   \n",
+        "\n",
+        "  result_address  \n",
+        "0                 \n",
+        "1                 \n",
+        "2                 "
+       ]
+      }
+     ],
+     "prompt_number": 83
+    },
     {
      "cell_type": "code",
      "collapsed": false,
diff --git a/notebooks/features.ipynb b/notebooks/features.ipynb
index 3f20ef3..5c5e6aa 100644
--- a/notebooks/features.ipynb
+++ b/notebooks/features.ipynb
@@ -1,7 +1,7 @@
 {
  "metadata": {
   "name": "",
-  "signature": "sha256:245fb702aafe7b192269e4ae410b83760f4adda1e8bcb7aeec8f4723725053cd"
+  "signature": "sha256:17d73e4b2e0d96fd7bf333f108730b198b307090771a4251d0e39eeeef4bf483"
  },
  "nbformat": 3,
  "nbformat_minor": 0,
@@ -83,7 +83,7 @@
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 55
+     "prompt_number": 7
     },
     {
      "cell_type": "code",
@@ -5130,6 +5130,191 @@
      ],
      "prompt_number": 150
     },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import json"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 21
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "data = fw.weibo_predict_data.copy()\n",
+      "data['context_clean'] = pd.Series.from_csv('../data/predict_context_clean.csv')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 10
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "data.context_clean[1]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 32,
+       "text": [
+        "\"['fzuer', 'com']\""
+       ]
+      }
+     ],
+     "prompt_number": 32
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "a=Series([[1,2],[3]])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 33
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "a"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 34,
+       "text": [
+        "0    [1, 2]\n",
+        "1       [3]\n",
+        "dtype: object"
+       ]
+      }
+     ],
+     "prompt_number": 34
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.weibo_train_data.head()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>uid</th>\n",
+        "      <th>mid</th>\n",
+        "      <th>time</th>\n",
+        "      <th>forward_count</th>\n",
+        "      <th>comment_count</th>\n",
+        "      <th>like_count</th>\n",
+        "      <th>context</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> 5fefc2488f99aba5782baa43096b76dc</td>\n",
+        "      <td> 2014-11-04</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 7</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> [\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> 397d9abe2ebf9ba986fe5ab5a6139e11</td>\n",
+        "      <td> 2014-11-04</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> #\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c19...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> a2ae3959e9aa21a47993506e2609a4ec</td>\n",
+        "      <td> 2014-11-08</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>              [doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> fcc63a086522040a271ba6d1fb604734</td>\n",
+        "      <td> 2014-11-09</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 6</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>                                [doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> 6ab0f93ab59cbdaf25f4a023642971a6</td>\n",
+        "      <td> 2014-11-11</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 5</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>                                  [doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 8,
+       "text": [
+        "                                uid                               mid  \\\n",
+        "0  07fc721342df1a4c1992560b582992f8  5fefc2488f99aba5782baa43096b76dc   \n",
+        "1  07fc721342df1a4c1992560b582992f8  397d9abe2ebf9ba986fe5ab5a6139e11   \n",
+        "2  07fc721342df1a4c1992560b582992f8  a2ae3959e9aa21a47993506e2609a4ec   \n",
+        "3  07fc721342df1a4c1992560b582992f8  fcc63a086522040a271ba6d1fb604734   \n",
+        "4  07fc721342df1a4c1992560b582992f8  6ab0f93ab59cbdaf25f4a023642971a6   \n",
+        "\n",
+        "         time  forward_count  comment_count  like_count  \\\n",
+        "0  2014-11-04              0              7           2   \n",
+        "1  2014-11-04              0              3           0   \n",
+        "2  2014-11-08              0              0           0   \n",
+        "3  2014-11-09              0              6           0   \n",
+        "4  2014-11-11              0              5           1   \n",
+        "\n",
+        "                                             context  \n",
+        "0  [\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684...  \n",
+        "1  #\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c19...  \n",
+        "2               [doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...  \n",
+        "3                                 [doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026  \n",
+        "4                                   [doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~  "
+       ]
+      }
+     ],
+     "prompt_number": 8
+    },
     {
      "cell_type": "code",
      "collapsed": false,
diff --git a/notebooks/fenci.ipynb b/notebooks/fenci.ipynb
index 398e87d..f3fcd58 100644
--- a/notebooks/fenci.ipynb
+++ b/notebooks/fenci.ipynb
@@ -1,7 +1,7 @@
 {
  "metadata": {
   "name": "",
-  "signature": "sha256:70462ecc59f754aafe6fdafca0cc9b261a08bcd8adcbd9fe4302ae319a3de649"
+  "signature": "sha256:1519dab7020cd3dcad3c0a2231839a7a21603c8887b1c8d4a55beb26708b5ee8"
  },
  "nbformat": 3,
  "nbformat_minor": 0,
@@ -12,6395 +12,1498 @@
      "cell_type": "code",
      "collapsed": false,
      "input": [
-      "!pip install jieba"
+      "import sys"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 1
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "sys.path.append('/Users/Pro/Ongoing/weibo')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 2
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import jieba"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 3
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "from weiboPredict import framework as fw"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 5
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "from pandas import Series,DataFrame"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 6
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.loadData()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 7
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import weiboPredict"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 8
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "reload(weiboPredict.framework)"
      ],
      "language": "python",
      "metadata": {},
      "outputs": [
       {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "Downloading/unpacking jieba\r\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "  Downloading jieba-0.37.zip (6.4MB): \r",
-        "  Downloading jieba-0.37.zip (6.4MB):   0%  4.1kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   0%  8.2kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   0%  12kB \r",
-        "  Downloading jieba-0.37.zip (6.4MB):   0%  16kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   0%  20kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   0%  24kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   0%  28kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   0%  32kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   0%  36kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   0%  40kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   0%  45kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   0%  49kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   0%  53kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   0%  57kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   0%  61kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   1%  65kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   1%  69kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   1%  73kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   1%  77kB"
+       "ename": "SyntaxError",
+       "evalue": "Non-ASCII character '\\xef' in file /Users/Pro/Ongoing/weibo/weiboPredict/framework.py on line 76, but no encoding declared; see http://www.python.org/peps/pep-0263.html for details (framework.py, line 76)",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;36m  File \u001b[0;32m\"/Users/Pro/Ongoing/weibo/weiboPredict/framework.py\"\u001b[0;36m, line \u001b[0;32m76\u001b[0m\n\u001b[0;31m    at+= re.findall(\"@(.{0,30})\uff09\",context)\u001b[0m\n\u001b[0m                                          ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m Non-ASCII character '\\xef' in file /Users/Pro/Ongoing/weibo/weiboPredict/framework.py on line 76, but no encoding declared; see http://www.python.org/peps/pep-0263.html for details\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 245
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print fw.weibo_train_data.ix[0].context"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   1%  81kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   1%  86kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   1%  90kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   1%  94kB"
+        "[\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684\u5404\u79cd\u95ee\u9898...1.\u8d27\u5230\u4e86\uff0c\u6ca1\u7ed9\u53d1\u7968\u30022.\u8d27\u5230\u4e86\uff0c2\u672c\u4e66\uff0c\u7f51\u4e0a\u663e\u793a\u90fd\u53d1\u8d27\u4e86\uff0c\u5305\u88f9\u91cc\u53ea\u67091\u672c\uff0c\u800c\u4e14\u6ca1\u53d1\u7968...\u95ee\u5e97\u5bb6\uff0c\u5e97\u5bb6\u627f\u8ba4\u53e6\u5916\u4e00\u672c\u6ca1\u8d27...\u5e97\u5bb6\u8ba9\u6211\u786e\u8ba4\u6536\u8d27\u624d\u9000\u94b1...[\u601d\u8003]\u30023.\u6ca1\u6709\u8d27\u7269\u6e05\u5355...\u6216\u8005\u6e05\u5355\u662f\u4e00\u4e2a\u5e9f\u5f03A4\u6253\u7684\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 10
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print fw.weibo_train_data.ix[1].context"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   1%  98kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   1%  102kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   1%  106kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   1%  110kB"
+        "#\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c1920x1080\u5168\u9ad8\u6e05\u5206\u8fa8\u7387\uff0c\u73a9\u6e38\u620f\uff0c\u770b\u9ad8\u6e05\u89c6\u9891\u723d\u7206\u4e86\u300211\u670818\u65e5\u4e2d\u534812\u70b9\u5f00\u653e\u8d2d\u4e70\uff0c\u4ec5\u552e1999\u5143\uff0c\u5e0c\u671b\u80fd\u4e70\u52301\u53f0\u3002@\u5c0f\u7c73\u624b\u673a @\u5356\u4ed9\u5251\u7684\u9152\u5251\u4ed9  @\u6d77\u5148\u751fV  \uff0c\u5206\u4eab\u514d\u8d39\u9884\u7ea6\u5730\u5740http://t.cn/RPkmgBL\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 11
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print '/'.join('\u674e\u6668Jeremy Li is a good man\u54c8\u54c8\u54c8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   1%  114kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   1%  118kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   1%  122kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   1%  126kB"
+        "\ufffd/\ufffd/\ufffd/\ufffd/\ufffd/\ufffd/J/e/r/e/m/y/ /L/i/ /i/s/ /a/ /g/o/o/d/ /m/a/n/\ufffd/\ufffd/\ufffd/\ufffd/\ufffd/\ufffd/\ufffd/\ufffd/\ufffd\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 60
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print fw.weibo_train_data.ix[3].context"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   2%  131kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   2%  135kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   2%  139kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   2%  143kB"
+        "[doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 13
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print '/'.join(jieba.lcut(fw.weibo_train_data.ix[3].context))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   2%  147kB"
+        "[/doge/]/\u627e/\u5de5\u4f5c/\u256e/(/\u256f/\u25bd/\u2570/)/\u256d/\u2026/\u2026\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 38
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print fw.weibo_train_data.ix[5].context"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   2%  151kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   2%  155kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   2%  159kB"
+        "#\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a#\u201c\u5173\u6ce8@\u9b54\u6d6a\u84dd\u7259\u8033\u673a+\u8f6c\u53d1\u672c\u5fae\u535a\u5e76@3\u4f4d\u597d\u53cb+#\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a#+\u514d\u8d39\u4f53\u9a8c\u7684\u52a8\u4eba\u7406\u7531\u201d\u5373\u6709\u673a\u4f1a\u83b7\u5f97\u514d\u8d39\u4f53\u9a8c\u8d44\u683c\uff0c\u6211\u5df2\u7ecf\u53c2\u52a0\u4e86\uff0c\u4f60\u4eec\u5feb\u6765\u5440\uff01\uff01 http://t.cn/R7BhYdI\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 40
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print '/'.join(jieba.lcut(fw.weibo_train_data.ix[5].context))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   2%  163kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   2%  167kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   2%  172kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   2%  176kB"
+        "#/\u9b54/\u6d6a\u6f6e/\u7206/U5/\u667a\u80fd/\u8033\u673a/#/\u201c/\u5173\u6ce8/@/\u9b54\u6d6a/\u84dd\u7259/\u8033\u673a/+/\u8f6c\u53d1/\u672c\u5fae\u535a/\u5e76/@/3/\u4f4d/\u597d\u53cb/+#/\u9b54/\u6d6a\u6f6e/\u7206/U5/\u667a\u80fd/\u8033\u673a/#+/\u514d\u8d39/\u4f53\u9a8c/\u7684/\u52a8\u4eba/\u7406\u7531/\u201d/\u5373/\u6709/\u673a\u4f1a/\u83b7\u5f97/\u514d\u8d39/\u4f53\u9a8c/\u8d44\u683c/\uff0c/\u6211/\u5df2\u7ecf/\u53c2\u52a0/\u4e86/\uff0c/\u4f60\u4eec/\u5feb\u6765/\u5440/\uff01/\uff01/ /http/://///t/./cn///R7BhYdI\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 42
+    },
+    {
+     "cell_type": "markdown",
+     "metadata": {},
+     "source": [
+      "1. \u8868\u60c5\u7b26\u53f7\uff08\u5305\u62ecemojo\u548c\u6807\u70b9\u7b26\u53f7\u7ec4\u6210\u7684\u8868\u60c5\uff09-> \u6682\u65f6\u4f5c\u4e3a\u6b63\u5e38\u503c\u5206\u8bcd\n",
+      "2. @\u67d0\u4f4d\u7528\u6237 -> \u76ee\u524d\u6307\u53bb\u9664@\uff0c\u7528\u6237\u540d\u6b63\u5e38\u5206\u8bcd\n",
+      "3. \u6807\u7b7e## -> \u76ee\u524d\u5148\u53ea\u53bb\u9664#\uff0c\u6807\u7b7e\u6b63\u5e38\u5206\u8bcd\n",
+      "4. \u94fe\u63a5 -> \u6b63\u5219\u8868\u8fbe\u5f0f\u53bb\u9664\n",
+      "5. \u505c\u7528\u8bcd -> \u505c\u7528\u8bcd\u8868\u53bb\u9664\n",
+      "6. \u6570\u5b57 -> \u6b63\u5219\u8868\u8fbe\u5f0f\u53bb\u9664\n",
+      "7. \u6807\u70b9\u7b26\u53f7 -> \u6682\u65f6\u5305\u62ec\u5728\u505c\u7528\u8bcd\u4e2d\u53bb\u9664\n",
+      "8. \u7a7a\u683c -> \u53bb\u9664\n",
+      "9. \u82f1\u6587 -> \u6682\u65f6\u4e0d\u53bb\u9664\n",
+      "10. \u65f6\u95f4\u65e5\u671f -> \u6682\u65f6\u4e0d\u5904\u7406"
+     ]
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print '/'.join(jieba.lcut(\"my nameeeeeeeee is lichen\"))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   2%  180kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   2%  184kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   2%  188kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   3%  192kB"
+        "my/ /nameeeeeeeee/ /is/ /lichen\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 45
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "for c in fw.weibo_train_data.context[:5]:\n",
+      "    print c"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   3%  196kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   3%  200kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   3%  204kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   3%  208kB"
+        "[\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684\u5404\u79cd\u95ee\u9898...1.\u8d27\u5230\u4e86\uff0c\u6ca1\u7ed9\u53d1\u7968\u30022.\u8d27\u5230\u4e86\uff0c2\u672c\u4e66\uff0c\u7f51\u4e0a\u663e\u793a\u90fd\u53d1\u8d27\u4e86\uff0c\u5305\u88f9\u91cc\u53ea\u67091\u672c\uff0c\u800c\u4e14\u6ca1\u53d1\u7968...\u95ee\u5e97\u5bb6\uff0c\u5e97\u5bb6\u627f\u8ba4\u53e6\u5916\u4e00\u672c\u6ca1\u8d27...\u5e97\u5bb6\u8ba9\u6211\u786e\u8ba4\u6536\u8d27\u624d\u9000\u94b1...[\u601d\u8003]\u30023.\u6ca1\u6709\u8d27\u7269\u6e05\u5355...\u6216\u8005\u6e05\u5355\u662f\u4e00\u4e2a\u5e9f\u5f03A4\u6253\u7684\n",
+        "#\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c1920x1080\u5168\u9ad8\u6e05\u5206\u8fa8\u7387\uff0c\u73a9\u6e38\u620f\uff0c\u770b\u9ad8\u6e05\u89c6\u9891\u723d\u7206\u4e86\u300211\u670818\u65e5\u4e2d\u534812\u70b9\u5f00\u653e\u8d2d\u4e70\uff0c\u4ec5\u552e1999\u5143\uff0c\u5e0c\u671b\u80fd\u4e70\u52301\u53f0\u3002@\u5c0f\u7c73\u624b\u673a @\u5356\u4ed9\u5251\u7684\u9152\u5251\u4ed9  @\u6d77\u5148\u751fV  \uff0c\u5206\u4eab\u514d\u8d39\u9884\u7ea6\u5730\u5740http://t.cn/RPkmgBL\n",
+        "[doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...\n",
+        "[doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026\n",
+        "[doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 48
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "f=open('../data/stopwords.txt','r')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 89
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "stopwords = [l.strip() for l in f.readlines()]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 90
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print stopwords[100]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   3%  212kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   3%  217kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   3%  221kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   3%  225kB"
+        "\u800c\u5916\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 18
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "text = jieba.lcut(fw.weibo_train_data.context[0])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 152
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "clean = [t for t in text if t not in stopwords]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 170
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "stopwords[2].encode('utf8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   3%  229kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   3%  233kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   3%  237kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   3%  241kB"
+       "ename": "UnicodeDecodeError",
+       "evalue": "'ascii' codec can't decode byte 0xe3 in position 0: ordinal not in range(128)",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mUnicodeDecodeError\u001b[0m                        Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-20-995d90a93e63>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mstopwords\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'utf8'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;31mUnicodeDecodeError\u001b[0m: 'ascii' codec can't decode byte 0xe3 in position 0: ordinal not in range(128)"
        ]
-      },
+      }
+     ],
+     "prompt_number": 20
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "for i in range(len(stopwords)):\n",
+      "    stopwords[i] = stopwords[i].decode('utf8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 91
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print stopwords[100]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   3%  245kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   3%  249kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   3%  253kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   4%  258kB"
+        "\u800c\u5916\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 78
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print '/'.join(clean)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   4%  262kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   4%  266kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   4%  270kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   4%  274kB"
+        "\u5410/\u4eac\u4e1c/ /\u7528\u6237/\u4f53\u9a8c/\u592a\u5dee/..../\u7b2c\u4e00\u6b21/\u4eac\u4e1c/\u8d2d\u7269/\u4e70/\u51e0\u767e/\u4e66/..../\u771f\u662f/\u7ecf\u5386/\u7f51\u8d2d/\u95ee\u9898/\u8d27\u5230/\u53d1\u7968/\u8d27\u5230/\u672c\u4e66/\u7f51\u4e0a/\u663e\u793a/\u53d1\u8d27/\u5305\u88f9/\u91cc/\u53d1\u7968/\u95ee/\u5e97\u5bb6/\u5e97\u5bb6/\u627f\u8ba4/\u4e00\u672c/\u6ca1\u8d27/\u5e97\u5bb6/\u786e\u8ba4/\u6536\u8d27/\u9000\u94b1/\u601d\u8003/\u8d27\u7269/\u6e05\u5355/\u6e05\u5355/\u4e00\u4e2a/\u5e9f\u5f03/A4\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 171
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print '/'.join(jieba.lcut(fw.weibo_train_data.ix[0].context))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   4%  278kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   4%  282kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   4%  286kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   4%  290kB"
+        "[/\u5410/]/@/\u4eac\u4e1c/ /\u7684/\u7528\u6237/\u4f53\u9a8c/\u592a\u5dee/\u4e86/..../\u7b2c\u4e00\u6b21/\u5728/\u4eac\u4e1c/\u8d2d\u7269/\uff0c/\u4e70/\u4e86/\u51e0\u767e/\u7684/\u4e66/..../\u771f\u662f/\u7ecf\u5386/\u4e86/\u7f51\u8d2d/\u7684/\u5404\u79cd/\u95ee\u9898/.../1/./\u8d27\u5230/\u4e86/\uff0c/\u6ca1/\u7ed9/\u53d1\u7968/\u3002/2/./\u8d27\u5230/\u4e86/\uff0c/2/\u672c\u4e66/\uff0c/\u7f51\u4e0a/\u663e\u793a/\u90fd/\u53d1\u8d27/\u4e86/\uff0c/\u5305\u88f9/\u91cc/\u53ea\u6709/1/\u672c/\uff0c/\u800c\u4e14/\u6ca1/\u53d1\u7968/.../\u95ee/\u5e97\u5bb6/\uff0c/\u5e97\u5bb6/\u627f\u8ba4/\u53e6\u5916/\u4e00\u672c/\u6ca1\u8d27/.../\u5e97\u5bb6/\u8ba9/\u6211/\u786e\u8ba4/\u6536\u8d27/\u624d/\u9000\u94b1/.../[/\u601d\u8003/]/\u3002/3/./\u6ca1\u6709/\u8d27\u7269/\u6e05\u5355/.../\u6216\u8005/\u6e05\u5355/\u662f/\u4e00\u4e2a/\u5e9f\u5f03/A4/\u6253/\u7684\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 138
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "'\uff09'"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
-       "output_type": "stream",
-       "stream": "stdout",
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 246,
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   4%  294kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   4%  299kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   4%  303kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   4%  307kB"
+        "'\\xef\\xbc\\x89'"
        ]
-      },
+      }
+     ],
+     "prompt_number": 246
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "'1ST\u91cc'.lower()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
-       "output_type": "stream",
-       "stream": "stdout",
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 44,
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   4%  311kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   4%  315kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   4%  319kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   5%  323kB"
+        "'1st\\xe9\\x87\\x8c'"
        ]
-      },
+      }
+     ],
+     "prompt_number": 44
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print stopwords[212]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   5%  327kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   5%  331kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   5%  335kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   5%  339kB"
+        "\u4e86\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 29
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print re.findall(\"http://.*\\w$\",fw.weibo_train_data.context[9])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   5%  344kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   5%  348kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   5%  352kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   5%  356kB"
+        "[]\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 62
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "for c in fw.weibo_train_data.context[:20]:\n",
+      "    print c"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   5%  360kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   5%  364kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   5%  368kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   5%  372kB"
+        "[\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684\u5404\u79cd\u95ee\u9898...1.\u8d27\u5230\u4e86\uff0c\u6ca1\u7ed9\u53d1\u7968\u30022.\u8d27\u5230\u4e86\uff0c2\u672c\u4e66\uff0c\u7f51\u4e0a\u663e\u793a\u90fd\u53d1\u8d27\u4e86\uff0c\u5305\u88f9\u91cc\u53ea\u67091\u672c\uff0c\u800c\u4e14\u6ca1\u53d1\u7968...\u95ee\u5e97\u5bb6\uff0c\u5e97\u5bb6\u627f\u8ba4\u53e6\u5916\u4e00\u672c\u6ca1\u8d27...\u5e97\u5bb6\u8ba9\u6211\u786e\u8ba4\u6536\u8d27\u624d\u9000\u94b1...[\u601d\u8003]\u30023.\u6ca1\u6709\u8d27\u7269\u6e05\u5355...\u6216\u8005\u6e05\u5355\u662f\u4e00\u4e2a\u5e9f\u5f03A4\u6253\u7684\n",
+        "#\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c1920x1080\u5168\u9ad8\u6e05\u5206\u8fa8\u7387\uff0c\u73a9\u6e38\u620f\uff0c\u770b\u9ad8\u6e05\u89c6\u9891\u723d\u7206\u4e86\u300211\u670818\u65e5\u4e2d\u534812\u70b9\u5f00\u653e\u8d2d\u4e70\uff0c\u4ec5\u552e1999\u5143\uff0c\u5e0c\u671b\u80fd\u4e70\u52301\u53f0\u3002@\u5c0f\u7c73\u624b\u673a @\u5356\u4ed9\u5251\u7684\u9152\u5251\u4ed9  @\u6d77\u5148\u751fV  \uff0c\u5206\u4eab\u514d\u8d39\u9884\u7ea6\u5730\u5740http://t.cn/RPkmgBL\n",
+        "[doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...\n",
+        "[doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026\n",
+        "[doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~\n",
+        "#\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a#\u201c\u5173\u6ce8@\u9b54\u6d6a\u84dd\u7259\u8033\u673a+\u8f6c\u53d1\u672c\u5fae\u535a\u5e76@3\u4f4d\u597d\u53cb+#\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a#+\u514d\u8d39\u4f53\u9a8c\u7684\u52a8\u4eba\u7406\u7531\u201d\u5373\u6709\u673a\u4f1a\u83b7\u5f97\u514d\u8d39\u4f53\u9a8c\u8d44\u683c\uff0c\u6211\u5df2\u7ecf\u53c2\u52a0\u4e86\uff0c\u4f60\u4eec\u5feb\u6765\u5440\uff01\uff01 http://t.cn/R7BhYdI\n",
+        "[\u53ef\u601c] \u53f2\u4e0a\u6700\u96be\u767b\u7684\u7684\u7f51\u7ad9\uff1ahttp://t.cn/R78fdMf\n",
+        "[\u6253\u8138]\u524d\u5929\u786e\u8ba4\u62a5\u540d\u3002\u3002\u3002\u3002\u4eca\u5929\u5356\u72ec\u5bb6\u5185\u90e8\u8d44\u6599\u7684\u7535\u8bdd\u5c31\u6765\u4e86\u3002\u3002\u3002\u3002\n",
+        "\u53cc\u5341\u4e00\u540e\u9057\u75c7....42\u7801\u677f\u978b...\u5168\u7f3a\u8d27...\n",
+        "\u3010\u8bba\u575b\u6e90\u7801\u63a8\u8350\uff086\u670830\u65e5\uff09\uff1aiOS\u5f00\u6e90RSS\u65b0\u95fb\u9605\u8bfb\u5668 \u53ef\u81ea\u52a8\u586b\u5145\u7684\u6587\u672c\u6846\u3011 http://t.cn/RvuICAU  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u3010Hadoop\u79d1\u666e\u6587\u2014\u2014\u5e38\u89c1\u768445\u4e2a\u95ee\u9898\u89e3\u7b54\u3011 http://t.cn/Rvrui7S  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u3010MySQL\u7d22\u5f15\u539f\u7406\u53ca\u6162\u67e5\u8be2\u4f18\u5316\u3011 http://t.cn/RvsXH5D  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u3010\u7f51\u7ad9\u7528\u6237\u8bbf\u95ee\u901f\u5ea6\u76d1\u6d4b\u5206\u6790\u9879\u76ee(1)\u3011 http://t.cn/RPLC0uY  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u3010\u4e0d\u540cvlan\u95f4\u901a\u4fe1\u5982\u4f55\u5b9e\u73b0\uff1f\u3011 http://t.cn/RPLOZ49  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u5c0f\u4f19\u4f34\u4eec\uff0c\u5feb\u6765\u56f4\u89c2\uff01\u6211\u5df2\u7ecf\u5347\u7ea7\u4e3aV6\u65b0\u7248\u5fae\u535a\uff0c\u7b80\u6d01\u7684\u754c\u9762\u5e26\u6765\u66f4\u6d41\u7545\u7684\u4f53\u9a8c\u3002\u51c6\u5907\u597d\u4e86\u5417\uff1f\u548c\u6211\u4eec\u4e00\u8d77\u53d1\u73b0\u65b0\u7684\u4e16\u754c\u5427\uff01\u5347\u7ea7\u731b\u6233:http://t.cn/R7vgnNI http://t.cn/R7PW0Ng\n",
+        "\u6211\u521a\u6362\u4e86\u201c\u60c5\u8ff7\u5b9d\u4e3d\u6765\u201d\u5957\u88c5\uff0c\u597d\u6f02\u4eae\uff0c\u4f60\u4eec\u90fd\u5feb\u6765\u8bd5\u8bd5\uff01 http://weibo.com/home?skinId=skin053\n",
+        "5k \u7684iMac\u597d\u50cf\u5f88\u4e0d\u9519\n",
+        "\u4eca\u5929\u9047\u5230\u4e86\u4e24\u4e2a\u5947\u8469\n",
+        "\u6ca1\u4e8b\uff0c\u53ea\u662f\u6280\u672f\u8c03\u6574\n",
+        "\u81ea\u5df1\u628a\u8138\u90fd\u6293\u4f24\u4e86\uff0c\u6240\u4ee5\u5e26\u4e0a\u4e86\u624b\u5957\u2026 http://t.cn/Rv3EAY4\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 103
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import re\n",
+      "from nltk.corpus import stopwords as e_stopwords\n",
+      "for i,context in enumerate(fw.weibo_train_data.context[0:80]):\n",
+      "    print str(i)+'.'\n",
+      "    print context\n",
+      "    #\u53bb\u9664\u94fe\u63a5\n",
+      "    context = re.sub(\"http://[a-zA-z./\\d]*\",\"\",context)\n",
+      "    #\u53bb\u9664\u8868\u60c5\u7b26\u53f7\n",
+      "    context = re.sub(\"\\[.{0,12}\\]\",\"\",context)\n",
+      "    #\u63d0\u53d6tag\n",
+      "    tags = re.findall(\"#(.{0,30})#\",context)\n",
+      "    context = re.sub(\"#.{0,30}#\",\"\",context)\n",
+      "    #\u63d0\u53d6@\u67d0\u4eba\n",
+      "    at = re.findall(\"@([^@]{0,30})\\s\",context)\n",
+      "    context = re.sub(\"@([^@]{0,30})\\s\",\"\",context)\n",
+      "    at+= re.findall(\"@([^@]{0,30})\uff09\",context)\n",
+      "    context = re.sub(\"@([^@]{0,30})\uff09\",\"\",context)\n",
+      "    #\u82f1\u6587\u5b57\u6bcd\u53d8\u5c0f\u5199\n",
+      "    context  = context.lower()\n",
+      "    #\u627e\u51fa\u6240\u6709\u82f1\u6587\u5b57\u7b26\u548c\u5355\u8bcd\u5e76\u63d0\u53d6\n",
+      "    english = re.findall(\"[a-z]+\",context)\n",
+      "    context = re.sub(\"[a-z]+\",\"\",context)\n",
+      "    #\u53bb\u9664\u6807\u70b9\u7b26\u53f7\n",
+      "    context = re.sub(\"[\\s+\\.\\!\\/_,$%^*(+\\\"\\']+|[+\u2014\u2014\uff01\uff0c\u3002\uff1f\u3001~@#\uffe5%\u2026\u2026&*\uff08\uff09]+\".decode(\"utf8\"), \"\",context)\n",
+      "    context = re.sub(\"[\u3010\u3011\u256e\u256f\u25bd\u2570\u256d\u2605\u2192\u300c\u300d]+\".decode(\"utf8\"),\"\",context.decode('utf8'))\n",
+      "    #\u53bb\u9664\u7a7a\u683c\n",
+      "    context = re.sub(\"\\s\",\"\",context)\n",
+      "    #\u53bb\u9664\u6240\u6709\u6570\u5b57\n",
+      "    context = re.sub(\"\\d\",\"\",context)\n",
+      "    #\u53bb\u9664\u81ea\u5df1\u6253\u7684\u7701\u7565\u53f7\n",
+      "    context = re.sub(\"\\.*\",\"\",context)\n",
+      "    #\u5206\u8bcd\n",
+      "    text = jieba.lcut(context)\n",
+      "    #\u53bb\u9664\u4e2d\u6587\u505c\u7528\u8bcd\n",
+      "    clean = [t for t in text if t not in stopwords]\n",
+      "    #\u53bb\u9664\u82f1\u6587\u505c\u7528\u8bcd\u4e0e\u5355\u4e2a\u82f1\u6587\u5b57\u6bcd\n",
+      "    e_clean = [t for t in english if t not in e_stopwords.words('english') and len(t) is not 1]\n",
+      "    clean+=e_clean\n",
+      "    clean+=Series(tags).apply(lambda x:x.decode('utf8')).tolist()\n",
+      "    clean+=Series(at).apply(lambda x:x.decode('utf8')).tolist()\n",
+      "    \n",
+      "    print '|'.join(clean)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   5%  376kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   5%  380kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   6%  385kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   6%  389kB"
+        "0.\n",
+        "[\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684\u5404\u79cd\u95ee\u9898...1.\u8d27\u5230\u4e86\uff0c\u6ca1\u7ed9\u53d1\u7968\u30022.\u8d27\u5230\u4e86\uff0c2\u672c\u4e66\uff0c\u7f51\u4e0a\u663e\u793a\u90fd\u53d1\u8d27\u4e86\uff0c\u5305\u88f9\u91cc\u53ea\u67091\u672c\uff0c\u800c\u4e14\u6ca1\u53d1\u7968...\u95ee\u5e97\u5bb6\uff0c\u5e97\u5bb6\u627f\u8ba4\u53e6\u5916\u4e00\u672c\u6ca1\u8d27...\u5e97\u5bb6\u8ba9\u6211\u786e\u8ba4\u6536\u8d27\u624d\u9000\u94b1...[\u601d\u8003]\u30023.\u6ca1\u6709\u8d27\u7269\u6e05\u5355...\u6216\u8005\u6e05\u5355\u662f\u4e00\u4e2a\u5e9f\u5f03A4\u6253\u7684\n",
+        "\u7528\u6237|\u4f53\u9a8c|\u592a\u5dee|\u7b2c\u4e00\u6b21|\u4eac\u4e1c|\u8d2d\u7269|\u4e70|\u51e0\u767e|\u4e66|\u771f\u662f|\u7ecf\u5386|\u7f51\u8d2d|\u95ee\u9898|\u8d27\u5230|\u53d1\u7968|\u8d27\u5230|\u672c\u4e66|\u7f51\u4e0a|\u663e\u793a|\u53d1\u8d27|\u5305\u88f9|\u91cc|\u53d1\u7968|\u95ee|\u5e97\u5bb6|\u5e97\u5bb6|\u627f\u8ba4|\u4e00\u672c|\u6ca1\u8d27|\u5e97\u5bb6|\u786e\u8ba4|\u6536\u8d27|\u9000\u94b1|\u8d27\u7269|\u6e05\u5355|\u6e05\u5355|\u4e00\u4e2a|\u5e9f\u5f03|\u4eac\u4e1c\n",
+        "1.\n",
+        "#\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c1920x1080\u5168\u9ad8\u6e05\u5206\u8fa8\u7387\uff0c\u73a9\u6e38\u620f\uff0c\u770b\u9ad8\u6e05\u89c6\u9891\u723d\u7206\u4e86\u300211\u670818\u65e5\u4e2d\u534812\u70b9\u5f00\u653e\u8d2d\u4e70\uff0c\u4ec5\u552e1999\u5143\uff0c\u5e0c\u671b\u80fd\u4e70\u52301\u53f0\u3002@\u5c0f\u7c73\u624b\u673a @\u5356\u4ed9\u5251\u7684\u9152\u5251\u4ed9  @\u6d77\u5148\u751fV  \uff0c\u5206\u4eab\u514d\u8d39\u9884\u7ea6\u5730\u5740http://t.cn/RPkmgBL\n",
+        "\u5c0f\u7c73|\u624b\u673a|\u5c4f\u5e55|\u592a\u7ed9\u529b|\u82f1\u5bf8|\u9ad8|\u8272\u5f69|\u9971\u548c\u5ea6|\u590f\u666e|\u5c4f\u5e55|\u5168\u9ad8\u6e05|\u5206\u8fa8\u7387|\u73a9\u6e38\u620f|\u9ad8\u6e05|\u89c6\u9891|\u723d\u7206|\u4e2d\u5348|\u70b9|\u5f00\u653e|\u8d2d\u4e70|\u4ec5\u552e\u5143|\u5e0c\u671b|\u4e70|\u53f0|\u5206\u4eab|\u514d\u8d39|\u9884\u7ea6|\u5730\u5740|jdi|\u6211\u7231\u5c0f\u7c73\u624b\u673a|\u5c0f\u7c73\u624b\u673a|\u5356\u4ed9\u5251\u7684\u9152\u5251\u4ed9 |\u6d77\u5148\u751fV \n",
+        "2.\n",
+        "[doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...\n",
+        "\u5929\u732b|\u771f\u662f|\u725b\u5356|\u5b9e\u9a8c|\u8017\u6750|\u8dd1|\u5929\u732b|\u5f00\u5e97\n",
+        "3.\n",
+        "[doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026\n",
+        "\u627e|\u5de5\u4f5c\n",
+        "4.\n",
+        "[doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~\n",
+        "\u6210\u529f|\u62a2|\u53f0\u7c73|\u7535\u4fe1\n",
+        "5.\n",
+        "#\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a#\u201c\u5173\u6ce8@\u9b54\u6d6a\u84dd\u7259\u8033\u673a+\u8f6c\u53d1\u672c\u5fae\u535a\u5e76@3\u4f4d\u597d\u53cb+#\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a#+\u514d\u8d39\u4f53\u9a8c\u7684\u52a8\u4eba\u7406\u7531\u201d\u5373\u6709\u673a\u4f1a\u83b7\u5f97\u514d\u8d39\u4f53\u9a8c\u8d44\u683c\uff0c\u6211\u5df2\u7ecf\u53c2\u52a0\u4e86\uff0c\u4f60\u4eec\u5feb\u6765\u5440\uff01\uff01 http://t.cn/R7BhYdI\n",
+        "\u5173\u6ce8|\u9b54\u6d6a|\u84dd\u7259|\u8033\u673a|\u8f6c\u53d1|\u672c\u5fae\u535a|\u5e76\u4f4d|\u597d\u53cb|\u514d\u8d39|\u4f53\u9a8c|\u52a8\u4eba|\u7406\u7531|\u673a\u4f1a|\u83b7\u5f97|\u514d\u8d39|\u4f53\u9a8c|\u8d44\u683c|\u5df2\u7ecf|\u53c2\u52a0|\u5feb\u6765|\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a|\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a\n",
+        "6.\n",
+        "[\u53ef\u601c] \u53f2\u4e0a\u6700\u96be\u767b\u7684\u7684\u7f51\u7ad9\uff1ahttp://t.cn/R78fdMf\n",
+        "\u53f2\u4e0a|\u6700\u96be|\u767b|\u7f51\u7ad9\n",
+        "7.\n",
+        "[\u6253\u8138]\u524d\u5929\u786e\u8ba4\u62a5\u540d\u3002\u3002\u3002\u3002\u4eca\u5929\u5356\u72ec\u5bb6\u5185\u90e8\u8d44\u6599\u7684\u7535\u8bdd\u5c31\u6765\u4e86\u3002\u3002\u3002\u3002\n",
+        "\u524d\u5929|\u786e\u8ba4|\u62a5\u540d|\u4eca\u5929|\u5356|\u72ec\u5bb6|\u5185\u90e8\u8d44\u6599|\u7535\u8bdd\n",
+        "8.\n",
+        "\u53cc\u5341\u4e00\u540e\u9057\u75c7....42\u7801\u677f\u978b...\u5168\u7f3a\u8d27...\n",
+        "\u53cc\u5341|\u540e\u9057\u75c7|\u7801\u677f|\u978b\u5168|\u7f3a\u8d27\n",
+        "9.\n",
+        "\u3010\u8bba\u575b\u6e90\u7801\u63a8\u8350\uff086\u670830\u65e5\uff09\uff1aiOS\u5f00\u6e90RSS\u65b0\u95fb\u9605\u8bfb\u5668 \u53ef\u81ea\u52a8\u586b\u5145\u7684\u6587\u672c\u6846\u3011 http://t.cn/RvuICAU  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u8bba\u575b|\u6e90\u7801|\u63a8\u8350|\u5f00\u6e90|\u65b0\u95fb|\u9605\u8bfb\u5668|\u81ea\u52a8|\u586b\u5145|\u6587\u672c\u6846|\u5206\u4eab|ios|rss|\u65e0\u89c5\u9605\u8bfb\n",
+        "10.\n",
+        "\u3010Hadoop\u79d1\u666e\u6587\u2014\u2014\u5e38\u89c1\u768445\u4e2a\u95ee\u9898\u89e3\u7b54\u3011 http://t.cn/Rvrui7S  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u79d1\u666e|\u6587|\u5e38\u89c1|\u95ee\u9898\u89e3\u7b54|\u5206\u4eab|hadoop|\u65e0\u89c5\u9605\u8bfb\n",
+        "11.\n",
+        "\u3010MySQL\u7d22\u5f15\u539f\u7406\u53ca\u6162\u67e5\u8be2\u4f18\u5316\u3011 http://t.cn/RvsXH5D  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u7d22\u5f15|\u539f\u7406|\u53ca\u6162|\u67e5\u8be2|\u4f18\u5316|\u5206\u4eab|mysql|\u65e0\u89c5\u9605\u8bfb\n",
+        "12.\n",
+        "\u3010\u7f51\u7ad9\u7528\u6237\u8bbf\u95ee\u901f\u5ea6\u76d1\u6d4b\u5206\u6790\u9879\u76ee(1)\u3011 http://t.cn/RPLC0uY  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u7f51\u7ad9|\u7528\u6237|\u8bbf\u95ee\u901f\u5ea6|\u76d1\u6d4b|\u5206\u6790|\u9879\u76ee|\u5206\u4eab|\u65e0\u89c5\u9605\u8bfb\n",
+        "13.\n",
+        "\u3010\u4e0d\u540cvlan\u95f4\u901a\u4fe1\u5982\u4f55\u5b9e\u73b0\uff1f\u3011 http://t.cn/RPLOZ49  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09\n",
+        "\u95f4\u901a\u4fe1|\u5b9e\u73b0|\u5206\u4eab|vlan|\u65e0\u89c5\u9605\u8bfb\n",
+        "14.\n",
+        "\u5c0f\u4f19\u4f34\u4eec\uff0c\u5feb\u6765\u56f4\u89c2\uff01\u6211\u5df2\u7ecf\u5347\u7ea7\u4e3aV6\u65b0\u7248\u5fae\u535a\uff0c\u7b80\u6d01\u7684\u754c\u9762\u5e26\u6765\u66f4\u6d41\u7545\u7684\u4f53\u9a8c\u3002\u51c6\u5907\u597d\u4e86\u5417\uff1f\u548c\u6211\u4eec\u4e00\u8d77\u53d1\u73b0\u65b0\u7684\u4e16\u754c\u5427\uff01\u5347\u7ea7\u731b\u6233:http://t.cn/R7vgnNI http://t.cn/R7PW0Ng\n",
+        "\u5c0f\u4f19\u4f34|\u56f4\u89c2|\u5df2\u7ecf|\u5347\u7ea7|\u65b0\u7248|\u5fae\u535a|\u7b80\u6d01|\u754c\u9762|\u5e26\u6765|\u6d41\u7545|\u4f53\u9a8c|\u51c6\u5907|\u597d\u4e86\u5417|\u4e00\u8d77|\u53d1\u73b0|\u65b0|\u4e16\u754c|\u5347\u7ea7|\u731b|\u6233\n",
+        "15.\n",
+        "\u6211\u521a\u6362\u4e86\u201c\u60c5\u8ff7\u5b9d\u4e3d\u6765\u201d\u5957\u88c5\uff0c\u597d\u6f02\u4eae\uff0c\u4f60\u4eec\u90fd\u5feb\u6765\u8bd5\u8bd5\uff01 http://weibo.com/home?skinId=skin053\n",
+        "\u521a\u6362|\u60c5\u8ff7|\u5b9d\u4e3d\u6765|\u5957\u88c5|\u597d|\u6f02\u4eae|\u8bd5\u8bd5\n",
+        "16.\n",
+        "5k \u7684iMac\u597d\u50cf\u5f88\u4e0d\u9519\n",
+        "\u597d\u50cf|\u4e0d\u9519|imac\n",
+        "17.\n",
+        "\u4eca\u5929\u9047\u5230\u4e86\u4e24\u4e2a\u5947\u8469\n",
+        "\u4eca\u5929|\u9047\u5230|\u4e24\u4e2a|\u5947\u8469\n",
+        "18.\n",
+        "\u6ca1\u4e8b\uff0c\u53ea\u662f\u6280\u672f\u8c03\u6574\n",
+        "\u6ca1\u4e8b|\u6280\u672f|\u8c03\u6574\n",
+        "19.\n",
+        "\u81ea\u5df1\u628a\u8138\u90fd\u6293\u4f24\u4e86\uff0c\u6240\u4ee5\u5e26\u4e0a\u4e86\u624b\u5957\u2026 http://t.cn/Rv3EAY4\n",
+        "\u8138|\u6293\u4f24|\u5e26\u4e0a|\u624b\u5957\n",
+        "20.\n",
+        "\u5f52\u4e61 http://t.cn/Rv1ifkh\n",
+        "\u5f52\u4e61\n",
+        "21.\n",
+        "\u89c9\u89c9\u7684\u5ea7\u9a7e http://t.cn/RvrX4JV\n",
+        "\u89c9\u89c9|\u5ea7|\u9a7e\n",
+        "22.\n",
+        "\u89c9\u89c9\u6ee1\u6708\u7eaa\u5ff5 http://t.cn/RPAgpC8\n",
+        "\u89c9\u89c9|\u6ee1\u6708|\u7eaa\u5ff5\n",
+        "23.\n",
+        "#vscocam http://t.cn/RP5Bl65\n",
+        "vscocam\n",
+        "24.\n",
+        "\u5f00\u59cb\u4f7f\u7528#\u4eb2\u5b9d\u5b9d#\u8bb0\u5f55\u5b9d\u5b9d\u6210\u957f\u8fc7\u7a0b\u4e86\u3002\u901a\u8fc7\u89c6\u9891\u3001\u7167\u7247\u3001\u5f55\u97f3\u548c\u6587\u5b57\u8bb0\u5f55\u5b9d\u5b9d\u7684\u7cbe\u5f69\u77ac\u95f4\u5e76\u6c38\u4e45\u4fdd\u5b58\uff0c\u4e0e\u4eb2\u53cb\u79c1\u5bc6\u5206\u4eab\u3002\u4e00\u6b3e\u4e13\u4e3a\u4eb2\u548c\u5b9d\u5b9d\u6253\u9020\u7684\u5e94\u7528\u54e6\uff0c\u5feb\u6765\u8bd5\u8bd5\u5427>>> http://t.cn/zj45Die\n",
+        "\u4f7f\u7528|\u8bb0\u5f55|\u5b9d\u5b9d|\u6210\u957f|\u8fc7\u7a0b|\u89c6\u9891|\u7167\u7247|\u5f55\u97f3|\u6587\u5b57|\u8bb0\u5f55|\u5b9d\u5b9d|\u7cbe\u5f69|\u77ac\u95f4|\u6c38\u4e45|\u4fdd\u5b58|\u4eb2\u53cb|\u79c1\u5bc6|\u5206\u4eab|\u4e00\u6b3e|\u4e13\u4e3a|\u4eb2|\u5b9d\u5b9d|\u6253\u9020|\u5e94\u7528|\u8bd5\u8bd5|\u4eb2\u5b9d\u5b9d\n",
+        "25.\n",
+        "\u6e05\u98ce\u5e26\u6765\u4e86\u732b\u996d\u548c\u76f8\u58f0\u5c4a\u6cf0\u6597\u2026\u7684\u7167\u7247\u2026 http://t.cn/RP3hroF\n",
+        "\u6e05\u98ce|\u5e26\u6765|\u732b|\u996d|\u76f8\u58f0|\u5c4a|\u6cf0\u6597|\u7167\u7247\n",
+        "26.\n",
+        "#vscocam brothers http://t.cn/RP15FGS\n",
+        "vscocam|brothers\n",
+        "27.\n",
+        "#vscocam \u597d\u57fa\u53cb\uff0c\u4ece\u5c0f\u505a\u8d77\u2026 http://t.cn/RP1ooou\n",
+        "\u597d|\u57fa\u53cb|\u505a\u8d77|vscocam\n",
+        "28.\n",
+        "#vscocam the most beautiful season in Beijing is coming http://t.cn/RPdvcmT\n",
+        "vscocam|beautiful|season|beijing|coming\n",
+        "29.\n",
+        "#vscocam #flower http://t.cn/RhvWlyf\n",
+        "flower|vscocam \n",
+        "30.\n",
+        "#vscocam corner http://t.cn/RhZPIur\n",
+        "vscocam|corner\n",
+        "31.\n",
+        "#hyperlapse \u4e91\u5377\u4e91\u8212 http://t.cn/RhL73ob\n",
+        "\u4e91\u5377\u4e91\u8212|hyperlapse\n",
+        "32.\n",
+        "orange windmill http://t.cn/Rh4BsIx\n",
+        "orange|windmill\n",
+        "33.\n",
+        "#vscocam rumble fish http://t.cn/RhbSfAo\n",
+        "vscocam|rumble|fish\n",
+        "34.\n",
+        "#vscocam http://t.cn/RhirVNt\n",
+        "vscocam\n",
+        "35.\n",
+        "#vscocam http://t.cn/RhirMVF\n",
+        "vscocam\n",
+        "36.\n",
+        "#vscocam loop http://t.cn/RhaF8kV\n",
+        "vscocam|loop\n",
+        "37.\n",
+        "#vscocam http://t.cn/RhjwZz6\n",
+        "vscocam\n",
+        "38.\n",
+        "#vscocam perfect biger than biger http://t.cn/RhRQkNm\n",
+        "vscocam|perfect|biger|biger\n",
+        "39.\n",
+        "#vscocam Hell Peking http://t.cn/RhFmr6O\n",
+        "vscocam|hell|peking"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "40.\n",
+        "#vscocam \u59e5\u59e5\u7ed9\u505a\u7684\u624b\u5de5\u5e3d\u5b50 http://t.cn/R7zwvsq\n",
+        "\u59e5\u59e5|\u505a|\u624b\u5de5|\u5e3d\u5b50|vscocam\n",
+        "41.\n",
+        "\u5c0f\u4f19\u4f34\u4eec\uff0c\u5feb\u6765\u56f4\u89c2\uff01\u6211\u5df2\u7ecf\u5347\u7ea7\u4e3aV6\u65b0\u7248\u5fae\u535a\uff0c\u7b80\u6d01\u7684\u754c\u9762\u5e26\u6765\u66f4\u6d41\u7545\u7684\u4f53\u9a8c\u3002\u51c6\u5907\u597d\u4e86\u5417\uff1f\u548c\u6211\u4eec\u4e00\u8d77\u53d1\u73b0\u65b0\u7684\u4e16\u754c\u5427\uff01\u5347\u7ea7\u731b\u6233:http://t.cn/R7vgnNI http://t.cn/R7PWS7F\n",
+        "\u5c0f\u4f19\u4f34|\u56f4\u89c2|\u5df2\u7ecf|\u5347\u7ea7|\u65b0\u7248|\u5fae\u535a|\u7b80\u6d01|\u754c\u9762|\u5e26\u6765|\u6d41\u7545|\u4f53\u9a8c|\u51c6\u5907|\u597d\u4e86\u5417|\u4e00\u8d77|\u53d1\u73b0|\u65b0|\u4e16\u754c|\u5347\u7ea7|\u731b|\u6233\n",
+        "42.\n",
+        "#vscocam  http://t.cn/R7M9Tiu\n",
+        "vscocam\n",
+        "43.\n",
+        "#vscocam http://t.cn/R76CfL2\n",
+        "vscocam\n",
+        "44.\n",
+        "#vscocam \u5fc3\u597d\u7d2f\uff0c\u6765\u610f\u5927\u5229\u5582\u9e3d\u5b50\u4e5f\u4e0d\u8d77\u4f5c\u7528\u2026 http://t.cn/R7QxVE5\n",
+        "\u5fc3\u597d|\u7d2f|\u610f\u5927\u5229|\u9e3d\u5b50|\u4e0d\u8d77\u4f5c\u7528|vscocam\n",
+        "45.\n",
+        "#vscocam http://t.cn/R73GddO\n",
+        "vscocam\n",
+        "46.\n",
+        "\u6211\u5728 @\u77e5\u4e4e \u56de\u7b54\u4e86\u3010\u4e3a\u4ec0\u4e48\u90e8\u5206\u5f00\u53d1\u5de5\u7a0b\u5e08\u4e0d\u559c\u6b22\u8c03\u8282\u754c\u9762\u7684 UI \u7ec6\u8282\uff1f\u3011\uff1a\u5f88\u591a\u4eba\u7684\u52aa\u529b\u7a0b\u5ea6\u6839\u672c\u6ca1\u5230\u62fc\u5929\u8d4b\u7684\u5730\u6b65\uff0c\u540c\u6837\u5f88\u591a\u4ea7\u54c1\u4e5f\u6839\u672c\u6ca1\u5230\u62fc\u8bbe\u8ba1\u7684\u5730\u6b65\u3002 http://t.cn/R7knBE5\n",
+        "\u56de\u7b54|\u90e8\u5206|\u5f00\u53d1|\u5de5\u7a0b\u5e08|\u559c\u6b22|\u8c03\u8282|\u754c\u9762|\u7ec6\u8282|\u4eba|\u52aa\u529b|\u7a0b\u5ea6|\u6839\u672c|\u6ca1\u5230|\u62fc|\u5929\u8d4b|\u5730\u6b65|\u540c\u6837|\u4ea7\u54c1|\u6839\u672c|\u6ca1\u5230|\u62fc|\u8bbe\u8ba1|\u5730\u6b65|ui|\u77e5\u4e4e\n",
+        "47.\n",
+        "[Mind Fire] \u76ee\u7684\u3001\u7ec6\u8282\u548c\u5927\u5c40\u89c2 http://t.cn/Rzz3dd2\n",
+        "\u76ee\u7684|\u7ec6\u8282|\u5927\u5c40\u89c2\n",
+        "48.\n",
+        "[Mind Fire] \u76ee\u7684\u3001\u7ec6\u8282\u548c\u5927\u5c40\u89c2 http://t.cn/Rzz3dd2\n",
+        "\u76ee\u7684|\u7ec6\u8282|\u5927\u5c40\u89c2\n",
+        "49.\n",
+        "\u6211\u542c\u8fc7\u8fd9\u5f20\u4e13\u8f91\u300a1701\u300b -\u674e\u5fd7 \u2605\u2605\u2605\uff1a\u4e9b\u8bb8\u5931\u843d\uff0c\u914d\u5668\u548c\u7f16\u66f2\u5982\u6b64\u4e30\u5bcc\uff0c\u5374\u6de1\u4e86\u60c5\u611f\u2026 http://t.cn/R7e82k5\n",
+        "\u542c|\u8fd9\u5f20|\u4e13\u8f91|\u674e\u5fd7|\u4e9b\u8bb8|\u5931\u843d|\u914d\u5668|\u7f16\u66f2|\u4e30\u5bcc|\u5374|\u6de1|\u60c5\u611f\n",
+        "50.\n",
+        "#VSCOcam http://t.cn/RzABCfL\n",
+        "vscocam\n",
+        "51.\n",
+        "\u56e0\u4e3a\u8fd9\u4e9b\u6b4c\uff0c\u7279\u522b\u60f3\u53bb\u8fd9\u4e9b\u5730\u65b9\u8d70\u8d70\u2026  \u5206\u4eab\u7cd6\u4f34\u897f\u7ea2\u67ff\u7684\u6b4c\u5355\u300a\u5730\u70b9\u300bhttp://t.cn/Rzf09lQ\uff08\u6765\u81ea@\u7f51\u6613\u4e91\u97f3\u4e50\uff09\n",
+        "\u6b4c|\u7279\u522b|\u60f3|\u5730\u65b9|\u8d70\u8d70|\u5206\u4eab|\u7cd6\u4f34|\u897f\u7ea2\u67ff|\u6b4c\u5355|\u5730\u70b9|\u6765\u81ea|\u7f51\u6613\u4e91\u97f3\u4e50\n",
+        "52.\n",
+        "\u7528\u6765\u63d0\u795e\u9192\u8111\u2026 \u5206\u4eab\u7cd6\u4f34\u897f\u7ea2\u67ff\u7684\u6b4c\u5355\u300aPunch\u300bhttp://t.cn/RzMhqct\uff08\u6765\u81ea@\u7f51\u6613\u4e91\u97f3\u4e50\uff09\n",
+        "\u7528\u6765|\u63d0\u795e\u9192\u8111|\u5206\u4eab|\u7cd6\u4f34|\u897f\u7ea2\u67ff|\u6b4c\u5355|\u6765\u81ea|punch|\u7f51\u6613\u4e91\u97f3\u4e50\n",
+        "53.\n",
+        "#VSCOcam http://t.cn/RzMkv8J\n",
+        "vscocam\n",
+        "54.\n",
+        "\u8fdc\u65b9\u7684\u670b\u53cb\uff0c\u6b22\u8fce\u4f60\u5230\u6cf8\u6cbd\u6e56\u6765\u2026 \u5206\u4eab\u5de6\u5c0f\u7956\u5492/\u6731\u5a67\u7684\u5355\u66f2\u300a\u6cf8\u6cbd\u6e56\u60c5\u6b4c\u300bhttp://t.cn/RzJ8NdD\uff08\u6765\u81ea@\u7f51\u6613\u4e91\u97f3\u4e50\uff09\n",
+        "\u8fdc\u65b9|\u670b\u53cb|\u6b22\u8fce|\u6cf8\u6cbd\u6e56|\u5206\u4eab|\u5de6\u5c0f\u7956\u5492|\u6731\u5a67|\u5355\u66f2|\u6cf8\u6cbd\u6e56|\u60c5\u6b4c|\u6765\u81ea|\u7f51\u6613\u4e91\u97f3\u4e50\n",
+        "55.\n",
+        "\u5ff5\u5929\u5ff5\u5730\u5ff5\u77e5\u5df1\u2026 \u5206\u4eab\u4e8c\u624b\u73ab\u7470\u7684\u5355\u66f2\u300a\u4ed9\u513f\u300bhttp://t.cn/RzS7IpA\uff08\u6765\u81ea@\u7f51\u6613\u4e91\u97f3\u4e50\uff09\n",
+        "\u5ff5\u5929\u5ff5|\u5730\u5ff5|\u77e5\u5df1|\u5206\u4eab|\u4e8c\u624b|\u73ab\u7470|\u5355\u66f2|\u4ed9\u513f|\u6765\u81ea|\u7f51\u6613\u4e91\u97f3\u4e50\n",
+        "56.\n",
+        "#VSCOcam #loop http://t.cn/RzSxp3O\n",
+        "loop|VSCOcam \n",
+        "57.\n",
+        "#VSCOcam Think different  http://t.cn/RzKyT5G\n",
+        "vscocam|think|different\n",
+        "58.\n",
+        "#VSCOcam #HHKB http://t.cn/Rz9536i\n",
+        "hhkb|VSCOcam \n",
+        "59.\n",
+        "#VSCOcam #fullmoon http://t.cn/RzNxOha\n",
+        "fullmoon|VSCOcam \n",
+        "60.\n",
+        " \u5206\u4eab\u5f20\u60ac\u7684\u5355\u66f2\u300a\u73ab\u7470\u8272\u7684\u4f60\u300bhttp://t.cn/Rz0yPWF\uff08\u6765\u81ea@\u7f51\u6613\u4e91\u97f3\u4e50\uff09\n",
+        "\u5206\u4eab|\u5f20\u60ac|\u5355\u66f2|\u73ab\u7470\u8272|\u6765\u81ea|\u7f51\u6613\u4e91\u97f3\u4e50\n",
+        "61.\n",
+        " \u5206\u4eab\u5f6d\u5766\u7684\u5355\u66f2\u300a\u706f\u5854\u300bhttp://t.cn/RzOeYbr\uff08\u6765\u81ea@\u7f51\u6613\u4e91\u97f3\u4e50\uff09\n",
+        "\u5206\u4eab|\u5f6d\u5766|\u5355\u66f2|\u706f\u5854|\u6765\u81ea|\u7f51\u6613\u4e91\u97f3\u4e50\n",
+        "62.\n",
+        "\u300c\u4e3a\u4e86\u8fd9\u6b21\u76f8\u805a\uff0c\u6211\u8fde\u89c1\u9762\u65f6\u7684\u547c\u5438\u90fd\u66fe\u53cd\u590d\u7ec3\u4e60\u300d\u679c\u7136\u8fd8\u662f\u5185\u5fc3\u4e30\u5bcc\u7684\u4eba\u624d\u80fd\u5531\u51fa\u611f\u89c9\u2026 \u5206\u4eab\u674e\u5b97\u76db\u7684\u5355\u66f2\u300a\u6f02\u6d0b\u8fc7\u6d77\u6765\u770b\u4f60\u300bhttp://t.cn/Rzl4GHo\uff08\u6765\u81ea@\u7f51\u6613\u4e91\u97f3\u4e50\uff09\n",
+        "\u8fd9\u6b21|\u76f8\u805a|\u89c1\u9762|\u65f6|\u547c\u5438|\u66fe|\u53cd\u590d|\u7ec3\u4e60|\u5185\u5fc3|\u4e30\u5bcc|\u4eba\u624d|\u80fd\u5531\u51fa|\u611f\u89c9|\u5206\u4eab|\u674e\u5b97\u76db|\u5355\u66f2|\u6f02\u6d0b\u8fc7\u6d77|\u6765\u81ea|\u7f51\u6613\u4e91\u97f3\u4e50"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "63.\n",
+        " \u5206\u4eab\u9003\u8dd1\u8ba1\u5212\u7684\u5355\u66f2\u300aIs This Love\u300bhttp://t.cn/Rz3awYh\uff08\u6765\u81ea@\u7f51\u6613\u4e91\u97f3\u4e50\uff09\n",
+        "\u5206\u4eab|\u9003\u8dd1|\u8ba1\u5212|\u5355\u66f2|\u6765\u81ea|love|\u7f51\u6613\u4e91\u97f3\u4e50\n",
+        "64.\n",
+        "#VSCOcam http://t.cn/Rz1pMnH\n",
+        "vscocam\n",
+        "65.\n",
+        "#VSCOcam http://t.cn/RzF17xI\n",
+        "vscocam\n",
+        "66.\n",
+        "#VSCOcam \u4e2d\u592e\u00b7\u5730\u65b9 http://t.cn/RZvjCex\n",
+        "\u4e2d\u592e|\u5730\u65b9|vscocam\n",
+        "67.\n",
+        "#VSCOcam eagle kite http://t.cn/RZha1wg\n",
+        "vscocam|eagle|kite\n",
+        "68.\n",
+        "\u5bb6\u5e38\u9178\u6c64\u9c7c http://t.cn/RZAcinw\n",
+        "\u5bb6\u5e38|\u9178|\u6c64\u9c7c\n",
+        "69.\n",
+        "\u6211\u542c\u8fc7\u8fd9\u5f20\u4e13\u8f91\u300a\u613f\u7231\u65e0\u5fe7\u300b -\u75db\u4ef0 \u2605\u2605\u2605\uff1a\u300c\u76db\u5f00\u300d\u4e4b\u540e\uff0c\u518d\u65e0\u75db\u4ef0\u2026 http://t.cn/RPNqtKm\n",
+        "\u542c|\u8fd9\u5f20|\u4e13\u8f91|\u613f\u7231|\u65e0\u5fe7|\u75db\u4ef0|\u76db\u5f00|\u4e4b\u540e|\u518d|\u65e0\u75db|\u4ef0\n",
+        "70.\n",
+        "\u901a\u8fc7@\u5fae\u76d8 \u4e0b\u8f7d\u4e86@CCL-2014 \u5206\u4eab\u7684\"CCL2014_keynote-\u5468\u5fd7\u534e.pdf\"\uff0c\u63a8\u8350\u7ed9\u5927\u5bb6\uff01 http://t.cn/R7ooGXV\n",
+        "\u4e0b\u8f7d|\u5206\u4eab|\u5468\u5fd7\u534e|\u63a8\u8350|ccl|keynote|pdf|\u5fae\u76d8|CCL-2014\n",
+        "71.\n",
+        "\u611f\u6069\u8282\uff0c\u5c0f\u5feb\u5feb\u4e5f\u6765\u6492\u4f1a\u5a07\uff0166\u4e2a\u7ea2\u5305\u4efb\u4f60\u62a2\uff0c\u5c0f\u4f19\u4f34\u7684\u6253\u8f66\u7ea2\u5305\u90fd\u88ab\u6211\u627f\u5305\u4e86\uff01\u6709\u94b1\uff0c\u5c31\u8981\u6492\u5a07\uff0c\u8981\u7684\u70b9\u8fd9\u91cchttp://t.cn/RztWCEJ\n",
+        "\u611f\u6069\u8282|\u5c0f|\u5feb\u5feb|\u6492\u4f1a\u5a07|\u7ea2\u5305|\u62a2|\u5c0f\u4f19\u4f34|\u6253\u8f66|\u7ea2\u5305|\u627f\u5305|\u6709\u94b1|\u5c31\u8981|\u6492\u5a07|\u70b9\n",
+        "72.\n",
+        "\u666e\u5929\u540c\u5e86\u5feb\u7684\u6253\u8f66\u5e02\u573a\u4efd\u989d\u53606\u6210\uff0166\u4e2a\u7ea2\u5305\u4efb\u4f60\u62a2\uff0c\u6240\u6709\u4eba\u7684\u6253\u8f66\u7ea2\u5305\u90fd\u88ab\u6211\u627f\u5305\u4e86\uff01\u6709\u94b1\uff0c\u5c31\u662f\u4efb\u6027\uff01\u8981\u7684\u70b9\u8fd9\u91cchttp://t.cn/RzilTFj\n",
+        "\u666e\u5929\u540c\u5e86|\u6253\u8f66|\u5e02\u573a\u4efd\u989d|\u5360\u6210|\u7ea2\u5305|\u62a2|\u6240\u6709\u4eba|\u6253\u8f66|\u7ea2\u5305|\u627f\u5305|\u6709\u94b1|\u4efb\u6027|\u70b9\n",
+        "73.\n",
+        "#\u5954\u8dd1\u54272015# \u770b@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \uff0c\u9001@\u5feb\u7684\u6253\u8f66 #\u4e00\u4ebf\u8de8\u5e74\u7ea2\u5305#\uff01\u8981\u7684\u70b9\u8fd9\u91cc\uff1ahttp://t.cn/RZLFMf6\n",
+        "\u9001|\u70b9|\u5954\u8dd1\u54272015|\u4e00\u4ebf\u8de8\u5e74\u7ea2\u5305|\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a|\u5feb\u7684\u6253\u8f66\n",
+        "74.\n",
+        "\u521a\u767b\u5f55#\u873b\u8713FM# // \u7ec8\u4e8e\u627e\u5230fm\u795e\u5668\u4e86\uff0c\u5185\u5bb9\u7206\u591a\uff0c\u65b0\u95fb\uff0c\u5c0f\u8bf4\uff0c\u97f3\u4e50\uff0c\u76f8\u58f0\uff0c\u8131\u53e3\u79c0\u2026\u2026\u60f3\u542c\u5565\u90fd\u6709\uff0c\u5173\u952e\u8fd8\u67093000\u591a\u5bb6\u7535\u53f024\u5c0f\u65f6\u4e0d\u95f4\u65ad\u76f4\u64ad\uff0c\u5feb\u53bb\u628a\u5b83\u6536\u4e86\u5427\u2192http://t.cn/S6fTEd\uff08\u5206\u4eab\u81ea@\u873b\u8713FM\uff09\n",
+        "\u767b\u5f55|\u7ec8\u4e8e|\u627e\u5230|\u795e\u5668|\u5185\u5bb9|\u7206\u591a|\u65b0\u95fb|\u5c0f\u8bf4|\u97f3\u4e50|\u76f8\u58f0|\u8131\u53e3\u79c0|\u60f3|\u542c|\u5173\u952e|\u591a\u5bb6|\u7535\u53f0|\u5c0f\u65f6|\u4e0d\u95f4\u65ad|\u76f4\u64ad|\u6536|fm|\u873b\u8713FM\n",
+        "75.\n",
+        "\u5c0f\u4f19\u4f34\u4eec\uff0c\u5feb\u6765\u56f4\u89c2\uff01\u6211\u5df2\u7ecf\u5347\u7ea7\u4e3aV6\u65b0\u7248\u5fae\u535a\uff0c\u7b80\u6d01\u7684\u754c\u9762\u5e26\u6765\u66f4\u6d41\u7545\u7684\u4f53\u9a8c\u3002\u51c6\u5907\u597d\u4e86\u5417\uff1f\u548c\u6211\u4eec\u4e00\u8d77\u53d1\u73b0\u65b0\u7684\u4e16\u754c\u5427\uff01\u5347\u7ea7\u731b\u6233:http://t.cn/R7vgnNI http://t.cn/R7PWS7F\n",
+        "\u5c0f\u4f19\u4f34|\u56f4\u89c2|\u5df2\u7ecf|\u5347\u7ea7|\u65b0\u7248|\u5fae\u535a|\u7b80\u6d01|\u754c\u9762|\u5e26\u6765|\u6d41\u7545|\u4f53\u9a8c|\u51c6\u5907|\u597d\u4e86\u5417|\u4e00\u8d77|\u53d1\u73b0|\u65b0|\u4e16\u754c|\u5347\u7ea7|\u731b|\u6233\n",
+        "76.\n",
+        "\u6ca1\u6709\u7403\u7684\u665a\u4e0a\uff0c\u5e72\u6d3b\u60f3\u4e1c\u897f\u66f4\u5229\u7d22\u4e86\uff01\n",
+        "\u7403|\u665a\u4e0a|\u5e72\u6d3b|\u60f3|\u4e1c\u897f|\u5229\u7d22\n",
+        "77.\n",
+        "\u5173\u4e8e\u6cd5\u5f8b\u7535\u5546\uff0c\u8fd9\u4e2a\u521b\u4e1a\u673a\u4f1a\u5f88\u5bb9\u6613\u770b\u61c2\uff0c\u901a\u8fc7\u7535\u8bdd\u6216\u5728\u7ebf\u7684\u65b9\u5f0f\u964d\u4f4e\u4e3a\u4e2d\u5c0f\u4f01\u4e1a\u63d0\u4f9b\u6cd5\u5f8b\u670d\u52a1\u7684\u6210\u672c\uff0c\u5e76\u901a\u8fc7\u670d\u52a1\u6807\u51c6\u5316\u83b7\u5f97\u89c4\u6a21\u6548\u76ca\u3002\n",
+        "\u6cd5\u5f8b|\u7535\u5546|\u521b\u4e1a|\u673a\u4f1a|\u5bb9\u6613|\u61c2|\u7535\u8bdd|\u5728\u7ebf|\u65b9\u5f0f|\u964d\u4f4e|\u4e2d\u5c0f\u4f01\u4e1a|\u63d0\u4f9b|\u6cd5\u5f8b|\u670d\u52a1|\u6210\u672c|\u670d\u52a1|\u6807\u51c6\u5316|\u83b7\u5f97|\u89c4\u6a21|\u6548\u76ca\n",
+        "78.\n",
+        "http://t.cn/RhSzcyD\n",
+        "\n",
+        "79.\n",
+        "\u4e3b\u6d41\u6d88\u8d39\u8005\u9700\u6c42\u56fe\u8c31.\n",
+        "\u4e3b\u6d41|\u6d88\u8d39\u8005|\u9700\u6c42|\u56fe\u8c31\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 248
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print re.sub('[\u3010\u3011\u256e\u256f\u25bd\u2570\u256d]'.decode('utf8'),\"\",fw.weibo_train_data.context[3].decode('utf8'))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   6%  393kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   6%  397kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   6%  401kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   6%  405kB"
+        "[doge]\u627e\u5de5\u4f5c()\u2026\u2026\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 165
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print re.findall(\"#(.{0,30})#\",fw.weibo_train_data.context[5])[1].decode('utf8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   6%  409kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   6%  413kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   6%  417kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   6%  421kB"
+        "\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a\n"
        ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   6%  425kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   6%  430kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   6%  434kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   6%  438kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   6%  442kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   6%  446kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   7%  450kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   7%  454kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   7%  458kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   7%  462kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   7%  466kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   7%  471kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   7%  475kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   7%  479kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   7%  483kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   7%  487kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   7%  491kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   7%  495kB\r",
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-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   7%  507kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   8%  512kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   8%  516kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   8%  520kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   8%  524kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   8%  528kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   8%  532kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   8%  536kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   8%  540kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   8%  544kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   8%  548kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   8%  552kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   8%  557kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   8%  561kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   8%  565kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   8%  569kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   8%  573kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   9%  577kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   9%  581kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   9%  585kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   9%  589kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   9%  593kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   9%  598kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   9%  602kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   9%  606kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   9%  610kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   9%  614kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   9%  618kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   9%  622kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   9%  626kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   9%  630kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   9%  634kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):   9%  638kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  10%  643kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  10%  647kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  10%  651kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  10%  655kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  10%  659kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  10%  663kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  10%  667kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  10%  671kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  10%  675kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  10%  679kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  10%  684kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  10%  688kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  10%  692kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  10%  696kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  10%  700kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  11%  704kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  11%  708kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  11%  712kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  11%  716kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  11%  720kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  11%  724kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  11%  729kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  11%  733kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  11%  737kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  11%  741kB\r",
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-        "  Downloading jieba-0.37.zip (6.4MB):  11%  749kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  11%  753kB\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  11%  757kB\r",
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-        "  Downloading jieba-0.37.zip (6.4MB):  11%  765kB"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  12%  770kB\r",
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-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  12%  786kB\r",
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-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "  Downloading jieba-0.37.zip (6.4MB):  12%  802kB\r",
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-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
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-       "text": [
-        "  Running setup.py (path:/Users/Pro/canopy/build/jieba/setup.py) egg_info for package jieba\r\n"
-       ]
-      },
-      {
-       "output_type": "stream",
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-       "text": [
-        "    \r\n",
-        "Installing collected packages: jieba\r\n",
-        "  Running setup.py install for jieba\r\n"
-       ]
-      },
-      {
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-       "text": [
-        "    \r\n"
-       ]
-      },
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-       "text": [
-        "Successfully installed jieba\r\n",
-        "Cleaning up...\r\n"
-       ]
-      }
-     ],
-     "prompt_number": 2
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "import jieba"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 3
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "from weiboPredict import framework as fw"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 5
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "fw.loadData()"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 6
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "print '/'.join(jieba.lcut(fw.weibo_train_data.ix[0].context))"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "[/\u5410/]/@/\u4eac\u4e1c/ /\u7684/\u7528\u6237/\u4f53\u9a8c/\u592a\u5dee/\u4e86/..../\u7b2c\u4e00\u6b21/\u5728/\u4eac\u4e1c/\u8d2d\u7269/\uff0c/\u4e70/\u4e86/\u51e0\u767e/\u7684/\u4e66/..../\u771f\u662f/\u7ecf\u5386/\u4e86/\u7f51\u8d2d/\u7684/\u5404\u79cd/\u95ee\u9898/.../1/./\u8d27\u5230/\u4e86/\uff0c/\u6ca1/\u7ed9/\u53d1\u7968/\u3002/2/./\u8d27\u5230/\u4e86/\uff0c/2/\u672c\u4e66/\uff0c/\u7f51\u4e0a/\u663e\u793a/\u90fd/\u53d1\u8d27/\u4e86/\uff0c/\u5305\u88f9/\u91cc/\u53ea\u6709/1/\u672c/\uff0c/\u800c\u4e14/\u6ca1/\u53d1\u7968/.../\u95ee/\u5e97\u5bb6/\uff0c/\u5e97\u5bb6/\u627f\u8ba4/\u53e6\u5916/\u4e00\u672c/\u6ca1\u8d27/.../\u5e97\u5bb6/\u8ba9/\u6211/\u786e\u8ba4/\u6536\u8d27/\u624d/\u9000\u94b1/.../[/\u601d\u8003/]/\u3002/3/./\u6ca1\u6709/\u8d27\u7269/\u6e05\u5355/.../\u6216\u8005/\u6e05\u5355/\u662f/\u4e00\u4e2a/\u5e9f\u5f03/A4/\u6253/\u7684\n"
-       ]
-      }
-     ],
-     "prompt_number": 31
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "type(fw.weibo_train_data.context[0])"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "metadata": {},
-       "output_type": "pyout",
-       "prompt_number": 12,
-       "text": [
-        "str"
-       ]
-      }
-     ],
-     "prompt_number": 12
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "print fw.weibo_train_data.ix[0].context"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "[\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684\u5404\u79cd\u95ee\u9898...1.\u8d27\u5230\u4e86\uff0c\u6ca1\u7ed9\u53d1\u7968\u30022.\u8d27\u5230\u4e86\uff0c2\u672c\u4e66\uff0c\u7f51\u4e0a\u663e\u793a\u90fd\u53d1\u8d27\u4e86\uff0c\u5305\u88f9\u91cc\u53ea\u67091\u672c\uff0c\u800c\u4e14\u6ca1\u53d1\u7968...\u95ee\u5e97\u5bb6\uff0c\u5e97\u5bb6\u627f\u8ba4\u53e6\u5916\u4e00\u672c\u6ca1\u8d27...\u5e97\u5bb6\u8ba9\u6211\u786e\u8ba4\u6536\u8d27\u624d\u9000\u94b1...[\u601d\u8003]\u30023.\u6ca1\u6709\u8d27\u7269\u6e05\u5355...\u6216\u8005\u6e05\u5355\u662f\u4e00\u4e2a\u5e9f\u5f03A4\u6253\u7684\n"
-       ]
-      }
-     ],
-     "prompt_number": 32
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "print fw.weibo_train_data.ix[1].context"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "#\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c1920x1080\u5168\u9ad8\u6e05\u5206\u8fa8\u7387\uff0c\u73a9\u6e38\u620f\uff0c\u770b\u9ad8\u6e05\u89c6\u9891\u723d\u7206\u4e86\u300211\u670818\u65e5\u4e2d\u534812\u70b9\u5f00\u653e\u8d2d\u4e70\uff0c\u4ec5\u552e1999\u5143\uff0c\u5e0c\u671b\u80fd\u4e70\u52301\u53f0\u3002@\u5c0f\u7c73\u624b\u673a @\u5356\u4ed9\u5251\u7684\u9152\u5251\u4ed9  @\u6d77\u5148\u751fV  \uff0c\u5206\u4eab\u514d\u8d39\u9884\u7ea6\u5730\u5740http://t.cn/RPkmgBL\n"
-       ]
-      }
-     ],
-     "prompt_number": 33
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "print '/'.join(jieba.lcut(fw.weibo_train_data.ix[1].context))"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "#/\u6211/\u7231/\u5c0f\u7c73/\u624b\u673a/#/\u56e0\u4e3a/\u5c0f\u7c73/\u624b\u673a/4/\u7684/\u5c4f\u5e55/\u592a\u7ed9\u529b/\u4e86/\uff0c/5/\u82f1\u5bf8/\u7684/\u9ad8/\u8272\u5f69/\u9971\u548c\u5ea6/\u590f\u666e/ /// /JDI/\u5c4f\u5e55/\uff0c/1920x1080/\u5168\u9ad8\u6e05/\u5206\u8fa8\u7387/\uff0c/\u73a9\u6e38\u620f/\uff0c/\u770b/\u9ad8\u6e05/\u89c6\u9891/\u723d\u7206/\u4e86/\u3002/11/\u6708/18/\u65e5/\u4e2d\u5348/12/\u70b9/\u5f00\u653e/\u8d2d\u4e70/\uff0c/\u4ec5\u552e/1999/\u5143/\uff0c/\u5e0c\u671b/\u80fd/\u4e70/\u5230/1/\u53f0/\u3002/@/\u5c0f\u7c73/\u624b\u673a/ /@/\u5356/\u4ed9\u5251/\u7684/\u9152\u5251\u4ed9/ / /@/\u6d77/\u5148\u751f/V/ / /\uff0c/\u5206\u4eab/\u514d\u8d39/\u9884\u7ea6/\u5730\u5740/http/://///t/./cn///RPkmgBL\n"
-       ]
-      }
-     ],
-     "prompt_number": 34
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "print fw.weibo_train_data.ix[3].context"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "[doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026\n"
-       ]
-      }
-     ],
-     "prompt_number": 37
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "print '/'.join(jieba.lcut(fw.weibo_train_data.ix[3].context))"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "[/doge/]/\u627e/\u5de5\u4f5c/\u256e/(/\u256f/\u25bd/\u2570/)/\u256d/\u2026/\u2026\n"
-       ]
-      }
-     ],
-     "prompt_number": 38
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "print fw.weibo_train_data.ix[5].context"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "#\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a#\u201c\u5173\u6ce8@\u9b54\u6d6a\u84dd\u7259\u8033\u673a+\u8f6c\u53d1\u672c\u5fae\u535a\u5e76@3\u4f4d\u597d\u53cb+#\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a#+\u514d\u8d39\u4f53\u9a8c\u7684\u52a8\u4eba\u7406\u7531\u201d\u5373\u6709\u673a\u4f1a\u83b7\u5f97\u514d\u8d39\u4f53\u9a8c\u8d44\u683c\uff0c\u6211\u5df2\u7ecf\u53c2\u52a0\u4e86\uff0c\u4f60\u4eec\u5feb\u6765\u5440\uff01\uff01 http://t.cn/R7BhYdI\n"
-       ]
-      }
-     ],
-     "prompt_number": 40
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "print '/'.join(jieba.lcut(fw.weibo_train_data.ix[5].context))"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "#/\u9b54/\u6d6a\u6f6e/\u7206/U5/\u667a\u80fd/\u8033\u673a/#/\u201c/\u5173\u6ce8/@/\u9b54\u6d6a/\u84dd\u7259/\u8033\u673a/+/\u8f6c\u53d1/\u672c\u5fae\u535a/\u5e76/@/3/\u4f4d/\u597d\u53cb/+#/\u9b54/\u6d6a\u6f6e/\u7206/U5/\u667a\u80fd/\u8033\u673a/#+/\u514d\u8d39/\u4f53\u9a8c/\u7684/\u52a8\u4eba/\u7406\u7531/\u201d/\u5373/\u6709/\u673a\u4f1a/\u83b7\u5f97/\u514d\u8d39/\u4f53\u9a8c/\u8d44\u683c/\uff0c/\u6211/\u5df2\u7ecf/\u53c2\u52a0/\u4e86/\uff0c/\u4f60\u4eec/\u5feb\u6765/\u5440/\uff01/\uff01/ /http/://///t/./cn///R7BhYdI\n"
-       ]
-      }
-     ],
-     "prompt_number": 42
-    },
-    {
-     "cell_type": "markdown",
-     "metadata": {},
-     "source": [
-      "1. \u8868\u60c5\u7b26\u53f7\uff08\u5305\u62ecemojo\u548c\u6807\u70b9\u7b26\u53f7\u7ec4\u6210\u7684\u8868\u60c5\uff09-> \u6682\u65f6\u4f5c\u4e3a\u6b63\u5e38\u503c\u5206\u8bcd\n",
-      "2. @\u67d0\u4f4d\u7528\u6237 -> \u76ee\u524d\u6307\u53bb\u9664@\uff0c\u7528\u6237\u540d\u6b63\u5e38\u5206\u8bcd\n",
-      "3. \u6807\u7b7e## -> \u76ee\u524d\u5148\u53ea\u53bb\u9664#\uff0c\u6807\u7b7e\u6b63\u5e38\u5206\u8bcd\n",
-      "4. \u94fe\u63a5 -> \u6b63\u5219\u8868\u8fbe\u5f0f\u53bb\u9664\n",
-      "5. \u505c\u7528\u8bcd -> \u505c\u7528\u8bcd\u8868\u53bb\u9664\n",
-      "6. \u6570\u5b57 -> \u6b63\u5219\u8868\u8fbe\u5f0f\u53bb\u9664\n",
-      "7. \u6807\u70b9\u7b26\u53f7 -> \u6682\u65f6\u5305\u62ec\u5728\u505c\u7528\u8bcd\u4e2d\u53bb\u9664\n",
-      "8. \u7a7a\u683c -> \u53bb\u9664\n",
-      "9. \u82f1\u6587 -> \u6682\u65f6\u4e0d\u53bb\u9664\n",
-      "10. \u65f6\u95f4\u65e5\u671f -> \u6682\u65f6\u4e0d\u5904\u7406"
-     ]
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "print '/'.join(jieba.lcut(\"my nameeeeeeeee is lichen\"))"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "my/ /nameeeeeeeee/ /is/ /lichen\n"
-       ]
-      }
-     ],
-     "prompt_number": 45
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "for c in fw.weibo_train_data.context[:5]:\n",
-      "    print c"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "[\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684\u5404\u79cd\u95ee\u9898...1.\u8d27\u5230\u4e86\uff0c\u6ca1\u7ed9\u53d1\u7968\u30022.\u8d27\u5230\u4e86\uff0c2\u672c\u4e66\uff0c\u7f51\u4e0a\u663e\u793a\u90fd\u53d1\u8d27\u4e86\uff0c\u5305\u88f9\u91cc\u53ea\u67091\u672c\uff0c\u800c\u4e14\u6ca1\u53d1\u7968...\u95ee\u5e97\u5bb6\uff0c\u5e97\u5bb6\u627f\u8ba4\u53e6\u5916\u4e00\u672c\u6ca1\u8d27...\u5e97\u5bb6\u8ba9\u6211\u786e\u8ba4\u6536\u8d27\u624d\u9000\u94b1...[\u601d\u8003]\u30023.\u6ca1\u6709\u8d27\u7269\u6e05\u5355...\u6216\u8005\u6e05\u5355\u662f\u4e00\u4e2a\u5e9f\u5f03A4\u6253\u7684\n",
-        "#\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c1920x1080\u5168\u9ad8\u6e05\u5206\u8fa8\u7387\uff0c\u73a9\u6e38\u620f\uff0c\u770b\u9ad8\u6e05\u89c6\u9891\u723d\u7206\u4e86\u300211\u670818\u65e5\u4e2d\u534812\u70b9\u5f00\u653e\u8d2d\u4e70\uff0c\u4ec5\u552e1999\u5143\uff0c\u5e0c\u671b\u80fd\u4e70\u52301\u53f0\u3002@\u5c0f\u7c73\u624b\u673a @\u5356\u4ed9\u5251\u7684\u9152\u5251\u4ed9  @\u6d77\u5148\u751fV  \uff0c\u5206\u4eab\u514d\u8d39\u9884\u7ea6\u5730\u5740http://t.cn/RPkmgBL\n",
-        "[doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...\n",
-        "[doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026\n",
-        "[doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~\n"
-       ]
-      }
-     ],
-     "prompt_number": 48
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "f=open('stopwords.txt','r')"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 165
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "stopwords = [l.strip() for l in f.readlines()]"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 166
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "print stopwords[100]"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\u800c\u5916\r\n",
-        "\n"
-       ]
-      }
-     ],
-     "prompt_number": 108
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "text = jieba.lcut(fw.weibo_train_data.context[0])"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 152
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "clean = [t for t in text if t not in stopwords]"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 170
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "stopwords[2].encode('utf8')"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "ename": "UnicodeDecodeError",
-       "evalue": "'ascii' codec can't decode byte 0xe3 in position 0: ordinal not in range(128)",
-       "output_type": "pyerr",
-       "traceback": [
-        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mUnicodeDecodeError\u001b[0m                        Traceback (most recent call last)",
-        "\u001b[0;32m<ipython-input-105-995d90a93e63>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mstopwords\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'utf8'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-        "\u001b[0;31mUnicodeDecodeError\u001b[0m: 'ascii' codec can't decode byte 0xe3 in position 0: ordinal not in range(128)"
-       ]
-      }
-     ],
-     "prompt_number": 105
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "for i in range(len(stopwords)):\n",
-      "    stopwords[i] = stopwords[i].decode('utf8')"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 167
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "stopwords[100]"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "metadata": {},
-       "output_type": "pyout",
-       "prompt_number": 131,
-       "text": [
-        "u'\\u800c\\u5916\\r\\n'"
-       ]
-      }
-     ],
-     "prompt_number": 131
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "print '/'.join(clean)"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\u5410/\u4eac\u4e1c/ /\u7528\u6237/\u4f53\u9a8c/\u592a\u5dee/..../\u7b2c\u4e00\u6b21/\u4eac\u4e1c/\u8d2d\u7269/\u4e70/\u51e0\u767e/\u4e66/..../\u771f\u662f/\u7ecf\u5386/\u7f51\u8d2d/\u95ee\u9898/\u8d27\u5230/\u53d1\u7968/\u8d27\u5230/\u672c\u4e66/\u7f51\u4e0a/\u663e\u793a/\u53d1\u8d27/\u5305\u88f9/\u91cc/\u53d1\u7968/\u95ee/\u5e97\u5bb6/\u5e97\u5bb6/\u627f\u8ba4/\u4e00\u672c/\u6ca1\u8d27/\u5e97\u5bb6/\u786e\u8ba4/\u6536\u8d27/\u9000\u94b1/\u601d\u8003/\u8d27\u7269/\u6e05\u5355/\u6e05\u5355/\u4e00\u4e2a/\u5e9f\u5f03/A4\n"
-       ]
-      }
-     ],
-     "prompt_number": 171
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "print '/'.join(jieba.lcut(fw.weibo_train_data.ix[0].context))"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "[/\u5410/]/@/\u4eac\u4e1c/ /\u7684/\u7528\u6237/\u4f53\u9a8c/\u592a\u5dee/\u4e86/..../\u7b2c\u4e00\u6b21/\u5728/\u4eac\u4e1c/\u8d2d\u7269/\uff0c/\u4e70/\u4e86/\u51e0\u767e/\u7684/\u4e66/..../\u771f\u662f/\u7ecf\u5386/\u4e86/\u7f51\u8d2d/\u7684/\u5404\u79cd/\u95ee\u9898/.../1/./\u8d27\u5230/\u4e86/\uff0c/\u6ca1/\u7ed9/\u53d1\u7968/\u3002/2/./\u8d27\u5230/\u4e86/\uff0c/2/\u672c\u4e66/\uff0c/\u7f51\u4e0a/\u663e\u793a/\u90fd/\u53d1\u8d27/\u4e86/\uff0c/\u5305\u88f9/\u91cc/\u53ea\u6709/1/\u672c/\uff0c/\u800c\u4e14/\u6ca1/\u53d1\u7968/.../\u95ee/\u5e97\u5bb6/\uff0c/\u5e97\u5bb6/\u627f\u8ba4/\u53e6\u5916/\u4e00\u672c/\u6ca1\u8d27/.../\u5e97\u5bb6/\u8ba9/\u6211/\u786e\u8ba4/\u6536\u8d27/\u624d/\u9000\u94b1/.../[/\u601d\u8003/]/\u3002/3/./\u6ca1\u6709/\u8d27\u7269/\u6e05\u5355/.../\u6216\u8005/\u6e05\u5355/\u662f/\u4e00\u4e2a/\u5e9f\u5f03/A4/\u6253/\u7684\n"
-       ]
-      }
-     ],
-     "prompt_number": 138
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "text[10] in stopwords"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "metadata": {},
-       "output_type": "pyout",
-       "prompt_number": 169,
-       "text": [
-        "True"
-       ]
-      }
-     ],
-     "prompt_number": 169
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "','.decode('utf8')==stopwords[0]"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "metadata": {},
-       "output_type": "pyout",
-       "prompt_number": 146,
-       "text": [
-        "False"
-       ]
-      }
-     ],
-     "prompt_number": 146
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "stopwords[212]"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "metadata": {},
-       "output_type": "pyout",
-       "prompt_number": 168,
-       "text": [
-        "u'\\u4e86'"
-       ]
-      }
-     ],
-     "prompt_number": 168
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "text[4]"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "metadata": {},
-       "output_type": "pyout",
-       "prompt_number": 236,
-       "text": [
-        "u'\\u62a2'"
-       ]
-      }
-     ],
-     "prompt_number": 236
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "for c in fw.weibo_train_data.context[:5]:\n",
-      "    print c"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "[\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684\u5404\u79cd\u95ee\u9898...1.\u8d27\u5230\u4e86\uff0c\u6ca1\u7ed9\u53d1\u7968\u30022.\u8d27\u5230\u4e86\uff0c2\u672c\u4e66\uff0c\u7f51\u4e0a\u663e\u793a\u90fd\u53d1\u8d27\u4e86\uff0c\u5305\u88f9\u91cc\u53ea\u67091\u672c\uff0c\u800c\u4e14\u6ca1\u53d1\u7968...\u95ee\u5e97\u5bb6\uff0c\u5e97\u5bb6\u627f\u8ba4\u53e6\u5916\u4e00\u672c\u6ca1\u8d27...\u5e97\u5bb6\u8ba9\u6211\u786e\u8ba4\u6536\u8d27\u624d\u9000\u94b1...[\u601d\u8003]\u30023.\u6ca1\u6709\u8d27\u7269\u6e05\u5355...\u6216\u8005\u6e05\u5355\u662f\u4e00\u4e2a\u5e9f\u5f03A4\u6253\u7684\n",
-        "#\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c1920x1080\u5168\u9ad8\u6e05\u5206\u8fa8\u7387\uff0c\u73a9\u6e38\u620f\uff0c\u770b\u9ad8\u6e05\u89c6\u9891\u723d\u7206\u4e86\u300211\u670818\u65e5\u4e2d\u534812\u70b9\u5f00\u653e\u8d2d\u4e70\uff0c\u4ec5\u552e1999\u5143\uff0c\u5e0c\u671b\u80fd\u4e70\u52301\u53f0\u3002@\u5c0f\u7c73\u624b\u673a @\u5356\u4ed9\u5251\u7684\u9152\u5251\u4ed9  @\u6d77\u5148\u751fV  \uff0c\u5206\u4eab\u514d\u8d39\u9884\u7ea6\u5730\u5740http://t.cn/RPkmgBL\n",
-        "[doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...\n",
-        "[doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026\n",
-        "[doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~\n"
-       ]
-      }
-     ],
-     "prompt_number": 172
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "import re\n",
-      "for context in fw.weibo_train_data.context[:5]:\n",
-      "    #\u53bb\u9664\u94fe\u63a5\n",
-      "    context = re.sub(\"http://.*\\w$\",\"\",context)\n",
-      "    #\u53bb\u9664\u8868\u60c5\u7b26\u53f7\n",
-      "    #context = re.sub(\"\\[.{0,4}\\]\",\"\",context)\n",
-      "    #\u53bb\u9664\u6807\u70b9\u7b26\u53f7\n",
-      "    #context = re.sub(\"\\\\pP|\\\\pS\", \"\",context)\n",
-      "    #\u53bb\u9664\u7a7a\u683c\n",
-      "    context = re.sub(\"\\s\",\"\",context)\n",
-      "    #\u53bb\u9664\u6240\u6709\u6570\u5b57\n",
-      "    context = re.sub(\"\\d\",\"\",context)\n",
-      "    #\u5206\u8bcd\n",
-      "    text = jieba.lcut(context)\n",
-      "    #\u53bb\u9664\u505c\u7528\u8bcd\n",
-      "    clean = [t for t in text if t not in stopwords]\n",
-      "    print '|'.join(clean)"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\u5410|\u4eac\u4e1c|\u7528\u6237|\u4f53\u9a8c|\u592a\u5dee|....|\u7b2c\u4e00\u6b21|\u4eac\u4e1c|\u8d2d\u7269|\u4e70|\u51e0\u767e|\u4e66|....|\u771f\u662f|\u7ecf\u5386|\u7f51\u8d2d|\u95ee\u9898|....|\u8d27\u5230|\u53d1\u7968|\u8d27\u5230|\u672c\u4e66|\u7f51\u4e0a|\u663e\u793a|\u53d1\u8d27|\u5305\u88f9|\u91cc|\u53d1\u7968|\u95ee|\u5e97\u5bb6|\u5e97\u5bb6|\u627f\u8ba4|\u4e00\u672c|\u6ca1\u8d27|\u5e97\u5bb6|\u786e\u8ba4|\u6536\u8d27|\u9000\u94b1|\u601d\u8003|\u8d27\u7269|\u6e05\u5355|\u6e05\u5355|\u4e00\u4e2a|\u5e9f\u5f03\n",
-        "\u7231|\u5c0f\u7c73|\u624b\u673a|\u5c0f\u7c73|\u624b\u673a|\u5c4f\u5e55|\u592a\u7ed9\u529b|\u82f1\u5bf8|\u9ad8|\u8272\u5f69|\u9971\u548c\u5ea6|\u590f\u666e|JDI|\u5c4f\u5e55|x|\u5168\u9ad8\u6e05|\u5206\u8fa8\u7387|\u73a9\u6e38\u620f|\u9ad8\u6e05|\u89c6\u9891|\u723d\u7206|\u6708|\u65e5|\u4e2d\u5348|\u70b9|\u5f00\u653e|\u8d2d\u4e70|\u4ec5\u552e\u5143|\u5e0c\u671b|\u4e70|\u53f0|\u5c0f\u7c73|\u624b\u673a|\u5356|\u4ed9\u5251|\u9152\u5251\u4ed9|\u6d77|\u5148\u751f|V|\u5206\u4eab|\u514d\u8d39|\u9884\u7ea6|\u5730\u5740\n",
-        "doge|\u55b5|\u55b5|\u5929\u732b|\u771f\u662f|\u725b|....|\u5356|\u5b9e\u9a8c|\u8017\u6750|\u8dd1|\u5929\u732b|\u5f00\u5e97\n",
-        "doge|\u627e|\u5de5\u4f5c|\u256e|\u256f|\u25bd|\u2570|\u256d\n",
-        "doge|\u6210\u529f|\u62a2|\u53f0\u7c73|\u7535\u4fe1\n"
-       ]
-      }
-     ],
-     "prompt_number": 256
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "temp = re.sub(\"\\[.{0,4}\\]\",\"\",fw.weibo_train_data.context[2])"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 200
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "print re.sub(u\"\\\\u627e\",\"A\",u'\\u627e')"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\u627e\n"
-       ]
-      }
-     ],
-     "prompt_number": 255
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "tmp = fw.weibo_train_data.context[3]"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 237
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "tmp = tmp.decode('utf8')"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 239
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "tmp"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "metadata": {},
-       "output_type": "pyout",
-       "prompt_number": 242,
-       "text": [
-        "u'[doge]\\u627e\\u5de5\\u4f5c\\u256e(\\u256f\\u25bd\\u2570)\\u256d\\u2026\\u2026'"
-       ]
-      }
-     ],
-     "prompt_number": 242
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "print u'\\u627e'"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\u627e\n"
-       ]
-      }
-     ],
-     "prompt_number": 247
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "a=fw.pd.Series()"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 261
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "a.append([1,2,3])"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "ename": "TypeError",
-       "evalue": "cannot concatenate a non-NDFrame object",
-       "output_type": "pyerr",
-       "traceback": [
-        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-        "\u001b[0;32m<ipython-input-262-bb81017f99b0>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/core/series.pyc\u001b[0m in \u001b[0;36mappend\u001b[0;34m(self, to_append, verify_integrity)\u001b[0m\n\u001b[1;32m   1407\u001b[0m             \u001b[0mto_concat\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mto_append\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1408\u001b[0m         return concat(to_concat, ignore_index=False,\n\u001b[0;32m-> 1409\u001b[0;31m                       verify_integrity=verify_integrity)\n\u001b[0m\u001b[1;32m   1410\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1411\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_binop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfill_value\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/tools/merge.pyc\u001b[0m in \u001b[0;36mconcat\u001b[0;34m(objs, axis, join, join_axes, ignore_index, keys, levels, names, verify_integrity)\u001b[0m\n\u001b[1;32m    715\u001b[0m                        \u001b[0mignore_index\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mignore_index\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mjoin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    716\u001b[0m                        \u001b[0mkeys\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlevels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnames\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnames\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 717\u001b[0;31m                        verify_integrity=verify_integrity)\n\u001b[0m\u001b[1;32m    718\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    719\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/tools/merge.pyc\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, objs, axis, join, join_axes, keys, levels, names, ignore_index, verify_integrity)\u001b[0m\n\u001b[1;32m    766\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mobj\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mobjs\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    767\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNDFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 768\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"cannot concatenate a non-NDFrame object\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    769\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    770\u001b[0m             \u001b[0;31m# consolidate\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-        "\u001b[0;31mTypeError\u001b[0m: cannot concatenate a non-NDFrame object"
-       ]
-      }
-     ],
-     "prompt_number": 262
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "a=[]"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 263
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "a.append([3,2])"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 266
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "a"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "metadata": {},
-       "output_type": "pyout",
-       "prompt_number": 267,
-       "text": [
-        "[[1, 2], [3, 2]]"
-       ]
-      }
-     ],
-     "prompt_number": 267
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "a[0]=[1,2,3]"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "ename": "IndexError",
-       "evalue": "index 0 is out of bounds for axis 0 with size 0",
-       "output_type": "pyerr",
-       "traceback": [
-        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
-        "\u001b[0;32m<ipython-input-258-c47480f4cd6d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0ma\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/core/series.pyc\u001b[0m in \u001b[0;36m__setitem__\u001b[0;34m(self, key, value)\u001b[0m\n\u001b[1;32m    597\u001b[0m                     and not self.index.inferred_type == 'integer'):\n\u001b[1;32m    598\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 599\u001b[0;31m                 \u001b[0mvalues\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    600\u001b[0m                 \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    601\u001b[0m             \u001b[0;32melif\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mEllipsis\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-        "\u001b[0;31mIndexError\u001b[0m: index 0 is out of bounds for axis 0 with size 0"
-       ]
-      }
-     ],
-     "prompt_number": 258
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "import weiboPredict"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 7
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "reload(weiboPredict.framework)"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "metadata": {},
-       "output_type": "pyout",
-       "prompt_number": 11,
-       "text": [
-        "<module 'weiboPredict.framework' from 'weiboPredict/framework.py'>"
-       ]
-      }
-     ],
-     "prompt_number": 11
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "from weiboPredict import framework as fw"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 1
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "reload(framework)"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "ename": "NameError",
-       "evalue": "name 'framework' is not defined",
-       "output_type": "pyerr",
-       "traceback": [
-        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-        "\u001b[0;32m<ipython-input-283-3f9ab99c167d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mreload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframework\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-        "\u001b[0;31mNameError\u001b[0m: name 'framework' is not defined"
-       ]
-      }
-     ],
-     "prompt_number": 283
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "fw.loadData()"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 2
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "tmp = fw.cleanText(fw.weibo_train_data.context[:5])"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stderr",
-       "text": [
-        "Building prefix dict from /Users/Pro/canopy/lib/python2.7/site-packages/jieba/dict.txt ...\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stderr",
-       "text": [
-        "DEBUG:jieba:Building prefix dict from /Users/Pro/canopy/lib/python2.7/site-packages/jieba/dict.txt ...\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stderr",
-       "text": [
-        "Loading model from cache /var/folders/rv/scpt0ywn277bqhjg160ms0d40000gp/T/jieba.cache\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stderr",
-       "text": [
-        "DEBUG:jieba:Loading model from cache /var/folders/rv/scpt0ywn277bqhjg160ms0d40000gp/T/jieba.cache\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stderr",
-       "text": [
-        "Loading model cost 0.556 seconds.\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stderr",
-       "text": [
-        "DEBUG:jieba:Loading model cost 0.556 seconds.\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stderr",
-       "text": [
-        "Prefix dict has been built succesfully.\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stderr",
-       "text": [
-        "DEBUG:jieba:Prefix dict has been built succesfully.\n"
-       ]
-      }
-     ],
-     "prompt_number": 3
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "print '|'.join(tmp[1])"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\u7231|\u5c0f\u7c73|\u624b\u673a|\u5c0f\u7c73|\u624b\u673a|\u5c4f\u5e55|\u592a\u7ed9\u529b|\u82f1\u5bf8|\u9ad8|\u8272\u5f69|\u9971\u548c\u5ea6|\u590f\u666e|JDI|\u5c4f\u5e55|x|\u5168\u9ad8\u6e05|\u5206\u8fa8\u7387|\u73a9\u6e38\u620f|\u9ad8\u6e05|\u89c6\u9891|\u723d\u7206|\u6708|\u65e5|\u4e2d\u5348|\u70b9|\u5f00\u653e|\u8d2d\u4e70|\u4ec5\u552e\u5143|\u5e0c\u671b|\u4e70|\u53f0|\u5c0f\u7c73|\u624b\u673a|\u5356|\u4ed9\u5251|\u9152\u5251\u4ed9|\u6d77|\u5148\u751f|V|\u5206\u4eab|\u514d\u8d39|\u9884\u7ea6|\u5730\u5740\n"
-       ]
-      }
-     ],
-     "prompt_number": 4
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "t = fw.weibo_train_data"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 296
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "t['a'] = tmp"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 297
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "t.head()"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "html": [
-        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
-        "<table border=\"1\" class=\"dataframe\">\n",
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-        "      <th></th>\n",
-        "      <th>uid</th>\n",
-        "      <th>mid</th>\n",
-        "      <th>time</th>\n",
-        "      <th>forward_count</th>\n",
-        "      <th>comment_count</th>\n",
-        "      <th>like_count</th>\n",
-        "      <th>context</th>\n",
-        "      <th>a</th>\n",
-        "    </tr>\n",
-        "  </thead>\n",
-        "  <tbody>\n",
-        "    <tr>\n",
-        "      <th>0</th>\n",
-        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
-        "      <td> 5fefc2488f99aba5782baa43096b76dc</td>\n",
-        "      <td> 2014-11-04</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> 7</td>\n",
-        "      <td> 2</td>\n",
-        "      <td> [\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684...</td>\n",
-        "      <td> [\u5410, \u4eac\u4e1c, \u7528\u6237, \u4f53\u9a8c, \u592a\u5dee, ...., \u7b2c\u4e00\u6b21, \u4eac\u4e1c, \u8d2d\u7269, \u4e70, \u51e0\u767e, ...</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>1</th>\n",
-        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
-        "      <td> 397d9abe2ebf9ba986fe5ab5a6139e11</td>\n",
-        "      <td> 2014-11-04</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> 3</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> #\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c19...</td>\n",
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-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>2</th>\n",
-        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
-        "      <td> a2ae3959e9aa21a47993506e2609a4ec</td>\n",
-        "      <td> 2014-11-08</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> 0</td>\n",
-        "      <td>              [doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...</td>\n",
-        "      <td> [doge, \u55b5, \u55b5, \u5929\u732b, \u771f\u662f, \u725b, ...., \u5356, \u5b9e\u9a8c, \u8017\u6750, \u8dd1, \u5929\u732b...</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>3</th>\n",
-        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
-        "      <td> fcc63a086522040a271ba6d1fb604734</td>\n",
-        "      <td> 2014-11-09</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> 6</td>\n",
-        "      <td> 0</td>\n",
-        "      <td>                                [doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026</td>\n",
-        "      <td>                      [doge, \u627e, \u5de5\u4f5c, \u256e, \u256f, \u25bd, \u2570, \u256d]</td>\n",
-        "    </tr>\n",
-        "    <tr>\n",
-        "      <th>4</th>\n",
-        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
-        "      <td> 6ab0f93ab59cbdaf25f4a023642971a6</td>\n",
-        "      <td> 2014-11-11</td>\n",
-        "      <td> 0</td>\n",
-        "      <td> 5</td>\n",
-        "      <td> 1</td>\n",
-        "      <td>                                  [doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~</td>\n",
-        "      <td>                             [doge, \u6210\u529f, \u62a2, \u53f0\u7c73, \u7535\u4fe1]</td>\n",
-        "    </tr>\n",
-        "  </tbody>\n",
-        "</table>\n",
-        "</div>"
-       ],
-       "metadata": {},
-       "output_type": "pyout",
-       "prompt_number": 298,
-       "text": [
-        "                                uid                               mid  \\\n",
-        "0  07fc721342df1a4c1992560b582992f8  5fefc2488f99aba5782baa43096b76dc   \n",
-        "1  07fc721342df1a4c1992560b582992f8  397d9abe2ebf9ba986fe5ab5a6139e11   \n",
-        "2  07fc721342df1a4c1992560b582992f8  a2ae3959e9aa21a47993506e2609a4ec   \n",
-        "3  07fc721342df1a4c1992560b582992f8  fcc63a086522040a271ba6d1fb604734   \n",
-        "4  07fc721342df1a4c1992560b582992f8  6ab0f93ab59cbdaf25f4a023642971a6   \n",
-        "\n",
-        "         time  forward_count  comment_count  like_count  \\\n",
-        "0  2014-11-04              0              7           2   \n",
-        "1  2014-11-04              0              3           0   \n",
-        "2  2014-11-08              0              0           0   \n",
-        "3  2014-11-09              0              6           0   \n",
-        "4  2014-11-11              0              5           1   \n",
-        "\n",
-        "                                             context  \\\n",
-        "0  [\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684...   \n",
-        "1  #\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c19...   \n",
-        "2               [doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...   \n",
-        "3                                 [doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026   \n",
-        "4                                   [doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~   \n",
-        "\n",
-        "                                                   a  \n",
-        "0  [\u5410, \u4eac\u4e1c, \u7528\u6237, \u4f53\u9a8c, \u592a\u5dee, ...., \u7b2c\u4e00\u6b21, \u4eac\u4e1c, \u8d2d\u7269, \u4e70, \u51e0\u767e, ...  \n",
-        "1  [\u7231, \u5c0f\u7c73, \u624b\u673a, \u5c0f\u7c73, \u624b\u673a, \u5c4f\u5e55, \u592a\u7ed9\u529b, \u82f1\u5bf8, \u9ad8, \u8272\u5f69, \u9971\u548c\u5ea6, \u590f...  \n",
-        "2  [doge, \u55b5, \u55b5, \u5929\u732b, \u771f\u662f, \u725b, ...., \u5356, \u5b9e\u9a8c, \u8017\u6750, \u8dd1, \u5929\u732b...  \n",
-        "3                       [doge, \u627e, \u5de5\u4f5c, \u256e, \u256f, \u25bd, \u2570, \u256d]  \n",
-        "4                              [doge, \u6210\u529f, \u62a2, \u53f0\u7c73, \u7535\u4fe1]  "
-       ]
-      }
-     ],
-     "prompt_number": 298
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "tmp.to_csv('test.csv')"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [],
-     "prompt_number": 299
-    },
-    {
-     "cell_type": "code",
-     "collapsed": false,
-     "input": [
-      "clean_context = fw.cleanText(fw.weibo_train_data.context)"
-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "10000/1626750\n",
-        "20000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "30000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "40000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "50000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "60000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "70000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "80000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "90000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "100000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "110000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "120000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "130000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "140000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "150000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "160000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "170000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "180000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "190000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "200000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "210000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "220000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "230000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "240000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "250000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "260000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "270000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "280000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "290000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "300000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "310000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "320000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "330000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "340000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "350000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "360000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "370000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "380000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "390000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "400000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "410000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "420000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "430000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "440000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "450000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "460000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "470000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "480000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "490000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "500000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "510000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "520000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "530000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "540000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "550000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "560000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "570000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "580000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "590000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "600000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "610000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "620000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "630000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "640000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "650000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "660000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "670000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "680000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "690000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "700000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "710000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "720000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "730000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "740000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "750000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "760000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "770000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "780000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "790000/1626750"
-       ]
-      },
+      }
+     ],
+     "prompt_number": 186
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "'[\u25bd]'.decode('utf8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
-       "output_type": "stream",
-       "stream": "stdout",
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 247,
        "text": [
-        "\n",
-        "800000/1626750"
+        "u'[\\u25bd]'"
        ]
-      },
+      }
+     ],
+     "prompt_number": 247
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "re.findall?"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 242
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print re.findall(\"@(.{0,30})\uff09\",fw.weibo_train_data.context[9])[0]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\n",
-        "810000/1626750"
+        "\u65e0\u89c5\u9605\u8bfb\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 235
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print at[0].decode(\"utf8\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "820000/1626750"
+       "ename": "AttributeError",
+       "evalue": "'tuple' object has no attribute 'decode'",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-211-2e90dda577da>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mprint\u001b[0m \u001b[0mat\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"utf8\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;31mAttributeError\u001b[0m: 'tuple' object has no attribute 'decode'"
        ]
-      },
+      }
+     ],
+     "prompt_number": 211
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "a=fw.pd.Series()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 261
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "a.append([1,2,3])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "830000/1626750"
+       "ename": "TypeError",
+       "evalue": "cannot concatenate a non-NDFrame object",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-262-bb81017f99b0>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/core/series.pyc\u001b[0m in \u001b[0;36mappend\u001b[0;34m(self, to_append, verify_integrity)\u001b[0m\n\u001b[1;32m   1407\u001b[0m             \u001b[0mto_concat\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mto_append\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1408\u001b[0m         return concat(to_concat, ignore_index=False,\n\u001b[0;32m-> 1409\u001b[0;31m                       verify_integrity=verify_integrity)\n\u001b[0m\u001b[1;32m   1410\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1411\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_binop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfill_value\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/tools/merge.pyc\u001b[0m in \u001b[0;36mconcat\u001b[0;34m(objs, axis, join, join_axes, ignore_index, keys, levels, names, verify_integrity)\u001b[0m\n\u001b[1;32m    715\u001b[0m                        \u001b[0mignore_index\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mignore_index\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mjoin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    716\u001b[0m                        \u001b[0mkeys\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlevels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnames\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnames\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 717\u001b[0;31m                        verify_integrity=verify_integrity)\n\u001b[0m\u001b[1;32m    718\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    719\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/tools/merge.pyc\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, objs, axis, join, join_axes, keys, levels, names, ignore_index, verify_integrity)\u001b[0m\n\u001b[1;32m    766\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mobj\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mobjs\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    767\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mNDFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 768\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"cannot concatenate a non-NDFrame object\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    769\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    770\u001b[0m             \u001b[0;31m# consolidate\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+        "\u001b[0;31mTypeError\u001b[0m: cannot concatenate a non-NDFrame object"
        ]
-      },
+      }
+     ],
+     "prompt_number": 262
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "'\u25bd'.decode('utf8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
-       "output_type": "stream",
-       "stream": "stdout",
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 69,
        "text": [
-        "\n",
-        "840000/1626750"
+        "u'\\u25bd'"
        ]
-      },
+      }
+     ],
+     "prompt_number": 69
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "'.'.decode('utf8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
-       "output_type": "stream",
-       "stream": "stdout",
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 70,
        "text": [
-        "\n",
-        "850000/1626750"
+        "u'.'"
        ]
-      },
+      }
+     ],
+     "prompt_number": 70
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "'\u2026'.decode('utf8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
-       "output_type": "stream",
-       "stream": "stdout",
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 72,
        "text": [
-        "\n",
-        "860000/1626750"
+        "u'\\u2026'"
        ]
-      },
+      }
+     ],
+     "prompt_number": 72
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "a[0]=[1,2,3]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\n",
-        "870000/1626750"
+       "ename": "IndexError",
+       "evalue": "index 0 is out of bounds for axis 0 with size 0",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-258-c47480f4cd6d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0ma\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/core/series.pyc\u001b[0m in \u001b[0;36m__setitem__\u001b[0;34m(self, key, value)\u001b[0m\n\u001b[1;32m    597\u001b[0m                     and not self.index.inferred_type == 'integer'):\n\u001b[1;32m    598\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 599\u001b[0;31m                 \u001b[0mvalues\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    600\u001b[0m                 \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    601\u001b[0m             \u001b[0;32melif\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mEllipsis\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+        "\u001b[0;31mIndexError\u001b[0m: index 0 is out of bounds for axis 0 with size 0"
        ]
-      },
+      }
+     ],
+     "prompt_number": 258
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import weiboPredict"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 7
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "reload(weiboPredict.framework)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
-       "output_type": "stream",
-       "stream": "stdout",
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 263,
        "text": [
-        "\n",
-        "880000/1626750"
+        "<module 'weiboPredict.framework' from '/Users/Pro/Ongoing/weibo/weiboPredict/framework.py'>"
        ]
-      },
+      }
+     ],
+     "prompt_number": 263
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "from weiboPredict import framework as fw"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 1
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "'\uff09'"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
-       "output_type": "stream",
-       "stream": "stdout",
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 250,
        "text": [
-        "\n",
-        "890000/1626750"
+        "'\\xef\\xbc\\x89'"
        ]
-      },
+      }
+     ],
+     "prompt_number": 250
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.loadData()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 264
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "tmp = fw.cleanText(fw.weibo_train_data.context[:5])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
-       "stream": "stdout",
+       "stream": "stderr",
        "text": [
-        "\n",
-        "900000/1626750"
+        "Building prefix dict from /Users/Pro/canopy/lib/python2.7/site-packages/jieba/dict.txt ...\n"
        ]
       },
       {
        "output_type": "stream",
-       "stream": "stdout",
+       "stream": "stderr",
        "text": [
-        "\n",
-        "910000/1626750"
+        "DEBUG:jieba:Building prefix dict from /Users/Pro/canopy/lib/python2.7/site-packages/jieba/dict.txt ...\n"
        ]
       },
       {
        "output_type": "stream",
-       "stream": "stdout",
+       "stream": "stderr",
        "text": [
-        "\n",
-        "920000/1626750"
+        "Loading model from cache /var/folders/rv/scpt0ywn277bqhjg160ms0d40000gp/T/jieba.cache\n"
        ]
       },
       {
        "output_type": "stream",
-       "stream": "stdout",
+       "stream": "stderr",
        "text": [
-        "\n",
-        "930000/1626750"
+        "DEBUG:jieba:Loading model from cache /var/folders/rv/scpt0ywn277bqhjg160ms0d40000gp/T/jieba.cache\n"
        ]
       },
       {
        "output_type": "stream",
-       "stream": "stdout",
+       "stream": "stderr",
        "text": [
-        "\n",
-        "940000/1626750"
+        "Loading model cost 0.556 seconds.\n"
        ]
       },
       {
        "output_type": "stream",
-       "stream": "stdout",
+       "stream": "stderr",
        "text": [
-        "\n",
-        "950000/1626750"
+        "DEBUG:jieba:Loading model cost 0.556 seconds.\n"
        ]
       },
       {
        "output_type": "stream",
-       "stream": "stdout",
+       "stream": "stderr",
        "text": [
-        "\n",
-        "960000/1626750"
+        "Prefix dict has been built succesfully.\n"
        ]
       },
       {
        "output_type": "stream",
-       "stream": "stdout",
+       "stream": "stderr",
        "text": [
-        "\n",
-        "970000/1626750"
+        "DEBUG:jieba:Prefix dict has been built succesfully.\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 3
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print '|'.join(tmp[1])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\n",
-        "980000/1626750"
+        "\u7231|\u5c0f\u7c73|\u624b\u673a|\u5c0f\u7c73|\u624b\u673a|\u5c4f\u5e55|\u592a\u7ed9\u529b|\u82f1\u5bf8|\u9ad8|\u8272\u5f69|\u9971\u548c\u5ea6|\u590f\u666e|JDI|\u5c4f\u5e55|x|\u5168\u9ad8\u6e05|\u5206\u8fa8\u7387|\u73a9\u6e38\u620f|\u9ad8\u6e05|\u89c6\u9891|\u723d\u7206|\u6708|\u65e5|\u4e2d\u5348|\u70b9|\u5f00\u653e|\u8d2d\u4e70|\u4ec5\u552e\u5143|\u5e0c\u671b|\u4e70|\u53f0|\u5c0f\u7c73|\u624b\u673a|\u5356|\u4ed9\u5251|\u9152\u5251\u4ed9|\u6d77|\u5148\u751f|V|\u5206\u4eab|\u514d\u8d39|\u9884\u7ea6|\u5730\u5740\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 4
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "t = fw.weibo_train_data"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 296
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print \"..\u54c8\u54c8\uff5d\uff1a:\".replace(string.punctuation,\"\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
        "stream": "stdout",
        "text": [
-        "\n",
-        "990000/1626750"
+        "..\u54c8\u54c8\uff5d\uff1a:\n"
        ]
-      },
+      }
+     ],
+     "prompt_number": 97
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "t.head()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
-       "output_type": "stream",
-       "stream": "stdout",
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>uid</th>\n",
+        "      <th>mid</th>\n",
+        "      <th>time</th>\n",
+        "      <th>forward_count</th>\n",
+        "      <th>comment_count</th>\n",
+        "      <th>like_count</th>\n",
+        "      <th>context</th>\n",
+        "      <th>a</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> 5fefc2488f99aba5782baa43096b76dc</td>\n",
+        "      <td> 2014-11-04</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 7</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> [\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684...</td>\n",
+        "      <td> [\u5410, \u4eac\u4e1c, \u7528\u6237, \u4f53\u9a8c, \u592a\u5dee, ...., \u7b2c\u4e00\u6b21, \u4eac\u4e1c, \u8d2d\u7269, \u4e70, \u51e0\u767e, ...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> 397d9abe2ebf9ba986fe5ab5a6139e11</td>\n",
+        "      <td> 2014-11-04</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> #\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c19...</td>\n",
+        "      <td> [\u7231, \u5c0f\u7c73, \u624b\u673a, \u5c0f\u7c73, \u624b\u673a, \u5c4f\u5e55, \u592a\u7ed9\u529b, \u82f1\u5bf8, \u9ad8, \u8272\u5f69, \u9971\u548c\u5ea6, \u590f...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> a2ae3959e9aa21a47993506e2609a4ec</td>\n",
+        "      <td> 2014-11-08</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>              [doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...</td>\n",
+        "      <td> [doge, \u55b5, \u55b5, \u5929\u732b, \u771f\u662f, \u725b, ...., \u5356, \u5b9e\u9a8c, \u8017\u6750, \u8dd1, \u5929\u732b...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> fcc63a086522040a271ba6d1fb604734</td>\n",
+        "      <td> 2014-11-09</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 6</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>                                [doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026</td>\n",
+        "      <td>                      [doge, \u627e, \u5de5\u4f5c, \u256e, \u256f, \u25bd, \u2570, \u256d]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> 6ab0f93ab59cbdaf25f4a023642971a6</td>\n",
+        "      <td> 2014-11-11</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 5</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>                                  [doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~</td>\n",
+        "      <td>                             [doge, \u6210\u529f, \u62a2, \u53f0\u7c73, \u7535\u4fe1]</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 298,
        "text": [
+        "                                uid                               mid  \\\n",
+        "0  07fc721342df1a4c1992560b582992f8  5fefc2488f99aba5782baa43096b76dc   \n",
+        "1  07fc721342df1a4c1992560b582992f8  397d9abe2ebf9ba986fe5ab5a6139e11   \n",
+        "2  07fc721342df1a4c1992560b582992f8  a2ae3959e9aa21a47993506e2609a4ec   \n",
+        "3  07fc721342df1a4c1992560b582992f8  fcc63a086522040a271ba6d1fb604734   \n",
+        "4  07fc721342df1a4c1992560b582992f8  6ab0f93ab59cbdaf25f4a023642971a6   \n",
         "\n",
-        "1000000/1626750"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
+        "         time  forward_count  comment_count  like_count  \\\n",
+        "0  2014-11-04              0              7           2   \n",
+        "1  2014-11-04              0              3           0   \n",
+        "2  2014-11-08              0              0           0   \n",
+        "3  2014-11-09              0              6           0   \n",
+        "4  2014-11-11              0              5           1   \n",
+        "\n",
+        "                                             context  \\\n",
+        "0  [\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684...   \n",
+        "1  #\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c19...   \n",
+        "2               [doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...   \n",
+        "3                                 [doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026   \n",
+        "4                                   [doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~   \n",
         "\n",
-        "1010000/1626750"
+        "                                                   a  \n",
+        "0  [\u5410, \u4eac\u4e1c, \u7528\u6237, \u4f53\u9a8c, \u592a\u5dee, ...., \u7b2c\u4e00\u6b21, \u4eac\u4e1c, \u8d2d\u7269, \u4e70, \u51e0\u767e, ...  \n",
+        "1  [\u7231, \u5c0f\u7c73, \u624b\u673a, \u5c0f\u7c73, \u624b\u673a, \u5c4f\u5e55, \u592a\u7ed9\u529b, \u82f1\u5bf8, \u9ad8, \u8272\u5f69, \u9971\u548c\u5ea6, \u590f...  \n",
+        "2  [doge, \u55b5, \u55b5, \u5929\u732b, \u771f\u662f, \u725b, ...., \u5356, \u5b9e\u9a8c, \u8017\u6750, \u8dd1, \u5929\u732b...  \n",
+        "3                       [doge, \u627e, \u5de5\u4f5c, \u256e, \u256f, \u25bd, \u2570, \u256d]  \n",
+        "4                              [doge, \u6210\u529f, \u62a2, \u53f0\u7c73, \u7535\u4fe1]  "
        ]
-      },
+      }
+     ],
+     "prompt_number": 298
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "tmp.to_csv('test.csv')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 299
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "clean_context = fw.cleanText(fw.weibo_train_data.context)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
       {
        "output_type": "stream",
-       "stream": "stdout",
+       "stream": "stderr",
        "text": [
-        "\n",
-        "1020000/1626750"
+        "Building prefix dict from /Users/Pro/canopy/lib/python2.7/site-packages/jieba/dict.txt ...\n"
        ]
       },
       {
        "output_type": "stream",
-       "stream": "stdout",
+       "stream": "stderr",
        "text": [
-        "\n",
-        "1030000/1626750"
+        "DEBUG:jieba:Building prefix dict from /Users/Pro/canopy/lib/python2.7/site-packages/jieba/dict.txt ...\n"
        ]
       },
       {
        "output_type": "stream",
-       "stream": "stdout",
+       "stream": "stderr",
        "text": [
-        "\n",
-        "1040000/1626750"
+        "Dumping model to file cache /var/folders/rv/scpt0ywn277bqhjg160ms0d40000gp/T/jieba.cache\n"
        ]
       },
       {
        "output_type": "stream",
-       "stream": "stdout",
+       "stream": "stderr",
        "text": [
-        "\n",
-        "1050000/1626750"
+        "DEBUG:jieba:Dumping model to file cache /var/folders/rv/scpt0ywn277bqhjg160ms0d40000gp/T/jieba.cache\n"
        ]
       },
       {
        "output_type": "stream",
-       "stream": "stdout",
+       "stream": "stderr",
        "text": [
-        "\n",
-        "1060000/1626750"
+        "Loading model cost 2.045 seconds.\n"
        ]
       },
       {
        "output_type": "stream",
-       "stream": "stdout",
+       "stream": "stderr",
        "text": [
-        "\n",
-        "1070000/1626750"
+        "DEBUG:jieba:Loading model cost 2.045 seconds.\n"
        ]
       },
       {
        "output_type": "stream",
-       "stream": "stdout",
+       "stream": "stderr",
        "text": [
-        "\n",
-        "1080000/1626750"
+        "Prefix dict has been built succesfully.\n"
        ]
       },
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        "output_type": "stream",
-       "stream": "stdout",
+       "stream": "stderr",
        "text": [
-        "\n",
-        "1090000/1626750"
+        "DEBUG:jieba:Prefix dict has been built succesfully.\n"
        ]
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-       ]
-      }
-     ],
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-    },
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-     "input": [
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-     ],
-     "language": "python",
-     "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "10000/275331\n",
-        "20000/275331"
+        "\n",
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        "stream": "stdout",
        "text": [
         "\n",
-        "100000/275331"
+        "630000/1229618"
        ]
       },
       {
@@ -6915,7 +1999,7 @@
        "stream": "stdout",
        "text": [
         "\n",
-        "110000/275331"
+        "640000/1229618"
        ]
       },
       {
@@ -6923,7 +2007,7 @@
        "stream": "stdout",
        "text": [
         "\n",
-        "120000/275331"
+        "650000/1229618"
        ]
       },
       {
@@ -6931,7 +2015,7 @@
        "stream": "stdout",
        "text": [
         "\n",
-        "130000/275331"
+        "660000/1229618"
        ]
       },
       {
@@ -6939,7 +2023,7 @@
        "stream": "stdout",
        "text": [
         "\n",
-        "140000/275331"
+        "670000/1229618"
        ]
       },
       {
@@ -6947,7 +2031,7 @@
        "stream": "stdout",
        "text": [
         "\n",
-        "150000/275331"
+        "680000/1229618"
        ]
       },
       {
@@ -6955,7 +2039,7 @@
        "stream": "stdout",
        "text": [
         "\n",
-        "160000/275331"
+        "690000/1229618"
        ]
       },
       {
@@ -6963,7 +2047,7 @@
        "stream": "stdout",
        "text": [
         "\n",
-        "170000/275331"
+        "700000/1229618"
        ]
       },
       {
@@ -6971,7 +2055,7 @@
        "stream": "stdout",
        "text": [
         "\n",
-        "180000/275331"
+        "710000/1229618"
        ]
       },
       {
@@ -6979,7 +2063,7 @@
        "stream": "stdout",
        "text": [
         "\n",
-        "190000/275331"
+        "720000/1229618"
        ]
       },
       {
@@ -6987,7 +2071,7 @@
        "stream": "stdout",
        "text": [
         "\n",
-        "200000/275331"
+        "730000/1229618"
        ]
       },
       {
@@ -6995,7 +2079,7 @@
        "stream": "stdout",
        "text": [
         "\n",
-        "210000/275331"
+        "740000/1229618"
        ]
       },
       {
@@ -7003,7 +2087,7 @@
        "stream": "stdout",
        "text": [
         "\n",
-        "220000/275331"
+        "750000/1229618"
        ]
       },
       {
@@ -7011,7 +2095,7 @@
        "stream": "stdout",
        "text": [
         "\n",
-        "230000/275331"
+        "760000/1229618"
        ]
       },
       {
@@ -7019,7 +2103,7 @@
        "stream": "stdout",
        "text": [
         "\n",
-        "240000/275331"
+        "770000/1229618"
        ]
       },
       {
@@ -7027,7 +2111,7 @@
        "stream": "stdout",
        "text": [
         "\n",
-        "250000/275331"
+        "780000/1229618"
        ]
       },
       {
@@ -7035,7 +2119,7 @@
        "stream": "stdout",
        "text": [
         "\n",
-        "260000/275331"
+        "790000/1229618"
        ]
       },
       {
@@ -7043,7 +2127,7 @@
        "stream": "stdout",
        "text": [
         "\n",
-        "270000/275331"
+        "800000/1229618"
        ]
       },
       {
@@ -7052,9 +2136,31 @@
        "text": [
         "\n"
        ]
+      },
+      {
+       "ename": "TypeError",
+       "evalue": "expected string or buffer",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-9-e2c1ee8e9e99>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mclean_context\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcleanText\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweibo_train_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontext\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;32m/Users/Pro/Ongoing/weibo/weiboPredict/framework.py\u001b[0m in \u001b[0;36mcleanText\u001b[0;34m(contexts)\u001b[0m\n\u001b[1;32m     72\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mcontext\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mcontexts\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     73\u001b[0m             \u001b[0;31m# remove links\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 74\u001b[0;31m             \u001b[0mcontext\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mre\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msub\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"http://[a-zA-z./\\d]*\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcontext\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     75\u001b[0m             \u001b[0;31m# remove emojo\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     76\u001b[0m             \u001b[0mcontext\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mre\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msub\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"\\[.{0,12}\\]\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcontext\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+        "\u001b[0;32m/Applications/Canopy.app/appdata/canopy-1.4.1.1975.macosx-x86_64/Canopy.app/Contents/lib/python2.7/re.pyc\u001b[0m in \u001b[0;36msub\u001b[0;34m(pattern, repl, string, count, flags)\u001b[0m\n\u001b[1;32m    149\u001b[0m     \u001b[0ma\u001b[0m \u001b[0mcallable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mit\u001b[0m\u001b[0;31m'\u001b[0m\u001b[0ms\u001b[0m \u001b[0mpassed\u001b[0m \u001b[0mthe\u001b[0m \u001b[0mmatch\u001b[0m \u001b[0mobject\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mmust\u001b[0m \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    150\u001b[0m     a replacement string to be used.\"\"\"\n\u001b[0;32m--> 151\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0m_compile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpattern\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mflags\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msub\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrepl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstring\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcount\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    152\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    153\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msubn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpattern\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrepl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstring\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcount\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mflags\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+        "\u001b[0;31mTypeError\u001b[0m: expected string or buffer"
+       ]
       }
      ],
-     "prompt_number": 6
+     "prompt_number": 9
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "predict_clean_text = fw.cleanText(fw.weibo_predict_data.context)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": []
     },
     {
      "cell_type": "code",
@@ -7085,24 +2191,269 @@
      "cell_type": "code",
      "collapsed": false,
      "input": [
-      "clean_context.to_csv('data/train_context_clean.csv')"
+      "clean_context = clean_context.apply(lambda x:json.dumps(x))"
      ],
      "language": "python",
      "metadata": {},
      "outputs": [],
-     "prompt_number": 9
+     "prompt_number": 18
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "clean_context.to_csv('../data/train_context_clean.csv')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 19
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "predict_clean_text = predict_clean_text.apply(lambda x:json.dumps(x))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 16
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "predict_clean_text.to_csv('../data/predict_context_clean.csv')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 17
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "a=[]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 257
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "b=[1,2]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 258
     },
     {
      "cell_type": "code",
      "collapsed": false,
      "input": [
-      "predict_clean_text.to_csv('data/predict_context_clean.csv')"
+      "a.append(b)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 259
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import json"
      ],
      "language": "python",
      "metadata": {},
      "outputs": [],
      "prompt_number": 10
     },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "a.append(b)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 261
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "a"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 262,
+       "text": [
+        "[[1, 2], [1, 2]]"
+       ]
+      }
+     ],
+     "prompt_number": 262
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "clean_context[250:270]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 270,
+       "text": [
+        "250                          [\u5c0f\u7c73, \u8def\u7531, \u5de5\u4f5c, \u5c0f\u7c73, \u8def\u7531\u5668, mini]\n",
+        "251                      [\u5c0f\u7c73, \u8def\u7531, \u51c6\u5907, \u5de5\u4f5c, \u5c0f\u7c73, \u8def\u7531\u5668, mini]\n",
+        "252      [\u8def\u7531\u5668, \u7535\u6e90, \u9700\u8981, \u505a, \u5bbd\u5927, \u5e72\u7740\u6025, \u63d2, \u76f4, \u90c1\u95f7, \u4eba\u96f7\u519b, \u5c0f\u7c73\u8def\u7531\u5668]\n",
+        "253    [\u559c\u6b22, \u53d1\u597d, \u56fe, \u4eba, \u54c1\u5473, \u4e0d\u574f, \u83b7\u5f97, \u8c4c\u8c46\u835a, \u8bbe\u8ba1\u5956, \u6700\u7f8e, \u56fe\u7247, \u793e...\n",
+        "254    [\u5347\u7ea7, \u4e00\u4e0b, \u78c1\u76d8\u683c\u5f0f, \u652f\u6301, \u53d1\u73b0, \u4e00\u4e2a, \u65b0, \u95ee\u9898, \u4e00\u4e2a, \u79fb\u52a8\u786c\u76d8, \u542b\u4e2a...\n",
+        "255    [\u5e7f\u64ad, \u8bf4, \u79d1\u5b66\u7814\u7a76, \u5927\u91cf, \u7edf\u8ba1, \u5df2\u7ecf, \u8bc1\u660e, \u5b63\u8282, \u51fa\u751f, \u4eba, \u5177\u5907, \u6027...\n",
+        "256                                     [\u684c\u4e0a, \u5357\u74dc, \u541b, \u5c0f\u73a9\u610f]\n",
+        "257                                             [\u79cb, \u82b1\u8349\u96c6]\n",
+        "258                              [\u9ed1\u6697, \u4e2d, \u73bb\u7483\u676f, \u6765\u81ea, \u5fae\u53ef, \u62cd]\n",
+        "259                                    [\u9ed1\u6697, \u4e2d, \u73bb\u7483\u676f, \u5c0f\u73a9\u610f]\n",
+        "260      [\u56fe\u9489, \u7167\u7247, \u89c6\u9891, \u76f4\u64ad, \u5c0f, \u751f\u6d3b, \u901f\u5ea6, \u4e0b\u8f7d, \u56f4\u89c2, Grinch1982]\n",
+        "261           [\u56fe\u9489, \u7167\u7247, \u89c6\u9891, \u76f4\u64ad, \u5c0f, \u751f\u6d3b, \u901f\u5ea6, \u4e0b\u8f7d, \u56f4\u89c2, \u56fe\u866b\u6444\u5f71\u7f51]\n",
+        "262       [\u56fe\u9489, \u7167\u7247, \u89c6\u9891, \u76f4\u64ad, \u5c0f, \u751f\u6d3b, \u901f\u5ea6, \u4e0b\u8f7d, \u56f4\u89c2, \u4e00\u90ceLithium]\n",
+        "263             [\u56fe\u9489, \u7167\u7247, \u89c6\u9891, \u76f4\u64ad, \u5c0f, \u751f\u6d3b, \u901f\u5ea6, \u4e0b\u8f7d, \u56f4\u89c2, \u559c\u74dc\u7f51]\n",
+        "264             [\u56fe\u9489, \u7167\u7247, \u89c6\u9891, \u76f4\u64ad, \u5c0f, \u751f\u6d3b, \u901f\u5ea6, \u4e0b\u8f7d, \u56f4\u89c2, \u82b1\u74e3\u7f51]\n",
+        "265          [\u56fe\u9489, \u7167\u7247, \u89c6\u9891, \u76f4\u64ad, \u5c0f, \u751f\u6d3b, \u901f\u5ea6, \u4e0b\u8f7d, \u56f4\u89c2, \u6444\u5f71\u5e08\u6797\u6d77\u97f3]\n",
+        "266        [\u56fe\u9489, \u7167\u7247, \u89c6\u9891, \u76f4\u64ad, \u5c0f, \u751f\u6d3b, \u901f\u5ea6, \u4e0b\u8f7d, \u56f4\u89c2, MetroSet]\n",
+        "267          [\u56fe\u9489, \u7167\u7247, \u89c6\u9891, \u76f4\u64ad, \u5c0f, \u751f\u6d3b, \u901f\u5ea6, \u4e0b\u8f7d, \u56f4\u89c2, \u6444\u5f71\u5e08\u674e\u5c0f\u857e]\n",
+        "268           [\u56fe\u9489, \u7167\u7247, \u89c6\u9891, \u76f4\u64ad, \u5c0f, \u751f\u6d3b, \u901f\u5ea6, \u4e0b\u8f7d, \u56f4\u89c2, POCO\u7f51]\n",
+        "269    [\u559c\u6b22, \u53d1\u597d, \u56fe, \u4eba, \u54c1\u5473, \u4e0d\u574f, \u83b7\u5f97, \u8c4c\u8c46\u835a, \u8bbe\u8ba1\u5956, \u6700\u7f8e, \u56fe\u7247, \u793e...\n",
+        "dtype: object"
+       ]
+      }
+     ],
+     "prompt_number": 270
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print fw.weibo_train_data.context[257].decode('utf8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\u79cb #\u82b1\u8349\u96c6#  http://t.cn/R70TGvn (\u514d\u8d39\u4e0b\u8f7dhttp://t.cn/zj9vjC3 )\n"
+       ]
+      }
+     ],
+     "prompt_number": 273
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print '/'.join(clean_context[257])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\u79cb/\u82b1\u8349\u96c6\n"
+       ]
+      }
+     ],
+     "prompt_number": 276
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print fw.weibo_train_data.context[252].decode('utf8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\u8def\u7531\u5668\u7535\u6e90\u9700\u8981\u505a\u8fd9\u4e48\u5bbd\u5927\u5417\uff1f\u5e72\u7740\u6025\uff0c\u5dee\u4e00\u70b9\u5c31\u662f\u63d2\u4e0d\u8fdb\u53bb\uff0c\u76f4\u90c1\u95f7\u4eba@\u5c0f\u7c73\u8def\u7531\u5668 @\u96f7\u519b\n"
+       ]
+      }
+     ],
+     "prompt_number": 277
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print '/'.join(clean_context[252])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\u8def\u7531\u5668/\u7535\u6e90/\u9700\u8981/\u505a/\u5bbd\u5927/\u5e72\u7740\u6025/\u63d2/\u76f4/\u90c1\u95f7/\u4eba\u96f7\u519b/\u5c0f\u7c73\u8def\u7531\u5668\n"
+       ]
+      }
+     ],
+     "prompt_number": 278
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "pdb"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "Automatic pdb calling has been turned ON\n"
+       ]
+      }
+     ],
+     "prompt_number": 11
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import re\n",
+      "for i,context in enumerate(fw.weibo_train_data.context):\n",
+      "    context = re.sub(\"http://[a-zA-z./\\d]*\",\"\",context)\n",
+      "    print i"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": []
+    },
     {
      "cell_type": "code",
      "collapsed": false,
diff --git a/notebooks/tmp.ipynb b/notebooks/tmp.ipynb
index 126728a..68b05ed 100644
--- a/notebooks/tmp.ipynb
+++ b/notebooks/tmp.ipynb
@@ -1,7 +1,7 @@
 {
  "metadata": {
   "name": "",
-  "signature": "sha256:2438cbcd58dcbc68e56936230ed28ac11c0dd38e1da626568cc4db573a137d68"
+  "signature": "sha256:eada879afebe73cb512ee6eac53144db0d54e241a5bd4e42fd44b989772df0c6"
  },
  "nbformat": 3,
  "nbformat_minor": 0,
@@ -82,96 +82,120 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "ename": "ValueError",
-       "evalue": "No JSON object could be decoded",
-       "output_type": "pyerr",
-       "traceback": [
-        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
-        "\u001b[0;32m<ipython-input-7-1e36726feff5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mfw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloadData\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-        "\u001b[0;32m/Users/Pro/Ongoing/weibo/weiboPredict/framework.pyc\u001b[0m in \u001b[0;36mloadData\u001b[0;34m()\u001b[0m\n\u001b[1;32m     29\u001b[0m         \u001b[0;32mglobal\u001b[0m \u001b[0mtrain_log\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     30\u001b[0m         \u001b[0mtrain_log\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'../logs/train.log'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 31\u001b[0;31m         \u001b[0mtrain_log\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfeatures\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_log\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfeatures\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     32\u001b[0m         \u001b[0mtrain_log\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodel_parameters\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_log\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodel_parameters\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     33\u001b[0m         \u001b[0mtrain_log\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mevaluation\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_log\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mevaluation\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/core/series.pyc\u001b[0m in \u001b[0;36mmap\u001b[0;34m(self, arg, na_action)\u001b[0m\n\u001b[1;32m   1948\u001b[0m                                      index=self.index).__finalize__(self)\n\u001b[1;32m   1949\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1950\u001b[0;31m             \u001b[0mmapped\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmap_f\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0marg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1951\u001b[0m             return self._constructor(mapped,\n\u001b[1;32m   1952\u001b[0m                                      index=self.index).__finalize__(self)\n",
-        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/lib.so\u001b[0m in \u001b[0;36mpandas.lib.map_infer (pandas/lib.c:50573)\u001b[0;34m()\u001b[0m\n",
-        "\u001b[0;32m/Users/Pro/Ongoing/weibo/weiboPredict/framework.pyc\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m     29\u001b[0m         \u001b[0;32mglobal\u001b[0m \u001b[0mtrain_log\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     30\u001b[0m         \u001b[0mtrain_log\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'../logs/train.log'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 31\u001b[0;31m         \u001b[0mtrain_log\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfeatures\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_log\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfeatures\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     32\u001b[0m         \u001b[0mtrain_log\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodel_parameters\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_log\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodel_parameters\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     33\u001b[0m         \u001b[0mtrain_log\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mevaluation\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_log\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mevaluation\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-        "\u001b[0;32m/Applications/Canopy.app/appdata/canopy-1.4.1.1975.macosx-x86_64/Canopy.app/Contents/lib/python2.7/json/__init__.pyc\u001b[0m in \u001b[0;36mloads\u001b[0;34m(s, encoding, cls, object_hook, parse_float, parse_int, parse_constant, object_pairs_hook, **kw)\u001b[0m\n\u001b[1;32m    336\u001b[0m             \u001b[0mparse_int\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mparse_float\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m \u001b[0;32mand\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    337\u001b[0m             parse_constant is None and object_pairs_hook is None and not kw):\n\u001b[0;32m--> 338\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0m_default_decoder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    339\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mcls\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    340\u001b[0m         \u001b[0mcls\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mJSONDecoder\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-        "\u001b[0;32m/Applications/Canopy.app/appdata/canopy-1.4.1.1975.macosx-x86_64/Canopy.app/Contents/lib/python2.7/json/decoder.pyc\u001b[0m in \u001b[0;36mdecode\u001b[0;34m(self, s, _w)\u001b[0m\n\u001b[1;32m    363\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    364\u001b[0m         \"\"\"\n\u001b[0;32m--> 365\u001b[0;31m         \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mraw_decode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_w\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    366\u001b[0m         \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_w\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    367\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mend\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-        "\u001b[0;32m/Applications/Canopy.app/appdata/canopy-1.4.1.1975.macosx-x86_64/Canopy.app/Contents/lib/python2.7/json/decoder.pyc\u001b[0m in \u001b[0;36mraw_decode\u001b[0;34m(self, s, idx)\u001b[0m\n\u001b[1;32m    381\u001b[0m             \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscan_once\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    382\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 383\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"No JSON object could be decoded\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    384\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-        "\u001b[0;31mValueError\u001b[0m: No JSON object could be decoded"
-       ]
-      }
-     ],
+     "outputs": [],
      "prompt_number": 7
     },
     {
      "cell_type": "code",
      "collapsed": false,
      "input": [
-      "features_log = DataFrame.from_csv('../logs/features.log')"
+      "reload(weiboPredict.framework)"
      ],
      "language": "python",
      "metadata": {},
      "outputs": [
       {
-       "ename": "IndexError",
-       "evalue": "list index out of range",
-       "output_type": "pyerr",
-       "traceback": [
-        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
-        "\u001b[0;32m<ipython-input-31-a87046d83e5a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mfeatures_log\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'../logs/features.log'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/core/frame.pyc\u001b[0m in \u001b[0;36mfrom_csv\u001b[0;34m(cls, path, header, sep, index_col, parse_dates, encoding, tupleize_cols, infer_datetime_format)\u001b[0m\n\u001b[1;32m    989\u001b[0m                           \u001b[0mparse_dates\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mparse_dates\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex_col\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mindex_col\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    990\u001b[0m                           \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtupleize_cols\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtupleize_cols\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 991\u001b[0;31m                           infer_datetime_format=infer_datetime_format)\n\u001b[0m\u001b[1;32m    992\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    993\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mto_sparse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfill_value\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkind\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'block'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/io/parsers.pyc\u001b[0m in \u001b[0;36mparser_f\u001b[0;34m(filepath_or_buffer, sep, dialect, compression, doublequote, escapechar, quotechar, quoting, skipinitialspace, lineterminator, header, index_col, names, prefix, skiprows, skipfooter, skip_footer, na_values, na_fvalues, true_values, false_values, delimiter, converters, dtype, usecols, engine, delim_whitespace, as_recarray, na_filter, compact_ints, use_unsigned, low_memory, buffer_lines, warn_bad_lines, error_bad_lines, keep_default_na, thousands, comment, decimal, parse_dates, keep_date_col, dayfirst, date_parser, memory_map, nrows, iterator, chunksize, verbose, encoding, squeeze, mangle_dupe_cols, tupleize_cols, infer_datetime_format)\u001b[0m\n\u001b[1;32m    441\u001b[0m                     infer_datetime_format=infer_datetime_format)\n\u001b[1;32m    442\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 443\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    444\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    445\u001b[0m     \u001b[0mparser_f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/io/parsers.pyc\u001b[0m in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m    233\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mparser\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    234\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 235\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mparser\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    236\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    237\u001b[0m _parser_defaults = {\n",
-        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/io/parsers.pyc\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, nrows)\u001b[0m\n\u001b[1;32m    684\u001b[0m                 \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'skip_footer not supported for iteration'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    685\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 686\u001b[0;31m         \u001b[0mret\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnrows\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    687\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    688\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'as_recarray'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/io/parsers.pyc\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, nrows)\u001b[0m\n\u001b[1;32m   1148\u001b[0m                     \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1149\u001b[0m                 \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1150\u001b[0;31m                     \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex_col\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1151\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1152\u001b[0m                 values = self._maybe_parse_dates(values, i,\n",
-        "\u001b[0;31mIndexError\u001b[0m: list index out of range"
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 12,
+       "text": [
+        "<module 'weiboPredict.framework' from '/Users/Pro/Ongoing/weibo/weiboPredict/framework.py'>"
        ]
       }
      ],
-     "prompt_number": 31
+     "prompt_number": 12
     },
     {
      "cell_type": "code",
      "collapsed": false,
      "input": [
-      "reload(weiboPredict.framework)"
+      "fw.test_log.f_features"
      ],
      "language": "python",
      "metadata": {},
      "outputs": [
       {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>test_name</th>\n",
+        "      <th>f_features</th>\n",
+        "      <th>c_features</th>\n",
+        "      <th>l_features</th>\n",
+        "      <th>f_model</th>\n",
+        "      <th>c_model</th>\n",
+        "      <th>l_model</th>\n",
+        "      <th>dev_f</th>\n",
+        "      <th>dev_c</th>\n",
+        "      <th>dev_l</th>\n",
+        "      <th>precision</th>\n",
+        "      <th>model_evaluation</th>\n",
+        "      <th>result_address</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 153,
+       "prompt_number": 11,
        "text": [
-        "<module 'weiboPredict.framework' from '/Users/Pro/Ongoing/weibo/weiboPredict/framework.py'>"
+        "Empty DataFrame\n",
+        "Columns: [test_name, f_features, c_features, l_features, f_model, c_model, l_model, dev_f, dev_c, dev_l, precision, model_evaluation, result_address]\n",
+        "Index: []"
        ]
       }
      ],
-     "prompt_number": 153
+     "prompt_number": 11
     },
     {
      "cell_type": "code",
      "collapsed": false,
      "input": [
-      "fw.BOW(vec_time=['2014-08-01','2014-12-31'],fit=True)"
+      "train_log"
      ],
      "language": "python",
      "metadata": {},
      "outputs": [
       {
-       "ename": "AttributeError",
-       "evalue": "'NoneType' object has no attribute 'feature_name'",
-       "output_type": "pyerr",
-       "traceback": [
-        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
-        "\u001b[0;32m<ipython-input-38-a45b96185295>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mfw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mBOW\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvec_time\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'2014-08-01'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'2014-12-31'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-        "\u001b[0;32m/Users/Pro/Ongoing/weibo/weiboPredict/framework.py\u001b[0m in \u001b[0;36mBOW\u001b[0;34m(data_time, vec_time, max_features, fit)\u001b[0m\n\u001b[1;32m    248\u001b[0m \tlog = [feature_name,'BOW',json.dumps(data_time),json.dumps({'max_features':max_features,'vec_time':vec_time}), \\\n\u001b[1;32m    249\u001b[0m \t\t\t'I',feature_address,description]\n\u001b[0;32m--> 250\u001b[0;31m         \u001b[0;32mif\u001b[0m \u001b[0mfeature_name\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mfeatures_log\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfeature_name\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    251\u001b[0m                 \u001b[0mfeatures_log\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mfeatures_log\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfeature_name\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0mfeature_name\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlog\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    252\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-        "\u001b[0;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'feature_name'"
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>model_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>model_type</th>\n",
+        "      <th>label</th>\n",
+        "      <th>model_parameters</th>\n",
+        "      <th>category</th>\n",
+        "      <th>evaluation</th>\n",
+        "      <th>model_address</th>\n",
+        "      <th>train_time</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 14,
+       "text": [
+        "Empty DataFrame\n",
+        "Columns: [model_name, features, model_type, label, model_parameters, category, evaluation, model_address, train_time]\n",
+        "Index: []"
        ]
       }
      ],
-     "prompt_number": 38
+     "prompt_number": 14
     },
     {
      "cell_type": "code",
@@ -293,28 +317,53 @@
         "      <th>category</th>\n",
         "      <th>feature_address</th>\n",
         "      <th>description</th>\n",
+        "      <th>feature_shape</th>\n",
         "    </tr>\n",
         "  </thead>\n",
         "  <tbody>\n",
         "    <tr>\n",
         "      <th>0</th>\n",
         "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
-        "      <td> BOW</td>\n",
-        "      <td> ['2014-07-01', '2014-11-30']</td>\n",
-        "      <td> {'max_features': 100, 'vec_time': ['2014-07-01...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
         "      <td> I</td>\n",
         "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
         "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td> [1354048, 100]</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>1</th>\n",
         "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
-        "      <td> BOW</td>\n",
-        "      <td> ['2014-12-01', '2014-12-31']</td>\n",
-        "      <td> {'max_features': 100, 'vec_time': ['2014-07-01...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
         "      <td> I</td>\n",
         "      <td> ../features/BOW_2014-12-01_2014-12-31_2014-07-...</td>\n",
         "      <td> Bag of Words in word count from 2014-12-01 to ...</td>\n",
+        "      <td>  [272702, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td>                        UAVG_2014-07-01_2014-11-30</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-07-01_2014-11-30.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>   [1354048, 3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td>                        UAVG_2014-12-01_2014-12-31</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-12-01_2014-12-31.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>    [272702, 3]</td>\n",
         "    </tr>\n",
         "  </tbody>\n",
         "</table>\n",
@@ -322,31 +371,41 @@
        ],
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 85,
+       "prompt_number": 16,
        "text": [
         "                                        feature_name feature_type  \\\n",
         "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
         "1  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...          BOW   \n",
+        "2                         UAVG_2014-07-01_2014-11-30         UAVG   \n",
+        "3                         UAVG_2014-12-01_2014-12-31         UAVG   \n",
         "\n",
-        "                      data_time  \\\n",
-        "0  ['2014-07-01', '2014-11-30']   \n",
-        "1  ['2014-12-01', '2014-12-31']   \n",
+        "                  data_time  \\\n",
+        "0  [2014-07-01, 2014-11-30]   \n",
+        "1  [2014-12-01, 2014-12-31]   \n",
+        "2  [2014-07-01, 2014-11-30]   \n",
+        "3  [2014-12-01, 2014-12-31]   \n",
         "\n",
         "                                          parameters category  \\\n",
-        "0  {'max_features': 100, 'vec_time': ['2014-07-01...        I   \n",
-        "1  {'max_features': 100, 'vec_time': ['2014-07-01...        I   \n",
+        "0  {u'max_features': 100, u'vec_time': [u'2014-07...        I   \n",
+        "1  {u'max_features': 100, u'vec_time': [u'2014-07...        I   \n",
+        "2                                                 {}        U   \n",
+        "3                                                 {}        U   \n",
         "\n",
         "                                     feature_address  \\\n",
         "0  ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
         "1  ../features/BOW_2014-12-01_2014-12-31_2014-07-...   \n",
+        "2     ../features/UAVG_2014-07-01_2014-11-30.feature   \n",
+        "3     ../features/UAVG_2014-12-01_2014-12-31.feature   \n",
         "\n",
-        "                                         description  \n",
-        "0  Bag of Words in word count from 2014-07-01 to ...  \n",
-        "1  Bag of Words in word count from 2014-12-01 to ...  "
+        "                                         description   feature_shape  \n",
+        "0  Bag of Words in word count from 2014-07-01 to ...  [1354048, 100]  \n",
+        "1  Bag of Words in word count from 2014-12-01 to ...   [272702, 100]  \n",
+        "2  User's average forward/comment/like count duri...    [1354048, 3]  \n",
+        "3  User's average forward/comment/like count duri...     [272702, 3]  "
        ]
       }
      ],
-     "prompt_number": 85
+     "prompt_number": 16
     },
     {
      "cell_type": "code",
@@ -2245,28 +2304,53 @@
         "      <th>category</th>\n",
         "      <th>feature_address</th>\n",
         "      <th>description</th>\n",
+        "      <th>feature_shape</th>\n",
         "    </tr>\n",
         "  </thead>\n",
         "  <tbody>\n",
         "    <tr>\n",
         "      <th>0</th>\n",
         "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
-        "      <td> BOW</td>\n",
-        "      <td> ['2014-07-01', '2014-11-30']</td>\n",
-        "      <td> {'max_features': 100, 'vec_time': ['2014-07-01...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
         "      <td> I</td>\n",
         "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
         "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td> [1354048, 100]</td>\n",
         "    </tr>\n",
         "    <tr>\n",
         "      <th>1</th>\n",
         "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
-        "      <td> BOW</td>\n",
-        "      <td>     [2014-12-01, 2014-12-31]</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
         "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
         "      <td> I</td>\n",
         "      <td> ../features/BOW_2014-12-01_2014-12-31_2014-07-...</td>\n",
         "      <td> Bag of Words in word count from 2014-12-01 to ...</td>\n",
+        "      <td>  [272702, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td>                        UAVG_2014-07-01_2014-11-30</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-07-01_2014-11-30.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>   [1354048, 3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td>                        UAVG_2014-12-01_2014-12-31</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-12-01_2014-12-31.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>    [272702, 3]</td>\n",
         "    </tr>\n",
         "  </tbody>\n",
         "</table>\n",
@@ -2274,31 +2358,41 @@
        ],
        "metadata": {},
        "output_type": "pyout",
-       "prompt_number": 74,
+       "prompt_number": 17,
        "text": [
         "                                        feature_name feature_type  \\\n",
         "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
         "1  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...          BOW   \n",
+        "2                         UAVG_2014-07-01_2014-11-30         UAVG   \n",
+        "3                         UAVG_2014-12-01_2014-12-31         UAVG   \n",
         "\n",
-        "                      data_time  \\\n",
-        "0  ['2014-07-01', '2014-11-30']   \n",
-        "1      [2014-12-01, 2014-12-31]   \n",
+        "                  data_time  \\\n",
+        "0  [2014-07-01, 2014-11-30]   \n",
+        "1  [2014-12-01, 2014-12-31]   \n",
+        "2  [2014-07-01, 2014-11-30]   \n",
+        "3  [2014-12-01, 2014-12-31]   \n",
         "\n",
         "                                          parameters category  \\\n",
-        "0  {'max_features': 100, 'vec_time': ['2014-07-01...        I   \n",
+        "0  {u'max_features': 100, u'vec_time': [u'2014-07...        I   \n",
         "1  {u'max_features': 100, u'vec_time': [u'2014-07...        I   \n",
+        "2                                                 {}        U   \n",
+        "3                                                 {}        U   \n",
         "\n",
         "                                     feature_address  \\\n",
         "0  ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
         "1  ../features/BOW_2014-12-01_2014-12-31_2014-07-...   \n",
+        "2     ../features/UAVG_2014-07-01_2014-11-30.feature   \n",
+        "3     ../features/UAVG_2014-12-01_2014-12-31.feature   \n",
         "\n",
-        "                                         description  \n",
-        "0  Bag of Words in word count from 2014-07-01 to ...  \n",
-        "1  Bag of Words in word count from 2014-12-01 to ...  "
+        "                                         description   feature_shape  \n",
+        "0  Bag of Words in word count from 2014-07-01 to ...  [1354048, 100]  \n",
+        "1  Bag of Words in word count from 2014-12-01 to ...   [272702, 100]  \n",
+        "2  User's average forward/comment/like count duri...    [1354048, 3]  \n",
+        "3  User's average forward/comment/like count duri...     [272702, 3]  "
        ]
       }
      ],
-     "prompt_number": 74
+     "prompt_number": 17
     },
     {
      "cell_type": "code",
@@ -4338,6 +4432,131653 @@
      ],
      "prompt_number": 56
     },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "a=[1,2]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 5
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "b=[3,4]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 6
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "a.append(b)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 3
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "a"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 4,
+       "text": [
+        "[1, 2, [3, 4]]"
+       ]
+      }
+     ],
+     "prompt_number": 4
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "a+=b"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 7
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "a"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 8,
+       "text": [
+        "[1, 2, 3, 4]"
+       ]
+      }
+     ],
+     "prompt_number": 8
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.BOW(vec_time=['2014-07-01','2014-11-30'],fit=True)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>BOW_1</th>\n",
+        "      <th>BOW_2</th>\n",
+        "      <th>BOW_3</th>\n",
+        "      <th>BOW_4</th>\n",
+        "      <th>BOW_5</th>\n",
+        "      <th>BOW_6</th>\n",
+        "      <th>BOW_7</th>\n",
+        "      <th>BOW_8</th>\n",
+        "      <th>BOW_9</th>\n",
+        "      <th>BOW_10</th>\n",
+        "      <th>...</th>\n",
+        "      <th>BOW_91</th>\n",
+        "      <th>BOW_92</th>\n",
+        "      <th>BOW_93</th>\n",
+        "      <th>BOW_94</th>\n",
+        "      <th>BOW_95</th>\n",
+        "      <th>BOW_96</th>\n",
+        "      <th>BOW_97</th>\n",
+        "      <th>BOW_98</th>\n",
+        "      <th>BOW_99</th>\n",
+        "      <th>BOW_100</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0      </th>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 3</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td>...</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8      </th>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 1</td>\n",
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+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
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+        "      <td> 1</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354018</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354019</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354020</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354021</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354022</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354023</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354024</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354025</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354026</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354027</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354028</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354029</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354030</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354031</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354032</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354033</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354034</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354035</th>\n",
+        "      <td> 3</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354036</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354037</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354038</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354039</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354040</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354041</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354042</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354043</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354044</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354045</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354046</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354047</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>1354048 rows \u00d7 100 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 18,
+       "text": [
+        "         BOW_1  BOW_2  BOW_3  BOW_4  BOW_5  BOW_6  BOW_7  BOW_8  BOW_9  \\\n",
+        "0            3      1      0      0      0      1      0      0      0   \n",
+        "1            0      0      0      0      0      0      1      0      0   \n",
+        "2            0      0      0      0      0      0      0      0      0   \n",
+        "3            0      0      0      0      0      0      0      0      0   \n",
+        "4            0      0      0      0      0      0      0      0      0   \n",
+        "5            0      0      0      0      0      0      0      0      0   \n",
+        "6            0      1      0      0      0      0      0      0      0   \n",
+        "7            0      0      0      0      0      0      0      0      0   \n",
+        "8            0      0      0      0      0      0      0      0      0   \n",
+        "9            0      0      0      0      0      0      0      0      0   \n",
+        "10           0      0      0      0      0      0      0      0      0   \n",
+        "11           0      0      0      0      0      0      0      0      0   \n",
+        "12           0      0      0      0      0      0      0      0      0   \n",
+        "13           1      0      0      0      0      0      0      0      0   \n",
+        "14           0      0      0      0      0      0      0      0      0   \n",
+        "15           0      0      0      1      0      0      0      0      0   \n",
+        "16           0      0      0      0      0      1      0      0      0   \n",
+        "17           0      1      0      0      0      0      0      0      0   \n",
+        "18           0      0      0      0      0      0      0      0      0   \n",
+        "19           0      0      0      0      0      0      0      0      0   \n",
+        "20           0      0      0      0      0      0      0      0      0   \n",
+        "21           0      0      0      0      0      0      0      0      0   \n",
+        "22           1      0      0      0      0      0      0      1      0   \n",
+        "23           0      0      0      0      0      0      0      0      0   \n",
+        "24           0      0      0      0      0      0      0      0      0   \n",
+        "25           0      0      0      0      0      0      0      0      0   \n",
+        "26           0      0      0      0      0      0      0      0      0   \n",
+        "27           0      0      0      0      0      0      0      0      0   \n",
+        "28           0      0      0      0      0      0      0      0      0   \n",
+        "29           0      0      0      0      0      0      0      0      0   \n",
+        "...        ...    ...    ...    ...    ...    ...    ...    ...    ...   \n",
+        "1354018      0      0      0      0      0      0      2      0      1   \n",
+        "1354019      1      0      0      0      0      0      0      0      0   \n",
+        "1354020      0      0      0      0      0      0      0      0      0   \n",
+        "1354021      0      0      0      0      0      0      0      0      0   \n",
+        "1354022      0      0      0      0      0      0      1      0      0   \n",
+        "1354023      0      0      0      0      0      0      1      0      0   \n",
+        "1354024      0      0      0      0      0      0      0      0      0   \n",
+        "1354025      0      1      0      0      0      1      0      0      0   \n",
+        "1354026      1      0      0      0      0      1      0      0      0   \n",
+        "1354027      0      0      0      1      0      0      0      0      0   \n",
+        "1354028      0      1      0      0      0      0      0      0      0   \n",
+        "1354029      1      0      0      0      0      0      0      0      0   \n",
+        "1354030      1      1      1      1      0      0      0      0      0   \n",
+        "1354031      0      0      0      0      0      0      0      0      0   \n",
+        "1354032      0      0      1      0      0      0      0      0      0   \n",
+        "1354033      0      0      0      0      0      0      0      0      0   \n",
+        "1354034      0      0      0      0      0      0      0      0      0   \n",
+        "1354035      3      0      0      0      0      0      0      0      0   \n",
+        "1354036      0      0      0      0      0      0      0      0      0   \n",
+        "1354037      0      0      0      0      0      0      0      0      0   \n",
+        "1354038      0      0      0      0      0      0      0      0      0   \n",
+        "1354039      0      0      0      0      0      0      1      0      0   \n",
+        "1354040      1      0      0      0      0      0      0      0      0   \n",
+        "1354041      1      1      0      0      0      0      0      0      0   \n",
+        "1354042      1      0      1      0      0      0      0      0      0   \n",
+        "1354043      0      0      0      0      0      0      0      0      0   \n",
+        "1354044      1      0      0      0      0      1      1      0      0   \n",
+        "1354045      0      0      0      0      0      0      0      0      0   \n",
+        "1354046      0      1      0      0      0      0      0      0      0   \n",
+        "1354047      0      0      0      0      0      1      0      0      0   \n",
+        "\n",
+        "         BOW_10   ...    BOW_91  BOW_92  BOW_93  BOW_94  BOW_95  BOW_96  \\\n",
+        "0             0   ...         0       0       0       0       0       0   \n",
+        "1             1   ...         0       0       0       0       0       0   \n",
+        "2             0   ...         0       0       0       0       0       0   \n",
+        "3             0   ...         0       0       0       0       0       0   \n",
+        "4             0   ...         0       0       0       0       0       0   \n",
+        "5             0   ...         0       0       0       0       0       0   \n",
+        "6             0   ...         0       0       0       0       0       0   \n",
+        "7             0   ...         0       0       0       0       0       0   \n",
+        "8             1   ...         0       0       0       0       0       0   \n",
+        "9             1   ...         0       0       0       0       0       0   \n",
+        "10            1   ...         0       0       0       0       0       0   \n",
+        "11            1   ...         0       0       0       0       0       0   \n",
+        "12            1   ...         0       0       0       0       0       0   \n",
+        "13            0   ...         0       0       0       0       0       0   \n",
+        "14            0   ...         0       0       2       0       0       0   \n",
+        "15            0   ...         0       0       0       0       0       0   \n",
+        "16            0   ...         0       0       0       0       0       0   \n",
+        "17            0   ...         0       0       0       0       0       0   \n",
+        "18            0   ...         0       0       0       0       0       0   \n",
+        "19            0   ...         0       0       0       0       0       0   \n",
+        "20            0   ...         0       0       0       0       0       0   \n",
+        "21            0   ...         0       0       0       0       0       0   \n",
+        "22            1   ...         0       0       2       0       1       0   \n",
+        "23            0   ...         0       0       0       0       0       0   \n",
+        "24            0   ...         0       0       0       0       0       0   \n",
+        "25            0   ...         0       0       0       0       0       0   \n",
+        "26            0   ...         0       0       0       0       0       0   \n",
+        "27            0   ...         0       0       0       0       0       0   \n",
+        "28            0   ...         0       0       0       0       0       0   \n",
+        "29            0   ...         0       0       0       0       0       0   \n",
+        "...         ...   ...       ...     ...     ...     ...     ...     ...   \n",
+        "1354018       0   ...         0       0       0       0       0       0   \n",
+        "1354019       0   ...         0       0       0       0       0       0   \n",
+        "1354020       0   ...         0       0       0       0       0       0   \n",
+        "1354021       1   ...         0       0       0       0       0       0   \n",
+        "1354022       0   ...         0       0       0       0       0       0   \n",
+        "1354023       0   ...         0       0       0       0       0       0   \n",
+        "1354024       0   ...         0       0       0       0       0       0   \n",
+        "1354025       0   ...         0       0       0       0       0       0   \n",
+        "1354026       0   ...         0       0       0       0       0       0   \n",
+        "1354027       0   ...         0       0       0       0       0       0   \n",
+        "1354028       0   ...         0       0       0       0       0       0   \n",
+        "1354029       1   ...         0       0       0       0       0       1   \n",
+        "1354030       0   ...         0       0       0       0       0       0   \n",
+        "1354031       0   ...         0       0       0       0       0       0   \n",
+        "1354032       0   ...         0       0       0       0       0       0   \n",
+        "1354033       0   ...         0       0       0       0       0       0   \n",
+        "1354034       0   ...         0       0       0       0       1       0   \n",
+        "1354035       0   ...         0       0       0       0       0       1   \n",
+        "1354036       0   ...         0       0       0       0       0       0   \n",
+        "1354037       0   ...         0       0       0       0       0       0   \n",
+        "1354038       0   ...         0       0       0       0       0       0   \n",
+        "1354039       0   ...         0       0       0       0       0       0   \n",
+        "1354040       0   ...         0       0       0       0       0       0   \n",
+        "1354041       0   ...         0       0       0       0       0       0   \n",
+        "1354042       1   ...         0       0       2       0       0       0   \n",
+        "1354043       0   ...         0       0       0       0       0       0   \n",
+        "1354044       0   ...         0       0       0       0       0       0   \n",
+        "1354045       1   ...         0       0       0       0       0       0   \n",
+        "1354046       0   ...         0       0       0       0       0       0   \n",
+        "1354047       0   ...         0       0       0       0       0       0   \n",
+        "\n",
+        "         BOW_97  BOW_98  BOW_99  BOW_100  \n",
+        "0             1       0       0        0  \n",
+        "1             0       0       0        3  \n",
+        "2             0       0       0        0  \n",
+        "3             0       0       0        0  \n",
+        "4             0       0       0        0  \n",
+        "5             0       0       0        0  \n",
+        "6             0       0       0        0  \n",
+        "7             0       0       0        0  \n",
+        "8             0       0       0        0  \n",
+        "9             0       0       0        0  \n",
+        "10            0       0       0        0  \n",
+        "11            0       0       0        0  \n",
+        "12            0       1       0        0  \n",
+        "13            0       0       1        0  \n",
+        "14            0       0       0        0  \n",
+        "15            0       0       0        0  \n",
+        "16            0       0       0        0  \n",
+        "17            0       0       0        0  \n",
+        "18            0       0       0        0  \n",
+        "19            0       0       0        0  \n",
+        "20            0       0       0        0  \n",
+        "21            0       0       0        0  \n",
+        "22            0       1       0        0  \n",
+        "23            0       0       0        0  \n",
+        "24            0       0       0        0  \n",
+        "25            0       0       0        0  \n",
+        "26            0       0       0        0  \n",
+        "27            0       0       0        0  \n",
+        "28            0       0       0        0  \n",
+        "29            0       0       0        0  \n",
+        "...         ...     ...     ...      ...  \n",
+        "1354018       0       0       0        0  \n",
+        "1354019       0       0       0        0  \n",
+        "1354020       0       0       0        0  \n",
+        "1354021       0       0       0        0  \n",
+        "1354022       0       0       0        0  \n",
+        "1354023       0       0       0        0  \n",
+        "1354024       0       0       0        0  \n",
+        "1354025       0       0       0        1  \n",
+        "1354026       0       0       0        0  \n",
+        "1354027       0       0       1        0  \n",
+        "1354028       0       0       0        0  \n",
+        "1354029       0       1       0        0  \n",
+        "1354030       0       0       0        0  \n",
+        "1354031       0       0       0        0  \n",
+        "1354032       0       0       0        1  \n",
+        "1354033       0       0       0        0  \n",
+        "1354034       0       0       0        0  \n",
+        "1354035       0       0       0        0  \n",
+        "1354036       0       0       0        0  \n",
+        "1354037       0       0       0        0  \n",
+        "1354038       0       0       0        0  \n",
+        "1354039       0       0       0        0  \n",
+        "1354040       0       0       1        0  \n",
+        "1354041       0       0       0        1  \n",
+        "1354042       0       0       0        0  \n",
+        "1354043       0       0       0        0  \n",
+        "1354044       0       0       0        0  \n",
+        "1354045       0       0       0        0  \n",
+        "1354046       0       0       0        0  \n",
+        "1354047       0       0       0        0  \n",
+        "\n",
+        "[1354048 rows x 100 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 18
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.BOW(data_time=['2014-12-01','2014-12-31'],vec_time=['2014-07-01','2014-11-30'])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>BOW_1</th>\n",
+        "      <th>BOW_2</th>\n",
+        "      <th>BOW_3</th>\n",
+        "      <th>BOW_4</th>\n",
+        "      <th>BOW_5</th>\n",
+        "      <th>BOW_6</th>\n",
+        "      <th>BOW_7</th>\n",
+        "      <th>BOW_8</th>\n",
+        "      <th>BOW_9</th>\n",
+        "      <th>BOW_10</th>\n",
+        "      <th>...</th>\n",
+        "      <th>BOW_91</th>\n",
+        "      <th>BOW_92</th>\n",
+        "      <th>BOW_93</th>\n",
+        "      <th>BOW_94</th>\n",
+        "      <th>BOW_95</th>\n",
+        "      <th>BOW_96</th>\n",
+        "      <th>BOW_97</th>\n",
+        "      <th>BOW_98</th>\n",
+        "      <th>BOW_99</th>\n",
+        "      <th>BOW_100</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272672</th>\n",
+        "      <td> 6</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272673</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272674</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272675</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272676</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272677</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272678</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272679</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272680</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272681</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272682</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272683</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272684</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272685</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272686</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272687</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272688</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272689</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272690</th>\n",
+        "      <td> 3</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272691</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272692</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272693</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272694</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272695</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272696</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272697</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272698</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272699</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272700</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272701</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>272702 rows \u00d7 100 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 20,
+       "text": [
+        "        BOW_1  BOW_2  BOW_3  BOW_4  BOW_5  BOW_6  BOW_7  BOW_8  BOW_9  BOW_10  \\\n",
+        "0           0      0      0      0      0      0      0      0      0       0   \n",
+        "1           0      0      0      0      0      0      0      0      1       0   \n",
+        "2           0      0      0      0      0      0      0      0      0       0   \n",
+        "3           0      0      0      0      0      0      0      0      0       1   \n",
+        "4           0      0      0      0      0      0      0      0      0       1   \n",
+        "5           0      0      0      0      0      0      0      0      0       0   \n",
+        "6           0      0      0      0      0      0      0      0      0       0   \n",
+        "7           0      0      0      0      0      0      0      0      0       0   \n",
+        "8           0      0      0      0      0      0      0      0      0       0   \n",
+        "9           0      0      0      0      0      0      0      0      0       1   \n",
+        "10          0      0      0      0      0      0      0      0      0       1   \n",
+        "11          0      0      0      0      0      0      0      0      0       1   \n",
+        "12          0      0      0      0      0      0      0      0      0       1   \n",
+        "13          0      0      0      0      0      0      0      0      0       0   \n",
+        "14          0      0      0      0      0      0      0      0      0       0   \n",
+        "15          0      0      0      0      0      0      1      0      0       0   \n",
+        "16          0      0      0      0      0      0      0      0      0       0   \n",
+        "17          0      0      0      0      0      0      0      0      0       0   \n",
+        "18          0      0      0      0      0      0      0      0      0       0   \n",
+        "19          0      0      0      0      0      0      0      0      0       0   \n",
+        "20          1      0      0      0      0      0      0      0      0       0   \n",
+        "21          0      0      0      0      0      0      0      0      0       1   \n",
+        "22          0      0      0      0      0      0      0      0      0       0   \n",
+        "23          0      0      0      0      0      0      0      0      0       0   \n",
+        "24          0      0      0      0      0      0      0      0      0       0   \n",
+        "25          2      0      1      0      0      2      0      0      0       0   \n",
+        "26          1      0      0      1      0      0      0      0      0       0   \n",
+        "27          1      0      0      1      0      0      0      0      0       0   \n",
+        "28          1      0      0      1      0      0      0      0      0       0   \n",
+        "29          0      0      0      1      0      0      0      0      0       0   \n",
+        "...       ...    ...    ...    ...    ...    ...    ...    ...    ...     ...   \n",
+        "272672      6      0      0      0      0      0      0      0      0       0   \n",
+        "272673      0      0      0      0      0      0      0      0      0       0   \n",
+        "272674      0      0      0      0      0      0      0      0      0       0   \n",
+        "272675      0      1      0      0      0      0      0      0      0       0   \n",
+        "272676      2      0      0      0      0      2      1      0      0       0   \n",
+        "272677      0      0      0      0      0      0      0      0      0       0   \n",
+        "272678      0      0      0      0      0      0      0      0      0       0   \n",
+        "272679      1      0      0      0      0      1      0      0      0       0   \n",
+        "272680      0      0      0      0      0      0      2      0      0       0   \n",
+        "272681      1      0      0      0      0      1      0      0      0       0   \n",
+        "272682      0      0      0      0      0      0      0      0      0       0   \n",
+        "272683      0      0      0      0      0      0      0      0      0       0   \n",
+        "272684      1      0      0      0      0      0      0      0      0       0   \n",
+        "272685      0      0      0      0      0      0      1      0      0       1   \n",
+        "272686      1      0      0      0      0      0      0      0      0       0   \n",
+        "272687      0      0      0      0      0      0      0      0      0       0   \n",
+        "272688      0      0      0      0      0      0      2      0      0       1   \n",
+        "272689      0      0      0      0      0      0      0      0      0       0   \n",
+        "272690      3      1      0      0      0      2      1      1      0       0   \n",
+        "272691      0      1      1      0      0      0      0      0      0       0   \n",
+        "272692      1      0      0      0      0      0      1      0      0       0   \n",
+        "272693      2      1      0      0      0      0      0      0      0       0   \n",
+        "272694      0      0      0      0      0      0      0      0      0       1   \n",
+        "272695      1      0      0      0      0      1      0      0      0       0   \n",
+        "272696      0      0      0      0      0      0      0      0      0       0   \n",
+        "272697      2      0      1      0      0      1      0      0      0       0   \n",
+        "272698      1      0      0      0      0      0      0      0      0       0   \n",
+        "272699      0      0      0      0      0      0      0      0      0       1   \n",
+        "272700      0      0      0      0      0      0      0      0      0       1   \n",
+        "272701      0      0      0      0      0      0      0      0      0       1   \n",
+        "\n",
+        "         ...    BOW_91  BOW_92  BOW_93  BOW_94  BOW_95  BOW_96  BOW_97  \\\n",
+        "0        ...         0       0       0       0       0       0       0   \n",
+        "1        ...         0       0       0       0       0       0       0   \n",
+        "2        ...         0       0       0       0       0       0       0   \n",
+        "3        ...         0       0       0       0       0       0       0   \n",
+        "4        ...         0       0       0       0       0       0       0   \n",
+        "5        ...         0       0       0       0       0       0       0   \n",
+        "6        ...         0       0       0       0       0       0       0   \n",
+        "7        ...         0       0       0       0       0       0       0   \n",
+        "8        ...         0       0       0       0       0       0       0   \n",
+        "9        ...         0       0       0       0       0       0       0   \n",
+        "10       ...         0       0       0       0       0       0       0   \n",
+        "11       ...         0       0       0       0       1       0       0   \n",
+        "12       ...         0       1       0       0       0       0       0   \n",
+        "13       ...         0       0       0       0       0       0       0   \n",
+        "14       ...         0       0       0       0       0       0       0   \n",
+        "15       ...         0       0       0       0       0       0       0   \n",
+        "16       ...         0       0       0       0       0       0       0   \n",
+        "17       ...         0       0       0       0       0       0       0   \n",
+        "18       ...         0       0       0       0       0       0       0   \n",
+        "19       ...         0       0       0       0       0       0       0   \n",
+        "20       ...         0       0       0       0       0       0       0   \n",
+        "21       ...         0       0       0       0       0       0       0   \n",
+        "22       ...         0       0       0       0       0       0       0   \n",
+        "23       ...         0       0       0       0       0       0       1   \n",
+        "24       ...         0       0       0       0       0       0       0   \n",
+        "25       ...         0       0       0       0       0       0       0   \n",
+        "26       ...         0       0       0       0       0       0       0   \n",
+        "27       ...         0       0       0       0       0       0       0   \n",
+        "28       ...         0       0       0       0       0       0       0   \n",
+        "29       ...         0       0       0       1       0       0       0   \n",
+        "...      ...       ...     ...     ...     ...     ...     ...     ...   \n",
+        "272672   ...         0       0       0       0       0       1       0   \n",
+        "272673   ...         0       0       0       0       0       0       0   \n",
+        "272674   ...         0       0       0       0       0       0       0   \n",
+        "272675   ...         1       0       0       0       0       0       0   \n",
+        "272676   ...         0       0       0       0       2       0       0   \n",
+        "272677   ...         0       0       0       0       0       0       0   \n",
+        "272678   ...         0       0       0       0       1       0       0   \n",
+        "272679   ...         0       0       0       0       0       0       0   \n",
+        "272680   ...         0       0       0       0       0       0       0   \n",
+        "272681   ...         0       0       0       0       1       0       0   \n",
+        "272682   ...         0       0       0       0       0       0       0   \n",
+        "272683   ...         0       0       0       0       0       1       0   \n",
+        "272684   ...         0       0       0       0       0       0       0   \n",
+        "272685   ...         0       0       0       0       0       0       0   \n",
+        "272686   ...         0       0       0       0       0       0       0   \n",
+        "272687   ...         0       0       1       0       0       0       0   \n",
+        "272688   ...         0       0       0       0       0       0       0   \n",
+        "272689   ...         0       0       0       0       0       0       0   \n",
+        "272690   ...         0       0       0       0       0       0       2   \n",
+        "272691   ...         0       0       0       0       0       0       0   \n",
+        "272692   ...         0       0       0       0       0       1       0   \n",
+        "272693   ...         0       0       0       0       0       0       2   \n",
+        "272694   ...         0       0       0       0       0       0       0   \n",
+        "272695   ...         0       0       0       0       0       0       0   \n",
+        "272696   ...         0       0       0       0       0       0       0   \n",
+        "272697   ...         0       0       0       1       0       0       0   \n",
+        "272698   ...         1       0       0       0       0       0       0   \n",
+        "272699   ...         0       0       0       0       0       0       0   \n",
+        "272700   ...         0       0       0       0       0       0       0   \n",
+        "272701   ...         0       0       0       0       0       0       0   \n",
+        "\n",
+        "        BOW_98  BOW_99  BOW_100  \n",
+        "0            0       0        0  \n",
+        "1            0       0        0  \n",
+        "2            0       0        0  \n",
+        "3            0       0        0  \n",
+        "4            0       0        0  \n",
+        "5            0       0        0  \n",
+        "6            0       0        0  \n",
+        "7            0       0        0  \n",
+        "8            0       0        0  \n",
+        "9            0       0        0  \n",
+        "10           0       0        0  \n",
+        "11           0       1        0  \n",
+        "12           0       0        0  \n",
+        "13           0       0        0  \n",
+        "14           0       0        0  \n",
+        "15           0       0        0  \n",
+        "16           0       0        0  \n",
+        "17           0       0        0  \n",
+        "18           0       0        0  \n",
+        "19           0       0        0  \n",
+        "20           0       0        0  \n",
+        "21           0       0        0  \n",
+        "22           0       0        0  \n",
+        "23           0       0        0  \n",
+        "24           0       0        0  \n",
+        "25           0       0        0  \n",
+        "26           0       0        0  \n",
+        "27           0       0        0  \n",
+        "28           0       0        0  \n",
+        "29           0       0        0  \n",
+        "...        ...     ...      ...  \n",
+        "272672       0       0        1  \n",
+        "272673       0       0        0  \n",
+        "272674       0       0        0  \n",
+        "272675       0       0        0  \n",
+        "272676       0       0        0  \n",
+        "272677       0       0        0  \n",
+        "272678       0       0        0  \n",
+        "272679       0       0        0  \n",
+        "272680       1       0        0  \n",
+        "272681       0       0        0  \n",
+        "272682       0       0        0  \n",
+        "272683       0       0        1  \n",
+        "272684       0       0        0  \n",
+        "272685       0       0        0  \n",
+        "272686       0       0        0  \n",
+        "272687       0       0        0  \n",
+        "272688       0       0        0  \n",
+        "272689       0       0        0  \n",
+        "272690       1       0        0  \n",
+        "272691       0       0        0  \n",
+        "272692       0       0        0  \n",
+        "272693       0       1        0  \n",
+        "272694       0       0        0  \n",
+        "272695       0       0        0  \n",
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+        "\n",
+        "[272702 rows x 100 columns]"
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+    },
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+     "cell_type": "code",
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+     "input": [
+      "fw.features_log"
+     ],
+     "language": "python",
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+     "outputs": [
+      {
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+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>feature_name</th>\n",
+        "      <th>feature_type</th>\n",
+        "      <th>data_time</th>\n",
+        "      <th>parameters</th>\n",
+        "      <th>category</th>\n",
+        "      <th>feature_address</th>\n",
+        "      <th>description</th>\n",
+        "      <th>feature_shape</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> \"[\\\"2014-07-01\\\", \\\"2014-11-30\\\"]\"</td>\n",
+        "      <td> \"{\\\"max_features\\\": 100, \\\"vec_time\\\": [\\\"2014...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td> \"[1354048, 100]\"</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td>       [\"2014-12-01\", \"2014-12-31\"]</td>\n",
+        "      <td> {\"max_features\": 100, \"vec_time\": [\"2014-07-01...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-12-01_2014-12-31_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-12-01 to ...</td>\n",
+        "      <td>    [272702, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td>                        UAVG_2014-07-01_2014-11-30</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> \"[\\\"2014-07-01\\\", \\\"2014-11-30\\\"]\"</td>\n",
+        "      <td>                                              \"{}\"</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-07-01_2014-11-30.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>   \"[1354048, 3]\"</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td>                        UAVG_2014-12-01_2014-12-31</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> \"[\\\"2014-12-01\\\", \\\"2014-12-31\\\"]\"</td>\n",
+        "      <td>                                              \"{}\"</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-12-01_2014-12-31.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>    \"[272702, 3]\"</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
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+       "output_type": "pyout",
+       "prompt_number": 21,
+       "text": [
+        "                                        feature_name feature_type  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
+        "1  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...          BOW   \n",
+        "2                         UAVG_2014-07-01_2014-11-30         UAVG   \n",
+        "3                         UAVG_2014-12-01_2014-12-31         UAVG   \n",
+        "\n",
+        "                            data_time  \\\n",
+        "0  \"[\\\"2014-07-01\\\", \\\"2014-11-30\\\"]\"   \n",
+        "1        [\"2014-12-01\", \"2014-12-31\"]   \n",
+        "2  \"[\\\"2014-07-01\\\", \\\"2014-11-30\\\"]\"   \n",
+        "3  \"[\\\"2014-12-01\\\", \\\"2014-12-31\\\"]\"   \n",
+        "\n",
+        "                                          parameters category  \\\n",
+        "0  \"{\\\"max_features\\\": 100, \\\"vec_time\\\": [\\\"2014...        I   \n",
+        "1  {\"max_features\": 100, \"vec_time\": [\"2014-07-01...        I   \n",
+        "2                                               \"{}\"        U   \n",
+        "3                                               \"{}\"        U   \n",
+        "\n",
+        "                                     feature_address  \\\n",
+        "0  ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
+        "1  ../features/BOW_2014-12-01_2014-12-31_2014-07-...   \n",
+        "2     ../features/UAVG_2014-07-01_2014-11-30.feature   \n",
+        "3     ../features/UAVG_2014-12-01_2014-12-31.feature   \n",
+        "\n",
+        "                                         description     feature_shape  \n",
+        "0  Bag of Words in word count from 2014-07-01 to ...  \"[1354048, 100]\"  \n",
+        "1  Bag of Words in word count from 2014-12-01 to ...     [272702, 100]  \n",
+        "2  User's average forward/comment/like count duri...    \"[1354048, 3]\"  \n",
+        "3  User's average forward/comment/like count duri...     \"[272702, 3]\"  "
+       ]
+      }
+     ],
+     "prompt_number": 21
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "features = fw.features_log.feature_name[0]"
+     ],
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+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 27
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "features = [features]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 28
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train(features,\"LR\",\"forward_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
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+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
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+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[ 0.56466973 -0.30575125  0.1335199  -0.23273664 -0.35955074 -0.0084471\n",
+        "  0.36796722 -0.28040596 -0.44689292  0.2720602  -0.16386573 -0.08580189\n",
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+        " -0.53118471  0.67486449 -0.12449924  0.02862547 -0.42789218 -0.14477186\n",
+        " -0.50964687  0.0955179   0.12256622  0.64153484  0.22615366  0.30569253\n",
+        " -0.20757838  2.24996097 -0.85445101 -1.09075091 -0.09905914  0.29391938\n",
+        " -0.09262135  0.39715059 -0.2720913   0.485966   -0.42184872 -0.63221888\n",
+        "  0.6970926  -0.54977657  0.94819231  0.25107774 -0.18179122 -0.14476609\n",
+        " -0.22019401 -0.31735634 -0.26791314  0.56263116  0.46770364 -0.35254045\n",
+        "  0.01206406  0.16689582  0.23212562 -1.00820795  0.00932564  0.97280975\n",
+        " -0.91908042  0.54048938  0.00629228 -0.84571606  0.47321803  0.13251087\n",
+        "  0.22076104 -0.43163842 -0.1355046   0.9131256   0.05712689  1.25853843\n",
+        "  0.41889093 -0.01189427 -0.40596921  0.16704116 -0.29305381 -0.26932074\n",
+        "  0.62725855 -0.309262    0.59359633 -0.33678206  0.58252946  1.68431828\n",
+        " -0.36711592 -0.26008596  0.09659596 -0.10475834 -0.34920574  0.2844151\n",
+        "  2.20901494  1.76770584 -0.69840429  0.144884   -0.41725309  0.10534086\n",
+        "  1.17259686 -0.42921647 -0.43322457 -0.59620791]\n",
+        "Residual sum of squares: 9685.81\n",
+        "Variance score: 0.00\n",
+        "Train time:  9.17443680763 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 33,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
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+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train(features,\"LR\",\"comment_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
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+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
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+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
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+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[  6.05249995e-02   5.62141070e-02   4.18067057e-04   3.08633284e-02\n",
+        "  -1.03841853e-01   1.18742010e-01  -3.14579823e-02   1.13865574e-01\n",
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+        "  -2.29905725e-02   3.85469253e-01   8.59962991e-02   5.19240652e-02\n",
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+        "   1.50816448e-01   2.80383615e-02  -8.45720696e-02   3.36380874e-01\n",
+        "  -1.98999557e-01  -1.36608244e-01  -2.15876741e-02   4.31303970e-02\n",
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+        "  -1.90682778e-02  -1.69457902e-01   9.06764141e-02  -1.24333826e-01\n",
+        "   7.50930241e-02   2.72319619e-01   1.68453303e-01  -7.37198463e-02\n",
+        "   8.84592492e-03  -7.54520402e-02  -5.05172266e-02   1.70679985e-01\n",
+        "   2.14407063e-03  -5.63688818e-02  -1.75722229e-01   1.41474301e-01\n",
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+        "  -6.99183714e-02   3.84992497e-01  -2.12421355e-01  -4.76801730e-02\n",
+        "   7.52098870e-02   3.45390794e-01   5.76688015e-02   4.42790464e-01\n",
+        "   1.30651453e-01   5.70217271e-02  -5.98354933e-02   3.55821814e-01\n",
+        "  -1.35224133e-01  -1.28951791e-01  -8.19954538e-02  -8.01311853e-02\n",
+        "   1.94498691e-01   1.61430001e-01   1.06796955e-01   5.42458742e-02\n",
+        "  -1.89623695e-01  -1.05986187e-01  -3.49486553e-02  -7.33756232e-02\n",
+        "  -1.36734510e-01  -6.62017070e-02   3.25266556e-01   9.42133731e-02\n",
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+        "   8.77777148e-02  -1.79404218e-01  -6.38945195e-02  -2.39982182e-01]\n",
+        "Residual sum of squares: 1417.66\n",
+        "Variance score: 0.00\n",
+        "Train time:  8.49403190613 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 34,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
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+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train(features,\"LR\",\"like_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
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+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
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+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
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+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[  2.27958354e-01  -1.06161376e-02   4.36525633e-02  -5.78672683e-02\n",
+        "  -1.62595643e-01   8.01230900e-02  -1.35559466e-01  -3.13437112e-02\n",
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+        "  -1.30430575e-01  -2.90097866e-02   5.91305456e-02   6.62863811e-01\n",
+        "   5.90002111e-04  -4.27848645e-03  -2.20740929e-01   1.53032274e-01\n",
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+        "   2.31143123e-01  -3.07833326e-01   1.19922917e-06   1.05133851e+00\n",
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+        "  -3.13174496e-02  -1.14802517e-01   4.01377085e-02  -1.65647502e-01\n",
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+        "   2.02257700e-01  -6.06226844e-02  -3.15959886e-01  -5.39416415e-02\n",
+        "  -9.89844600e-02   2.54066071e-02  -1.79498456e-02   5.41666792e-02\n",
+        "  -2.82485012e-01  -7.53687642e-02  -8.06567060e-02  -1.39894979e-01\n",
+        "   4.47870589e-03  -1.36302828e-01   2.38596779e-01  -9.75904787e-02\n",
+        "   1.50234219e-01   1.84882630e-01  -1.01684591e-01   6.02752821e-01\n",
+        "  -1.49965650e-01  -1.57928268e-01  -8.77346470e-02  -1.63038799e-01\n",
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+        "   7.91463488e-02  -1.42473017e-01  -1.59898097e-02  -1.49822778e-01]\n",
+        "Residual sum of squares: 531.55\n",
+        "Variance score: 0.00\n",
+        "Train time:  8.31330418587 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 35,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
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+     "prompt_number": 35
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "reload(weiboPredict.framework)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 31,
+       "text": [
+        "<module 'weiboPredict.framework' from '/Users/Pro/Ongoing/weibo/weiboPredict/framework.pyc'>"
+       ]
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+     "prompt_number": 31
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+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.loadData()"
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+     "metadata": {},
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+     "prompt_number": 32
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+     "cell_type": "code",
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+      "fw.train_log"
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+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>model_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>model_type</th>\n",
+        "      <th>label</th>\n",
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+        "      <th>model_address</th>\n",
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+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> \"\\\"[\\\\\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> \"\\\"{}\\\"\"</td>\n",
+        "      <td> \"\\\"{\\\\\\\"sos\\\\\\\": 9685.8068505253632, \\\\\\\"vs\\\\\\...</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 9.174437</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> \"[\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2014-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td>     \"{}\"</td>\n",
+        "      <td> \"{\\\"sos\\\": 1417.6567601634511, \\\"vs\\\": 0.00031...</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 8.494032</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [\"BOW_2014-07-01_2014-11-30_2014-07-01_2014-11...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td>       {}</td>\n",
+        "      <td> {\"sos\": 531.55437635774342, \"vs\": 0.0017217472...</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 8.313304</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> \"\\\"[\\\\\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> \"\\\"{}\\\"\"</td>\n",
+        "      <td> \"\\\"{\\\\\\\"sos\\\\\\\": 9482.144531163047, \\\\\\\"vs\\\\\\\"...</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 8.574678</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> \"\\\"[\\\\\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> \"\\\"{}\\\"\"</td>\n",
+        "      <td> \"\\\"{\\\\\\\"sos\\\\\\\": 1355.8854957043905, \\\\\\\"vs\\\\\\...</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 8.939181</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> \"\\\"[\\\\\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> \"\\\"{}\\\"\"</td>\n",
+        "      <td> \"\\\"{\\\\\\\"sos\\\\\\\": 290.2651840225698, \\\\\\\"vs\\\\\\\"...</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 8.740821</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 36,
+       "text": [
+        "                                          model_name  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "3  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "4  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "5  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                            features model_type  \\\n",
+        "0  \"\\\"[\\\\\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2...         LR   \n",
+        "1  \"[\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2014-...         LR   \n",
+        "2  [\"BOW_2014-07-01_2014-11-30_2014-07-01_2014-11...         LR   \n",
+        "3  \"\\\"[\\\\\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2...         LR   \n",
+        "4  \"\\\"[\\\\\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2...         LR   \n",
+        "5  \"\\\"[\\\\\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2...         LR   \n",
+        "\n",
+        "           label model_parameters  \\\n",
+        "0  forward_count         \"\\\"{}\\\"\"   \n",
+        "1  comment_count             \"{}\"   \n",
+        "2     like_count               {}   \n",
+        "3  forward_count         \"\\\"{}\\\"\"   \n",
+        "4  comment_count         \"\\\"{}\\\"\"   \n",
+        "5     like_count         \"\\\"{}\\\"\"   \n",
+        "\n",
+        "                                          evaluation  \\\n",
+        "0  \"\\\"{\\\\\\\"sos\\\\\\\": 9685.8068505253632, \\\\\\\"vs\\\\\\...   \n",
+        "1  \"{\\\"sos\\\": 1417.6567601634511, \\\"vs\\\": 0.00031...   \n",
+        "2  {\"sos\": 531.55437635774342, \"vs\": 0.0017217472...   \n",
+        "3  \"\\\"{\\\\\\\"sos\\\\\\\": 9482.144531163047, \\\\\\\"vs\\\\\\\"...   \n",
+        "4  \"\\\"{\\\\\\\"sos\\\\\\\": 1355.8854957043905, \\\\\\\"vs\\\\\\...   \n",
+        "5  \"\\\"{\\\\\\\"sos\\\\\\\": 290.2651840225698, \\\\\\\"vs\\\\\\\"...   \n",
+        "\n",
+        "                                       model_address  train_time  \n",
+        "0  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    9.174437  \n",
+        "1  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    8.494032  \n",
+        "2  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    8.313304  \n",
+        "3  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    8.574678  \n",
+        "4  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    8.939181  \n",
+        "5  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    8.740821  "
+       ]
+      }
+     ],
+     "prompt_number": 36
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fmodel = fw.train_log.model_name[0]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 37
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "cmodel = fw.train_log.model_name[1]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 38
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "lmodel = fw.train_log.model_name[2]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 39
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "features = [fw.features_log.feature_name[1]]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 40
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.test(features,fmodel,cmodel,lmodel)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading labels..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "loading models..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "predicting...\n",
+        "evaluating..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing logs..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "-----Forward_count-----\n",
+        "Residual sum of squares: 2901.84\n",
+        "Variance score: 0.00\n",
+        "-----Comment_count-----\n",
+        "Residual sum of squares: 168.73\n",
+        "Variance score: -0.00\n",
+        "-----Like_count-----\n",
+        "Residual sum of squares: 348.48\n",
+        "Variance score: 0.00\n",
+        "------Total------\n",
+        "dev_f:0.185990, dev_c:0.064563, dev_l:0.071900\n",
+        "Total_precision:0.210438914902\n"
+       ]
+      },
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>comment_predict</th>\n",
+        "      <th>forward_predict</th>\n",
+        "      <th>like_predict</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0     </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272672</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 3</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272673</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272674</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272675</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272676</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272677</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272678</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272679</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272680</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272681</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272682</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272683</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272684</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272685</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272686</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272687</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272688</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 5</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272689</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272690</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 9</td>\n",
+        "      <td> 4</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272691</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272692</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272693</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 5</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272694</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272695</th>\n",
+        "      <td> 3</td>\n",
+        "      <td> 5</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272696</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272697</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272698</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 5</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272699</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272700</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272701</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>272702 rows \u00d7 3 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 41,
+       "text": [
+        "        comment_predict  forward_predict  like_predict\n",
+        "0                     2                3             1\n",
+        "1                     1                2             1\n",
+        "2                     1                1             1\n",
+        "3                     0                2             1\n",
+        "4                     0                0             1\n",
+        "5                     1                1             1\n",
+        "6                     1                1             1\n",
+        "7                     1                1             1\n",
+        "8                     1                1             1\n",
+        "9                     0                1             1\n",
+        "10                    0                1             1\n",
+        "11                    0                0             1\n",
+        "12                    0                2             2\n",
+        "13                    1                1             1\n",
+        "14                    1                1             1\n",
+        "15                    1                1             1\n",
+        "16                    1                1             1\n",
+        "17                    1                1             1\n",
+        "18                    2                1             1\n",
+        "19                    1                1             1\n",
+        "20                    1                2             1\n",
+        "21                    0                1             1\n",
+        "22                    1                0             1\n",
+        "23                    1                2             0\n",
+        "24                    1                1             1\n",
+        "25                    1                2             2\n",
+        "26                    2                3             1\n",
+        "27                    2                3             1\n",
+        "28                    2                3             1\n",
+        "29                    1                2             2\n",
+        "...                 ...              ...           ...\n",
+        "272672                1                4             3\n",
+        "272673                1                1             1\n",
+        "272674                1                1             1\n",
+        "272675                2                2             2\n",
+        "272676                2                3             1\n",
+        "272677                1                3             2\n",
+        "272678                2                1             1\n",
+        "272679                1                2             1\n",
+        "272680                1                0             0\n",
+        "272681                1                2             2\n",
+        "272682                1                1             1\n",
+        "272683                1                0             1\n",
+        "272684                2                4             2\n",
+        "272685                0                1             1\n",
+        "272686                2                3             1\n",
+        "272687                1                3             1\n",
+        "272688                0                5             2\n",
+        "272689                1                3             1\n",
+        "272690                2                9             4\n",
+        "272691                1                2             1\n",
+        "272692                1                1             1\n",
+        "272693                1                5             2\n",
+        "272694                0                1             1\n",
+        "272695                3                5             2\n",
+        "272696                1                1             1\n",
+        "272697                2                3             2\n",
+        "272698                2                5             2\n",
+        "272699                0                3             2\n",
+        "272700                0                0             1\n",
+        "272701                0                0             1\n",
+        "\n",
+        "[272702 rows x 3 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 41
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.test_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>test_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>fmodel</th>\n",
+        "      <th>cmodel</th>\n",
+        "      <th>lmodel</th>\n",
+        "      <th>dev_f</th>\n",
+        "      <th>dev_c</th>\n",
+        "      <th>dev_l</th>\n",
+        "      <th>precision</th>\n",
+        "      <th>model_evaluation</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [\"BOW_2014-12-01_2014-12-31_2014-07-01_2014-11...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> 0.18599</td>\n",
+        "      <td> 0.064563</td>\n",
+        "      <td> 0.0719</td>\n",
+        "      <td> 0.210439</td>\n",
+        "      <td> {\"lvs\": 0.0017098463579093837, \"lsos\": 348.475...</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 43,
+       "text": [
+        "                                           test_name  \\\n",
+        "0  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                            features  \\\n",
+        "0  [\"BOW_2014-12-01_2014-12-31_2014-07-01_2014-11...   \n",
+        "\n",
+        "                                              fmodel  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                              cmodel  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                              lmodel    dev_f     dev_c  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...  0.18599  0.064563   \n",
+        "\n",
+        "    dev_l  precision                                   model_evaluation  \n",
+        "0  0.0719   0.210439  {\"lvs\": 0.0017098463579093837, \"lsos\": 348.475...  "
+       ]
+      }
+     ],
+     "prompt_number": 43
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>model_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>model_type</th>\n",
+        "      <th>label</th>\n",
+        "      <th>model_parameters</th>\n",
+        "      <th>evaluation</th>\n",
+        "      <th>model_address</th>\n",
+        "      <th>train_time</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> \"\\\"[\\\\\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> \"\\\"{}\\\"\"</td>\n",
+        "      <td> \"\\\"{\\\\\\\"sos\\\\\\\": 9685.8068505253632, \\\\\\\"vs\\\\\\...</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 9.174437</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> \"[\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2014-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td>     \"{}\"</td>\n",
+        "      <td> \"{\\\"sos\\\": 1417.6567601634511, \\\"vs\\\": 0.00031...</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 8.494032</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [\"BOW_2014-07-01_2014-11-30_2014-07-01_2014-11...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td>       {}</td>\n",
+        "      <td> {\"sos\": 531.55437635774342, \"vs\": 0.0017217472...</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 8.313304</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> \"\\\"[\\\\\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> \"\\\"{}\\\"\"</td>\n",
+        "      <td> \"\\\"{\\\\\\\"sos\\\\\\\": 9482.144531163047, \\\\\\\"vs\\\\\\\"...</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 8.574678</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> \"\\\"[\\\\\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> \"\\\"{}\\\"\"</td>\n",
+        "      <td> \"\\\"{\\\\\\\"sos\\\\\\\": 1355.8854957043905, \\\\\\\"vs\\\\\\...</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 8.939181</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> \"\\\"[\\\\\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> \"\\\"{}\\\"\"</td>\n",
+        "      <td> \"\\\"{\\\\\\\"sos\\\\\\\": 290.2651840225698, \\\\\\\"vs\\\\\\\"...</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 8.740821</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 44,
+       "text": [
+        "                                          model_name  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "3  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "4  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "5  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                            features model_type  \\\n",
+        "0  \"\\\"[\\\\\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2...         LR   \n",
+        "1  \"[\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2014-...         LR   \n",
+        "2  [\"BOW_2014-07-01_2014-11-30_2014-07-01_2014-11...         LR   \n",
+        "3  \"\\\"[\\\\\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2...         LR   \n",
+        "4  \"\\\"[\\\\\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2...         LR   \n",
+        "5  \"\\\"[\\\\\\\"BOW_2014-07-01_2014-11-30_2014-07-01_2...         LR   \n",
+        "\n",
+        "           label model_parameters  \\\n",
+        "0  forward_count         \"\\\"{}\\\"\"   \n",
+        "1  comment_count             \"{}\"   \n",
+        "2     like_count               {}   \n",
+        "3  forward_count         \"\\\"{}\\\"\"   \n",
+        "4  comment_count         \"\\\"{}\\\"\"   \n",
+        "5     like_count         \"\\\"{}\\\"\"   \n",
+        "\n",
+        "                                          evaluation  \\\n",
+        "0  \"\\\"{\\\\\\\"sos\\\\\\\": 9685.8068505253632, \\\\\\\"vs\\\\\\...   \n",
+        "1  \"{\\\"sos\\\": 1417.6567601634511, \\\"vs\\\": 0.00031...   \n",
+        "2  {\"sos\": 531.55437635774342, \"vs\": 0.0017217472...   \n",
+        "3  \"\\\"{\\\\\\\"sos\\\\\\\": 9482.144531163047, \\\\\\\"vs\\\\\\\"...   \n",
+        "4  \"\\\"{\\\\\\\"sos\\\\\\\": 1355.8854957043905, \\\\\\\"vs\\\\\\...   \n",
+        "5  \"\\\"{\\\\\\\"sos\\\\\\\": 290.2651840225698, \\\\\\\"vs\\\\\\\"...   \n",
+        "\n",
+        "                                       model_address  train_time  \n",
+        "0  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    9.174437  \n",
+        "1  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    8.494032  \n",
+        "2  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    8.313304  \n",
+        "3  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    8.574678  \n",
+        "4  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    8.939181  \n",
+        "5  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    8.740821  "
+       ]
+      }
+     ],
+     "prompt_number": 44
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.features_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>feature_name</th>\n",
+        "      <th>feature_type</th>\n",
+        "      <th>data_time</th>\n",
+        "      <th>parameters</th>\n",
+        "      <th>category</th>\n",
+        "      <th>feature_address</th>\n",
+        "      <th>description</th>\n",
+        "      <th>feature_shape</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td> [1354048, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-12-01_2014-12-31_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-12-01 to ...</td>\n",
+        "      <td>  [272702, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td>                        UAVG_2014-07-01_2014-11-30</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-07-01_2014-11-30.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>   [1354048, 3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td>                        UAVG_2014-12-01_2014-12-31</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-12-01_2014-12-31.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>    [272702, 3]</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 45,
+       "text": [
+        "                                        feature_name feature_type  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
+        "1  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...          BOW   \n",
+        "2                         UAVG_2014-07-01_2014-11-30         UAVG   \n",
+        "3                         UAVG_2014-12-01_2014-12-31         UAVG   \n",
+        "\n",
+        "                  data_time  \\\n",
+        "0  [2014-07-01, 2014-11-30]   \n",
+        "1  [2014-12-01, 2014-12-31]   \n",
+        "2  [2014-07-01, 2014-11-30]   \n",
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+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
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+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
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+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
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+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 8.313304</td>\n",
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+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
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+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 8.574678</td>\n",
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+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
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+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 8.939181</td>\n",
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+        "    <tr>\n",
+        "      <th>5</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
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+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 8.740821</td>\n",
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+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
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+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td>                        UAVG_2014-07-01_2014-11-30</td>\n",
+        "      <td> UAVG</td>\n",
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+        "      <td>                                                {}</td>\n",
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+        "      <th>BOW_3</th>\n",
+        "      <th>BOW_4</th>\n",
+        "      <th>BOW_5</th>\n",
+        "      <th>BOW_6</th>\n",
+        "      <th>BOW_7</th>\n",
+        "      <th>BOW_8</th>\n",
+        "      <th>BOW_9</th>\n",
+        "      <th>BOW_10</th>\n",
+        "      <th>...</th>\n",
+        "      <th>BOW_991</th>\n",
+        "      <th>BOW_992</th>\n",
+        "      <th>BOW_993</th>\n",
+        "      <th>BOW_994</th>\n",
+        "      <th>BOW_995</th>\n",
+        "      <th>BOW_996</th>\n",
+        "      <th>BOW_997</th>\n",
+        "      <th>BOW_998</th>\n",
+        "      <th>BOW_999</th>\n",
+        "      <th>BOW_1000</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354018</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354019</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354020</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354021</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354022</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354023</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354024</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354025</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354026</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354027</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354028</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354029</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354030</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354031</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354032</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354033</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354034</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354035</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354036</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354037</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354038</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354039</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354040</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354041</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354042</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354043</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354044</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354045</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354046</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354047</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>1354048 rows \u00d7 1000 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 123,
+       "text": [
+        "         BOW_1  BOW_2  BOW_3  BOW_4  BOW_5  BOW_6  BOW_7  BOW_8  BOW_9  \\\n",
+        "0            0      0      0      0      0      0      0      0      0   \n",
+        "1            0      0      0      0      0      0      0      0      0   \n",
+        "2            0      0      0      0      0      0      0      0      0   \n",
+        "3            0      0      0      0      0      0      0      0      0   \n",
+        "4            0      0      0      0      0      0      0      0      0   \n",
+        "5            0      0      0      0      0      0      0      0      0   \n",
+        "6            0      0      0      0      0      0      0      0      0   \n",
+        "7            0      0      0      0      0      0      0      0      0   \n",
+        "8            0      0      0      0      0      1      0      0      0   \n",
+        "9            0      0      0      0      0      0      0      0      0   \n",
+        "10           0      0      0      0      0      0      0      0      0   \n",
+        "11           0      0      0      0      0      0      0      0      0   \n",
+        "12           0      0      0      0      0      0      0      0      0   \n",
+        "13           0      0      0      0      0      0      0      0      0   \n",
+        "14           0      0      0      0      0      0      0      0      0   \n",
+        "15           0      0      0      0      0      0      0      0      0   \n",
+        "16           0      0      0      0      0      0      0      0      0   \n",
+        "17           0      0      0      0      0      0      0      0      0   \n",
+        "18           0      0      0      0      0      0      0      0      0   \n",
+        "19           0      0      0      0      0      0      0      0      0   \n",
+        "20           0      0      0      0      0      0      0      0      0   \n",
+        "21           0      0      0      0      0      0      0      0      0   \n",
+        "22           0      0      0      0      0      0      0      0      0   \n",
+        "23           0      0      0      0      0      0      0      0      0   \n",
+        "24           0      0      0      0      0      0      0      0      0   \n",
+        "25           0      0      0      0      0      0      0      0      0   \n",
+        "26           0      0      0      0      0      0      0      0      0   \n",
+        "27           0      0      0      0      0      0      0      0      0   \n",
+        "28           0      0      0      0      0      0      0      0      0   \n",
+        "29           0      0      0      0      0      0      0      0      0   \n",
+        "...        ...    ...    ...    ...    ...    ...    ...    ...    ...   \n",
+        "1354018      0      0      0      0      0      0      0      0      0   \n",
+        "1354019      0      0      0      0      0      0      0      0      0   \n",
+        "1354020      0      0      0      0      0      0      0      0      0   \n",
+        "1354021      0      0      0      0      0      0      0      0      0   \n",
+        "1354022      0      0      0      0      0      0      0      0      0   \n",
+        "1354023      0      0      0      0      0      0      0      0      0   \n",
+        "1354024      0      0      0      0      0      0      0      0      0   \n",
+        "1354025      0      0      0      0      0      0      0      0      0   \n",
+        "1354026      0      0      0      0      0      0      0      0      0   \n",
+        "1354027      0      0      0      0      0      0      0      0      0   \n",
+        "1354028      0      0      0      0      0      0      0      0      0   \n",
+        "1354029      0      0      0      0      0      0      0      0      0   \n",
+        "1354030      0      0      0      0      0      0      0      0      0   \n",
+        "1354031      0      0      0      0      0      0      0      0      0   \n",
+        "1354032      0      0      0      0      0      0      0      0      0   \n",
+        "1354033      0      0      0      0      0      0      0      0      0   \n",
+        "1354034      0      0      0      0      0      0      0      0      0   \n",
+        "1354035      0      0      0      0      0      0      0      0      0   \n",
+        "1354036      0      0      0      0      0      0      0      0      0   \n",
+        "1354037      0      0      0      0      0      0      0      0      0   \n",
+        "1354038      0      0      0      0      0      0      0      0      0   \n",
+        "1354039      0      0      0      0      0      0      0      0      0   \n",
+        "1354040      0      0      0      0      0      0      0      0      0   \n",
+        "1354041      0      0      0      0      0      0      0      0      0   \n",
+        "1354042      0      1      0      0      0      0      0      0      0   \n",
+        "1354043      0      0      0      0      0      0      0      0      0   \n",
+        "1354044      0      0      0      0      0      0      0      0      0   \n",
+        "1354045      0      0      0      0      0      0      0      0      0   \n",
+        "1354046      0      0      0      0      0      0      0      0      0   \n",
+        "1354047      0      0      0      0      0      0      0      0      0   \n",
+        "\n",
+        "         BOW_10   ...    BOW_991  BOW_992  BOW_993  BOW_994  BOW_995  BOW_996  \\\n",
+        "0             0   ...          0        0        0        0        0        0   \n",
+        "1             0   ...          3        0        0        0        0        0   \n",
+        "2             0   ...          0        0        0        0        0        0   \n",
+        "3             0   ...          0        0        0        0        0        0   \n",
+        "4             0   ...          0        0        0        0        0        0   \n",
+        "5             0   ...          0        0        0        0        0        0   \n",
+        "6             0   ...          0        0        0        0        0        0   \n",
+        "7             0   ...          0        0        0        0        0        0   \n",
+        "8             0   ...          0        0        0        0        0        0   \n",
+        "9             0   ...          0        0        0        0        0        0   \n",
+        "10            0   ...          0        0        0        0        0        0   \n",
+        "11            0   ...          0        0        0        0        0        0   \n",
+        "12            0   ...          0        0        0        0        0        0   \n",
+        "13            0   ...          0        0        0        0        0        0   \n",
+        "14            0   ...          0        0        0        0        0        0   \n",
+        "15            0   ...          0        0        0        0        0        0   \n",
+        "16            0   ...          0        0        0        0        0        0   \n",
+        "17            0   ...          0        0        0        0        0        0   \n",
+        "18            0   ...          0        0        0        0        0        0   \n",
+        "19            0   ...          0        0        0        0        0        0   \n",
+        "20            0   ...          0        0        0        0        0        0   \n",
+        "21            0   ...          0        0        0        0        0        0   \n",
+        "22            0   ...          0        0        0        0        0        0   \n",
+        "23            0   ...          0        0        0        0        0        0   \n",
+        "24            0   ...          0        0        0        0        0        0   \n",
+        "25            0   ...          0        0        0        0        0        0   \n",
+        "26            0   ...          0        0        0        0        0        0   \n",
+        "27            0   ...          0        0        0        0        0        0   \n",
+        "28            0   ...          0        0        0        0        0        0   \n",
+        "29            0   ...          0        0        0        0        0        0   \n",
+        "...         ...   ...        ...      ...      ...      ...      ...      ...   \n",
+        "1354018       0   ...          0        0        0        0        0        0   \n",
+        "1354019       0   ...          0        0        1        0        0        0   \n",
+        "1354020       0   ...          0        0        0        0        0        0   \n",
+        "1354021       0   ...          0        0        0        0        0        0   \n",
+        "1354022       0   ...          0        0        0        0        0        0   \n",
+        "1354023       0   ...          0        0        0        0        0        0   \n",
+        "1354024       0   ...          0        0        0        0        0        0   \n",
+        "1354025       0   ...          1        0        0        0        0        0   \n",
+        "1354026       0   ...          0        0        0        0        0        0   \n",
+        "1354027       0   ...          0        0        0        0        0        0   \n",
+        "1354028       0   ...          0        0        0        1        0        0   \n",
+        "1354029       0   ...          0        0        0        0        0        0   \n",
+        "1354030       0   ...          0        0        0        0        0        0   \n",
+        "1354031       0   ...          0        0        0        0        0        0   \n",
+        "1354032       0   ...          1        0        0        0        0        0   \n",
+        "1354033       0   ...          0        0        0        0        0        0   \n",
+        "1354034       0   ...          0        0        0        0        0        0   \n",
+        "1354035       0   ...          0        0        0        0        0        0   \n",
+        "1354036       0   ...          0        0        0        0        0        0   \n",
+        "1354037       0   ...          0        0        0        0        0        0   \n",
+        "1354038       0   ...          0        0        0        0        0        0   \n",
+        "1354039       0   ...          0        0        0        0        0        0   \n",
+        "1354040       0   ...          0        0        0        0        0        0   \n",
+        "1354041       0   ...          1        0        0        0        0        0   \n",
+        "1354042       0   ...          0        0        0        0        0        0   \n",
+        "1354043       0   ...          0        0        0        0        0        0   \n",
+        "1354044       0   ...          0        0        0        0        0        0   \n",
+        "1354045       0   ...          0        0        0        0        0        0   \n",
+        "1354046       0   ...          0        0        0        0        0        0   \n",
+        "1354047       0   ...          0        0        0        0        0        0   \n",
+        "\n",
+        "         BOW_997  BOW_998  BOW_999  BOW_1000  \n",
+        "0              0        0        0         0  \n",
+        "1              0        0        0         0  \n",
+        "2              0        0        0         0  \n",
+        "3              0        0        0         0  \n",
+        "4              0        0        0         0  \n",
+        "5              0        0        0         0  \n",
+        "6              0        0        0         0  \n",
+        "7              0        0        0         0  \n",
+        "8              0        0        0         0  \n",
+        "9              0        0        0         0  \n",
+        "10             0        0        0         0  \n",
+        "11             0        0        0         0  \n",
+        "12             0        0        0         0  \n",
+        "13             0        0        0         0  \n",
+        "14             0        0        0         0  \n",
+        "15             0        0        0         0  \n",
+        "16             0        0        0         0  \n",
+        "17             0        0        0         0  \n",
+        "18             0        0        0         0  \n",
+        "19             0        0        0         0  \n",
+        "20             0        0        0         0  \n",
+        "21             0        0        0         0  \n",
+        "22             0        0        0         0  \n",
+        "23             0        0        0         0  \n",
+        "24             0        0        0         0  \n",
+        "25             0        0        0         0  \n",
+        "26             0        0        0         0  \n",
+        "27             0        0        0         0  \n",
+        "28             0        0        0         0  \n",
+        "29             0        0        0         0  \n",
+        "...          ...      ...      ...       ...  \n",
+        "1354018        0        0        0         0  \n",
+        "1354019        0        0        0         0  \n",
+        "1354020        0        0        0         0  \n",
+        "1354021        0        0        0         0  \n",
+        "1354022        0        0        0         0  \n",
+        "1354023        0        0        0         0  \n",
+        "1354024        0        0        0         0  \n",
+        "1354025        0        0        0         0  \n",
+        "1354026        0        0        0         0  \n",
+        "1354027        0        0        0         0  \n",
+        "1354028        0        0        0         0  \n",
+        "1354029        0        0        0         0  \n",
+        "1354030        0        0        0         0  \n",
+        "1354031        0        0        0         0  \n",
+        "1354032        0        0        0         0  \n",
+        "1354033        0        0        0         0  \n",
+        "1354034        0        0        0         0  \n",
+        "1354035        0        0        0         0  \n",
+        "1354036        0        0        0         0  \n",
+        "1354037        0        0        0         0  \n",
+        "1354038        0        0        0         0  \n",
+        "1354039        0        0        0         0  \n",
+        "1354040        0        0        0         0  \n",
+        "1354041        0        0        0         0  \n",
+        "1354042        0        0        0         0  \n",
+        "1354043        0        0        0         0  \n",
+        "1354044        0        0        0         0  \n",
+        "1354045        0        0        0         0  \n",
+        "1354046        0        0        0         0  \n",
+        "1354047        0        0        0         0  \n",
+        "\n",
+        "[1354048 rows x 1000 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 123
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.BOW(data_time=['2014-12-01','2014-12-31'],vec_time=['2014-07-01','2014-11-30'],max_features=1000)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "                                      uid                               mid  \\\n",
+        "0        07fc721342df1a4c1992560b582992f8  5fefc2488f99aba5782baa43096b76dc   \n",
+        "1        07fc721342df1a4c1992560b582992f8  397d9abe2ebf9ba986fe5ab5a6139e11   \n",
+        "2        07fc721342df1a4c1992560b582992f8  a2ae3959e9aa21a47993506e2609a4ec   \n",
+        "3        07fc721342df1a4c1992560b582992f8  fcc63a086522040a271ba6d1fb604734   \n",
+        "4        07fc721342df1a4c1992560b582992f8  6ab0f93ab59cbdaf25f4a023642971a6   \n",
+        "5        07fc721342df1a4c1992560b582992f8  e0fc906adc95874d634897294c3eebfa   \n",
+        "6        07fc721342df1a4c1992560b582992f8  dfa0674fd2a0a7779a323c43b9d10e0c   \n",
+        "7        07fc721342df1a4c1992560b582992f8  fc3045a42098c03b03b56bd71c1580cb   \n",
+        "8        07fc721342df1a4c1992560b582992f8  95b2af15dc1913f024c4777587241746   \n",
+        "9        63cd513528bba60bfde4178467df6987  86f2bc5bb1b65c38d27ad356dc707222   \n",
+        "10       63cd513528bba60bfde4178467df6987  8732dcd92c347f2e0d3bc18b5343b10e   \n",
+        "11       63cd513528bba60bfde4178467df6987  5730d7d9547790788285fe9cc7bc27ed   \n",
+        "12       63cd513528bba60bfde4178467df6987  c38945241a04015af308c4994c4d51d1   \n",
+        "13       63cd513528bba60bfde4178467df6987  1e838beb0f0f07481b8eba52cbb78495   \n",
+        "14       63cd513528bba60bfde4178467df6987  6c4dc6c7243d266cd82b1582bc093ee5   \n",
+        "15       63cd513528bba60bfde4178467df6987  0304c1839ad0792e8cd3335b0cc817ae   \n",
+        "16       63cd513528bba60bfde4178467df6987  61f9a31660a2eba9a99d910a237a0beb   \n",
+        "17       63cd513528bba60bfde4178467df6987  728903230cbbb6a11c894d90a30aaf2e   \n",
+        "18       63cd513528bba60bfde4178467df6987  749da9b878f9eff9f737699899777b03   \n",
+        "19       958e7a64b03479aec299f6c4f266bf3f  9e88a7c039b3889bf5262fdc34aa6e34   \n",
+        "20       958e7a64b03479aec299f6c4f266bf3f  a999a1820cc3f560a86fbd33e3a251ff   \n",
+        "21       958e7a64b03479aec299f6c4f266bf3f  d614293f6b068c737faeddbf94195798   \n",
+        "22       958e7a64b03479aec299f6c4f266bf3f  ad5b5cb58e439e2b92a2cfbebb9205f7   \n",
+        "23       958e7a64b03479aec299f6c4f266bf3f  a39f8245c4cfeaabd80220c97661e99a   \n",
+        "24       958e7a64b03479aec299f6c4f266bf3f  eeac7b3b61831d1df5becbb489fae1b8   \n",
+        "25       958e7a64b03479aec299f6c4f266bf3f  783c3b3b13485960d5326a2fdc7873ba   \n",
+        "26       958e7a64b03479aec299f6c4f266bf3f  2fe19abb927509e4f788c87d07d6d5fe   \n",
+        "27       958e7a64b03479aec299f6c4f266bf3f  51433efe00735f1314d1123ab54f2bc5   \n",
+        "28       958e7a64b03479aec299f6c4f266bf3f  5ebf0ebc3071c8180bdf48795c341a01   \n",
+        "29       958e7a64b03479aec299f6c4f266bf3f  5421052018787a86b7d214c1530edaed   \n",
+        "...                                   ...                               ...   \n",
+        "1626720  91bf5ad032a873670bec62c459787230  e3791b7159b9f31344be02d962f67f2a   \n",
+        "1626721  07fc721342df1a4c1992560b582992f8  9b88ae5f00f366f901a9c6537c4974da   \n",
+        "1626722  07fc721342df1a4c1992560b582992f8  cafa0cd66dc1a93c4f12c0096f7d1add   \n",
+        "1626723  07fc721342df1a4c1992560b582992f8  a457b0865b84dea9f5aaa3dc636894a1   \n",
+        "1626724  07fc721342df1a4c1992560b582992f8  bfd124607254600407ff212e2a382d36   \n",
+        "1626725  07fc721342df1a4c1992560b582992f8  642ff4c7640ec78e9de2100914bdaaef   \n",
+        "1626726  07fc721342df1a4c1992560b582992f8  96b54a604255c2e2358c7797b70d9f38   \n",
+        "1626727  07fc721342df1a4c1992560b582992f8  e68978fdfc294ae6096b4c300ccbd6e2   \n",
+        "1626728  07fc721342df1a4c1992560b582992f8  2304c1c6ba29e97d80ced37d1f9972fa   \n",
+        "1626729  07fc721342df1a4c1992560b582992f8  f8c55d69df6763d5238ce1e358b8695f   \n",
+        "1626730  07fc721342df1a4c1992560b582992f8  4e954efa2403bbac5150b8df274b469b   \n",
+        "1626731  07fc721342df1a4c1992560b582992f8  9b81f6144bc14eabe804ddfb417fb9f4   \n",
+        "1626732  07fc721342df1a4c1992560b582992f8  e96652bca473db2b32f1b578422f5ea7   \n",
+        "1626733  07fc721342df1a4c1992560b582992f8  fca2add23c23d90c177568cb1455222f   \n",
+        "1626734  07fc721342df1a4c1992560b582992f8  ac1dbc5475385ebb831d916168219e61   \n",
+        "1626735  07fc721342df1a4c1992560b582992f8  dfe5d0efd1b5a35f6757dda24f20146b   \n",
+        "1626736  07fc721342df1a4c1992560b582992f8  33ed944aafe13d8063062285484f15e5   \n",
+        "1626737  07fc721342df1a4c1992560b582992f8  9ae560101e0c5cdc2d4b2ba44c26e7e7   \n",
+        "1626738  07fc721342df1a4c1992560b582992f8  eabf14f53f583637c6ffce808e7343a8   \n",
+        "1626739  07fc721342df1a4c1992560b582992f8  5cc91c61288e1c596af34830ab4ae5cc   \n",
+        "1626740  07fc721342df1a4c1992560b582992f8  ec3eca5cb1c8e55501a89594e96ca89e   \n",
+        "1626741  07fc721342df1a4c1992560b582992f8  053af8515e33b93f1eab7a784d6c10fe   \n",
+        "1626742  07fc721342df1a4c1992560b582992f8  dae310ceec2c9214a120a57645d5c942   \n",
+        "1626743  07fc721342df1a4c1992560b582992f8  431e09bfae33bd7a2558bf2983840a8d   \n",
+        "1626744  07fc721342df1a4c1992560b582992f8  7001a9b80ea73ffcd9c77a97afa64104   \n",
+        "1626745  07fc721342df1a4c1992560b582992f8  9a7f03fedd0581efa8b998b8aa8dc75d   \n",
+        "1626746  07fc721342df1a4c1992560b582992f8  481cc8fe476f9314ca09c948d590b274   \n",
+        "1626747  07fc721342df1a4c1992560b582992f8  ff7f21a750d9e0d4f5469c3cc58a4f41   \n",
+        "1626748  07fc721342df1a4c1992560b582992f8  89ddb51947afecefc04957ea36a8dc0d   \n",
+        "1626749  07fc721342df1a4c1992560b582992f8  a3513353849669a374eeca4cdb4b03fe   \n",
+        "\n",
+        "               time  forward_count  comment_count  like_count  \\\n",
+        "0        2014-11-04              0              7           2   \n",
+        "1        2014-11-04              0              3           0   \n",
+        "2        2014-11-08              0              0           0   \n",
+        "3        2014-11-09              0              6           0   \n",
+        "4        2014-11-11              0              5           1   \n",
+        "5        2014-11-13              0              0           0   \n",
+        "6        2014-11-13              0              0           0   \n",
+        "7        2014-11-15              0              0           0   \n",
+        "8        2014-12-09              0              0           0   \n",
+        "9        2014-07-01              0              0           0   \n",
+        "10       2014-07-05              0              0           0   \n",
+        "11       2014-07-12              0              0           0   \n",
+        "12       2014-07-21              0              0           0   \n",
+        "13       2014-07-21              0              0           0   \n",
+        "14       2014-10-15              1              0           0   \n",
+        "15       2014-10-15              0              0           0   \n",
+        "16       2014-11-25              0              0           1   \n",
+        "17       2014-11-26              0              2           0   \n",
+        "18       2014-12-09              0              0           0   \n",
+        "19       2014-07-03              0              1           0   \n",
+        "20       2014-07-03              0              0           0   \n",
+        "21       2014-07-05              0              0           0   \n",
+        "22       2014-07-20              0              0           2   \n",
+        "23       2014-07-27              0              0           0   \n",
+        "24       2014-07-31              0              0           0   \n",
+        "25       2014-08-22              0              0           1   \n",
+        "26       2014-08-23              0              0           0   \n",
+        "27       2014-08-23              0              0           0   \n",
+        "28       2014-08-25              0              0           0   \n",
+        "29       2014-08-28              0              0           0   \n",
+        "...             ...            ...            ...         ...   \n",
+        "1626720  2014-07-13              0              0           0   \n",
+        "1626721  2014-07-03              0              2           0   \n",
+        "1626722  2014-07-22              1              0           0   \n",
+        "1626723  2014-08-06              0              0           0   \n",
+        "1626724  2014-08-08              0              0           0   \n",
+        "1626725  2014-08-08              0              1           0   \n",
+        "1626726  2014-08-12              0              0           1   \n",
+        "1626727  2014-08-13              0              0           0   \n",
+        "1626728  2014-08-15              0              0           0   \n",
+        "1626729  2014-08-19              0              6           0   \n",
+        "1626730  2014-08-19              0              0           0   \n",
+        "1626731  2014-09-11              0              0           0   \n",
+        "1626732  2014-09-15              0              1           0   \n",
+        "1626733  2014-09-16              0              0           0   \n",
+        "1626734  2014-09-19              0              0           0   \n",
+        "1626735  2014-09-23              0              1           0   \n",
+        "1626736  2014-10-05              0              0           0   \n",
+        "1626737  2014-10-07              0              1           1   \n",
+        "1626738  2014-10-10              0              1           0   \n",
+        "1626739  2014-10-10              0              3           0   \n",
+        "1626740  2014-10-10              0              0           1   \n",
+        "1626741  2014-10-17              0              0           0   \n",
+        "1626742  2014-10-21              0              0           0   \n",
+        "1626743  2014-10-23              0              0           0   \n",
+        "1626744  2014-10-23              0              0           0   \n",
+        "1626745  2014-10-24              0              0           0   \n",
+        "1626746  2014-10-24              2              1           0   \n",
+        "1626747  2014-10-27              0              1           0   \n",
+        "1626748  2014-10-29              0              1           0   \n",
+        "1626749  2014-11-03              0             11           0   \n",
+        "\n",
+        "                                                   context  \\\n",
+        "0        [\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684...   \n",
+        "1        #\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c19...   \n",
+        "2                     [doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...   \n",
+        "3                                       [doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026   \n",
+        "4                                         [doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~   \n",
+        "5        #\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a#\u201c\u5173\u6ce8@\u9b54\u6d6a\u84dd\u7259\u8033\u673a+\u8f6c\u53d1\u672c\u5fae\u535a\u5e76@3\u4f4d\u597d\u53cb+#\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a...   \n",
+        "6                       [\u53ef\u601c] \u53f2\u4e0a\u6700\u96be\u767b\u7684\u7684\u7f51\u7ad9\uff1ahttp://t.cn/R78fdMf   \n",
+        "7                        [\u6253\u8138]\u524d\u5929\u786e\u8ba4\u62a5\u540d\u3002\u3002\u3002\u3002\u4eca\u5929\u5356\u72ec\u5bb6\u5185\u90e8\u8d44\u6599\u7684\u7535\u8bdd\u5c31\u6765\u4e86\u3002\u3002\u3002\u3002   \n",
+        "8                                 \u53cc\u5341\u4e00\u540e\u9057\u75c7....42\u7801\u677f\u978b...\u5168\u7f3a\u8d27...   \n",
+        "9        \u3010\u8bba\u575b\u6e90\u7801\u63a8\u8350\uff086\u670830\u65e5\uff09\uff1aiOS\u5f00\u6e90RSS\u65b0\u95fb\u9605\u8bfb\u5668 \u53ef\u81ea\u52a8\u586b\u5145\u7684\u6587\u672c\u6846\u3011 http:/...   \n",
+        "10       \u3010Hadoop\u79d1\u666e\u6587\u2014\u2014\u5e38\u89c1\u768445\u4e2a\u95ee\u9898\u89e3\u7b54\u3011 http://t.cn/Rvrui7S  \uff08...   \n",
+        "11       \u3010MySQL\u7d22\u5f15\u539f\u7406\u53ca\u6162\u67e5\u8be2\u4f18\u5316\u3011 http://t.cn/RvsXH5D  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09   \n",
+        "12       \u3010\u7f51\u7ad9\u7528\u6237\u8bbf\u95ee\u901f\u5ea6\u76d1\u6d4b\u5206\u6790\u9879\u76ee(1)\u3011 http://t.cn/RPLC0uY  \uff08\u5206\u4eab\u81ea@...   \n",
+        "13        \u3010\u4e0d\u540cvlan\u95f4\u901a\u4fe1\u5982\u4f55\u5b9e\u73b0\uff1f\u3011 http://t.cn/RPLOZ49  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09   \n",
+        "14       \u5c0f\u4f19\u4f34\u4eec\uff0c\u5feb\u6765\u56f4\u89c2\uff01\u6211\u5df2\u7ecf\u5347\u7ea7\u4e3aV6\u65b0\u7248\u5fae\u535a\uff0c\u7b80\u6d01\u7684\u754c\u9762\u5e26\u6765\u66f4\u6d41\u7545\u7684\u4f53\u9a8c\u3002\u51c6\u5907\u597d\u4e86\u5417\uff1f\u548c\u6211\u4eec...   \n",
+        "15       \u6211\u521a\u6362\u4e86\u201c\u60c5\u8ff7\u5b9d\u4e3d\u6765\u201d\u5957\u88c5\uff0c\u597d\u6f02\u4eae\uff0c\u4f60\u4eec\u90fd\u5feb\u6765\u8bd5\u8bd5\uff01 http://weibo.com/ho...   \n",
+        "16                                           5k \u7684iMac\u597d\u50cf\u5f88\u4e0d\u9519   \n",
+        "17                                               \u4eca\u5929\u9047\u5230\u4e86\u4e24\u4e2a\u5947\u8469   \n",
+        "18                                               \u6ca1\u4e8b\uff0c\u53ea\u662f\u6280\u672f\u8c03\u6574   \n",
+        "19                   \u81ea\u5df1\u628a\u8138\u90fd\u6293\u4f24\u4e86\uff0c\u6240\u4ee5\u5e26\u4e0a\u4e86\u624b\u5957\u2026 http://t.cn/Rv3EAY4   \n",
+        "20                                  \u5f52\u4e61 http://t.cn/Rv1ifkh   \n",
+        "21                               \u89c9\u89c9\u7684\u5ea7\u9a7e http://t.cn/RvrX4JV   \n",
+        "22                              \u89c9\u89c9\u6ee1\u6708\u7eaa\u5ff5 http://t.cn/RPAgpC8   \n",
+        "23                            #vscocam http://t.cn/RP5Bl65   \n",
+        "24       \u5f00\u59cb\u4f7f\u7528#\u4eb2\u5b9d\u5b9d#\u8bb0\u5f55\u5b9d\u5b9d\u6210\u957f\u8fc7\u7a0b\u4e86\u3002\u901a\u8fc7\u89c6\u9891\u3001\u7167\u7247\u3001\u5f55\u97f3\u548c\u6587\u5b57\u8bb0\u5f55\u5b9d\u5b9d\u7684\u7cbe\u5f69\u77ac\u95f4\u5e76\u6c38\u4e45\u4fdd\u5b58...   \n",
+        "25                  \u6e05\u98ce\u5e26\u6765\u4e86\u732b\u996d\u548c\u76f8\u58f0\u5c4a\u6cf0\u6597\u2026\u7684\u7167\u7247\u2026 http://t.cn/RP3hroF   \n",
+        "26                   #vscocam brothers http://t.cn/RP15FGS   \n",
+        "27                  #vscocam \u597d\u57fa\u53cb\uff0c\u4ece\u5c0f\u505a\u8d77\u2026 http://t.cn/RP1ooou   \n",
+        "28       #vscocam the most beautiful season in Beijing ...   \n",
+        "29                    #vscocam #flower http://t.cn/RhvWlyf   \n",
+        "...                                                    ...   \n",
+        "1626720  #\u56f4\u89c2\u4e16\u754c\u676f\u9886\u73b0\u91d1#\u7ed9\u529b\u7684\u5fae\u535a\u4e16\u754c\u676f\u798f\u5229\u75af\u62a2ing~\u56f4\u89c2\u4e16\u754c\u676f\u8fd8\u80fd\u9886\u73b0\u91d1\u7ea2\u5305\uff0c\u8fd9\u4e8b\u513f\u4e00\u822c\u4eba\u6211...   \n",
+        "1626721                            [\u7591\u95ee]\u7ad9\u7fa4\u7cfb\u7edf\u80fd\u9632\u9ed1\u5ba2\uff1f \u8fd8\u662f\u53ef\u80fd\u88ab\u4e00\u9505\u7aef\uff1f   \n",
+        "1626722                            \u641c\u72d7\u4e4b\u524d\u4e0d\u662f\u4e5f\u9884\u544a\u51fa\u624b\u73af\u5417\uff1f \u548b\u6ca1\u6d88\u606f\u4e86\u00b7\u00b7\u00b7   \n",
+        "1626723                                               \u5206\u4eab\u56fe\u7247   \n",
+        "1626724  [\u5bb3\u7f9e]\u7ea2\u6846\u90e8\u5206\u6700\u597d\u80fd\u52a0\u4e0a\u6700\u65b0IF\u548c\u4e2d\u79d1\u9662\u5206\u533a...\u8fd9\u6837\u66f4\u65b9\u4fbf\u5927\u5bb6\u6295\u7a3f\u65f6\u9009\u62e9\u671f\u520a\u3002 @\u4e01\u9999\u56ed...   \n",
+        "1626725  [\u5bb3\u7f9e]\u7ea2\u6846\u90e8\u5206\u6700\u597d\u80fd\u52a0\u4e0a\u6700\u65b0IF\u548c\u4e2d\u79d1\u9662\u5206\u533a...\u8fd9\u6837\u66f4\u65b9\u4fbf\u5927\u5bb6\u6295\u7a3f\u65f6\u9009\u62e9\u671f\u520a\u3002 @\u4e01\u9999\u56ed...   \n",
+        "1626726                                           \u8fd9\u4e0d\u626f\u6de1\u5417\uff01\uff01\uff01   \n",
+        "1626727  \u5c0f\u7c73\u624b\u73af\u8981\u57288\u670816\u65e5\u9996\u53d1\u5566\uff0c\u4e14\u514d\u9884\u7ea6\u54e6\uff01\u771f\u5fc3\u592a\u8d5e\u4e86\uff01\u7ea2\u7c731S\u79fb\u52a84G\u7248\u548c\u5c0f\u7c73\u8def\u7531\u5668mini...   \n",
+        "1626728                     \u9047\u5230\u4e00\u4e2a\u9017\u6bd4\u2192_\u2192\u51fa\u5382\u7cfb\u7edf\u662fub\uff0c\u975e\u8981\u552e\u540e\u5e08\u5085\u7ed9\u4ed6\u88c5win7   \n",
+        "1626729  [\u9707\u60ca]MD \u8fd9\u552e\u540e\u9017\u6bd4\u554ao(\ufe36\ufe3f\ufe36)o\u5509\u2026\u2026\u5c4f\u5e55\u6ca1\u5230\uff0c\u6253\u7535\u8bdd\u8ba9\u6211\u6765\u6362\u5c4f\u2192_\u2192\u2026\u2026\u8fdb\u5185\u5c4b\u4e0d\u5230...   \n",
+        "1626730  [\u5de8\u6c57]\u4e3a\u90a3\u53f0\u964c\u751f\u4eba\u7684\u53f0\u5f0f\u4e3b\u673a\u9ed8\u54c0\u2026\u2026\u2192_\u2192\u88ab\u552e\u540e\u4ece\u8fd12\u7c73\u684c\u4e0a\u6454\u843d\u2026\u2026\u256e(\u256f\u25bd\u2570)\u256d\u73b0\u5728\u5728\u7528...   \n",
+        "1626731  #\u6211\u7231\u5c0f\u7c73\u624b\u73af#\u4e00\u76f4\u4e0d\u77e5\u9053\u8be5\u600e\u6837\u6539\u5584\u81ea\u5df1\u7761\u7720\u8d28\u91cf\uff0c@\u5c0f\u7c73\u624b\u73af \u53ef\u4ee5\u81ea\u52a8\u7761\u7720\u76d1\u63a7\uff0c\u4e86\u89e3\u4f60\u6bcf\u665a\u6df1...   \n",
+        "1626732  \u6211\u7684\u7f51\u901f\u5728\u5168\u56fd\u6392\u7b2c2495\u540d\uff0c\u4e0b\u8f7d\u901f\u5ea6\u662f4.6MB/\u79d2\uff01\u4f60\u7684\u7f51\u901f\u600e\u4e48\u6837\uff0c\u8d76\u5feb\u7528@360\u5bbd\u5e26\u6d4b...   \n",
+        "1626733                   [\u9119\u89c6]\u5c0f\u7c73\u7535\u8111\u7f51\u9875\u5c45\u7136\u4e0d\u7ed9\u6211\u767b\u9646.....\u8fd8\u597d\u6211\u673a\u667a\u679c\u65ad\u624b\u673a\u4e70   \n",
+        "1626734  #\u6211\u7231\u5c0f\u7c73\u7535\u89c6#\u9876\u914d49\u82f1\u5bf84K\u8d85\u9ad8\u6e05\u667a\u80fd\u7535\u89c6-#\u5c0f\u7c73\u7535\u89c62#\uff0c\u4ec5\u552e3399\u5143\uff01\u5fc5\u987b\u6027\u4ef7\u6bd4\u4e4b...   \n",
+        "1626735                                  [doge]\u5b66\u6821\u592a\u5927\uff0c\u8d70\u8def\u7684\u8f9b\u9178\u3002   \n",
+        "1626736                          \u54ea\u6b3e\u5b89\u5353\u90ae\u7bb1\u5ba2\u6237\u7aef\u5e26\u6709\u81ea\u52a8\u8fc7\u6ee4\u5206\u7c7b\u548c\u81ea\u52a8\u8f6c\u53d1\u529f\u80fd\uff1f   \n",
+        "1626737                        \u6c42\u5fd7\u540c\u9053\u5408\u7684\u59b9\u5b50\u4e00\u8d77\u8003\u535a\u4e00\u8d77\u505a\u535a\u540e\u4e00\u8d77\u2026\u2026\u4f60\u61c2\u5f97\u3002\u55ef\u3002   \n",
+        "1626738                                             [doge]   \n",
+        "1626739                                             [doge]   \n",
+        "1626740  #\u5c0f\u7c73\u667a\u80fd\u65b0\u54c1\u516c\u6d4b#\u5c0f\u8681\u667a\u80fd\u6444\u50cf\u673a[\u56f4\u89c2]1.\u5b9e\u9a8c\u5ba4\u7279\u6b8a\u5316\u5b66\u54c1\u4ed3\u5e93\u76d1\u63a7\u30022.\u5b9e\u9a8c\u5ba4\u52a8\u7269\u623f\u52a8\u7269...   \n",
+        "1626741  \u79d1\u5b66\u7f51\u2014\u6297\u80bf\u7624\u7684\u201c\u9006\u5929\u75c5\u6bd2\u201d\u548c\u8dd1\u706b\u8f66\u7684\u201c\u9006\u5929\u7f16\u8f91\u201d - \u738b\u627f\u5fd7\u7684\u535a\u6587 \u6297\u80bf\u7624\u7684\u201c\u9006\u5929\u75c5\u6bd2\u201d\u548c...   \n",
+        "1626742  \u5c0f\u4f19\u4f34\u4eec\uff0c\u5feb\u6765\u56f4\u89c2\uff01\u6211\u5df2\u7ecf\u5347\u7ea7\u4e3aV6\u65b0\u7248\u5fae\u535a\uff0c\u7b80\u6d01\u7684\u754c\u9762\u5e26\u6765\u66f4\u6d41\u7545\u7684\u4f53\u9a8c\u3002\u51c6\u5907\u597d\u4e86\u5417\uff1f\u548c\u6211\u4eec...   \n",
+        "1626743  #TIMEBOX\u6e38\u620f\u673a\u6765\u5566#\u53f2\u4e0a\u6e38\u620f\u6700\u591a\uff0c\u6027\u4ef7\u6bd4\u6700\u9ad8\u7684\u5b89\u5353\u7535\u89c6\u6e38\u620f\u673a\u514d\u8d39\u9001\uff01\u6211\u5df2\u7ecf\u6210\u529f\u7533\u8bf7\u4e86...   \n",
+        "1626744  \u521a\u6ce8\u518c\u7684#\u559c\u9a6c\u62c9\u96c5#\u6709\u70b9\u610f\u601d\uff0c\u662f\u4e2a\u5f88\u6709\u7528\u7684\u624b\u673a\u968f\u8eab\u542c\uff0c\u5185\u5bb9\u592a\u4e30\u5bcc\u4e86\uff0c\u60f3\u542c\u5565\u90fd\u6709\uff0c\u8fd8\u53ef\u4ee5\u968f\u624b\u5f55...   \n",
+        "1626745                                  #GeekPwn\u76f4\u64ad#[doge]   \n",
+        "1626746  @\u674e\u94c1\u519b [doge]\u4f60\u4eec\u6bd2\u9738\u90a3\u4e2a\u5fae\u4fe1\u8d26\u53f7\u96fe\u973e\u7684\u95ee\u5377\u8c03\u67e5\uff0c\u586b\u5b8c\u62bd\u5956\u4e2d\u4e86\u4e00\u4e2a\u8fd9\u4e2a\u3002\u3002\u3002\u771f\u7684\u5047\u7684...   \n",
+        "1626747           \u6211\u5206\u4eab\u4e86@\u5411\u592aTiffany\u9673\u5d50 \u7684\u6587\u7ae0 http://t.cn/R76wgLi   \n",
+        "1626748  [doge]\u94a2\u5316\u73bb\u7483\u624b\u673a\u819cbug\u6765\u4e86\u2026\u2026[\u7b11cry]\u50cf\u955c\u5b50\u4e00\u6837\u53cd\u5c04\u592a\u9633\u5149\u3002\u3002\u3002\u3002\u5feb\u88ab\u4e0a\u8bfe\u73a9\u624b...   \n",
+        "1626749  \u6c42\u4e2a\u5c0f\u7c734F\u7801........\u8001\u4eba\u51fa\u95e8\u65c5\u6e38\u770b\u5230\u540c\u56e2\u7684\u6709\uff0c\u56de\u6765\u53ee\u5631\u4e70\u4e70\u4e70\u00b7\u00b7............   \n",
+        "\n",
+        "                                             context_clean  \n",
+        "0        [u'\\u7528\\u6237', u'\\u4f53\\u9a8c', u'\\u592a\\u5...  \n",
+        "1        [u'\\u5c0f\\u7c73', u'\\u624b\\u673a', u'\\u5c4f\\u5...  \n",
+        "2        [u'\\u5929\\u732b', u'\\u771f\\u662f', u'\\u725b\\u5...  \n",
+        "3                             [u'\\u627e', u'\\u5de5\\u4f5c']  \n",
+        "4        [u'\\u6210\\u529f', u'\\u62a2', u'\\u53f0\\u7c73', ...  \n",
+        "5        [u'\\u5173\\u6ce8', u'\\u9b54\\u6d6a', u'\\u84dd\\u7...  \n",
+        "6        [u'\\u53f2\\u4e0a', u'\\u6700\\u96be', u'\\u767b', ...  \n",
+        "7        [u'\\u524d\\u5929', u'\\u786e\\u8ba4', u'\\u62a5\\u5...  \n",
+        "8        [u'\\u53cc\\u5341', u'\\u540e\\u9057\\u75c7', u'\\u7...  \n",
+        "9        [u'\\u8bba\\u575b', u'\\u6e90\\u7801', u'\\u63a8\\u8...  \n",
+        "10       [u'\\u79d1\\u666e', u'\\u6587', u'\\u5e38\\u89c1', ...  \n",
+        "11       [u'\\u7d22\\u5f15', u'\\u539f\\u7406', u'\\u53ca\\u6...  \n",
+        "12       [u'\\u7f51\\u7ad9', u'\\u7528\\u6237', u'\\u8bbf\\u9...  \n",
+        "13       [u'\\u95f4\\u901a\\u4fe1', u'\\u5b9e\\u73b0', u'\\u5...  \n",
+        "14       [u'\\u5c0f\\u4f19\\u4f34', u'\\u56f4\\u89c2', u'\\u5...  \n",
+        "15       [u'\\u521a\\u6362', u'\\u60c5\\u8ff7', u'\\u5b9d\\u4...  \n",
+        "16              [u'\\u597d\\u50cf', u'\\u4e0d\\u9519', 'imac']  \n",
+        "17       [u'\\u4eca\\u5929', u'\\u9047\\u5230', u'\\u4e24\\u4...  \n",
+        "18       [u'\\u6ca1\\u4e8b', u'\\u6280\\u672f', u'\\u8c03\\u6...  \n",
+        "19       [u'\\u8138', u'\\u6293\\u4f24', u'\\u5e26\\u4e0a', ...  \n",
+        "20                                       [u'\\u5f52\\u4e61']  \n",
+        "21                 [u'\\u89c9\\u89c9', u'\\u5ea7', u'\\u9a7e']  \n",
+        "22       [u'\\u89c9\\u89c9', u'\\u6ee1\\u6708', u'\\u7eaa\\u5...  \n",
+        "23                                             ['vscocam']  \n",
+        "24       [u'\\u4f7f\\u7528', u'\\u8bb0\\u5f55', u'\\u5b9d\\u5...  \n",
+        "25       [u'\\u6e05\\u98ce', u'\\u5e26\\u6765', u'\\u732b', ...  \n",
+        "26                                 ['vscocam', 'brothers']  \n",
+        "27       [u'\\u597d', u'\\u57fa\\u53cb', u'\\u505a\\u8d77', ...  \n",
+        "28       ['vscocam', 'beautiful', 'season', 'beijing', ...  \n",
+        "29                                 ['flower', u'vscocam ']  \n",
+        "...                                                    ...  \n",
+        "1626720  [u'\\u7ed9\\u529b', u'\\u5fae\\u535a', u'\\u4e16\\u7...  \n",
+        "1626721  [u'\\u7ad9', u'\\u7fa4', u'\\u7cfb\\u7edf', u'\\u80...  \n",
+        "1626722  [u'\\u641c\\u72d7', u'\\u4e4b\\u524d', u'\\u9884\\u5...  \n",
+        "1626723                 [u'\\u5206\\u4eab', u'\\u56fe\\u7247']  \n",
+        "1626724  [u'\\u7ea2\\u6846', u'\\u90e8\\u5206', u'\\u6700\\u5...  \n",
+        "1626725  [u'\\u7ea2\\u6846', u'\\u90e8\\u5206', u'\\u6700\\u5...  \n",
+        "1626726                                  [u'\\u626f\\u6de1']  \n",
+        "1626727  [u'\\u5c0f\\u7c73', u'\\u624b\\u73af', u'\\u9996\\u5...  \n",
+        "1626728  [u'\\u9047\\u5230', u'\\u4e00\\u4e2a', u'\\u9017\\u6...  \n",
+        "1626729  [u'\\u552e\\u540e', u'\\u9017\\u6bd4', u'\\ufe36', ...  \n",
+        "1626730  [u'\\u90a3\\u53f0', u'\\u964c\\u751f\\u4eba', u'\\u5...  \n",
+        "1626731  [u'\\u4e00\\u76f4', u'\\u77e5\\u9053', u'\\u6539\\u5...  \n",
+        "1626732  [u'\\u7f51\\u901f', u'\\u5168\\u56fd', u'\\u6392\\u7...  \n",
+        "1626733  [u'\\u5c0f\\u7c73', u'\\u7535\\u8111', u'\\u7f51\\u9...  \n",
+        "1626734  [u'\\u9876\\u914d', u'\\u82f1\\u5bf8', u'\\u8d85\\u9...  \n",
+        "1626735  [u'\\u5b66\\u6821', u'\\u592a', u'\\u8d70\\u8def', ...  \n",
+        "1626736  [u'\\u54ea\\u6b3e', u'\\u5b89\\u5353', u'\\u90ae\\u7...  \n",
+        "1626737  [u'\\u6c42', u'\\u5fd7\\u540c\\u9053\\u5408', u'\\u5...  \n",
+        "1626738                                                 []  \n",
+        "1626739                                                 []  \n",
+        "1626740  [u'\\u5c0f\\u8681', u'\\u667a\\u80fd', u'\\u6444\\u5...  \n",
+        "1626741  [u'\\u79d1\\u5b66\\u7f51', u'\\u6297\\u80bf\\u7624',...  \n",
+        "1626742  [u'\\u5c0f\\u4f19\\u4f34', u'\\u56f4\\u89c2', u'\\u5...  \n",
+        "1626743  [u'\\u53f2\\u4e0a', u'\\u6e38\\u620f', u'\\u6700', ...  \n",
+        "1626744  [u'\\u6ce8\\u518c', u'\\u6709\\u70b9', u'\\u610f\\u6...  \n",
+        "1626745                           [u'GeekPwn\\u76f4\\u64ad']  \n",
+        "1626746  [u'\\u6bd2\\u9738', u'\\u5fae\\u4fe1', u'\\u8d26\\u5...  \n",
+        "1626747  [u'\\u5206\\u4eab', u'\\u5411\\u592aTiffany\\u9673\\...  \n",
+        "1626748  [u'\\u94a2\\u5316\\u73bb\\u7483', u'\\u624b\\u673a',...  \n",
+        "1626749  [u'\\u6c42\\u4e2a', u'\\u5c0f\\u7c73', u'\\u7801', ...  \n",
+        "\n",
+        "[1626750 rows x 8 columns]\n"
+       ]
+      },
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>BOW_1</th>\n",
+        "      <th>BOW_2</th>\n",
+        "      <th>BOW_3</th>\n",
+        "      <th>BOW_4</th>\n",
+        "      <th>BOW_5</th>\n",
+        "      <th>BOW_6</th>\n",
+        "      <th>BOW_7</th>\n",
+        "      <th>BOW_8</th>\n",
+        "      <th>BOW_9</th>\n",
+        "      <th>BOW_10</th>\n",
+        "      <th>...</th>\n",
+        "      <th>BOW_991</th>\n",
+        "      <th>BOW_992</th>\n",
+        "      <th>BOW_993</th>\n",
+        "      <th>BOW_994</th>\n",
+        "      <th>BOW_995</th>\n",
+        "      <th>BOW_996</th>\n",
+        "      <th>BOW_997</th>\n",
+        "      <th>BOW_998</th>\n",
+        "      <th>BOW_999</th>\n",
+        "      <th>BOW_1000</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272672</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272673</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272674</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272675</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272676</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272677</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272678</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272679</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272680</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272681</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272682</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272683</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272684</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272685</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272686</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272687</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272688</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272689</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272690</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272691</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272692</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272693</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272694</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272695</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272696</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272697</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272698</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272699</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272700</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272701</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>272702 rows \u00d7 1000 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 8,
+       "text": [
+        "        BOW_1  BOW_2  BOW_3  BOW_4  BOW_5  BOW_6  BOW_7  BOW_8  BOW_9  BOW_10  \\\n",
+        "0           0      0      0      0      0      0      0      0      0       0   \n",
+        "1           0      0      0      0      0      0      0      0      0       0   \n",
+        "2           0      0      0      0      0      0      0      0      0       0   \n",
+        "3           0      0      0      0      0      0      0      0      0       0   \n",
+        "4           0      0      0      0      0      0      0      0      0       0   \n",
+        "5           0      0      0      0      0      0      0      0      0       0   \n",
+        "6           0      0      0      0      0      0      0      0      0       0   \n",
+        "7           0      0      0      0      0      0      0      0      0       0   \n",
+        "8           0      0      0      0      0      0      0      0      0       0   \n",
+        "9           0      0      0      0      0      0      0      0      0       0   \n",
+        "10          0      0      0      0      0      0      0      0      0       0   \n",
+        "11          0      0      0      0      0      0      0      0      0       0   \n",
+        "12          0      0      0      0      0      0      0      0      0       0   \n",
+        "13          0      0      0      0      0      0      0      0      0       0   \n",
+        "14          0      0      0      0      0      0      0      0      0       0   \n",
+        "15          0      0      0      0      0      0      0      0      0       0   \n",
+        "16          0      0      0      0      0      0      0      0      0       0   \n",
+        "17          0      0      0      0      0      0      0      0      0       0   \n",
+        "18          0      0      0      0      0      0      0      0      0       0   \n",
+        "19          0      0      0      0      0      0      0      0      0       0   \n",
+        "20          0      0      0      0      0      0      0      0      0       0   \n",
+        "21          0      0      0      0      0      0      0      0      0       0   \n",
+        "22          0      0      0      0      0      0      0      0      0       0   \n",
+        "23          0      0      0      0      0      0      0      0      0       0   \n",
+        "24          0      0      0      0      0      0      0      0      0       0   \n",
+        "25          0      0      0      0      0      0      0      0      0       0   \n",
+        "26          0      0      0      0      0      0      0      0      0       0   \n",
+        "27          0      0      0      0      0      0      0      0      0       0   \n",
+        "28          0      0      0      0      0      0      0      0      0       0   \n",
+        "29          0      0      0      0      0      0      0      0      0       0   \n",
+        "...       ...    ...    ...    ...    ...    ...    ...    ...    ...     ...   \n",
+        "272672      0      0      0      0      0      0      0      0      0       0   \n",
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+        "272686      1      0      0      0      0      0      0      0      0       0   \n",
+        "272687      0      0      0      0      0      0      0      0      0       0   \n",
+        "272688      0      0      0      0      0      0      0      0      0       0   \n",
+        "272689      0      0      0      0      0      0      0      0      0       0   \n",
+        "272690      0      0      0      0      0      0      0      0      0       0   \n",
+        "272691      0      0      0      0      0      0      0      0      0       0   \n",
+        "272692      0      0      0      0      0      0      0      0      0       0   \n",
+        "272693      0      0      0      0      0      0      0      0      0       0   \n",
+        "272694      0      0      0      0      0      0      0      0      0       0   \n",
+        "272695      0      0      0      0      0      0      0      0      0       0   \n",
+        "272696      0      0      0      0      0      0      0      0      0       0   \n",
+        "272697      0      0      0      0      0      0      0      0      0       0   \n",
+        "272698      0      0      0      0      0      0      0      0      0       0   \n",
+        "272699      0      0      0      0      0      0      0      0      0       0   \n",
+        "272700      0      0      0      0      0      0      0      0      0       0   \n",
+        "272701      0      0      0      0      0      0      0      0      0       0   \n",
+        "\n",
+        "         ...    BOW_991  BOW_992  BOW_993  BOW_994  BOW_995  BOW_996  BOW_997  \\\n",
+        "0        ...          0        0        0        0        0        0        0   \n",
+        "1        ...          0        0        0        0        0        0        0   \n",
+        "2        ...          0        0        0        0        0        0        0   \n",
+        "3        ...          0        0        0        0        0        0        0   \n",
+        "4        ...          0        0        0        0        0        0        0   \n",
+        "5        ...          0        0        0        0        0        0        0   \n",
+        "6        ...          0        0        0        0        0        0        0   \n",
+        "7        ...          0        0        0        0        0        0        0   \n",
+        "8        ...          0        0        0        0        0        0        0   \n",
+        "9        ...          0        0        0        0        0        0        0   \n",
+        "10       ...          0        0        0        0        0        0        0   \n",
+        "11       ...          0        0        0        0        0        0        0   \n",
+        "12       ...          0        0        0        0        0        0        0   \n",
+        "13       ...          0        0        0        0        0        0        0   \n",
+        "14       ...          0        0        0        0        0        0        0   \n",
+        "15       ...          0        0        0        0        0        0        0   \n",
+        "16       ...          0        0        0        0        0        0        0   \n",
+        "17       ...          0        0        0        0        0        0        0   \n",
+        "18       ...          0        0        0        0        0        0        0   \n",
+        "19       ...          0        0        0        0        0        0        0   \n",
+        "20       ...          0        0        0        0        0        0        0   \n",
+        "21       ...          0        0        0        0        0        0        0   \n",
+        "22       ...          0        0        0        0        0        0        0   \n",
+        "23       ...          0        0        0        0        0        0        0   \n",
+        "24       ...          0        0        0        0        0        0        0   \n",
+        "25       ...          0        0        0        0        0        0        0   \n",
+        "26       ...          0        0        0        0        0        0        0   \n",
+        "27       ...          0        0        0        0        0        0        0   \n",
+        "28       ...          0        0        0        0        0        0        0   \n",
+        "29       ...          0        0        0        0        0        1        0   \n",
+        "...      ...        ...      ...      ...      ...      ...      ...      ...   \n",
+        "272672   ...          1        0        0        0        0        0        0   \n",
+        "272673   ...          0        0        0        0        0        0        0   \n",
+        "272674   ...          0        0        0        0        0        0        0   \n",
+        "272675   ...          0        0        0        0        0        0        0   \n",
+        "272676   ...          0        0        0        0        0        0        0   \n",
+        "272677   ...          0        0        0        0        0        0        0   \n",
+        "272678   ...          0        0        0        0        0        0        0   \n",
+        "272679   ...          0        0        0        0        0        0        0   \n",
+        "272680   ...          0        0        0        0        0        0        0   \n",
+        "272681   ...          0        0        0        0        0        0        0   \n",
+        "272682   ...          0        0        0        0        0        0        0   \n",
+        "272683   ...          1        0        0        0        0        0        0   \n",
+        "272684   ...          0        0        0        0        0        0        0   \n",
+        "272685   ...          0        0        0        0        0        0        1   \n",
+        "272686   ...          0        0        0        0        0        0        0   \n",
+        "272687   ...          0        0        0        0        0        0        0   \n",
+        "272688   ...          0        0        0        0        0        0        0   \n",
+        "272689   ...          0        0        0        0        0        0        0   \n",
+        "272690   ...          0        0        1        0        0        0        0   \n",
+        "272691   ...          0        0        0        0        0        0        0   \n",
+        "272692   ...          0        0        0        0        0        0        0   \n",
+        "272693   ...          0        0        0        0        0        0        0   \n",
+        "272694   ...          0        1        0        0        0        0        0   \n",
+        "272695   ...          0        0        0        0        0        0        0   \n",
+        "272696   ...          0        0        0        0        0        0        0   \n",
+        "272697   ...          0        0        0        0        0        0        0   \n",
+        "272698   ...          1        0        0        0        0        0        0   \n",
+        "272699   ...          0        0        0        0        0        0        0   \n",
+        "272700   ...          0        0        0        0        0        0        0   \n",
+        "272701   ...          0        0        0        0        0        0        0   \n",
+        "\n",
+        "        BOW_998  BOW_999  BOW_1000  \n",
+        "0             0        0         0  \n",
+        "1             0        0         0  \n",
+        "2             0        0         0  \n",
+        "3             0        0         0  \n",
+        "4             0        0         0  \n",
+        "5             0        0         0  \n",
+        "6             0        0         0  \n",
+        "7             0        0         0  \n",
+        "8             0        0         0  \n",
+        "9             0        0         0  \n",
+        "10            0        0         0  \n",
+        "11            0        0         0  \n",
+        "12            0        0         0  \n",
+        "13            0        0         0  \n",
+        "14            0        0         0  \n",
+        "15            0        0         0  \n",
+        "16            0        0         0  \n",
+        "17            0        0         0  \n",
+        "18            0        0         0  \n",
+        "19            0        0         0  \n",
+        "20            0        0         0  \n",
+        "21            0        0         0  \n",
+        "22            0        0         0  \n",
+        "23            0        0         0  \n",
+        "24            0        0         0  \n",
+        "25            0        0         0  \n",
+        "26            0        0         0  \n",
+        "27            0        0         0  \n",
+        "28            0        0         0  \n",
+        "29            0        0         0  \n",
+        "...         ...      ...       ...  \n",
+        "272672        0        0         0  \n",
+        "272673        0        0         0  \n",
+        "272674        0        0         0  \n",
+        "272675        0        0         0  \n",
+        "272676        0        0         0  \n",
+        "272677        0        0         0  \n",
+        "272678        0        0         0  \n",
+        "272679        0        0         0  \n",
+        "272680        0        0         0  \n",
+        "272681        0        0         0  \n",
+        "272682        0        0         0  \n",
+        "272683        0        0         0  \n",
+        "272684        0        0         0  \n",
+        "272685        0        0         0  \n",
+        "272686        0        0         0  \n",
+        "272687        0        0         0  \n",
+        "272688        0        0         0  \n",
+        "272689        0        0         0  \n",
+        "272690        0        0         0  \n",
+        "272691        0        0         0  \n",
+        "272692        0        0         0  \n",
+        "272693        0        0         0  \n",
+        "272694        0        0         0  \n",
+        "272695        0        0         0  \n",
+        "272696        0        0         0  \n",
+        "272697        0        0         0  \n",
+        "272698        0        0         0  \n",
+        "272699        0        0         0  \n",
+        "272700        0        0         0  \n",
+        "272701        0        0         0  \n",
+        "\n",
+        "[272702 rows x 1000 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 8
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.BOW(vec_time=['2014-08-01','2014-12-31'],max_features=100,fit=True)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>BOW_1</th>\n",
+        "      <th>BOW_2</th>\n",
+        "      <th>BOW_3</th>\n",
+        "      <th>BOW_4</th>\n",
+        "      <th>BOW_5</th>\n",
+        "      <th>BOW_6</th>\n",
+        "      <th>BOW_7</th>\n",
+        "      <th>BOW_8</th>\n",
+        "      <th>BOW_9</th>\n",
+        "      <th>BOW_10</th>\n",
+        "      <th>...</th>\n",
+        "      <th>BOW_91</th>\n",
+        "      <th>BOW_92</th>\n",
+        "      <th>BOW_93</th>\n",
+        "      <th>BOW_94</th>\n",
+        "      <th>BOW_95</th>\n",
+        "      <th>BOW_96</th>\n",
+        "      <th>BOW_97</th>\n",
+        "      <th>BOW_98</th>\n",
+        "      <th>BOW_99</th>\n",
+        "      <th>BOW_100</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0      </th>\n",
+        "      <td> 3</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 3</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9      </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347401</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347402</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347403</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347404</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347405</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347406</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347407</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347408</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347409</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347410</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347411</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347412</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347413</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347414</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347415</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347416</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347417</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347418</th>\n",
+        "      <td> 3</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347419</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347420</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347421</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347422</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347423</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347424</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347425</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347426</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347427</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347428</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347429</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347430</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>1347431 rows \u00d7 100 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 125,
+       "text": [
+        "         BOW_1  BOW_2  BOW_3  BOW_4  BOW_5  BOW_6  BOW_7  BOW_8  BOW_9  \\\n",
+        "0            3      1      0      0      0      1      0      0      0   \n",
+        "1            0      0      0      0      0      0      1      0      0   \n",
+        "2            0      0      0      0      0      0      0      0      0   \n",
+        "3            0      0      0      0      0      0      0      0      0   \n",
+        "4            0      0      0      0      0      0      0      0      0   \n",
+        "5            0      0      0      0      0      0      0      0      0   \n",
+        "6            0      1      0      0      0      0      0      0      0   \n",
+        "7            0      0      0      0      0      0      0      0      0   \n",
+        "8            0      0      0      0      0      0      0      0      0   \n",
+        "9            1      0      0      0      0      0      0      0      0   \n",
+        "10           0      0      0      0      0      0      0      0      0   \n",
+        "11           0      0      0      1      0      0      0      0      0   \n",
+        "12           0      0      0      0      0      1      0      0      0   \n",
+        "13           0      0      0      0      0      0      0      0      1   \n",
+        "14           0      0      0      0      0      0      0      0      0   \n",
+        "15           0      0      0      0      0      0      0      0      0   \n",
+        "16           0      0      0      0      0      0      0      0      0   \n",
+        "17           0      0      0      0      0      0      0      0      0   \n",
+        "18           0      0      0      0      0      0      0      0      0   \n",
+        "19           0      0      0      0      0      0      0      0      0   \n",
+        "20           0      0      0      0      0      0      0      0      0   \n",
+        "21           0      0      0      0      0      0      0      0      0   \n",
+        "22           0      0      0      0      0      0      0      0      0   \n",
+        "23           0      0      0      0      0      0      0      0      0   \n",
+        "24           0      0      0      0      0      0      0      0      0   \n",
+        "25           0      0      0      0      0      0      0      0      0   \n",
+        "26           0      0      0      0      0      0      0      0      0   \n",
+        "27           0      0      0      0      0      0      0      0      0   \n",
+        "28           0      0      0      0      0      0      0      0      0   \n",
+        "29           0      0      0      0      0      0      0      0      0   \n",
+        "...        ...    ...    ...    ...    ...    ...    ...    ...    ...   \n",
+        "1347401      0      0      0      0      0      0      0      0      0   \n",
+        "1347402      0      0      0      0      0      0      0      0      0   \n",
+        "1347403      0      0      0      0      0      0      0      0      0   \n",
+        "1347404      0      0      0      0      0      0      0      0      0   \n",
+        "1347405      0      0      0      0      0      0      1      0      0   \n",
+        "1347406      0      0      0      0      0      0      1      0      0   \n",
+        "1347407      0      0      0      0      0      0      0      0      0   \n",
+        "1347408      0      1      0      0      0      1      0      0      0   \n",
+        "1347409      1      0      0      0      0      1      0      0      0   \n",
+        "1347410      0      0      0      1      0      0      0      0      0   \n",
+        "1347411      0      1      0      0      0      0      0      0      0   \n",
+        "1347412      1      0      0      0      0      0      0      0      0   \n",
+        "1347413      1      1      1      1      0      0      0      0      0   \n",
+        "1347414      0      0      0      0      0      0      0      0      0   \n",
+        "1347415      0      0      1      0      0      0      0      0      0   \n",
+        "1347416      0      0      0      0      0      0      0      0      0   \n",
+        "1347417      0      0      0      0      0      0      0      0      0   \n",
+        "1347418      3      0      0      0      0      0      0      0      0   \n",
+        "1347419      0      0      0      0      0      0      0      0      0   \n",
+        "1347420      0      0      0      0      0      0      0      0      0   \n",
+        "1347421      0      0      0      0      0      0      0      0      0   \n",
+        "1347422      0      0      0      0      0      0      1      0      0   \n",
+        "1347423      1      0      0      0      0      0      0      0      0   \n",
+        "1347424      1      1      0      0      0      0      0      0      0   \n",
+        "1347425      1      0      1      0      0      0      0      0      0   \n",
+        "1347426      0      0      0      0      0      0      0      0      0   \n",
+        "1347427      1      0      0      0      0      1      1      0      0   \n",
+        "1347428      0      0      0      0      0      0      0      0      0   \n",
+        "1347429      0      1      0      0      0      0      0      0      0   \n",
+        "1347430      0      0      0      0      0      1      0      0      0   \n",
+        "\n",
+        "         BOW_10   ...    BOW_91  BOW_92  BOW_93  BOW_94  BOW_95  BOW_96  \\\n",
+        "0             0   ...         0       0       0       0       0       0   \n",
+        "1             1   ...         0       0       0       0       0       0   \n",
+        "2             0   ...         0       0       0       0       0       0   \n",
+        "3             0   ...         0       0       0       0       0       0   \n",
+        "4             0   ...         0       0       0       0       0       0   \n",
+        "5             0   ...         0       0       0       0       0       0   \n",
+        "6             0   ...         0       0       0       0       0       0   \n",
+        "7             0   ...         0       0       0       0       0       0   \n",
+        "8             0   ...         0       0       0       0       0       0   \n",
+        "9             0   ...         0       0       0       1       0       0   \n",
+        "10            0   ...         0       2       0       0       0       0   \n",
+        "11            0   ...         0       0       0       0       0       0   \n",
+        "12            0   ...         0       0       0       0       0       0   \n",
+        "13            0   ...         0       0       0       0       0       0   \n",
+        "14            0   ...         0       0       0       0       0       0   \n",
+        "15            0   ...         0       0       0       0       0       0   \n",
+        "16            0   ...         0       0       0       1       0       0   \n",
+        "17            0   ...         0       0       0       0       0       0   \n",
+        "18            0   ...         0       0       0       0       0       0   \n",
+        "19            0   ...         0       0       0       0       0       0   \n",
+        "20            0   ...         0       0       0       0       0       0   \n",
+        "21            0   ...         0       0       0       0       0       0   \n",
+        "22            0   ...         0       0       0       0       0       0   \n",
+        "23            0   ...         0       0       0       0       0       0   \n",
+        "24            0   ...         0       0       0       0       0       0   \n",
+        "25            0   ...         0       0       0       0       0       0   \n",
+        "26            0   ...         0       0       0       0       0       0   \n",
+        "27            0   ...         0       0       0       0       0       0   \n",
+        "28            0   ...         0       0       0       0       0       0   \n",
+        "29            0   ...         0       0       0       0       0       0   \n",
+        "...         ...   ...       ...     ...     ...     ...     ...     ...   \n",
+        "1347401       1   ...         0       0       0       0       0       0   \n",
+        "1347402       1   ...         0       0       0       0       0       0   \n",
+        "1347403       1   ...         0       0       0       0       0       0   \n",
+        "1347404       1   ...         0       0       0       0       0       0   \n",
+        "1347405       0   ...         0       0       0       0       0       0   \n",
+        "1347406       0   ...         0       0       0       0       0       0   \n",
+        "1347407       0   ...         0       0       0       0       0       0   \n",
+        "1347408       0   ...         0       0       0       0       0       0   \n",
+        "1347409       0   ...         0       0       0       0       0       0   \n",
+        "1347410       0   ...         0       0       0       0       0       0   \n",
+        "1347411       0   ...         0       0       0       0       0       0   \n",
+        "1347412       1   ...         0       0       0       0       0       1   \n",
+        "1347413       0   ...         0       0       0       0       0       0   \n",
+        "1347414       0   ...         0       0       0       0       0       0   \n",
+        "1347415       0   ...         0       0       0       0       0       0   \n",
+        "1347416       0   ...         0       0       0       0       0       0   \n",
+        "1347417       0   ...         0       0       0       0       1       0   \n",
+        "1347418       0   ...         0       0       0       3       0       1   \n",
+        "1347419       0   ...         0       0       0       0       0       0   \n",
+        "1347420       0   ...         0       0       0       0       0       0   \n",
+        "1347421       0   ...         0       0       0       0       0       0   \n",
+        "1347422       0   ...         0       0       0       0       0       0   \n",
+        "1347423       0   ...         0       0       0       1       0       0   \n",
+        "1347424       0   ...         0       0       0       0       0       0   \n",
+        "1347425       1   ...         0       2       0       0       0       0   \n",
+        "1347426       0   ...         0       0       0       0       0       0   \n",
+        "1347427       0   ...         0       0       0       0       0       0   \n",
+        "1347428       1   ...         0       0       0       0       0       0   \n",
+        "1347429       0   ...         0       0       0       0       0       0   \n",
+        "1347430       0   ...         0       0       0       0       0       0   \n",
+        "\n",
+        "         BOW_97  BOW_98  BOW_99  BOW_100  \n",
+        "0             1       0       0        0  \n",
+        "1             0       0       0        3  \n",
+        "2             0       0       0        0  \n",
+        "3             0       0       0        0  \n",
+        "4             0       0       0        0  \n",
+        "5             0       0       0        0  \n",
+        "6             0       0       0        0  \n",
+        "7             0       0       0        0  \n",
+        "8             0       0       0        0  \n",
+        "9             0       0       1        0  \n",
+        "10            0       0       0        0  \n",
+        "11            0       0       0        0  \n",
+        "12            0       0       0        0  \n",
+        "13            0       0       0        0  \n",
+        "14            0       0       0        0  \n",
+        "15            0       0       0        0  \n",
+        "16            0       0       0        0  \n",
+        "17            0       0       0        0  \n",
+        "18            0       0       0        0  \n",
+        "19            0       0       0        0  \n",
+        "20            0       0       0        0  \n",
+        "21            0       0       0        0  \n",
+        "22            0       0       0        0  \n",
+        "23            0       0       0        0  \n",
+        "24            0       0       0        0  \n",
+        "25            0       0       0        0  \n",
+        "26            0       0       0        0  \n",
+        "27            0       0       0        0  \n",
+        "28            0       0       0        0  \n",
+        "29            0       0       0        0  \n",
+        "...         ...     ...     ...      ...  \n",
+        "1347401       0       0       0        0  \n",
+        "1347402       0       0       0        0  \n",
+        "1347403       0       0       0        0  \n",
+        "1347404       0       0       0        0  \n",
+        "1347405       0       0       0        0  \n",
+        "1347406       0       0       0        0  \n",
+        "1347407       0       0       0        0  \n",
+        "1347408       0       0       0        1  \n",
+        "1347409       0       0       0        0  \n",
+        "1347410       0       0       1        0  \n",
+        "1347411       0       0       0        0  \n",
+        "1347412       0       1       0        0  \n",
+        "1347413       0       0       0        0  \n",
+        "1347414       0       0       0        0  \n",
+        "1347415       0       0       0        1  \n",
+        "1347416       0       0       0        0  \n",
+        "1347417       0       0       0        0  \n",
+        "1347418       0       0       0        0  \n",
+        "1347419       0       0       0        0  \n",
+        "1347420       0       0       0        0  \n",
+        "1347421       0       0       0        0  \n",
+        "1347422       0       0       0        0  \n",
+        "1347423       0       0       1        0  \n",
+        "1347424       0       0       0        1  \n",
+        "1347425       0       0       0        0  \n",
+        "1347426       0       0       0        0  \n",
+        "1347427       0       0       0        0  \n",
+        "1347428       0       0       0        0  \n",
+        "1347429       0       0       0        0  \n",
+        "1347430       0       0       0        0  \n",
+        "\n",
+        "[1347431 rows x 100 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 125
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.BOW(data_time=['2015-01-01','2015-01-31'],vec_time=['2014-08-01','2014-12-31'],max_features=100)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>BOW_1</th>\n",
+        "      <th>BOW_2</th>\n",
+        "      <th>BOW_3</th>\n",
+        "      <th>BOW_4</th>\n",
+        "      <th>BOW_5</th>\n",
+        "      <th>BOW_6</th>\n",
+        "      <th>BOW_7</th>\n",
+        "      <th>BOW_8</th>\n",
+        "      <th>BOW_9</th>\n",
+        "      <th>BOW_10</th>\n",
+        "      <th>...</th>\n",
+        "      <th>BOW_91</th>\n",
+        "      <th>BOW_92</th>\n",
+        "      <th>BOW_93</th>\n",
+        "      <th>BOW_94</th>\n",
+        "      <th>BOW_95</th>\n",
+        "      <th>BOW_96</th>\n",
+        "      <th>BOW_97</th>\n",
+        "      <th>BOW_98</th>\n",
+        "      <th>BOW_99</th>\n",
+        "      <th>BOW_100</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
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+        "      <td> 1</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275301</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275302</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275303</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275304</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275305</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275306</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275307</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275308</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275309</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275310</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275311</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275312</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275313</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275314</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275315</th>\n",
+        "      <td> 4</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275316</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275317</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275318</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275319</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275320</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275321</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275322</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275323</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275324</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275325</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275326</th>\n",
+        "      <td> 3</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275327</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275328</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275329</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275330</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>275331 rows \u00d7 100 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 154,
+       "text": [
+        "        BOW_1  BOW_2  BOW_3  BOW_4  BOW_5  BOW_6  BOW_7  BOW_8  BOW_9  BOW_10  \\\n",
+        "0           0      0      0      0      0      0      0      0      0       0   \n",
+        "1           0      0      0      0      0      0      0      0      0       0   \n",
+        "2           1      0      0      0      0      1      1      0      0       0   \n",
+        "3           0      0      1      0      0      0      0      0      0       0   \n",
+        "4           1      0      1      0      0      1      0      0      0       0   \n",
+        "5           0      0      0      0      0      0      0      0      0       0   \n",
+        "6           0      0      0      0      0      0      0      0      0       1   \n",
+        "7           0      1      0      0      0      0      0      0      0       0   \n",
+        "8           1      0      0      0      0      0      0      0      0       0   \n",
+        "9           0      0      0      0      0      0      0      0      0       0   \n",
+        "10          2      0      0      0      0      0      0      0      1       0   \n",
+        "11          0      0      0      0      0      0      0      0      0       0   \n",
+        "12          0      0      0      0      0      0      0      0      0       0   \n",
+        "13          0      0      0      0      0      0      0      0      0       0   \n",
+        "14          0      0      0      0      0      0      0      0      0       0   \n",
+        "15          0      0      0      0      0      0      0      0      0       0   \n",
+        "16          0      0      0      0      0      0      0      0      0       0   \n",
+        "17          1      0      0      0      0      0      0      0      0       0   \n",
+        "18          0      0      0      0      0      0      1      0      0       0   \n",
+        "19          0      1      0      0      0      0      0      0      0       2   \n",
+        "20          1      0      0      0      0      0      0      0      0       0   \n",
+        "21          1      0      0      0      0      0      0      0      0       0   \n",
+        "22          0      1      1      0      0      0      0      0      0       0   \n",
+        "23          0      0      0      0      0      0      0      0      0       0   \n",
+        "24          0      0      0      0      0      0      0      0      0       0   \n",
+        "25          0      0      0      0      0      0      0      0      0       0   \n",
+        "26          0      0      0      0      0      0      0      0      0       0   \n",
+        "27          0      0      0      0      0      0      0      0      0       0   \n",
+        "28          2      0      0      0      0      2      0      0      0       0   \n",
+        "29          1      0      1      2      0      1      0      0      0       0   \n",
+        "...       ...    ...    ...    ...    ...    ...    ...    ...    ...     ...   \n",
+        "275301      1      0      0      0      0      0      0      0      0       1   \n",
+        "275302      2      0      0      0      0      0      0      0      0       2   \n",
+        "275303      1      0      0      0      0      0      0      1      0       1   \n",
+        "275304      0      0      0      0      0      0      0      0      0       0   \n",
+        "275305      0      0      0      0      0      0      0      0      0       0   \n",
+        "275306      0      0      1      0      0      0      0      0      0       0   \n",
+        "275307      0      0      0      0      0      1      0      0      0       0   \n",
+        "275308      1      0      1      0      0      0      0      0      0       0   \n",
+        "275309      0      0      0      0      0      0      0      0      0       0   \n",
+        "275310      1      2      0      0      0      0      0      0      0       0   \n",
+        "275311      0      0      0      0      0      0      0      0      0       0   \n",
+        "275312      0      0      0      0      0      0      0      0      0       0   \n",
+        "275313      0      0      0      0      0      0      0      0      0       0   \n",
+        "275314      1      0      0      0      0      1      0      0      0       0   \n",
+        "275315      4      1      0      1      0      0      0      0      0       0   \n",
+        "275316      0      0      0      0      0      0      0      0      0       2   \n",
+        "275317      0      0      0      1      0      0      1      0      0       1   \n",
+        "275318      0      0      0      0      0      0      0      0      0       0   \n",
+        "275319      0      0      0      0      0      0      1      0      0       0   \n",
+        "275320      0      0      0      0      0      0      0      0      0       0   \n",
+        "275321      1      0      0      0      0      1      0      0      0       0   \n",
+        "275322      0      0      0      0      0      0      1      0      0       0   \n",
+        "275323      0      0      0      0      0      0      0      0      0       0   \n",
+        "275324      0      0      0      0      0      0      1      0      0       0   \n",
+        "275325      0      0      0      0      0      0      0      0      0       0   \n",
+        "275326      3      2      0      1      0      2      0      0      0       0   \n",
+        "275327      0      0      0      1      1      0      0      0      0       0   \n",
+        "275328      0      0      0      0      0      0      0      0      0       0   \n",
+        "275329      2      0      0      0      1      0      0      0      0       0   \n",
+        "275330      0      0      0      0      0      0      0      0      0       1   \n",
+        "\n",
+        "         ...    BOW_91  BOW_92  BOW_93  BOW_94  BOW_95  BOW_96  BOW_97  \\\n",
+        "0        ...         0       0       0       0       0       0       0   \n",
+        "1        ...         0       0       0       0       0       0       0   \n",
+        "2        ...         0       0       0       0       0       0       0   \n",
+        "3        ...         0       0       0       0       0       0       0   \n",
+        "4        ...         2       0       0       0       0       1       0   \n",
+        "5        ...         0       0       0       0       0       0       0   \n",
+        "6        ...         0       0       0       0       0       0       0   \n",
+        "7        ...         0       0       0       0       0       0       0   \n",
+        "8        ...         0       0       0       1       0       0       0   \n",
+        "9        ...         0       0       0       0       0       0       0   \n",
+        "10       ...         0       0       0       0       0       0       0   \n",
+        "11       ...         0       0       0       0       0       0       0   \n",
+        "12       ...         0       0       0       0       0       0       0   \n",
+        "13       ...         0       0       0       0       0       0       1   \n",
+        "14       ...         0       0       0       0       0       0       0   \n",
+        "15       ...         0       0       0       0       0       0       0   \n",
+        "16       ...         0       0       0       0       0       0       0   \n",
+        "17       ...         0       0       0       0       0       0       0   \n",
+        "18       ...         0       2       0       0       0       0       0   \n",
+        "19       ...         0       0       0       0       0       0       0   \n",
+        "20       ...         0       0       0       1       0       0       0   \n",
+        "21       ...         0       0       0       1       0       0       0   \n",
+        "22       ...         0       0       0       0       0       0       0   \n",
+        "23       ...         0       0       0       0       0       0       0   \n",
+        "24       ...         0       0       0       0       0       0       0   \n",
+        "25       ...         0       0       0       0       0       0       0   \n",
+        "26       ...         0       0       0       0       0       0       0   \n",
+        "27       ...         0       0       0       0       0       0       0   \n",
+        "28       ...         4       0       0       0       0       0       0   \n",
+        "29       ...         0       0       0       0       0       0       0   \n",
+        "...      ...       ...     ...     ...     ...     ...     ...     ...   \n",
+        "275301   ...         0       0       0       0       0       0       0   \n",
+        "275302   ...         0       0       0       0       1       0       0   \n",
+        "275303   ...         0       0       0       0       0       0       0   \n",
+        "275304   ...         0       0       0       0       0       0       0   \n",
+        "275305   ...         0       0       0       0       1       0       0   \n",
+        "275306   ...         0       0       0       0       0       0       0   \n",
+        "275307   ...         0       0       0       0       1       0       0   \n",
+        "275308   ...         0       1       0       1       0       0       0   \n",
+        "275309   ...         0       0       0       0       1       0       0   \n",
+        "275310   ...         0       0       0       0       1       0       0   \n",
+        "275311   ...         0       0       0       0       0       0       0   \n",
+        "275312   ...         0       0       0       0       1       0       0   \n",
+        "275313   ...         0       0       0       0       1       0       0   \n",
+        "275314   ...         0       0       0       0       0       0       0   \n",
+        "275315   ...         0       0       1       0       1       0       0   \n",
+        "275316   ...         1       0       0       0       0       0       0   \n",
+        "275317   ...         0       0       0       0       0       0       0   \n",
+        "275318   ...         0       0       0       0       0       0       0   \n",
+        "275319   ...         0       0       0       1       0       0       0   \n",
+        "275320   ...         0       0       0       0       0       0       0   \n",
+        "275321   ...         0       0       0       0       0       0       0   \n",
+        "275322   ...         0       2       0       0       0       0       0   \n",
+        "275323   ...         0       0       0       0       0       0       0   \n",
+        "275324   ...         0       2       0       0       0       0       0   \n",
+        "275325   ...         0       0       0       0       0       0       0   \n",
+        "275326   ...         0       0       1       0       0       0       0   \n",
+        "275327   ...         0       0       1       0       0       0       0   \n",
+        "275328   ...         0       0       0       0       0       0       0   \n",
+        "275329   ...         0       0       0       0       0       0       0   \n",
+        "275330   ...         0       0       0       0       0       0       0   \n",
+        "\n",
+        "        BOW_98  BOW_99  BOW_100  \n",
+        "0            0       0        0  \n",
+        "1            0       0        0  \n",
+        "2            0       0        0  \n",
+        "3            0       0        0  \n",
+        "4            0       0        0  \n",
+        "5            0       0        0  \n",
+        "6            0       0        0  \n",
+        "7            0       0        0  \n",
+        "8            0       0        0  \n",
+        "9            0       0        0  \n",
+        "10           0       0        0  \n",
+        "11           0       0        0  \n",
+        "12           0       1        0  \n",
+        "13           0       0        0  \n",
+        "14           0       0        0  \n",
+        "15           0       0        0  \n",
+        "16           0       0        0  \n",
+        "17           1       0        0  \n",
+        "18           0       0        0  \n",
+        "19           0       0        0  \n",
+        "20           0       0        0  \n",
+        "21           0       0        0  \n",
+        "22           0       0        0  \n",
+        "23           0       0        0  \n",
+        "24           0       0        0  \n",
+        "25           0       0        0  \n",
+        "26           0       0        0  \n",
+        "27           0       0        0  \n",
+        "28           0       0        0  \n",
+        "29           1       0        0  \n",
+        "...        ...     ...      ...  \n",
+        "275301       0       0        0  \n",
+        "275302       0       0        0  \n",
+        "275303       0       0        0  \n",
+        "275304       0       0        0  \n",
+        "275305       0       0        0  \n",
+        "275306       0       0        0  \n",
+        "275307       0       0        0  \n",
+        "275308       1       0        0  \n",
+        "275309       0       0        0  \n",
+        "275310       0       0        0  \n",
+        "275311       0       0        0  \n",
+        "275312       0       0        0  \n",
+        "275313       0       0        0  \n",
+        "275314       0       0        0  \n",
+        "275315       0       0        0  \n",
+        "275316       0       0        0  \n",
+        "275317       0       0        0  \n",
+        "275318       0       0        0  \n",
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+      }
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+     "prompt_number": 154
+    },
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+     "input": [
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+     "language": "python",
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+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>feature_name</th>\n",
+        "      <th>feature_type</th>\n",
+        "      <th>data_time</th>\n",
+        "      <th>parameters</th>\n",
+        "      <th>category</th>\n",
+        "      <th>feature_address</th>\n",
+        "      <th>description</th>\n",
+        "      <th>feature_shape</th>\n",
+        "    </tr>\n",
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+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td>  [1354048, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-12-01_2014-12-31_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-12-01 to ...</td>\n",
+        "      <td>   [272702, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td>                        UAVG_2014-07-01_2014-11-30</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-07-01_2014-11-30.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>    [1354048, 3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td>                        UAVG_2014-12-01_2014-12-31</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-12-01_2014-12-31.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>     [272702, 3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 1000, u'vec_time': [u'2014-0...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td> [1354048, 1000]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5</th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-08-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-08-01_2014-12-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-08-01 to ...</td>\n",
+        "      <td>  [1347431, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6</th>\n",
+        "      <td> BOW_2015-01-01_2014-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2015-01-01, 2014-01-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2015-01-01_2014-01-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2015-01-01 to ...</td>\n",
+        "      <td>        [0, 100]</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 127,
+       "text": [
+        "                                        feature_name feature_type  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
+        "1  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...          BOW   \n",
+        "2                         UAVG_2014-07-01_2014-11-30         UAVG   \n",
+        "3                         UAVG_2014-12-01_2014-12-31         UAVG   \n",
+        "4  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
+        "5  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...          BOW   \n",
+        "6  BOW_2015-01-01_2014-01-31_2014-08-01_2014-12-3...          BOW   \n",
+        "\n",
+        "                  data_time  \\\n",
+        "0  [2014-07-01, 2014-11-30]   \n",
+        "1  [2014-12-01, 2014-12-31]   \n",
+        "2  [2014-07-01, 2014-11-30]   \n",
+        "3  [2014-12-01, 2014-12-31]   \n",
+        "4  [2014-07-01, 2014-11-30]   \n",
+        "5  [2014-08-01, 2014-12-31]   \n",
+        "6  [2015-01-01, 2014-01-31]   \n",
+        "\n",
+        "                                          parameters category  \\\n",
+        "0  {u'max_features': 100, u'vec_time': [u'2014-07...        I   \n",
+        "1  {u'max_features': 100, u'vec_time': [u'2014-07...        I   \n",
+        "2                                                 {}        U   \n",
+        "3                                                 {}        U   \n",
+        "4  {u'max_features': 1000, u'vec_time': [u'2014-0...        I   \n",
+        "5  {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "6  {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "\n",
+        "                                     feature_address  \\\n",
+        "0  ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
+        "1  ../features/BOW_2014-12-01_2014-12-31_2014-07-...   \n",
+        "2     ../features/UAVG_2014-07-01_2014-11-30.feature   \n",
+        "3     ../features/UAVG_2014-12-01_2014-12-31.feature   \n",
+        "4  ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
+        "5  ../features/BOW_2014-08-01_2014-12-31_2014-08-...   \n",
+        "6  ../features/BOW_2015-01-01_2014-01-31_2014-08-...   \n",
+        "\n",
+        "                                         description    feature_shape  \n",
+        "0  Bag of Words in word count from 2014-07-01 to ...   [1354048, 100]  \n",
+        "1  Bag of Words in word count from 2014-12-01 to ...    [272702, 100]  \n",
+        "2  User's average forward/comment/like count duri...     [1354048, 3]  \n",
+        "3  User's average forward/comment/like count duri...      [272702, 3]  \n",
+        "4  Bag of Words in word count from 2014-07-01 to ...  [1354048, 1000]  \n",
+        "5  Bag of Words in word count from 2014-08-01 to ...   [1347431, 100]  \n",
+        "6  Bag of Words in word count from 2015-01-01 to ...         [0, 100]  "
+       ]
+      }
+     ],
+     "prompt_number": 127
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "reload(weiboPredict.framework)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 184,
+       "text": [
+        "<module 'weiboPredict.framework' from '/Users/Pro/Ongoing/weibo/weiboPredict/framework.py'>"
+       ]
+      }
+     ],
+     "prompt_number": 184
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.loadData()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 185
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "data"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "ename": "NameError",
+       "evalue": "name 'data' is not defined",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-133-6137cde4893c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdata\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;31mNameError\u001b[0m: name 'data' is not defined"
+       ]
+      }
+     ],
+     "prompt_number": 133
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "vectorizer = joblib.load('../others/'+'_'.join(['2014-08-01','2014-12-31'])+'_'+str(100)+'.vectorizer')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 136
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "from sklearn.externals import joblib"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 135
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "data = fw.weibo_predict_data.copy()\n",
+      "data['context_clean'] = pd.Series.from_csv('../data/predict_context_clean.csv')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 138
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "features = vectorizer.transform(                  \\\n",
+      "\t\t\t\t\tdata[(data['time']<='2015-01-31') \t\t\\\n",
+      "\t\t\t\t\t& (data['time']>='2015-01-01')].context_clean)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 140
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "features"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 141,
+       "text": [
+        "<275331x100 sparse matrix of type '<type 'numpy.int64'>'\n",
+        "\twith 2185018 stored elements in Compressed Sparse Row format>"
+       ]
+      }
+     ],
+     "prompt_number": 141
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "'2015-01-01'>'2014-12-31'"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 145,
+       "text": [
+        "True"
+       ]
+      }
+     ],
+     "prompt_number": 145
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.features_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>feature_name</th>\n",
+        "      <th>feature_type</th>\n",
+        "      <th>data_time</th>\n",
+        "      <th>parameters</th>\n",
+        "      <th>category</th>\n",
+        "      <th>feature_address</th>\n",
+        "      <th>description</th>\n",
+        "      <th>feature_shape</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td>  [1354048, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-12-01_2014-12-31_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-12-01 to ...</td>\n",
+        "      <td>   [272702, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td>                        UAVG_2014-07-01_2014-11-30</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-07-01_2014-11-30.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>    [1354048, 3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td>                        UAVG_2014-12-01_2014-12-31</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-12-01_2014-12-31.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>     [272702, 3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 1000, u'vec_time': [u'2014-0...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td> [1354048, 1000]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5</th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-08-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-08-01_2014-12-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-08-01 to ...</td>\n",
+        "      <td>  [1347431, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6</th>\n",
+        "      <td> BOW_2015-01-01_2014-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2015-01-01, 2014-01-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2015-01-01_2014-01-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2015-01-01 to ...</td>\n",
+        "      <td>        [0, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7</th>\n",
+        "      <td> BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2015-01-01, 2015-01-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2015-01-01_2015-01-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2015-01-01 to ...</td>\n",
+        "      <td>   [275331, 100]</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
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+       "prompt_number": 155,
+       "text": [
+        "                                        feature_name feature_type  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
+        "1  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...          BOW   \n",
+        "2                         UAVG_2014-07-01_2014-11-30         UAVG   \n",
+        "3                         UAVG_2014-12-01_2014-12-31         UAVG   \n",
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+        "5  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...          BOW   \n",
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+        "7  BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...          BOW   \n",
+        "\n",
+        "                  data_time  \\\n",
+        "0  [2014-07-01, 2014-11-30]   \n",
+        "1  [2014-12-01, 2014-12-31]   \n",
+        "2  [2014-07-01, 2014-11-30]   \n",
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+        "5  [2014-08-01, 2014-12-31]   \n",
+        "6  [2015-01-01, 2014-01-31]   \n",
+        "7  [2015-01-01, 2015-01-31]   \n",
+        "\n",
+        "                                          parameters category  \\\n",
+        "0  {u'max_features': 100, u'vec_time': [u'2014-07...        I   \n",
+        "1  {u'max_features': 100, u'vec_time': [u'2014-07...        I   \n",
+        "2                                                 {}        U   \n",
+        "3                                                 {}        U   \n",
+        "4  {u'max_features': 1000, u'vec_time': [u'2014-0...        I   \n",
+        "5  {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "6  {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "7  {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "\n",
+        "                                     feature_address  \\\n",
+        "0  ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
+        "1  ../features/BOW_2014-12-01_2014-12-31_2014-07-...   \n",
+        "2     ../features/UAVG_2014-07-01_2014-11-30.feature   \n",
+        "3     ../features/UAVG_2014-12-01_2014-12-31.feature   \n",
+        "4  ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
+        "5  ../features/BOW_2014-08-01_2014-12-31_2014-08-...   \n",
+        "6  ../features/BOW_2015-01-01_2014-01-31_2014-08-...   \n",
+        "7  ../features/BOW_2015-01-01_2015-01-31_2014-08-...   \n",
+        "\n",
+        "                                         description    feature_shape  \n",
+        "0  Bag of Words in word count from 2014-07-01 to ...   [1354048, 100]  \n",
+        "1  Bag of Words in word count from 2014-12-01 to ...    [272702, 100]  \n",
+        "2  User's average forward/comment/like count duri...     [1354048, 3]  \n",
+        "3  User's average forward/comment/like count duri...      [272702, 3]  \n",
+        "4  Bag of Words in word count from 2014-07-01 to ...  [1354048, 1000]  \n",
+        "5  Bag of Words in word count from 2014-08-01 to ...   [1347431, 100]  \n",
+        "6  Bag of Words in word count from 2015-01-01 to ...         [0, 100]  \n",
+        "7  Bag of Words in word count from 2015-01-01 to ...    [275331, 100]  "
+       ]
+      }
+     ],
+     "prompt_number": 155
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "features = [fw.features_log.feature_name[5]]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 156
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "features"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 157,
+       "text": [
+        "['BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-31_100']"
+       ]
+      }
+     ],
+     "prompt_number": 157
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train(features,\"LR\",\"forward_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[ 0.44322104 -0.0790486   0.33162315 -0.09663323 -0.28264076  0.11608285\n",
+        "  0.18304251 -0.19453744 -0.21847113  0.46394914 -0.06060975  0.11540157\n",
+        "  0.06816373  0.43342553  0.12063119  1.04665881 -0.17695315  0.73904804\n",
+        " -0.47257221  0.92933309 -0.11094232  0.19581093 -0.27757708 -0.38367764\n",
+        "  0.05113661 -0.16880717 -0.19609252  0.65539473  0.44737928  0.14696886\n",
+        "  0.04574606  2.33616766 -0.52938177 -1.05713222  0.27886448 -0.14846266\n",
+        "  0.38937966 -0.24190914  0.53050804 -0.25516868  0.25852406 -0.50884246\n",
+        "  1.0492619  -0.38735812 -0.24905798 -0.06715428 -0.90070222 -0.43557772\n",
+        " -0.24702913  0.66001832  0.36419445 -0.39251488 -0.00908152 -0.3593257\n",
+        "  0.50885337 -1.18235389  0.04080282  1.14734391 -0.6070386   0.23765649\n",
+        "  0.06345469 -0.62052219  0.65994591  0.42004665  0.22982385 -0.43352418\n",
+        "  0.01643534 -0.03957145  0.11333503  1.24536207  0.19373106 -0.11219397\n",
+        " -0.09943556 -0.27592699 -0.65733647 -0.19662896 -0.16352027  0.9158365\n",
+        " -0.3736586   0.13626654  0.59960297  1.98954959 -0.27688953 -0.22625737\n",
+        " -0.41626054 -0.05226072  0.02068742 -0.22900516  0.24176524  1.851861\n",
+        "  2.26588196 -0.80642041  0.05066826 -0.09102158 -0.27828944  0.12108976\n",
+        "  1.26706626 -0.34470034 -0.41304034 -0.36730145]\n",
+        "Residual sum of squares: 4432.87\n",
+        "Variance score: 0.00\n",
+        "Train time:  10.5977268219 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 158,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
+      }
+     ],
+     "prompt_number": 158
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train(features,\"LR\",\"comment_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[  7.90921840e-02   1.50211088e-01   5.83760102e-02   8.66436003e-02\n",
+        "  -8.03600705e-02   1.13804653e-01  -1.56343095e-02   1.63246995e-01\n",
+        "   1.78616555e-04  -4.33343776e-01  -5.15195158e-02   1.65876323e-01\n",
+        "  -2.45311470e-02   5.36777268e-02  -1.78808874e-01   1.70523516e-01\n",
+        "  -8.57338749e-03   1.73304223e-01   1.21722213e-01   1.42674348e-01\n",
+        "  -6.36112383e-02   1.00587607e-01   1.89057236e-01  -1.00376777e-01\n",
+        "  -3.74889371e-02  -2.54210992e-01  -1.47890536e-02   1.10285368e-01\n",
+        "   2.05019030e-01  -4.41288492e-02  -1.55388514e-02   3.80117314e-01\n",
+        "  -7.05938144e-02  -1.57194228e-01   4.69324712e-02   1.24353876e-01\n",
+        "   1.86486412e-01   9.73452086e-02   6.97066299e-02   1.53327212e-01\n",
+        "  -6.03889514e-02  -9.79362948e-02   1.31819168e-01  -1.78413965e-02\n",
+        "   1.80232643e-01  -6.92886726e-02  -8.18044404e-02  -9.71107938e-02\n",
+        "  -3.77503059e-02   1.93121374e-01   1.07074974e-02  -4.09002603e-02\n",
+        "  -1.87814564e-01   1.57139761e-02  -1.57247849e-01  -1.42916631e-01\n",
+        "  -7.95124189e-02   5.40015852e-02   3.60319151e-02  -1.56707996e-01\n",
+        "  -2.14993778e-01  -1.81244718e-01  -1.52955352e-02   4.70983237e-01\n",
+        "  -2.25072507e-01  -3.75702001e-02   1.18119653e-01  -1.98407459e-03\n",
+        "   8.40716970e-02   5.26260264e-01   1.18634461e-01   6.25433254e-02\n",
+        "  -9.78241206e-02  -2.53336677e-02  -1.54796979e-02  -5.21728608e-02\n",
+        "  -1.08928454e-01  -6.30189166e-04  -1.05552761e-01   4.41395103e-02\n",
+        "   1.19348750e-01   1.69446749e-01  -1.54974845e-01  -9.08363424e-02\n",
+        "  -1.84975740e-01   2.47266784e-02  -2.96302307e-02  -7.66101220e-02\n",
+        "  -5.72463128e-02   8.86157372e-02   1.96764366e-01  -2.65232739e-01\n",
+        "   3.37048947e-01  -1.54634640e-01  -7.26854758e-02  -3.39718768e-02\n",
+        "   1.24642059e-01  -1.48563116e-01  -2.87580287e-02  -1.46502579e-01]\n",
+        "Residual sum of squares: 462.26\n",
+        "Variance score: 0.00\n",
+        "Train time:  9.40522909164 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 159,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
+      }
+     ],
+     "prompt_number": 159
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train(features,\"LR\",\"like_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[ 0.22438189  0.03836118  0.08624673 -0.02011109 -0.1358096   0.07689541\n",
+        " -0.09451933 -0.00984565 -0.03016289  0.20952953  0.08402975  0.64045859\n",
+        " -0.12422275 -0.06314855  0.1060591   0.64370186 -0.01313139 -0.06817423\n",
+        " -0.21608129  0.13915573 -0.08392141  0.16656087 -0.10576203 -0.19092661\n",
+        " -0.03822572 -0.12050953 -0.38118508 -0.04513806  0.25180435 -0.29401523\n",
+        " -0.001879    0.98132372 -0.21104284 -0.37752775  0.02842831 -0.06295071\n",
+        "  0.14750151 -0.04069194  0.25026797  0.06466421  0.03259763 -0.15575531\n",
+        "  0.66392683 -0.20754987 -0.09647206 -0.1150002  -0.30283492 -0.23379298\n",
+        " -0.17702908  0.31784741 -0.07709949 -0.05063427 -0.18647721 -0.01770671\n",
+        " -0.06127772 -0.4667431   0.27618857  0.48617033  0.02380114 -0.27956711\n",
+        " -0.00487578 -0.12802647  0.20671491  0.05100595 -0.3457399  -0.06862596\n",
+        " -0.06898946  0.03189865  0.01525304  0.03468194 -0.37838318 -0.10153764\n",
+        " -0.06753461 -0.11982555 -0.15950086  0.05545028 -0.14454805  0.29913412\n",
+        " -0.09327132  0.19126296 -0.10221496  0.54525708 -0.08379802 -0.13407811\n",
+        " -0.07922881 -0.05419356 -0.14645243 -0.01764029 -0.14215118  0.93971133\n",
+        "  0.83496839 -0.43548895  0.18347975 -0.35308564 -0.047598    0.09034606\n",
+        "  0.08918796 -0.17193411  0.00983662 -0.12417433]\n",
+        "Residual sum of squares: 445.61\n",
+        "Variance score: 0.00\n",
+        "Train time:  9.58200311661 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 160,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
+      }
+     ],
+     "prompt_number": 160
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>model_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>model_type</th>\n",
+        "      <th>label</th>\n",
+        "      <th>model_parameters</th>\n",
+        "      <th>evaluation</th>\n",
+        "      <th>model_address</th>\n",
+        "      <th>train_time</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 9685.80685053, u'vs': 0.000676853541354}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>  9.174437</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 1417.65676016, u'vs': 0.000317468304567}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>  8.494032</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 531.554376358, u'vs': 0.00172174727806}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>  8.313304</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>   {u'sos': 9482.14453116, u'vs': 0.0216895035912}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>  8.574678</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>    {u'sos': 1355.8854957, u'vs': 0.0438764282557}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>  8.939181</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>     {u'sos': 290.265184023, u'vs': 0.45487153597}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>  8.740821</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6</th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 4432.86758663, u'vs': 0.00131191356335}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td> 10.597727</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7</th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 462.258777089, u'vs': 0.00067629714033}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>  9.405229</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8</th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>    {u'sos': 445.6122903, u'vs': 0.00202273273155}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>  9.582003</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 161,
+       "text": [
+        "                                          model_name  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "3  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "4  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "5  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "6  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "7  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "8  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "\n",
+        "                                            features model_type  \\\n",
+        "0  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "1  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "2  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "3  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "4  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "5  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "6  [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "7  [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "8  [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "\n",
+        "           label model_parameters  \\\n",
+        "0  forward_count               {}   \n",
+        "1  comment_count               {}   \n",
+        "2     like_count               {}   \n",
+        "3  forward_count               {}   \n",
+        "4  comment_count               {}   \n",
+        "5     like_count               {}   \n",
+        "6  forward_count               {}   \n",
+        "7  comment_count               {}   \n",
+        "8     like_count               {}   \n",
+        "\n",
+        "                                          evaluation  \\\n",
+        "0  {u'sos': 9685.80685053, u'vs': 0.000676853541354}   \n",
+        "1  {u'sos': 1417.65676016, u'vs': 0.000317468304567}   \n",
+        "2   {u'sos': 531.554376358, u'vs': 0.00172174727806}   \n",
+        "3    {u'sos': 9482.14453116, u'vs': 0.0216895035912}   \n",
+        "4     {u'sos': 1355.8854957, u'vs': 0.0438764282557}   \n",
+        "5      {u'sos': 290.265184023, u'vs': 0.45487153597}   \n",
+        "6   {u'sos': 4432.86758663, u'vs': 0.00131191356335}   \n",
+        "7   {u'sos': 462.258777089, u'vs': 0.00067629714033}   \n",
+        "8     {u'sos': 445.6122903, u'vs': 0.00202273273155}   \n",
+        "\n",
+        "                                       model_address  train_time  \n",
+        "0  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    9.174437  \n",
+        "1  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    8.494032  \n",
+        "2  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    8.313304  \n",
+        "3  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    8.574678  \n",
+        "4  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    8.939181  \n",
+        "5  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...    8.740821  \n",
+        "6  ../models/BOW_2014-08-01_2014-12-31_2014-08-01...   10.597727  \n",
+        "7  ../models/BOW_2014-08-01_2014-12-31_2014-08-01...    9.405229  \n",
+        "8  ../models/BOW_2014-08-01_2014-12-31_2014-08-01...    9.582003  "
+       ]
+      }
+     ],
+     "prompt_number": 161
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.features_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>feature_name</th>\n",
+        "      <th>feature_type</th>\n",
+        "      <th>data_time</th>\n",
+        "      <th>parameters</th>\n",
+        "      <th>category</th>\n",
+        "      <th>feature_address</th>\n",
+        "      <th>description</th>\n",
+        "      <th>feature_shape</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td>  [1354048, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-12-01_2014-12-31_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-12-01 to ...</td>\n",
+        "      <td>   [272702, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td>                        UAVG_2014-07-01_2014-11-30</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-07-01_2014-11-30.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>    [1354048, 3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td>                        UAVG_2014-12-01_2014-12-31</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-12-01_2014-12-31.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>     [272702, 3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 1000, u'vec_time': [u'2014-0...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td> [1354048, 1000]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5</th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-08-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-08-01_2014-12-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-08-01 to ...</td>\n",
+        "      <td>  [1347431, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6</th>\n",
+        "      <td> BOW_2015-01-01_2014-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2015-01-01, 2014-01-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2015-01-01_2014-01-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2015-01-01 to ...</td>\n",
+        "      <td>        [0, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7</th>\n",
+        "      <td> BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2015-01-01, 2015-01-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2015-01-01_2015-01-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2015-01-01 to ...</td>\n",
+        "      <td>   [275331, 100]</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 162,
+       "text": [
+        "                                        feature_name feature_type  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
+        "1  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...          BOW   \n",
+        "2                         UAVG_2014-07-01_2014-11-30         UAVG   \n",
+        "3                         UAVG_2014-12-01_2014-12-31         UAVG   \n",
+        "4  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
+        "5  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...          BOW   \n",
+        "6  BOW_2015-01-01_2014-01-31_2014-08-01_2014-12-3...          BOW   \n",
+        "7  BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...          BOW   \n",
+        "\n",
+        "                  data_time  \\\n",
+        "0  [2014-07-01, 2014-11-30]   \n",
+        "1  [2014-12-01, 2014-12-31]   \n",
+        "2  [2014-07-01, 2014-11-30]   \n",
+        "3  [2014-12-01, 2014-12-31]   \n",
+        "4  [2014-07-01, 2014-11-30]   \n",
+        "5  [2014-08-01, 2014-12-31]   \n",
+        "6  [2015-01-01, 2014-01-31]   \n",
+        "7  [2015-01-01, 2015-01-31]   \n",
+        "\n",
+        "                                          parameters category  \\\n",
+        "0  {u'max_features': 100, u'vec_time': [u'2014-07...        I   \n",
+        "1  {u'max_features': 100, u'vec_time': [u'2014-07...        I   \n",
+        "2                                                 {}        U   \n",
+        "3                                                 {}        U   \n",
+        "4  {u'max_features': 1000, u'vec_time': [u'2014-0...        I   \n",
+        "5  {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "6  {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "7  {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "\n",
+        "                                     feature_address  \\\n",
+        "0  ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
+        "1  ../features/BOW_2014-12-01_2014-12-31_2014-07-...   \n",
+        "2     ../features/UAVG_2014-07-01_2014-11-30.feature   \n",
+        "3     ../features/UAVG_2014-12-01_2014-12-31.feature   \n",
+        "4  ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
+        "5  ../features/BOW_2014-08-01_2014-12-31_2014-08-...   \n",
+        "6  ../features/BOW_2015-01-01_2014-01-31_2014-08-...   \n",
+        "7  ../features/BOW_2015-01-01_2015-01-31_2014-08-...   \n",
+        "\n",
+        "                                         description    feature_shape  \n",
+        "0  Bag of Words in word count from 2014-07-01 to ...   [1354048, 100]  \n",
+        "1  Bag of Words in word count from 2014-12-01 to ...    [272702, 100]  \n",
+        "2  User's average forward/comment/like count duri...     [1354048, 3]  \n",
+        "3  User's average forward/comment/like count duri...      [272702, 3]  \n",
+        "4  Bag of Words in word count from 2014-07-01 to ...  [1354048, 1000]  \n",
+        "5  Bag of Words in word count from 2014-08-01 to ...   [1347431, 100]  \n",
+        "6  Bag of Words in word count from 2015-01-01 to ...         [0, 100]  \n",
+        "7  Bag of Words in word count from 2015-01-01 to ...    [275331, 100]  "
+       ]
+      }
+     ],
+     "prompt_number": 162
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "features = fw.features_log.feature_name[7]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 163
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "features"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 164,
+       "text": [
+        "'BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-31_100'"
+       ]
+      }
+     ],
+     "prompt_number": 164
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>model_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>model_type</th>\n",
+        "      <th>label</th>\n",
+        "      <th>model_parameters</th>\n",
+        "      <th>evaluation</th>\n",
+        "      <th>model_address</th>\n",
+        "      <th>train_time</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 9685.80685053, u'vs': 0.000676853541354}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    9.174437</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 1417.65676016, u'vs': 0.000317468304567}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.494032</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 531.554376358, u'vs': 0.00172174727806}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.313304</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>   {u'sos': 9482.14453116, u'vs': 0.0216895035912}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.574678</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>    {u'sos': 1355.8854957, u'vs': 0.0438764282557}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.939181</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>     {u'sos': 290.265184023, u'vs': 0.45487153597}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.740821</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6 </th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 4432.86758663, u'vs': 0.00131191356335}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>   10.597727</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7 </th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 462.258777089, u'vs': 0.00067629714033}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>    9.405229</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8 </th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>    {u'sos': 445.6122903, u'vs': 0.00202273273155}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>    9.582003</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 9654.62405624, u'vs': 0.00389410622702}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 1148.091206</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>   {u'sos': 1416.13041678, u'vs': 0.0013937928826}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 1142.343828</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 527.167622488, u'vs': 0.00996022895124}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 1611.451305</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 15,
+       "text": [
+        "                                           model_name  \\\n",
+        "0   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "2   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "3   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "4   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "5   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "6   BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "7   BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "8   BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "9   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "10  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "11  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                             features model_type  \\\n",
+        "0   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "1   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "2   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "3   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "4   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "5   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "6   [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "7   [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "8   [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "9   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "10  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "11  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "\n",
+        "            label model_parameters  \\\n",
+        "0   forward_count               {}   \n",
+        "1   comment_count               {}   \n",
+        "2      like_count               {}   \n",
+        "3   forward_count               {}   \n",
+        "4   comment_count               {}   \n",
+        "5      like_count               {}   \n",
+        "6   forward_count               {}   \n",
+        "7   comment_count               {}   \n",
+        "8      like_count               {}   \n",
+        "9   forward_count               {}   \n",
+        "10  comment_count               {}   \n",
+        "11     like_count               {}   \n",
+        "\n",
+        "                                           evaluation  \\\n",
+        "0   {u'sos': 9685.80685053, u'vs': 0.000676853541354}   \n",
+        "1   {u'sos': 1417.65676016, u'vs': 0.000317468304567}   \n",
+        "2    {u'sos': 531.554376358, u'vs': 0.00172174727806}   \n",
+        "3     {u'sos': 9482.14453116, u'vs': 0.0216895035912}   \n",
+        "4      {u'sos': 1355.8854957, u'vs': 0.0438764282557}   \n",
+        "5       {u'sos': 290.265184023, u'vs': 0.45487153597}   \n",
+        "6    {u'sos': 4432.86758663, u'vs': 0.00131191356335}   \n",
+        "7    {u'sos': 462.258777089, u'vs': 0.00067629714033}   \n",
+        "8      {u'sos': 445.6122903, u'vs': 0.00202273273155}   \n",
+        "9    {u'sos': 9654.62405624, u'vs': 0.00389410622702}   \n",
+        "10    {u'sos': 1416.13041678, u'vs': 0.0013937928826}   \n",
+        "11   {u'sos': 527.167622488, u'vs': 0.00996022895124}   \n",
+        "\n",
+        "                                        model_address   train_time  \n",
+        "0   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     9.174437  \n",
+        "1   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.494032  \n",
+        "2   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.313304  \n",
+        "3   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.574678  \n",
+        "4   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.939181  \n",
+        "5   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.740821  \n",
+        "6   ../models/BOW_2014-08-01_2014-12-31_2014-08-01...    10.597727  \n",
+        "7   ../models/BOW_2014-08-01_2014-12-31_2014-08-01...     9.405229  \n",
+        "8   ../models/BOW_2014-08-01_2014-12-31_2014-08-01...     9.582003  \n",
+        "9   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...  1148.091206  \n",
+        "10  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...  1142.343828  \n",
+        "11  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...  1611.451305  "
+       ]
+      }
+     ],
+     "prompt_number": 15
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.test(features,fw.train_log.model_name[6],fw.train_log.model_name[7],fw.train_log.model_name[8],evaluation=False)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading models..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "predicting...\n",
+        "writing logs..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "genelizing results...\n"
+       ]
+      },
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>comment_predict</th>\n",
+        "      <th>forward_predict</th>\n",
+        "      <th>like_predict</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  9</td>\n",
+        "      <td> 4</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  3</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 13</td>\n",
+        "      <td> 5</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  3</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275301</th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275302</th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275303</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275304</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275305</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275306</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275307</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275308</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275309</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275310</th>\n",
+        "      <td> 2</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275311</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275312</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275313</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275314</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275315</th>\n",
+        "      <td> 2</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275316</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 12</td>\n",
+        "      <td> 4</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275317</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275318</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
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+        "0                     1                1             1\n",
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+        "27                    1                2             2\n",
+        "28                    1               13             5\n",
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+        "...                 ...              ...           ...\n",
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+        "\n",
+        "[275331 rows x 3 columns]"
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+      }
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+      "len(fw.weibo_predict_data)"
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+        "      <th>dev_f</th>\n",
+        "      <th>dev_c</th>\n",
+        "      <th>dev_l</th>\n",
+        "      <th>precision</th>\n",
+        "      <th>model_evaluation</th>\n",
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+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
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+        "                                           test_name  \\\n",
+        "0  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                            features  \\\n",
+        "0  [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...   \n",
+        "\n",
+        "                                              fmodel  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                              cmodel  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                              lmodel    dev_f     dev_c  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...  0.18599  0.064563   \n",
+        "\n",
+        "    dev_l  precision                                   model_evaluation  \n",
+        "0  0.0719   0.210439  {u'lvs': 0.00170984635791, u'lsos': 348.475486...  "
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+      }
+     ],
+     "prompt_number": 175
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import time"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 176
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "from datetime import datetime"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 178
+    },
+    {
+     "cell_type": "code",
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+       "prompt_number": 183,
+       "text": [
+        "[datetime.datetime(2015, 9, 5, 1, 15, 33, 137213)]"
+       ]
+      }
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+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
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+     "language": "python",
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+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
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+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>test_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>fmodel</th>\n",
+        "      <th>cmodel</th>\n",
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+        "      <th>dev_f</th>\n",
+        "      <th>dev_c</th>\n",
+        "      <th>dev_l</th>\n",
+        "      <th>precision</th>\n",
+        "      <th>model_evaluation</th>\n",
+        "      <th>result_address</th>\n",
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+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> 0.18599</td>\n",
+        "      <td> 0.064563</td>\n",
+        "      <td> 0.0719</td>\n",
+        "      <td> 0.210439</td>\n",
+        "      <td> {u'lvs': 0.00170984635791, u'lsos': 348.475486...</td>\n",
+        "      <td>                                              NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> 0.00000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.0000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> ../results/result_2015-09-05 01:19:19.787413.txt</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
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+        "                                           test_name  \\\n",
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+        "1  BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...   \n",
+        "\n",
+        "                                            features  \\\n",
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+        "                                              cmodel  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "\n",
+        "                                              lmodel    dev_f     dev_c  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...  0.18599  0.064563   \n",
+        "1  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...  0.00000  0.000000   \n",
+        "\n",
+        "    dev_l  precision                                   model_evaluation  \\\n",
+        "0  0.0719   0.210439  {u'lvs': 0.00170984635791, u'lsos': 348.475486...   \n",
+        "1  0.0000   0.000000                                                 {}   \n",
+        "\n",
+        "                                     result_address  \n",
+        "0                                               NaN  \n",
+        "1  ../results/result_2015-09-05 01:19:19.787413.txt  "
+       ]
+      }
+     ],
+     "prompt_number": 188
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.features_log"
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+     "language": "python",
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+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>feature_name</th>\n",
+        "      <th>feature_type</th>\n",
+        "      <th>data_time</th>\n",
+        "      <th>parameters</th>\n",
+        "      <th>category</th>\n",
+        "      <th>feature_address</th>\n",
+        "      <th>description</th>\n",
+        "      <th>feature_shape</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td>  [1354048, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-12-01_2014-12-31_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-12-01 to ...</td>\n",
+        "      <td>   [272702, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td>                        UAVG_2014-07-01_2014-11-30</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-07-01_2014-11-30.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>    [1354048, 3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td>                        UAVG_2014-12-01_2014-12-31</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-12-01_2014-12-31.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>     [272702, 3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 1000, u'vec_time': [u'2014-0...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td> [1354048, 1000]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5</th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-08-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-08-01_2014-12-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-08-01 to ...</td>\n",
+        "      <td>  [1347431, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6</th>\n",
+        "      <td> BOW_2015-01-01_2014-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2015-01-01, 2014-01-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2015-01-01_2014-01-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2015-01-01 to ...</td>\n",
+        "      <td>        [0, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7</th>\n",
+        "      <td> BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2015-01-01, 2015-01-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2015-01-01_2015-01-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2015-01-01 to ...</td>\n",
+        "      <td>   [275331, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 1000, u'vec_time': [u'2014-0...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-12-01_2014-12-31_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-12-01 to ...</td>\n",
+        "      <td>  [272702, 1000]</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 9,
+       "text": [
+        "                                        feature_name feature_type  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
+        "1  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...          BOW   \n",
+        "2                         UAVG_2014-07-01_2014-11-30         UAVG   \n",
+        "3                         UAVG_2014-12-01_2014-12-31         UAVG   \n",
+        "4  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
+        "5  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...          BOW   \n",
+        "6  BOW_2015-01-01_2014-01-31_2014-08-01_2014-12-3...          BOW   \n",
+        "7  BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...          BOW   \n",
+        "8  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...          BOW   \n",
+        "\n",
+        "                  data_time  \\\n",
+        "0  [2014-07-01, 2014-11-30]   \n",
+        "1  [2014-12-01, 2014-12-31]   \n",
+        "2  [2014-07-01, 2014-11-30]   \n",
+        "3  [2014-12-01, 2014-12-31]   \n",
+        "4  [2014-07-01, 2014-11-30]   \n",
+        "5  [2014-08-01, 2014-12-31]   \n",
+        "6  [2015-01-01, 2014-01-31]   \n",
+        "7  [2015-01-01, 2015-01-31]   \n",
+        "8  [2014-12-01, 2014-12-31]   \n",
+        "\n",
+        "                                          parameters category  \\\n",
+        "0  {u'max_features': 100, u'vec_time': [u'2014-07...        I   \n",
+        "1  {u'max_features': 100, u'vec_time': [u'2014-07...        I   \n",
+        "2                                                 {}        U   \n",
+        "3                                                 {}        U   \n",
+        "4  {u'max_features': 1000, u'vec_time': [u'2014-0...        I   \n",
+        "5  {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "6  {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "7  {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "8  {u'max_features': 1000, u'vec_time': [u'2014-0...        I   \n",
+        "\n",
+        "                                     feature_address  \\\n",
+        "0  ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
+        "1  ../features/BOW_2014-12-01_2014-12-31_2014-07-...   \n",
+        "2     ../features/UAVG_2014-07-01_2014-11-30.feature   \n",
+        "3     ../features/UAVG_2014-12-01_2014-12-31.feature   \n",
+        "4  ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
+        "5  ../features/BOW_2014-08-01_2014-12-31_2014-08-...   \n",
+        "6  ../features/BOW_2015-01-01_2014-01-31_2014-08-...   \n",
+        "7  ../features/BOW_2015-01-01_2015-01-31_2014-08-...   \n",
+        "8  ../features/BOW_2014-12-01_2014-12-31_2014-07-...   \n",
+        "\n",
+        "                                         description    feature_shape  \n",
+        "0  Bag of Words in word count from 2014-07-01 to ...   [1354048, 100]  \n",
+        "1  Bag of Words in word count from 2014-12-01 to ...    [272702, 100]  \n",
+        "2  User's average forward/comment/like count duri...     [1354048, 3]  \n",
+        "3  User's average forward/comment/like count duri...      [272702, 3]  \n",
+        "4  Bag of Words in word count from 2014-07-01 to ...  [1354048, 1000]  \n",
+        "5  Bag of Words in word count from 2014-08-01 to ...   [1347431, 100]  \n",
+        "6  Bag of Words in word count from 2015-01-01 to ...         [0, 100]  \n",
+        "7  Bag of Words in word count from 2015-01-01 to ...    [275331, 100]  \n",
+        "8  Bag of Words in word count from 2014-12-01 to ...   [272702, 1000]  "
+       ]
+      }
+     ],
+     "prompt_number": 9
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "features = [fw.features_log.feature_name[4]]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 9
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train(features,\"LR\",\"forward_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results====="
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "Coefficients: \n",
+        "[ -3.82199812e-01  -1.07612440e+00  -6.75842849e-01   6.62427362e-01\n",
+        "  -1.16684534e+00   5.77220909e-01   1.36670413e+00  -1.85211036e+00\n",
+        "  -1.79631760e-01   5.38329947e-01  -1.58860828e-01   3.37712779e+00\n",
+        "  -4.15551712e-01  -2.67455806e+00   9.82647326e-01   3.48720608e-01\n",
+        "   3.69010211e+00  -7.65749292e-02   2.97176594e-01  -8.36488739e-02\n",
+        "   2.27203567e-01  -3.89353686e-02   1.61227186e+00  -5.32436253e-01\n",
+        "   5.41694285e-01  -5.73353136e-02  -3.47105827e-01   1.19281917e+00\n",
+        "   1.19636476e+00  -1.02817760e-01   1.03509013e-01   2.69039060e-01\n",
+        "  -2.56718887e-01  -3.62506455e-01  -8.36817230e-01  -3.76636345e-01\n",
+        "  -8.73870777e-01  -3.18296941e-01  -1.49378548e+00  -1.72061102e-01\n",
+        "  -4.88376471e-01  -1.30430020e+00   4.16641542e-01  -1.81602215e-01\n",
+        "   7.96614606e-01  -5.98861306e-01  -3.81945272e-01  -1.42165483e-01\n",
+        "   5.57682152e-03   4.04728858e-01  -4.77191116e-01   9.20484225e-02\n",
+        "  -1.75989995e-02   1.44282742e+00  -3.94083579e-01   1.77192010e+00\n",
+        "  -1.78416410e-01   9.40841242e-01  -7.16312345e-02   9.32716271e-02\n",
+        "   4.91612666e-01   6.22972166e-02  -6.23788937e-01   1.70774979e+00\n",
+        "  -2.57212208e-01   9.71904125e-02   7.27179944e-02  -2.23864226e+00\n",
+        "  -4.19467153e-01  -3.47961370e-01   5.09913932e-01   2.69919312e-01\n",
+        "  -4.93860675e-01   2.71891168e-01  -3.39380182e-01  -1.33421928e-01\n",
+        "   7.83265019e-01  -9.27952130e-01  -3.45399685e-01  -4.01077616e-01\n",
+        "  -6.60177833e-02   8.07235083e-01   3.95200831e+00   6.25149063e-01\n",
+        "  -6.07815512e-01  -3.82659673e-01   3.02135367e+00   2.84698892e-02\n",
+        "   1.67121882e+00  -3.20359005e-02   5.86463786e-01   4.15795370e-01\n",
+        "  -4.52506782e-01  -1.84451893e-01   1.51449047e+00  -7.48339480e-01\n",
+        "  -9.00658617e-01  -7.53269938e-01  -1.39111370e-02  -6.22890062e-01\n",
+        "   1.12514668e-01  -1.05486379e+00  -5.92328280e-01  -3.15342048e-01\n",
+        "  -3.91310038e-01   2.39430993e-01   7.56612040e-01   4.16698876e-02\n",
+        "   3.16125559e-01  -9.38390884e-01  -4.74465188e-01   1.92573444e-01\n",
+        "   2.22565538e-01  -6.80079743e-01  -5.40476609e-01   3.16271895e-02\n",
+        "  -1.77418905e-01  -2.48096833e-01   9.10816689e-02   4.90563118e-01\n",
+        "  -1.22375740e-02   5.82606636e-01  -6.63145664e-01  -1.34061509e-01\n",
+        "   1.12827205e-01  -8.02305350e-01  -1.74314019e-02   1.29772940e+00\n",
+        "  -5.18227633e-01   5.08871262e+00  -2.32329854e-01   3.05343929e+00\n",
+        "  -1.44798071e-02  -1.27287042e-01  -3.20620339e+00   7.85093992e-01\n",
+        "  -2.26834752e-01   6.41437383e-02   7.73295133e-01  -9.78891571e-01\n",
+        "  -7.98285134e-01  -2.29259980e-01   1.07943200e-01   1.42367919e-01\n",
+        "  -4.45344521e-01   3.79096495e-01   4.48271444e-01   5.24979799e-01\n",
+        "  -3.49661102e-01  -1.10334412e+00  -5.61925057e-01  -1.09201886e-01\n",
+        "  -3.14110511e-01  -1.01203337e+00  -5.83834078e-02  -5.26051255e-01\n",
+        "  -3.91747453e-01   8.55922390e-01   7.92901483e-01   1.54070414e-01\n",
+        "   1.02319729e-01   2.77918671e+00   2.58410644e+00  -4.39988077e-01\n",
+        "  -7.60494509e-01  -1.41558137e+00  -5.82945164e-01  -3.96940922e-01\n",
+        "  -5.29196702e-01  -1.09075079e+00  -7.79721440e-01  -4.63580967e-01\n",
+        "   3.47088944e-01   9.13042141e-01  -7.17081018e-02   3.16151766e-02\n",
+        "  -5.06471102e-01  -3.82182333e-01  -1.04070787e-01   4.07673517e-01\n",
+        "   2.77931510e-01  -7.84780765e-01  -2.45301255e-02  -5.94864828e-01\n",
+        "  -2.80715638e-01  -2.89404206e-01  -7.80928703e-01   5.53629049e-01\n",
+        "  -6.94746416e-02  -2.26417642e-01  -7.32631286e-01  -1.56402256e-01\n",
+        "  -6.29865838e-01  -7.16773237e-01  -5.21705485e-02   1.33370973e+01\n",
+        "  -1.94384084e-01  -2.89986576e-01  -8.69913637e-01   2.90590336e-01\n",
+        "   2.60226630e-01  -8.23378008e-02  -3.97817940e-01  -4.63625703e-01\n",
+        "   2.23940955e+00  -1.68189100e-02   3.06334760e-01   5.15220856e-01\n",
+        "   8.12100764e-01  -8.50384911e-01  -1.43645945e-01  -3.85448190e-01\n",
+        "   1.07963351e+00   1.14754534e+00  -9.12209409e-01  -1.53164271e-01\n",
+        "  -4.22663612e-01   3.78246390e-01  -8.03237123e-01  -6.67538487e-01\n",
+        "  -2.40205192e-02  -1.18453210e-01   7.40654257e-01  -7.14301527e-01\n",
+        "   2.71269027e-01   1.28896976e+00   1.44926373e-01  -1.16511365e+00\n",
+        "  -6.93959288e+00   6.62652699e-01   7.39989665e-01   9.80580507e-01\n",
+        "  -2.52634555e-01   2.56824188e-01  -4.01793359e-01   4.14968123e-02\n",
+        "   7.18431098e-01  -4.03483671e-01  -7.00185683e-01  -1.24896694e-01\n",
+        "  -8.60827707e-02  -4.71853981e-01  -2.83351891e-01   3.37726066e-01\n",
+        "   3.67646604e+00   7.96321216e-01  -4.01720687e-01  -3.01328702e-01\n",
+        "  -5.40761532e-01  -9.67727627e-02   3.86877172e-01  -2.43122048e-01\n",
+        "  -3.23043634e-01  -9.22884091e-01   1.87653303e-01  -5.75108164e-02\n",
+        "  -2.00184638e+00   2.47514643e-01   1.47860707e+00  -3.93185411e-01\n",
+        "  -8.76475755e-01  -8.83361785e-01  -1.22825060e+00   1.21606528e+00\n",
+        "   3.18981182e-01  -9.01532663e-01  -4.66310248e-01   1.94451006e-01\n",
+        "  -9.12831361e-01  -1.87282815e+00   1.32091831e+00   7.63154835e-01\n",
+        "  -2.41991714e-02   7.67289607e-02  -1.72157778e-01  -5.23519659e-01\n",
+        "  -2.40776929e-01  -3.58870419e-01   3.95362087e-01  -9.57215961e-01\n",
+        "  -1.01638699e-02   1.20144654e+00  -5.88162550e-02  -1.52436505e-01\n",
+        "  -5.12589401e-01  -2.01656036e-01  -6.46813243e-03  -1.63834006e-01\n",
+        "  -5.16761108e-01   2.53761028e-01  -2.28156183e-01  -7.13092599e-02\n",
+        "  -2.93015130e-01   8.73162243e-01   7.83689911e-02   2.44547277e-01\n",
+        "  -1.03907594e-01  -3.72739876e-01  -1.96555194e-01   7.81279663e-02\n",
+        "  -3.02636076e-01  -1.84313833e-01   1.47444727e+00  -1.47017140e+00\n",
+        "  -5.56791926e-01  -1.83459704e-01   1.19015938e+00   4.04107297e-02\n",
+        "   3.95954104e-01   4.11865249e-01  -8.68538487e-01   1.05786531e-01\n",
+        "   6.64955383e-01  -5.74678502e-02  -5.67585557e-01  -7.19501382e-01\n",
+        "   8.00593590e-01  -7.82633121e-01  -4.95355308e-01   9.68981505e-02\n",
+        "  -2.87707254e-01  -4.15315876e-02  -4.80393373e-01  -3.38658477e-01\n",
+        "  -2.90347603e-01  -9.05370288e-01  -1.24127618e-01  -1.80564515e-01\n",
+        "  -5.82116518e-01   3.33414636e-01  -3.68331330e-01  -4.77428063e-01\n",
+        "   5.20100720e-02   3.23022896e+00  -4.71405002e-01  -7.90886474e-01\n",
+        "   2.72867335e-01  -1.04632818e-02  -1.16350322e+00  -5.18473221e-02\n",
+        "  -7.15782370e-01  -4.72368136e-01  -8.62089541e-01   2.30858218e+00\n",
+        "   1.14089028e+00  -5.61272287e-01   5.14623612e-01   1.18645006e+00\n",
+        "  -4.08160896e-01   7.23262575e-02  -2.38291096e+00  -7.61716412e-01\n",
+        "  -1.79101284e-01   1.37878859e-01  -6.98254049e-02  -9.96450476e-01\n",
+        "  -6.87566860e-01   9.77124982e-01  -1.12954436e+00   8.98467035e-01\n",
+        "   6.42863255e-01   9.02268892e-02  -5.68133586e+00  -2.74672326e-01\n",
+        "   2.77416501e-01   5.88199606e-01   2.67647124e-01  -4.19168276e-01\n",
+        "  -5.74147528e-01   3.39635845e-01   4.68633450e-01  -8.69813721e-02\n",
+        "  -3.63567466e-01  -1.86005844e-01  -9.26097940e-01  -3.66661841e-01\n",
+        "  -4.51179576e-01  -3.70249822e-01   1.21752429e+00   8.29472168e-01\n",
+        "  -3.09494151e-01  -8.56011586e-01  -1.24426574e-01   1.35009743e+00\n",
+        "   2.21857101e-01  -3.17517830e-01  -5.13614337e-01   1.97040127e-01\n",
+        "  -7.05966620e-02   2.49008183e-01  -2.79551043e-01  -1.53893825e-01\n",
+        "   1.26115018e+00  -5.12857970e-01   7.06566044e-01   1.28650277e+00\n",
+        "  -4.63590724e-01   4.19674654e-01  -9.71050245e-01   1.10817629e-01\n",
+        "   2.11762580e+00   1.58282758e-01   1.96271316e-01   2.24336942e-01\n",
+        "  -3.26358608e-01  -9.57766484e-01  -2.60292989e-01  -7.19978993e-01\n",
+        "  -1.76227874e+00   2.16398960e-01  -1.16452819e-02   5.34915427e-01\n",
+        "  -6.57336217e-01  -4.07534803e-01  -5.08931184e-02   3.77299732e-01\n",
+        "  -9.72243879e-01   9.98097442e-02  -9.20129420e-01  -5.89367074e-01\n",
+        "   6.19544210e+00  -5.35190064e-01  -9.44014093e-01  -1.42862934e-01\n",
+        "  -4.59458848e-02   1.92925906e-01   6.51673353e-01   1.50096891e+00\n",
+        "  -6.78282163e-01   6.61341985e-01  -2.44702344e-01   4.70700727e-02\n",
+        "  -1.27350733e-01   3.22761397e+00  -2.18426926e-01  -1.41249902e+00\n",
+        "  -1.28460525e+00  -1.86512398e+00   2.03421301e+00   2.49743958e-01\n",
+        "   1.78144097e+00  -5.06400361e-01  -2.46484167e-01   1.99036670e-02\n",
+        "  -2.86832591e-01  -4.41931004e-01  -1.50693960e-01   3.25549135e-01\n",
+        "  -4.91231487e-01  -1.43371238e+00  -5.75372343e-01   9.64688968e-02\n",
+        "   3.88484670e+00   6.73261299e-01  -1.27683075e+00  -1.47343744e+00\n",
+        "  -7.87664175e-01  -3.81366977e-01   5.77980919e-01  -5.20943463e-02\n",
+        "  -1.52034293e-01  -4.85144017e-01  -3.34181856e-01  -2.79254564e-01\n",
+        "   1.30885555e+00   1.10212632e-01   5.11653868e-01   2.02774860e-01\n",
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+        "   4.06112925e-01  -7.17257150e-01   1.54257519e+00  -3.69635356e-01\n",
+        "  -1.12385652e+00   1.27493281e-01  -6.40079537e-01   5.68372806e-01\n",
+        "  -1.16427696e-01   4.78004145e-01  -2.27670415e-01   3.68809992e-01\n",
+        "  -9.18636084e-02  -2.32611803e-02  -4.08667630e-01  -3.23437041e-01\n",
+        "  -4.04248412e-01   4.28410400e+00  -8.23853892e-01  -3.30791378e-01\n",
+        "  -5.22815152e-01  -1.76298221e-01  -2.63024063e-01  -2.82992646e-01\n",
+        "  -1.54750596e-01   2.55810089e+00   6.82477441e-01   2.26025096e-01\n",
+        "   1.28388355e+00  -1.11035026e+00  -2.92431910e-02   2.80008416e+00\n",
+        "  -1.60383542e-02   1.35625355e+00  -7.51709379e-01  -2.89821412e-01\n",
+        "  -1.00515926e+00  -3.54460009e-01   4.13653008e-01  -7.46072393e-01\n",
+        "  -1.25111560e+00   2.58694619e-01   1.59833225e+00  -9.56903038e-01\n",
+        "   6.14747881e-01  -3.88358249e-01  -6.21997958e-01  -1.76639957e+00\n",
+        "   7.88469070e-01  -1.22537778e+00   1.04716015e-01   1.35720586e+00\n",
+        "   4.18552133e-01  -8.59553103e-02  -6.79680576e-01   2.04412089e-01\n",
+        "  -1.18762534e-01  -2.40797182e-01  -1.16039359e-01   1.19560625e-01\n",
+        "  -4.15875910e-02  -1.06690266e+00  -5.74314701e-01   3.63359888e-01\n",
+        "  -4.57494296e-01  -3.88301189e-01  -3.35780391e-01  -1.34717919e-01\n",
+        "  -2.39925777e+00  -1.95092457e-01   1.37147200e-01  -2.09249908e-01]\n",
+        "Residual sum of squares: 9654.62\n",
+        "Variance score: 0.00\n",
+        "Train time:  1148.09120607 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 10,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
+      }
+     ],
+     "prompt_number": 10
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>model_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>model_type</th>\n",
+        "      <th>label</th>\n",
+        "      <th>model_parameters</th>\n",
+        "      <th>evaluation</th>\n",
+        "      <th>model_address</th>\n",
+        "      <th>train_time</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 9685.80685053, u'vs': 0.000676853541354}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    9.174437</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 1417.65676016, u'vs': 0.000317468304567}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.494032</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 531.554376358, u'vs': 0.00172174727806}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.313304</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>   {u'sos': 9482.14453116, u'vs': 0.0216895035912}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.574678</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>    {u'sos': 1355.8854957, u'vs': 0.0438764282557}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.939181</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>     {u'sos': 290.265184023, u'vs': 0.45487153597}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.740821</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6 </th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 4432.86758663, u'vs': 0.00131191356335}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>   10.597727</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7 </th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 462.258777089, u'vs': 0.00067629714033}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>    9.405229</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8 </th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>    {u'sos': 445.6122903, u'vs': 0.00202273273155}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>    9.582003</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 9654.62405624, u'vs': 0.00389410622702}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 1148.091206</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>   {u'sos': 1416.13041678, u'vs': 0.0013937928826}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 1142.343828</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 527.167622488, u'vs': 0.00996022895124}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 1611.451305</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 16,
+       "text": [
+        "                                           model_name  \\\n",
+        "0   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "2   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "3   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "4   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "5   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "6   BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "7   BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "8   BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "9   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "10  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "11  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                             features model_type  \\\n",
+        "0   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "1   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "2   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "3   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "4   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "5   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "6   [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "7   [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "8   [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "9   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "10  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "11  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "\n",
+        "            label model_parameters  \\\n",
+        "0   forward_count               {}   \n",
+        "1   comment_count               {}   \n",
+        "2      like_count               {}   \n",
+        "3   forward_count               {}   \n",
+        "4   comment_count               {}   \n",
+        "5      like_count               {}   \n",
+        "6   forward_count               {}   \n",
+        "7   comment_count               {}   \n",
+        "8      like_count               {}   \n",
+        "9   forward_count               {}   \n",
+        "10  comment_count               {}   \n",
+        "11     like_count               {}   \n",
+        "\n",
+        "                                           evaluation  \\\n",
+        "0   {u'sos': 9685.80685053, u'vs': 0.000676853541354}   \n",
+        "1   {u'sos': 1417.65676016, u'vs': 0.000317468304567}   \n",
+        "2    {u'sos': 531.554376358, u'vs': 0.00172174727806}   \n",
+        "3     {u'sos': 9482.14453116, u'vs': 0.0216895035912}   \n",
+        "4      {u'sos': 1355.8854957, u'vs': 0.0438764282557}   \n",
+        "5       {u'sos': 290.265184023, u'vs': 0.45487153597}   \n",
+        "6    {u'sos': 4432.86758663, u'vs': 0.00131191356335}   \n",
+        "7    {u'sos': 462.258777089, u'vs': 0.00067629714033}   \n",
+        "8      {u'sos': 445.6122903, u'vs': 0.00202273273155}   \n",
+        "9    {u'sos': 9654.62405624, u'vs': 0.00389410622702}   \n",
+        "10    {u'sos': 1416.13041678, u'vs': 0.0013937928826}   \n",
+        "11   {u'sos': 527.167622488, u'vs': 0.00996022895124}   \n",
+        "\n",
+        "                                        model_address   train_time  \n",
+        "0   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     9.174437  \n",
+        "1   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.494032  \n",
+        "2   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.313304  \n",
+        "3   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.574678  \n",
+        "4   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.939181  \n",
+        "5   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.740821  \n",
+        "6   ../models/BOW_2014-08-01_2014-12-31_2014-08-01...    10.597727  \n",
+        "7   ../models/BOW_2014-08-01_2014-12-31_2014-08-01...     9.405229  \n",
+        "8   ../models/BOW_2014-08-01_2014-12-31_2014-08-01...     9.582003  \n",
+        "9   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...  1148.091206  \n",
+        "10  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...  1142.343828  \n",
+        "11  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...  1611.451305  "
+       ]
+      }
+     ],
+     "prompt_number": 16
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train(features,\"LR\",\"comment_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[ -2.08339042e-01  -7.36364048e-02  -1.79143429e-01  -7.28928747e-02\n",
+        "  -2.89135850e-01   3.39398227e-01   7.25670742e-02  -9.93522303e-01\n",
+        "  -1.40844261e-01   4.41444915e-02  -1.57098398e-01  -1.77156172e-01\n",
+        "  -1.26678594e-01  -6.54633100e-01  -1.42909177e-01   3.60968238e-02\n",
+        "   2.98143692e-01   2.86456674e-02   1.36909404e-01   1.22148581e-02\n",
+        "   3.79474353e-02   4.56933009e-02  -1.10744752e-01  -4.60537221e-02\n",
+        "   2.98069409e-01  -3.26125223e-02  -1.04487981e-01   3.99633041e-01\n",
+        "   7.07304715e-01  -2.72135343e-03  -4.63460148e-02   1.61620443e-01\n",
+        "   4.33898254e-01   1.44776123e-01  -1.77214412e-01  -4.33803161e-01\n",
+        "  -2.64816058e-01  -1.77155062e-01  -3.70413862e-01   1.17009478e-01\n",
+        "  -3.86527626e-02  -4.05246888e-01  -2.02934911e-01  -6.20676747e-02\n",
+        "  -9.15206446e-02   1.03931490e-01   1.25374483e-02  -1.81042515e-02\n",
+        "  -2.44676351e-01  -6.02770250e-02  -1.48849312e-01  -1.49473891e-01\n",
+        "   3.02405801e-01   6.37162661e-02  -5.87715442e-02  -4.08031824e-02\n",
+        "  -1.29512034e-01   1.13773657e-01  -8.15081411e-02   1.87775885e-01\n",
+        "  -3.86943419e-01   1.39110503e-01  -1.99977806e-01  -4.91317440e-02\n",
+        "  -1.07466486e-01  -4.41043163e-02   2.39923176e-01  -3.81503635e-01\n",
+        "  -2.52874453e-01   2.09586497e-02  -1.79895937e-01   7.27282609e-02\n",
+        "  -1.21649379e-01  -2.77849438e-02  -3.51403272e-02   1.23361551e-01\n",
+        "   3.34040861e-02  -2.41828565e-01  -1.08626296e-01  -2.72549012e-01\n",
+        "   2.72076296e-02   6.41110159e-02   2.00845327e-01   1.37534678e-01\n",
+        "  -2.88089369e-01  -2.95409370e-01   8.15297301e-02   2.22002190e-01\n",
+        "   3.57549514e-01  -5.06241563e-03   7.89074077e-02  -4.36356141e-02\n",
+        "  -2.72238806e-01   8.20161457e-02   5.29785689e-01  -8.35592687e-02\n",
+        "  -4.12836045e-01  -2.39560480e-01  -9.06541750e-02  -1.17383947e-01\n",
+        "  -1.21571053e-01  -5.49481894e-02  -4.28724040e-01  -1.45099380e-02\n",
+        "  -1.58164276e-01  -8.55325844e-02   1.27992740e-02   7.81499636e-02\n",
+        "   1.55898523e-01  -3.22672730e-01  -8.17310944e-02   1.08453107e-01\n",
+        "   2.73303442e-01  -6.50405859e-03  -2.35896412e-01   3.05051105e-01\n",
+        "  -9.93142647e-02  -2.12763865e-01  -1.03472766e-01  -1.19248997e-01\n",
+        "   1.63045252e-01   1.25211891e-01   1.48091085e-01   7.87327672e-02\n",
+        "   4.78188233e-01  -1.90028052e-01  -4.35031093e-02   1.95952419e-01\n",
+        "  -3.74209622e-03   2.27932722e+00  -3.37288442e-01   1.36278817e-01\n",
+        "  -9.12572745e-02  -3.02310638e-02  -2.11909669e-01   1.26053472e-01\n",
+        "  -8.55691741e-03  -1.83686787e-02   6.32413211e-02   7.10119294e-01\n",
+        "   2.86323225e-02   9.86613844e-02   6.97056557e-02   2.37166472e-02\n",
+        "  -1.05152846e-01   3.62529154e-01  -2.78322852e-05  -1.47726628e-02\n",
+        "  -8.87252495e-02  -2.52388939e-01  -1.51898587e-01  -9.06851460e-02\n",
+        "  -1.37306058e-01  -2.79741727e-01  -9.68973927e-02  -1.09361245e-01\n",
+        "  -2.58979700e-01   4.51506230e-02   1.62536123e-01   1.24903732e-01\n",
+        "  -1.48528017e-01   2.69196859e-01   1.86833612e-02   1.68205115e-01\n",
+        "  -1.48532495e-01  -2.03871359e-01  -2.89242347e-02   1.61453564e-02\n",
+        "  -3.44766318e-02  -2.19873001e-01  -1.22714988e-01  -1.44006060e-01\n",
+        "   6.98770682e-02  -9.21620779e-02  -2.31811371e-01  -1.37537405e-01\n",
+        "   2.71119853e-02  -4.22113097e-02  -4.81355688e-02   2.75150447e-01\n",
+        "   3.05966919e-02  -1.41202807e-01  -8.15941335e-02   4.04097263e-02\n",
+        "   1.15694709e-01  -1.03672269e-01  -1.91769109e-01  -1.42197523e-02\n",
+        "   3.61826071e-02  -1.05115308e-02  -6.78756535e-02  -2.22939144e-01\n",
+        "  -4.78749679e-02  -2.28219359e-01  -1.10431816e-01   1.56943099e+00\n",
+        "  -3.11715699e-01  -1.05749002e-01  -4.46252360e-02  -8.13697577e-03\n",
+        "   1.98937416e-01   6.74443382e-02  -3.10065945e-01  -3.81961924e-01\n",
+        "   6.95585379e-02   3.58089872e-03   2.77682430e-01   1.34280029e-01\n",
+        "   3.34117609e-01  -1.93640902e-01   5.22788747e-02  -1.61419121e-02\n",
+        "   6.50989463e-01   1.26659559e-01   5.69739669e-02  -1.48356814e-01\n",
+        "   9.89313390e-03  -1.03450772e-01   6.69842370e-03  -1.51623222e-01\n",
+        "   1.48008667e-01   3.19619684e-01  -7.31271918e-02  -1.41923305e-01\n",
+        "   1.39316751e-01   9.36884631e-02   7.24460980e-02  -1.77914793e-01\n",
+        "  -1.93782681e+00   4.21879570e-01  -1.33209422e-01   5.18486846e-03\n",
+        "  -1.26115753e-01   1.01841948e-01  -1.61199907e-01   7.10959704e-02\n",
+        "   3.28321417e-01  -6.07773862e-04  -2.92143950e-02  -2.05514753e-02\n",
+        "  -1.39942051e-01  -1.20133794e-01  -3.12387092e-02   1.40455774e-01\n",
+        "   2.54114387e-01   6.12726682e-02   5.85252661e-02  -1.05884337e-01\n",
+        "  -4.14940113e-02  -1.96146770e-01  -6.98812711e-02  -1.04870027e-01\n",
+        "  -9.03711872e-02  -2.22777390e-01   1.19456476e-01  -2.28394098e-02\n",
+        "  -4.46963955e-01  -1.85325510e-02   2.62660728e-01  -1.04417123e-01\n",
+        "   1.54386675e-02  -3.47518356e-01  -1.90956754e-01   5.10906693e-01\n",
+        "   7.79701475e-02  -5.59736919e-02  -3.50155626e-02  -6.35796250e-02\n",
+        "  -3.28362180e-01  -3.33690491e-01   9.48529988e-02   2.36583349e-01\n",
+        "  -2.79751982e-02   2.03355229e-02  -1.50070907e-01  -2.82582342e-01\n",
+        "  -3.03162459e-02  -2.05516762e-01  -1.31644061e-01  -1.40935741e-01\n",
+        "   1.00152703e-02  -2.62886123e-01   2.47810552e-01   3.87567407e-02\n",
+        "  -1.62917053e-01  -1.11526466e-02   4.39476322e-02   1.97811237e-01\n",
+        "  -9.45809245e-02  -1.14396221e-01   1.05190636e-02   4.07532794e-02\n",
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+        "   7.29118181e-02  -3.34801836e-01  -2.88572056e-01  -5.03106193e-01\n",
+        "   4.61696800e-01  -2.79325177e-01  -1.52102826e-01   5.78326428e-01\n",
+        "   9.20134830e-02  -1.03316140e-01   1.15911421e-02  -5.07332606e-02\n",
+        "  -7.03201981e-02  -1.66857035e-01  -3.33447811e-02   2.36823123e-01\n",
+        "  -2.18435829e-02  -1.99266784e-01  -1.44374688e-01   1.90482184e-01\n",
+        "  -4.24410790e-02  -1.03992934e-01  -4.83425015e-02   1.44494708e-01\n",
+        "  -4.68449506e-01  -1.97385568e-01   1.39627244e-01  -6.03418457e-02]\n",
+        "Residual sum of squares: 1416.13\n",
+        "Variance score: 0.00\n",
+        "Train time:  1142.34382796 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 13,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
+      }
+     ],
+     "prompt_number": 13
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train(features,\"LR\",\"like_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[ -2.27141174e-01  -7.03373252e-01  -2.37349014e-01  -1.66033201e-01\n",
+        "  -3.71264091e-01   8.64286790e-02  -9.87648462e-02  -6.94996175e-01\n",
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+        "  -1.45286532e-01  -9.42671259e-03  -8.67761813e-01   1.39209297e-01\n",
+        "   1.95772060e-01  -5.11313815e-03   8.49391137e-03   6.64661592e-02\n",
+        "   8.08218127e-02  -5.85142647e-02  -5.85848491e-01  -2.36758377e-01\n",
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+        "  -4.27150422e-01  -1.33446052e-02  -7.33602434e-02  -2.15395400e-01\n",
+        "   1.19323273e-01  -8.02608566e-02  -7.41946931e-01   1.68463436e-01\n",
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+        "  -2.11298171e-01  -1.01110606e-01  -9.05996267e-02  -1.87642584e-01\n",
+        "  -1.60297538e-01  -1.11987589e-01   1.49021080e-01   2.67190250e-01\n",
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+        "   2.22195498e-01  -1.12546226e-01  -1.45438624e-01  -2.19476112e-01\n",
+        "  -1.68820984e-01  -4.59405754e-02   3.20832937e-01  -3.09385424e-01\n",
+        "  -2.10651066e-01   2.05935410e-01  -6.01662521e-02  -3.88382990e-01\n",
+        "  -1.36841711e-01  -3.51450146e-01  -1.54825127e-01  -5.12447164e-01\n",
+        "  -2.29648420e-01  -4.36375446e-01  -1.29975967e-01   1.15854804e+00\n",
+        "   1.92690788e-01   1.93963632e-01   1.56274756e-01  -4.37646897e-02\n",
+        "  -2.18858781e-01  -1.40140428e-02   1.05683258e-01   8.71910162e-02\n",
+        "  -4.87099846e-02  -3.88089955e-01  -8.62045827e-02   3.19020615e-01\n",
+        "  -3.47392983e-01  -1.26205965e-01  -1.90416967e-01   6.46273255e-02\n",
+        "  -1.20260543e+00  -1.21436492e-01  -7.47629966e-02  -9.20402021e-02]\n",
+        "Residual sum of squares: 527.17\n",
+        "Variance score: 0.01\n",
+        "Train time:  1611.45130491 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 14,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
+      }
+     ],
+     "prompt_number": 14
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.test([fw.features_log.feature_name[8]],fw.train_log.model_name[9],fw.train_log.model_name[10],fw.train_log.model_name[11])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading labels..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "loading models..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "predicting..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "evaluating..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing logs..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "-----Forward_count-----\n",
+        "Residual sum of squares: 2895.46\n",
+        "Variance score: 0.00\n",
+        "-----Comment_count-----\n",
+        "Residual sum of squares: 168.85\n",
+        "Variance score: -0.00\n",
+        "-----Like_count-----\n",
+        "Residual sum of squares: 345.25\n",
+        "Variance score: 0.01\n",
+        "------Total------\n",
+        "dev_f:0.267657, dev_c:0.071543, dev_l:0.089367\n",
+        "Total_precision:0.202463703732\n"
+       ]
+      },
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>comment_predict</th>\n",
+        "      <th>forward_predict</th>\n",
+        "      <th>like_predict</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  3</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1     </th>\n",
+        "      <td> 2</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  3</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  7</td>\n",
+        "      <td> 4</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  3</td>\n",
+        "      <td> 4</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  3</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td>  5</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  3</td>\n",
+        "      <td> 3</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td>  4</td>\n",
+        "      <td> 3</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td>  5</td>\n",
+        "      <td> 3</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td>  3</td>\n",
+        "      <td> 3</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 3</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272672</th>\n",
+        "      <td> 2</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272673</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272674</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272675</th>\n",
+        "      <td> 2</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272676</th>\n",
+        "      <td> 2</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272677</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272678</th>\n",
+        "      <td> 2</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272679</th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272680</th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272681</th>\n",
+        "      <td> 3</td>\n",
+        "      <td> 11</td>\n",
+        "      <td> 4</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272682</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272683</th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272684</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272685</th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272686</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272687</th>\n",
+        "      <td> 2</td>\n",
+        "      <td>  6</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272688</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272689</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 10</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272690</th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272691</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272692</th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272693</th>\n",
+        "      <td> 5</td>\n",
+        "      <td>  7</td>\n",
+        "      <td> 7</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272694</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272695</th>\n",
+        "      <td> 3</td>\n",
+        "      <td>  5</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272696</th>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272697</th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272698</th>\n",
+        "      <td> 2</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272699</th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272700</th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272701</th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>272702 rows \u00d7 3 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 17,
+       "text": [
+        "        comment_predict  forward_predict  like_predict\n",
+        "0                     1                3             1\n",
+        "1                     2                2             2\n",
+        "2                     1                1             1\n",
+        "3                     1                3             1\n",
+        "4                     0                0             0\n",
+        "5                     1                1             1\n",
+        "6                     1                1             1\n",
+        "7                     1                1             1\n",
+        "8                     1                1             1\n",
+        "9                     1                7             4\n",
+        "10                    0                2             1\n",
+        "11                    0                3             4\n",
+        "12                    0                2             1\n",
+        "13                    1                1             1\n",
+        "14                    1                1             1\n",
+        "15                    1                0             1\n",
+        "16                    1                1             1\n",
+        "17                    1                1             2\n",
+        "18                    2                0             1\n",
+        "19                    1                0             0\n",
+        "20                    1                3             1\n",
+        "21                    0                0             1\n",
+        "22                    2                5             1\n",
+        "23                    0                3             3\n",
+        "24                    1                1             1\n",
+        "25                    0                0             2\n",
+        "26                    2                4             3\n",
+        "27                    2                5             3\n",
+        "28                    2                3             3\n",
+        "29                    2                0             3\n",
+        "...                 ...              ...           ...\n",
+        "272672                2                0             0\n",
+        "272673                1                1             1\n",
+        "272674                1                1             1\n",
+        "272675                2                1             0\n",
+        "272676                2                0             0\n",
+        "272677                1                0             1\n",
+        "272678                2                1             2\n",
+        "272679                0                0             0\n",
+        "272680                0                0             0\n",
+        "272681                3               11             4\n",
+        "272682                1                1             1\n",
+        "272683                0                1             1\n",
+        "272684                1                0             1\n",
+        "272685                0                0             0\n",
+        "272686                1                0             0\n",
+        "272687                2                6             2\n",
+        "272688                1                2             2\n",
+        "272689                2               10             2\n",
+        "272690                0                0             0\n",
+        "272691                1                0             2\n",
+        "272692                0                0             0\n",
+        "272693                5                7             7\n",
+        "272694                1                0             1\n",
+        "272695                3                5             2\n",
+        "272696                1                1             0\n",
+        "272697                0                0             0\n",
+        "272698                2                0             0\n",
+        "272699                0                0             2\n",
+        "272700                0                0             1\n",
+        "272701                0                0             1\n",
+        "\n",
+        "[272702 rows x 3 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 17
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.test_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>test_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>fmodel</th>\n",
+        "      <th>cmodel</th>\n",
+        "      <th>lmodel</th>\n",
+        "      <th>dev_f</th>\n",
+        "      <th>dev_c</th>\n",
+        "      <th>dev_l</th>\n",
+        "      <th>precision</th>\n",
+        "      <th>model_evaluation</th>\n",
+        "      <th>result_address</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> 0.185990</td>\n",
+        "      <td> 0.064563</td>\n",
+        "      <td> 0.071900</td>\n",
+        "      <td> 0.210439</td>\n",
+        "      <td> {u'lvs': 0.00170984635791, u'lsos': 348.475486...</td>\n",
+        "      <td>                                              NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> ../results/result_2015-09-05 01:19:19.787413.txt</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> 0.267657</td>\n",
+        "      <td> 0.071543</td>\n",
+        "      <td> 0.089367</td>\n",
+        "      <td> 0.202464</td>\n",
+        "      <td> {u'lvs': 0.00861033777101, u'lsos': 345.254006...</td>\n",
+        "      <td>                                                 </td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 18,
+       "text": [
+        "                                           test_name  \\\n",
+        "0  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...   \n",
+        "2  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                            features  \\\n",
+        "0  [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...   \n",
+        "1  [BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-...   \n",
+        "2  [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...   \n",
+        "\n",
+        "                                              fmodel  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                              cmodel  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                              lmodel     dev_f     dev_c  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...  0.185990  0.064563   \n",
+        "1  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...  0.000000  0.000000   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...  0.267657  0.071543   \n",
+        "\n",
+        "      dev_l  precision                                   model_evaluation  \\\n",
+        "0  0.071900   0.210439  {u'lvs': 0.00170984635791, u'lsos': 348.475486...   \n",
+        "1  0.000000   0.000000                                                 {}   \n",
+        "2  0.089367   0.202464  {u'lvs': 0.00861033777101, u'lsos': 345.254006...   \n",
+        "\n",
+        "                                     result_address  \n",
+        "0                                               NaN  \n",
+        "1  ../results/result_2015-09-05 01:19:19.787413.txt  \n",
+        "2                                                    "
+       ]
+      }
+     ],
+     "prompt_number": 18
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.BOW(vec_time=['2014-07-01','2014-11-30'],max_features=50,fit=True)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>BOW_1</th>\n",
+        "      <th>BOW_2</th>\n",
+        "      <th>BOW_3</th>\n",
+        "      <th>BOW_4</th>\n",
+        "      <th>BOW_5</th>\n",
+        "      <th>BOW_6</th>\n",
+        "      <th>BOW_7</th>\n",
+        "      <th>BOW_8</th>\n",
+        "      <th>BOW_9</th>\n",
+        "      <th>BOW_10</th>\n",
+        "      <th>...</th>\n",
+        "      <th>BOW_41</th>\n",
+        "      <th>BOW_42</th>\n",
+        "      <th>BOW_43</th>\n",
+        "      <th>BOW_44</th>\n",
+        "      <th>BOW_45</th>\n",
+        "      <th>BOW_46</th>\n",
+        "      <th>BOW_47</th>\n",
+        "      <th>BOW_48</th>\n",
+        "      <th>BOW_49</th>\n",
+        "      <th>BOW_50</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0      </th>\n",
+        "      <td> 3</td>\n",
+        "      <td> 1</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
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+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 3</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2      </th>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354018</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354019</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354020</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354021</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354022</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354023</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354024</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354025</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354026</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354027</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354028</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354029</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354030</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 5</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354031</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354032</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354033</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354034</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354035</th>\n",
+        "      <td> 3</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354036</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354037</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354038</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354039</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354040</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354041</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354042</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354043</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354044</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354045</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354046</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1354047</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>1354048 rows \u00d7 50 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 19,
+       "text": [
+        "         BOW_1  BOW_2  BOW_3  BOW_4  BOW_5  BOW_6  BOW_7  BOW_8  BOW_9  \\\n",
+        "0            3      1      0      0      0      1      0      0      0   \n",
+        "1            0      0      0      0      0      0      1      1      0   \n",
+        "2            0      0      0      0      0      0      0      0      0   \n",
+        "3            0      0      0      0      0      0      0      0      0   \n",
+        "4            0      0      0      0      0      0      0      0      0   \n",
+        "5            0      0      0      0      0      0      0      0      1   \n",
+        "6            0      1      0      0      0      0      0      0      0   \n",
+        "7            0      0      0      0      0      0      0      0      0   \n",
+        "8            0      0      0      0      0      0      0      1      0   \n",
+        "9            0      0      0      0      0      0      0      1      0   \n",
+        "10           0      0      0      0      0      0      0      1      0   \n",
+        "11           0      0      0      0      0      0      0      1      0   \n",
+        "12           0      0      0      0      0      0      0      1      0   \n",
+        "13           1      0      0      0      0      0      0      0      0   \n",
+        "14           0      0      0      0      0      0      0      0      0   \n",
+        "15           0      0      0      1      0      0      0      0      0   \n",
+        "16           0      0      0      0      0      1      0      0      0   \n",
+        "17           0      1      0      0      0      0      0      0      0   \n",
+        "18           0      0      0      0      0      0      0      0      0   \n",
+        "19           0      0      0      0      0      0      0      0      0   \n",
+        "20           0      0      0      0      0      0      0      0      0   \n",
+        "21           0      0      0      0      0      0      0      0      0   \n",
+        "22           1      0      0      0      0      0      0      1      0   \n",
+        "23           0      0      0      0      0      0      0      0      0   \n",
+        "24           0      0      0      0      0      0      0      0      0   \n",
+        "25           0      0      0      0      0      0      0      0      0   \n",
+        "26           0      0      0      0      0      0      0      0      0   \n",
+        "27           0      0      0      0      0      0      0      0      0   \n",
+        "28           0      0      0      0      0      0      0      0      0   \n",
+        "29           0      0      0      0      0      0      0      0      0   \n",
+        "...        ...    ...    ...    ...    ...    ...    ...    ...    ...   \n",
+        "1354018      0      0      0      0      0      0      2      0      1   \n",
+        "1354019      1      0      0      0      0      0      0      0      0   \n",
+        "1354020      0      0      0      0      0      0      0      0      0   \n",
+        "1354021      0      0      0      0      0      0      0      1      0   \n",
+        "1354022      0      0      0      0      0      0      1      0      0   \n",
+        "1354023      0      0      0      0      0      0      1      0      0   \n",
+        "1354024      0      0      0      0      0      0      0      0      0   \n",
+        "1354025      0      1      0      0      0      1      0      0      0   \n",
+        "1354026      1      0      0      0      0      1      0      0      0   \n",
+        "1354027      0      0      0      1      0      0      0      0      0   \n",
+        "1354028      0      1      0      0      0      0      0      0      1   \n",
+        "1354029      1      0      0      0      0      0      0      1      0   \n",
+        "1354030      1      1      1      1      0      0      0      0      0   \n",
+        "1354031      0      0      0      0      0      0      0      0      0   \n",
+        "1354032      0      0      1      0      0      0      0      0      0   \n",
+        "1354033      0      0      0      0      0      0      0      0      0   \n",
+        "1354034      0      0      0      0      0      0      0      0      0   \n",
+        "1354035      3      0      0      0      0      0      0      0      0   \n",
+        "1354036      0      0      0      0      0      0      0      0      0   \n",
+        "1354037      0      0      0      0      0      0      0      0      0   \n",
+        "1354038      0      0      0      0      0      0      0      0      0   \n",
+        "1354039      0      0      0      0      0      0      1      0      0   \n",
+        "1354040      1      0      0      0      0      0      0      0      0   \n",
+        "1354041      1      1      0      0      0      0      0      0      0   \n",
+        "1354042      1      0      1      0      0      0      0      1      0   \n",
+        "1354043      0      0      0      0      0      0      0      0      0   \n",
+        "1354044      1      0      0      0      0      1      1      0      0   \n",
+        "1354045      0      0      0      0      0      0      0      1      0   \n",
+        "1354046      0      1      0      0      0      0      0      0      0   \n",
+        "1354047      0      0      0      0      0      1      0      0      1   \n",
+        "\n",
+        "         BOW_10   ...    BOW_41  BOW_42  BOW_43  BOW_44  BOW_45  BOW_46  \\\n",
+        "0             0   ...         0       0       0       1       0       2   \n",
+        "1             0   ...         0       0       0       0       0       0   \n",
+        "2             0   ...         0       0       0       0       0       0   \n",
+        "3             0   ...         0       0       0       0       0       0   \n",
+        "4             0   ...         0       0       0       0       0       0   \n",
+        "5             1   ...         0       1       0       0       0       0   \n",
+        "6             0   ...         0       0       0       0       0       1   \n",
+        "7             0   ...         0       0       0       0       0       0   \n",
+        "8             0   ...         0       0       0       0       0       0   \n",
+        "9             0   ...         0       0       0       0       0       0   \n",
+        "10            0   ...         0       1       0       0       0       0   \n",
+        "11            0   ...         0       0       0       1       0       1   \n",
+        "12            0   ...         1       0       0       0       0       0   \n",
+        "13            0   ...         1       0       0       0       0       0   \n",
+        "14            0   ...         0       0       0       0       0       0   \n",
+        "15            0   ...         0       0       0       0       0       0   \n",
+        "16            0   ...         0       0       0       0       0       0   \n",
+        "17            0   ...         0       0       0       0       0       0   \n",
+        "18            0   ...         0       0       0       0       0       0   \n",
+        "19            0   ...         0       0       0       0       0       0   \n",
+        "20            0   ...         0       0       0       0       0       0   \n",
+        "21            0   ...         0       0       0       0       0       0   \n",
+        "22            0   ...         0       0       0       2       0       0   \n",
+        "23            0   ...         0       0       0       0       0       0   \n",
+        "24            0   ...         0       0       0       0       0       0   \n",
+        "25            0   ...         0       0       0       0       0       0   \n",
+        "26            0   ...         0       0       0       0       0       0   \n",
+        "27            0   ...         0       0       0       0       0       0   \n",
+        "28            0   ...         0       0       0       0       0       0   \n",
+        "29            0   ...         0       0       0       0       0       0   \n",
+        "...         ...   ...       ...     ...     ...     ...     ...     ...   \n",
+        "1354018       0   ...         2       0       0       0       0       0   \n",
+        "1354019       0   ...         0       0       0       0       0       0   \n",
+        "1354020       0   ...         0       0       0       0       0       0   \n",
+        "1354021       0   ...         0       0       0       0       0       0   \n",
+        "1354022       0   ...         0       0       0       0       0       0   \n",
+        "1354023       0   ...         0       0       0       0       0       0   \n",
+        "1354024       0   ...         0       0       0       0       0       0   \n",
+        "1354025       0   ...         0       0       0       1       0       0   \n",
+        "1354026       0   ...         0       0       0       0       0       0   \n",
+        "1354027       0   ...         0       0       0       0       0       0   \n",
+        "1354028       0   ...         1       0       1       0       0       0   \n",
+        "1354029       0   ...         0       0       0       0       0       0   \n",
+        "1354030       0   ...         0       0       0       1       0       5   \n",
+        "1354031       0   ...         0       0       0       0       0       1   \n",
+        "1354032       0   ...         0       0       0       0       0       0   \n",
+        "1354033       0   ...         0       0       0       0       0       0   \n",
+        "1354034       0   ...         0       0       0       0       0       0   \n",
+        "1354035       0   ...         0       0       0       0       0       0   \n",
+        "1354036       0   ...         0       0       0       0       0       0   \n",
+        "1354037       0   ...         0       0       0       0       0       0   \n",
+        "1354038       0   ...         0       0       0       0       0       0   \n",
+        "1354039       0   ...         0       0       0       0       0       2   \n",
+        "1354040       0   ...         1       0       0       0       0       0   \n",
+        "1354041       0   ...         0       0       0       0       0       0   \n",
+        "1354042       0   ...         0       0       0       1       0       0   \n",
+        "1354043       0   ...         0       0       0       0       0       0   \n",
+        "1354044       0   ...         0       0       0       0       0       0   \n",
+        "1354045       0   ...         0       0       0       0       0       0   \n",
+        "1354046       0   ...         0       0       0       0       0       0   \n",
+        "1354047       0   ...         0       0       0       0       1       0   \n",
+        "\n",
+        "         BOW_47  BOW_48  BOW_49  BOW_50  \n",
+        "0             0       0       0       0  \n",
+        "1             0       0       0       3  \n",
+        "2             0       0       0       0  \n",
+        "3             0       0       0       0  \n",
+        "4             0       0       0       0  \n",
+        "5             0       2       0       0  \n",
+        "6             0       0       0       0  \n",
+        "7             0       0       0       0  \n",
+        "8             0       0       0       0  \n",
+        "9             0       0       0       0  \n",
+        "10            0       0       0       0  \n",
+        "11            0       0       0       0  \n",
+        "12            0       0       0       0  \n",
+        "13            0       0       0       0  \n",
+        "14            0       0       0       0  \n",
+        "15            0       0       0       0  \n",
+        "16            0       0       0       0  \n",
+        "17            0       0       0       0  \n",
+        "18            0       0       0       0  \n",
+        "19            0       0       0       0  \n",
+        "20            0       0       0       0  \n",
+        "21            0       0       0       0  \n",
+        "22            0       0       0       0  \n",
+        "23            0       0       0       0  \n",
+        "24            0       0       0       0  \n",
+        "25            0       0       0       0  \n",
+        "26            0       0       0       0  \n",
+        "27            0       0       0       0  \n",
+        "28            0       0       0       0  \n",
+        "29            0       0       0       0  \n",
+        "...         ...     ...     ...     ...  \n",
+        "1354018       0       1       0       0  \n",
+        "1354019       0       1       0       0  \n",
+        "1354020       0       0       0       0  \n",
+        "1354021       0       0       0       0  \n",
+        "1354022       0       0       0       0  \n",
+        "1354023       0       0       0       0  \n",
+        "1354024       0       0       0       0  \n",
+        "1354025       0       0       0       1  \n",
+        "1354026       0       0       0       0  \n",
+        "1354027       0       0       0       0  \n",
+        "1354028       0       0       0       0  \n",
+        "1354029       0       0       0       0  \n",
+        "1354030       0       0       0       0  \n",
+        "1354031       0       0       0       0  \n",
+        "1354032       0       1       0       1  \n",
+        "1354033       0       0       0       0  \n",
+        "1354034       0       1       0       0  \n",
+        "1354035       0       0       0       0  \n",
+        "1354036       0       0       0       0  \n",
+        "1354037       0       0       0       0  \n",
+        "1354038       0       2       0       0  \n",
+        "1354039       1       0       0       0  \n",
+        "1354040       0       0       0       0  \n",
+        "1354041       0       0       0       1  \n",
+        "1354042       0       0       0       0  \n",
+        "1354043       0       0       0       0  \n",
+        "1354044       0       0       0       0  \n",
+        "1354045       0       0       0       0  \n",
+        "1354046       0       0       0       0  \n",
+        "1354047       0       0       0       0  \n",
+        "\n",
+        "[1354048 rows x 50 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 19
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.BOW(data_time=['2014-12-01','2014-12-31'],vec_time=['2014-07-01','2014-11-30'],max_features=50)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "                                      uid                               mid  \\\n",
+        "0        07fc721342df1a4c1992560b582992f8  5fefc2488f99aba5782baa43096b76dc   \n",
+        "1        07fc721342df1a4c1992560b582992f8  397d9abe2ebf9ba986fe5ab5a6139e11   \n",
+        "2        07fc721342df1a4c1992560b582992f8  a2ae3959e9aa21a47993506e2609a4ec   \n",
+        "3        07fc721342df1a4c1992560b582992f8  fcc63a086522040a271ba6d1fb604734   \n",
+        "4        07fc721342df1a4c1992560b582992f8  6ab0f93ab59cbdaf25f4a023642971a6   \n",
+        "5        07fc721342df1a4c1992560b582992f8  e0fc906adc95874d634897294c3eebfa   \n",
+        "6        07fc721342df1a4c1992560b582992f8  dfa0674fd2a0a7779a323c43b9d10e0c   \n",
+        "7        07fc721342df1a4c1992560b582992f8  fc3045a42098c03b03b56bd71c1580cb   \n",
+        "8        07fc721342df1a4c1992560b582992f8  95b2af15dc1913f024c4777587241746   \n",
+        "9        63cd513528bba60bfde4178467df6987  86f2bc5bb1b65c38d27ad356dc707222   \n",
+        "10       63cd513528bba60bfde4178467df6987  8732dcd92c347f2e0d3bc18b5343b10e   \n",
+        "11       63cd513528bba60bfde4178467df6987  5730d7d9547790788285fe9cc7bc27ed   \n",
+        "12       63cd513528bba60bfde4178467df6987  c38945241a04015af308c4994c4d51d1   \n",
+        "13       63cd513528bba60bfde4178467df6987  1e838beb0f0f07481b8eba52cbb78495   \n",
+        "14       63cd513528bba60bfde4178467df6987  6c4dc6c7243d266cd82b1582bc093ee5   \n",
+        "15       63cd513528bba60bfde4178467df6987  0304c1839ad0792e8cd3335b0cc817ae   \n",
+        "16       63cd513528bba60bfde4178467df6987  61f9a31660a2eba9a99d910a237a0beb   \n",
+        "17       63cd513528bba60bfde4178467df6987  728903230cbbb6a11c894d90a30aaf2e   \n",
+        "18       63cd513528bba60bfde4178467df6987  749da9b878f9eff9f737699899777b03   \n",
+        "19       958e7a64b03479aec299f6c4f266bf3f  9e88a7c039b3889bf5262fdc34aa6e34   \n",
+        "20       958e7a64b03479aec299f6c4f266bf3f  a999a1820cc3f560a86fbd33e3a251ff   \n",
+        "21       958e7a64b03479aec299f6c4f266bf3f  d614293f6b068c737faeddbf94195798   \n",
+        "22       958e7a64b03479aec299f6c4f266bf3f  ad5b5cb58e439e2b92a2cfbebb9205f7   \n",
+        "23       958e7a64b03479aec299f6c4f266bf3f  a39f8245c4cfeaabd80220c97661e99a   \n",
+        "24       958e7a64b03479aec299f6c4f266bf3f  eeac7b3b61831d1df5becbb489fae1b8   \n",
+        "25       958e7a64b03479aec299f6c4f266bf3f  783c3b3b13485960d5326a2fdc7873ba   \n",
+        "26       958e7a64b03479aec299f6c4f266bf3f  2fe19abb927509e4f788c87d07d6d5fe   \n",
+        "27       958e7a64b03479aec299f6c4f266bf3f  51433efe00735f1314d1123ab54f2bc5   \n",
+        "28       958e7a64b03479aec299f6c4f266bf3f  5ebf0ebc3071c8180bdf48795c341a01   \n",
+        "29       958e7a64b03479aec299f6c4f266bf3f  5421052018787a86b7d214c1530edaed   \n",
+        "...                                   ...                               ...   \n",
+        "1626720  91bf5ad032a873670bec62c459787230  e3791b7159b9f31344be02d962f67f2a   \n",
+        "1626721  07fc721342df1a4c1992560b582992f8  9b88ae5f00f366f901a9c6537c4974da   \n",
+        "1626722  07fc721342df1a4c1992560b582992f8  cafa0cd66dc1a93c4f12c0096f7d1add   \n",
+        "1626723  07fc721342df1a4c1992560b582992f8  a457b0865b84dea9f5aaa3dc636894a1   \n",
+        "1626724  07fc721342df1a4c1992560b582992f8  bfd124607254600407ff212e2a382d36   \n",
+        "1626725  07fc721342df1a4c1992560b582992f8  642ff4c7640ec78e9de2100914bdaaef   \n",
+        "1626726  07fc721342df1a4c1992560b582992f8  96b54a604255c2e2358c7797b70d9f38   \n",
+        "1626727  07fc721342df1a4c1992560b582992f8  e68978fdfc294ae6096b4c300ccbd6e2   \n",
+        "1626728  07fc721342df1a4c1992560b582992f8  2304c1c6ba29e97d80ced37d1f9972fa   \n",
+        "1626729  07fc721342df1a4c1992560b582992f8  f8c55d69df6763d5238ce1e358b8695f   \n",
+        "1626730  07fc721342df1a4c1992560b582992f8  4e954efa2403bbac5150b8df274b469b   \n",
+        "1626731  07fc721342df1a4c1992560b582992f8  9b81f6144bc14eabe804ddfb417fb9f4   \n",
+        "1626732  07fc721342df1a4c1992560b582992f8  e96652bca473db2b32f1b578422f5ea7   \n",
+        "1626733  07fc721342df1a4c1992560b582992f8  fca2add23c23d90c177568cb1455222f   \n",
+        "1626734  07fc721342df1a4c1992560b582992f8  ac1dbc5475385ebb831d916168219e61   \n",
+        "1626735  07fc721342df1a4c1992560b582992f8  dfe5d0efd1b5a35f6757dda24f20146b   \n",
+        "1626736  07fc721342df1a4c1992560b582992f8  33ed944aafe13d8063062285484f15e5   \n",
+        "1626737  07fc721342df1a4c1992560b582992f8  9ae560101e0c5cdc2d4b2ba44c26e7e7   \n",
+        "1626738  07fc721342df1a4c1992560b582992f8  eabf14f53f583637c6ffce808e7343a8   \n",
+        "1626739  07fc721342df1a4c1992560b582992f8  5cc91c61288e1c596af34830ab4ae5cc   \n",
+        "1626740  07fc721342df1a4c1992560b582992f8  ec3eca5cb1c8e55501a89594e96ca89e   \n",
+        "1626741  07fc721342df1a4c1992560b582992f8  053af8515e33b93f1eab7a784d6c10fe   \n",
+        "1626742  07fc721342df1a4c1992560b582992f8  dae310ceec2c9214a120a57645d5c942   \n",
+        "1626743  07fc721342df1a4c1992560b582992f8  431e09bfae33bd7a2558bf2983840a8d   \n",
+        "1626744  07fc721342df1a4c1992560b582992f8  7001a9b80ea73ffcd9c77a97afa64104   \n",
+        "1626745  07fc721342df1a4c1992560b582992f8  9a7f03fedd0581efa8b998b8aa8dc75d   \n",
+        "1626746  07fc721342df1a4c1992560b582992f8  481cc8fe476f9314ca09c948d590b274   \n",
+        "1626747  07fc721342df1a4c1992560b582992f8  ff7f21a750d9e0d4f5469c3cc58a4f41   \n",
+        "1626748  07fc721342df1a4c1992560b582992f8  89ddb51947afecefc04957ea36a8dc0d   \n",
+        "1626749  07fc721342df1a4c1992560b582992f8  a3513353849669a374eeca4cdb4b03fe   \n",
+        "\n",
+        "               time  forward_count  comment_count  like_count  \\\n",
+        "0        2014-11-04              0              7           2   \n",
+        "1        2014-11-04              0              3           0   \n",
+        "2        2014-11-08              0              0           0   \n",
+        "3        2014-11-09              0              6           0   \n",
+        "4        2014-11-11              0              5           1   \n",
+        "5        2014-11-13              0              0           0   \n",
+        "6        2014-11-13              0              0           0   \n",
+        "7        2014-11-15              0              0           0   \n",
+        "8        2014-12-09              0              0           0   \n",
+        "9        2014-07-01              0              0           0   \n",
+        "10       2014-07-05              0              0           0   \n",
+        "11       2014-07-12              0              0           0   \n",
+        "12       2014-07-21              0              0           0   \n",
+        "13       2014-07-21              0              0           0   \n",
+        "14       2014-10-15              1              0           0   \n",
+        "15       2014-10-15              0              0           0   \n",
+        "16       2014-11-25              0              0           1   \n",
+        "17       2014-11-26              0              2           0   \n",
+        "18       2014-12-09              0              0           0   \n",
+        "19       2014-07-03              0              1           0   \n",
+        "20       2014-07-03              0              0           0   \n",
+        "21       2014-07-05              0              0           0   \n",
+        "22       2014-07-20              0              0           2   \n",
+        "23       2014-07-27              0              0           0   \n",
+        "24       2014-07-31              0              0           0   \n",
+        "25       2014-08-22              0              0           1   \n",
+        "26       2014-08-23              0              0           0   \n",
+        "27       2014-08-23              0              0           0   \n",
+        "28       2014-08-25              0              0           0   \n",
+        "29       2014-08-28              0              0           0   \n",
+        "...             ...            ...            ...         ...   \n",
+        "1626720  2014-07-13              0              0           0   \n",
+        "1626721  2014-07-03              0              2           0   \n",
+        "1626722  2014-07-22              1              0           0   \n",
+        "1626723  2014-08-06              0              0           0   \n",
+        "1626724  2014-08-08              0              0           0   \n",
+        "1626725  2014-08-08              0              1           0   \n",
+        "1626726  2014-08-12              0              0           1   \n",
+        "1626727  2014-08-13              0              0           0   \n",
+        "1626728  2014-08-15              0              0           0   \n",
+        "1626729  2014-08-19              0              6           0   \n",
+        "1626730  2014-08-19              0              0           0   \n",
+        "1626731  2014-09-11              0              0           0   \n",
+        "1626732  2014-09-15              0              1           0   \n",
+        "1626733  2014-09-16              0              0           0   \n",
+        "1626734  2014-09-19              0              0           0   \n",
+        "1626735  2014-09-23              0              1           0   \n",
+        "1626736  2014-10-05              0              0           0   \n",
+        "1626737  2014-10-07              0              1           1   \n",
+        "1626738  2014-10-10              0              1           0   \n",
+        "1626739  2014-10-10              0              3           0   \n",
+        "1626740  2014-10-10              0              0           1   \n",
+        "1626741  2014-10-17              0              0           0   \n",
+        "1626742  2014-10-21              0              0           0   \n",
+        "1626743  2014-10-23              0              0           0   \n",
+        "1626744  2014-10-23              0              0           0   \n",
+        "1626745  2014-10-24              0              0           0   \n",
+        "1626746  2014-10-24              2              1           0   \n",
+        "1626747  2014-10-27              0              1           0   \n",
+        "1626748  2014-10-29              0              1           0   \n",
+        "1626749  2014-11-03              0             11           0   \n",
+        "\n",
+        "                                                   context  \\\n",
+        "0        [\u5410]@\u4eac\u4e1c \u7684\u7528\u6237\u4f53\u9a8c\u592a\u5dee\u4e86....\u7b2c\u4e00\u6b21\u5728\u4eac\u4e1c\u8d2d\u7269\uff0c\u4e70\u4e86\u51e0\u767e\u7684\u4e66....\u771f\u662f\u7ecf\u5386\u4e86\u7f51\u8d2d\u7684...   \n",
+        "1        #\u6211\u7231\u5c0f\u7c73\u624b\u673a#\u56e0\u4e3a\u5c0f\u7c73\u624b\u673a4\u7684\u5c4f\u5e55\u592a\u7ed9\u529b\u4e86\uff0c5\u82f1\u5bf8\u7684\u9ad8\u8272\u5f69\u9971\u548c\u5ea6\u590f\u666e / JDI\u5c4f\u5e55\uff0c19...   \n",
+        "2                     [doge][\u55b5\u55b5]\u5929\u732b\u771f\u662f\u725b....\u5356\u5b9e\u9a8c\u8017\u6750\u7684\u90fd\u8dd1\u5929\u732b\u53bb\u5f00\u5e97\u4e86...   \n",
+        "3                                       [doge]\u627e\u5de5\u4f5c\u256e(\u256f\u25bd\u2570)\u256d\u2026\u2026   \n",
+        "4                                         [doge]\u6210\u529f\u62a2\u4e86\u53f0\u7c734\u7535\u4fe1~   \n",
+        "5        #\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a#\u201c\u5173\u6ce8@\u9b54\u6d6a\u84dd\u7259\u8033\u673a+\u8f6c\u53d1\u672c\u5fae\u535a\u5e76@3\u4f4d\u597d\u53cb+#\u9b54\u6d6a\u6f6e\u7206U5\u667a\u80fd\u8033\u673a...   \n",
+        "6                       [\u53ef\u601c] \u53f2\u4e0a\u6700\u96be\u767b\u7684\u7684\u7f51\u7ad9\uff1ahttp://t.cn/R78fdMf   \n",
+        "7                        [\u6253\u8138]\u524d\u5929\u786e\u8ba4\u62a5\u540d\u3002\u3002\u3002\u3002\u4eca\u5929\u5356\u72ec\u5bb6\u5185\u90e8\u8d44\u6599\u7684\u7535\u8bdd\u5c31\u6765\u4e86\u3002\u3002\u3002\u3002   \n",
+        "8                                 \u53cc\u5341\u4e00\u540e\u9057\u75c7....42\u7801\u677f\u978b...\u5168\u7f3a\u8d27...   \n",
+        "9        \u3010\u8bba\u575b\u6e90\u7801\u63a8\u8350\uff086\u670830\u65e5\uff09\uff1aiOS\u5f00\u6e90RSS\u65b0\u95fb\u9605\u8bfb\u5668 \u53ef\u81ea\u52a8\u586b\u5145\u7684\u6587\u672c\u6846\u3011 http:/...   \n",
+        "10       \u3010Hadoop\u79d1\u666e\u6587\u2014\u2014\u5e38\u89c1\u768445\u4e2a\u95ee\u9898\u89e3\u7b54\u3011 http://t.cn/Rvrui7S  \uff08...   \n",
+        "11       \u3010MySQL\u7d22\u5f15\u539f\u7406\u53ca\u6162\u67e5\u8be2\u4f18\u5316\u3011 http://t.cn/RvsXH5D  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09   \n",
+        "12       \u3010\u7f51\u7ad9\u7528\u6237\u8bbf\u95ee\u901f\u5ea6\u76d1\u6d4b\u5206\u6790\u9879\u76ee(1)\u3011 http://t.cn/RPLC0uY  \uff08\u5206\u4eab\u81ea@...   \n",
+        "13        \u3010\u4e0d\u540cvlan\u95f4\u901a\u4fe1\u5982\u4f55\u5b9e\u73b0\uff1f\u3011 http://t.cn/RPLOZ49  \uff08\u5206\u4eab\u81ea@\u65e0\u89c5\u9605\u8bfb\uff09   \n",
+        "14       \u5c0f\u4f19\u4f34\u4eec\uff0c\u5feb\u6765\u56f4\u89c2\uff01\u6211\u5df2\u7ecf\u5347\u7ea7\u4e3aV6\u65b0\u7248\u5fae\u535a\uff0c\u7b80\u6d01\u7684\u754c\u9762\u5e26\u6765\u66f4\u6d41\u7545\u7684\u4f53\u9a8c\u3002\u51c6\u5907\u597d\u4e86\u5417\uff1f\u548c\u6211\u4eec...   \n",
+        "15       \u6211\u521a\u6362\u4e86\u201c\u60c5\u8ff7\u5b9d\u4e3d\u6765\u201d\u5957\u88c5\uff0c\u597d\u6f02\u4eae\uff0c\u4f60\u4eec\u90fd\u5feb\u6765\u8bd5\u8bd5\uff01 http://weibo.com/ho...   \n",
+        "16                                           5k \u7684iMac\u597d\u50cf\u5f88\u4e0d\u9519   \n",
+        "17                                               \u4eca\u5929\u9047\u5230\u4e86\u4e24\u4e2a\u5947\u8469   \n",
+        "18                                               \u6ca1\u4e8b\uff0c\u53ea\u662f\u6280\u672f\u8c03\u6574   \n",
+        "19                   \u81ea\u5df1\u628a\u8138\u90fd\u6293\u4f24\u4e86\uff0c\u6240\u4ee5\u5e26\u4e0a\u4e86\u624b\u5957\u2026 http://t.cn/Rv3EAY4   \n",
+        "20                                  \u5f52\u4e61 http://t.cn/Rv1ifkh   \n",
+        "21                               \u89c9\u89c9\u7684\u5ea7\u9a7e http://t.cn/RvrX4JV   \n",
+        "22                              \u89c9\u89c9\u6ee1\u6708\u7eaa\u5ff5 http://t.cn/RPAgpC8   \n",
+        "23                            #vscocam http://t.cn/RP5Bl65   \n",
+        "24       \u5f00\u59cb\u4f7f\u7528#\u4eb2\u5b9d\u5b9d#\u8bb0\u5f55\u5b9d\u5b9d\u6210\u957f\u8fc7\u7a0b\u4e86\u3002\u901a\u8fc7\u89c6\u9891\u3001\u7167\u7247\u3001\u5f55\u97f3\u548c\u6587\u5b57\u8bb0\u5f55\u5b9d\u5b9d\u7684\u7cbe\u5f69\u77ac\u95f4\u5e76\u6c38\u4e45\u4fdd\u5b58...   \n",
+        "25                  \u6e05\u98ce\u5e26\u6765\u4e86\u732b\u996d\u548c\u76f8\u58f0\u5c4a\u6cf0\u6597\u2026\u7684\u7167\u7247\u2026 http://t.cn/RP3hroF   \n",
+        "26                   #vscocam brothers http://t.cn/RP15FGS   \n",
+        "27                  #vscocam \u597d\u57fa\u53cb\uff0c\u4ece\u5c0f\u505a\u8d77\u2026 http://t.cn/RP1ooou   \n",
+        "28       #vscocam the most beautiful season in Beijing ...   \n",
+        "29                    #vscocam #flower http://t.cn/RhvWlyf   \n",
+        "...                                                    ...   \n",
+        "1626720  #\u56f4\u89c2\u4e16\u754c\u676f\u9886\u73b0\u91d1#\u7ed9\u529b\u7684\u5fae\u535a\u4e16\u754c\u676f\u798f\u5229\u75af\u62a2ing~\u56f4\u89c2\u4e16\u754c\u676f\u8fd8\u80fd\u9886\u73b0\u91d1\u7ea2\u5305\uff0c\u8fd9\u4e8b\u513f\u4e00\u822c\u4eba\u6211...   \n",
+        "1626721                            [\u7591\u95ee]\u7ad9\u7fa4\u7cfb\u7edf\u80fd\u9632\u9ed1\u5ba2\uff1f \u8fd8\u662f\u53ef\u80fd\u88ab\u4e00\u9505\u7aef\uff1f   \n",
+        "1626722                            \u641c\u72d7\u4e4b\u524d\u4e0d\u662f\u4e5f\u9884\u544a\u51fa\u624b\u73af\u5417\uff1f \u548b\u6ca1\u6d88\u606f\u4e86\u00b7\u00b7\u00b7   \n",
+        "1626723                                               \u5206\u4eab\u56fe\u7247   \n",
+        "1626724  [\u5bb3\u7f9e]\u7ea2\u6846\u90e8\u5206\u6700\u597d\u80fd\u52a0\u4e0a\u6700\u65b0IF\u548c\u4e2d\u79d1\u9662\u5206\u533a...\u8fd9\u6837\u66f4\u65b9\u4fbf\u5927\u5bb6\u6295\u7a3f\u65f6\u9009\u62e9\u671f\u520a\u3002 @\u4e01\u9999\u56ed...   \n",
+        "1626725  [\u5bb3\u7f9e]\u7ea2\u6846\u90e8\u5206\u6700\u597d\u80fd\u52a0\u4e0a\u6700\u65b0IF\u548c\u4e2d\u79d1\u9662\u5206\u533a...\u8fd9\u6837\u66f4\u65b9\u4fbf\u5927\u5bb6\u6295\u7a3f\u65f6\u9009\u62e9\u671f\u520a\u3002 @\u4e01\u9999\u56ed...   \n",
+        "1626726                                           \u8fd9\u4e0d\u626f\u6de1\u5417\uff01\uff01\uff01   \n",
+        "1626727  \u5c0f\u7c73\u624b\u73af\u8981\u57288\u670816\u65e5\u9996\u53d1\u5566\uff0c\u4e14\u514d\u9884\u7ea6\u54e6\uff01\u771f\u5fc3\u592a\u8d5e\u4e86\uff01\u7ea2\u7c731S\u79fb\u52a84G\u7248\u548c\u5c0f\u7c73\u8def\u7531\u5668mini...   \n",
+        "1626728                     \u9047\u5230\u4e00\u4e2a\u9017\u6bd4\u2192_\u2192\u51fa\u5382\u7cfb\u7edf\u662fub\uff0c\u975e\u8981\u552e\u540e\u5e08\u5085\u7ed9\u4ed6\u88c5win7   \n",
+        "1626729  [\u9707\u60ca]MD \u8fd9\u552e\u540e\u9017\u6bd4\u554ao(\ufe36\ufe3f\ufe36)o\u5509\u2026\u2026\u5c4f\u5e55\u6ca1\u5230\uff0c\u6253\u7535\u8bdd\u8ba9\u6211\u6765\u6362\u5c4f\u2192_\u2192\u2026\u2026\u8fdb\u5185\u5c4b\u4e0d\u5230...   \n",
+        "1626730  [\u5de8\u6c57]\u4e3a\u90a3\u53f0\u964c\u751f\u4eba\u7684\u53f0\u5f0f\u4e3b\u673a\u9ed8\u54c0\u2026\u2026\u2192_\u2192\u88ab\u552e\u540e\u4ece\u8fd12\u7c73\u684c\u4e0a\u6454\u843d\u2026\u2026\u256e(\u256f\u25bd\u2570)\u256d\u73b0\u5728\u5728\u7528...   \n",
+        "1626731  #\u6211\u7231\u5c0f\u7c73\u624b\u73af#\u4e00\u76f4\u4e0d\u77e5\u9053\u8be5\u600e\u6837\u6539\u5584\u81ea\u5df1\u7761\u7720\u8d28\u91cf\uff0c@\u5c0f\u7c73\u624b\u73af \u53ef\u4ee5\u81ea\u52a8\u7761\u7720\u76d1\u63a7\uff0c\u4e86\u89e3\u4f60\u6bcf\u665a\u6df1...   \n",
+        "1626732  \u6211\u7684\u7f51\u901f\u5728\u5168\u56fd\u6392\u7b2c2495\u540d\uff0c\u4e0b\u8f7d\u901f\u5ea6\u662f4.6MB/\u79d2\uff01\u4f60\u7684\u7f51\u901f\u600e\u4e48\u6837\uff0c\u8d76\u5feb\u7528@360\u5bbd\u5e26\u6d4b...   \n",
+        "1626733                   [\u9119\u89c6]\u5c0f\u7c73\u7535\u8111\u7f51\u9875\u5c45\u7136\u4e0d\u7ed9\u6211\u767b\u9646.....\u8fd8\u597d\u6211\u673a\u667a\u679c\u65ad\u624b\u673a\u4e70   \n",
+        "1626734  #\u6211\u7231\u5c0f\u7c73\u7535\u89c6#\u9876\u914d49\u82f1\u5bf84K\u8d85\u9ad8\u6e05\u667a\u80fd\u7535\u89c6-#\u5c0f\u7c73\u7535\u89c62#\uff0c\u4ec5\u552e3399\u5143\uff01\u5fc5\u987b\u6027\u4ef7\u6bd4\u4e4b...   \n",
+        "1626735                                  [doge]\u5b66\u6821\u592a\u5927\uff0c\u8d70\u8def\u7684\u8f9b\u9178\u3002   \n",
+        "1626736                          \u54ea\u6b3e\u5b89\u5353\u90ae\u7bb1\u5ba2\u6237\u7aef\u5e26\u6709\u81ea\u52a8\u8fc7\u6ee4\u5206\u7c7b\u548c\u81ea\u52a8\u8f6c\u53d1\u529f\u80fd\uff1f   \n",
+        "1626737                        \u6c42\u5fd7\u540c\u9053\u5408\u7684\u59b9\u5b50\u4e00\u8d77\u8003\u535a\u4e00\u8d77\u505a\u535a\u540e\u4e00\u8d77\u2026\u2026\u4f60\u61c2\u5f97\u3002\u55ef\u3002   \n",
+        "1626738                                             [doge]   \n",
+        "1626739                                             [doge]   \n",
+        "1626740  #\u5c0f\u7c73\u667a\u80fd\u65b0\u54c1\u516c\u6d4b#\u5c0f\u8681\u667a\u80fd\u6444\u50cf\u673a[\u56f4\u89c2]1.\u5b9e\u9a8c\u5ba4\u7279\u6b8a\u5316\u5b66\u54c1\u4ed3\u5e93\u76d1\u63a7\u30022.\u5b9e\u9a8c\u5ba4\u52a8\u7269\u623f\u52a8\u7269...   \n",
+        "1626741  \u79d1\u5b66\u7f51\u2014\u6297\u80bf\u7624\u7684\u201c\u9006\u5929\u75c5\u6bd2\u201d\u548c\u8dd1\u706b\u8f66\u7684\u201c\u9006\u5929\u7f16\u8f91\u201d - \u738b\u627f\u5fd7\u7684\u535a\u6587 \u6297\u80bf\u7624\u7684\u201c\u9006\u5929\u75c5\u6bd2\u201d\u548c...   \n",
+        "1626742  \u5c0f\u4f19\u4f34\u4eec\uff0c\u5feb\u6765\u56f4\u89c2\uff01\u6211\u5df2\u7ecf\u5347\u7ea7\u4e3aV6\u65b0\u7248\u5fae\u535a\uff0c\u7b80\u6d01\u7684\u754c\u9762\u5e26\u6765\u66f4\u6d41\u7545\u7684\u4f53\u9a8c\u3002\u51c6\u5907\u597d\u4e86\u5417\uff1f\u548c\u6211\u4eec...   \n",
+        "1626743  #TIMEBOX\u6e38\u620f\u673a\u6765\u5566#\u53f2\u4e0a\u6e38\u620f\u6700\u591a\uff0c\u6027\u4ef7\u6bd4\u6700\u9ad8\u7684\u5b89\u5353\u7535\u89c6\u6e38\u620f\u673a\u514d\u8d39\u9001\uff01\u6211\u5df2\u7ecf\u6210\u529f\u7533\u8bf7\u4e86...   \n",
+        "1626744  \u521a\u6ce8\u518c\u7684#\u559c\u9a6c\u62c9\u96c5#\u6709\u70b9\u610f\u601d\uff0c\u662f\u4e2a\u5f88\u6709\u7528\u7684\u624b\u673a\u968f\u8eab\u542c\uff0c\u5185\u5bb9\u592a\u4e30\u5bcc\u4e86\uff0c\u60f3\u542c\u5565\u90fd\u6709\uff0c\u8fd8\u53ef\u4ee5\u968f\u624b\u5f55...   \n",
+        "1626745                                  #GeekPwn\u76f4\u64ad#[doge]   \n",
+        "1626746  @\u674e\u94c1\u519b [doge]\u4f60\u4eec\u6bd2\u9738\u90a3\u4e2a\u5fae\u4fe1\u8d26\u53f7\u96fe\u973e\u7684\u95ee\u5377\u8c03\u67e5\uff0c\u586b\u5b8c\u62bd\u5956\u4e2d\u4e86\u4e00\u4e2a\u8fd9\u4e2a\u3002\u3002\u3002\u771f\u7684\u5047\u7684...   \n",
+        "1626747           \u6211\u5206\u4eab\u4e86@\u5411\u592aTiffany\u9673\u5d50 \u7684\u6587\u7ae0 http://t.cn/R76wgLi   \n",
+        "1626748  [doge]\u94a2\u5316\u73bb\u7483\u624b\u673a\u819cbug\u6765\u4e86\u2026\u2026[\u7b11cry]\u50cf\u955c\u5b50\u4e00\u6837\u53cd\u5c04\u592a\u9633\u5149\u3002\u3002\u3002\u3002\u5feb\u88ab\u4e0a\u8bfe\u73a9\u624b...   \n",
+        "1626749  \u6c42\u4e2a\u5c0f\u7c734F\u7801........\u8001\u4eba\u51fa\u95e8\u65c5\u6e38\u770b\u5230\u540c\u56e2\u7684\u6709\uff0c\u56de\u6765\u53ee\u5631\u4e70\u4e70\u4e70\u00b7\u00b7............   \n",
+        "\n",
+        "                                             context_clean  \n",
+        "0        [u'\\u7528\\u6237', u'\\u4f53\\u9a8c', u'\\u592a\\u5...  \n",
+        "1        [u'\\u5c0f\\u7c73', u'\\u624b\\u673a', u'\\u5c4f\\u5...  \n",
+        "2        [u'\\u5929\\u732b', u'\\u771f\\u662f', u'\\u725b\\u5...  \n",
+        "3                             [u'\\u627e', u'\\u5de5\\u4f5c']  \n",
+        "4        [u'\\u6210\\u529f', u'\\u62a2', u'\\u53f0\\u7c73', ...  \n",
+        "5        [u'\\u5173\\u6ce8', u'\\u9b54\\u6d6a', u'\\u84dd\\u7...  \n",
+        "6        [u'\\u53f2\\u4e0a', u'\\u6700\\u96be', u'\\u767b', ...  \n",
+        "7        [u'\\u524d\\u5929', u'\\u786e\\u8ba4', u'\\u62a5\\u5...  \n",
+        "8        [u'\\u53cc\\u5341', u'\\u540e\\u9057\\u75c7', u'\\u7...  \n",
+        "9        [u'\\u8bba\\u575b', u'\\u6e90\\u7801', u'\\u63a8\\u8...  \n",
+        "10       [u'\\u79d1\\u666e', u'\\u6587', u'\\u5e38\\u89c1', ...  \n",
+        "11       [u'\\u7d22\\u5f15', u'\\u539f\\u7406', u'\\u53ca\\u6...  \n",
+        "12       [u'\\u7f51\\u7ad9', u'\\u7528\\u6237', u'\\u8bbf\\u9...  \n",
+        "13       [u'\\u95f4\\u901a\\u4fe1', u'\\u5b9e\\u73b0', u'\\u5...  \n",
+        "14       [u'\\u5c0f\\u4f19\\u4f34', u'\\u56f4\\u89c2', u'\\u5...  \n",
+        "15       [u'\\u521a\\u6362', u'\\u60c5\\u8ff7', u'\\u5b9d\\u4...  \n",
+        "16              [u'\\u597d\\u50cf', u'\\u4e0d\\u9519', 'imac']  \n",
+        "17       [u'\\u4eca\\u5929', u'\\u9047\\u5230', u'\\u4e24\\u4...  \n",
+        "18       [u'\\u6ca1\\u4e8b', u'\\u6280\\u672f', u'\\u8c03\\u6...  \n",
+        "19       [u'\\u8138', u'\\u6293\\u4f24', u'\\u5e26\\u4e0a', ...  \n",
+        "20                                       [u'\\u5f52\\u4e61']  \n",
+        "21                 [u'\\u89c9\\u89c9', u'\\u5ea7', u'\\u9a7e']  \n",
+        "22       [u'\\u89c9\\u89c9', u'\\u6ee1\\u6708', u'\\u7eaa\\u5...  \n",
+        "23                                             ['vscocam']  \n",
+        "24       [u'\\u4f7f\\u7528', u'\\u8bb0\\u5f55', u'\\u5b9d\\u5...  \n",
+        "25       [u'\\u6e05\\u98ce', u'\\u5e26\\u6765', u'\\u732b', ...  \n",
+        "26                                 ['vscocam', 'brothers']  \n",
+        "27       [u'\\u597d', u'\\u57fa\\u53cb', u'\\u505a\\u8d77', ...  \n",
+        "28       ['vscocam', 'beautiful', 'season', 'beijing', ...  \n",
+        "29                                 ['flower', u'vscocam ']  \n",
+        "...                                                    ...  \n",
+        "1626720  [u'\\u7ed9\\u529b', u'\\u5fae\\u535a', u'\\u4e16\\u7...  \n",
+        "1626721  [u'\\u7ad9', u'\\u7fa4', u'\\u7cfb\\u7edf', u'\\u80...  \n",
+        "1626722  [u'\\u641c\\u72d7', u'\\u4e4b\\u524d', u'\\u9884\\u5...  \n",
+        "1626723                 [u'\\u5206\\u4eab', u'\\u56fe\\u7247']  \n",
+        "1626724  [u'\\u7ea2\\u6846', u'\\u90e8\\u5206', u'\\u6700\\u5...  \n",
+        "1626725  [u'\\u7ea2\\u6846', u'\\u90e8\\u5206', u'\\u6700\\u5...  \n",
+        "1626726                                  [u'\\u626f\\u6de1']  \n",
+        "1626727  [u'\\u5c0f\\u7c73', u'\\u624b\\u73af', u'\\u9996\\u5...  \n",
+        "1626728  [u'\\u9047\\u5230', u'\\u4e00\\u4e2a', u'\\u9017\\u6...  \n",
+        "1626729  [u'\\u552e\\u540e', u'\\u9017\\u6bd4', u'\\ufe36', ...  \n",
+        "1626730  [u'\\u90a3\\u53f0', u'\\u964c\\u751f\\u4eba', u'\\u5...  \n",
+        "1626731  [u'\\u4e00\\u76f4', u'\\u77e5\\u9053', u'\\u6539\\u5...  \n",
+        "1626732  [u'\\u7f51\\u901f', u'\\u5168\\u56fd', u'\\u6392\\u7...  \n",
+        "1626733  [u'\\u5c0f\\u7c73', u'\\u7535\\u8111', u'\\u7f51\\u9...  \n",
+        "1626734  [u'\\u9876\\u914d', u'\\u82f1\\u5bf8', u'\\u8d85\\u9...  \n",
+        "1626735  [u'\\u5b66\\u6821', u'\\u592a', u'\\u8d70\\u8def', ...  \n",
+        "1626736  [u'\\u54ea\\u6b3e', u'\\u5b89\\u5353', u'\\u90ae\\u7...  \n",
+        "1626737  [u'\\u6c42', u'\\u5fd7\\u540c\\u9053\\u5408', u'\\u5...  \n",
+        "1626738                                                 []  \n",
+        "1626739                                                 []  \n",
+        "1626740  [u'\\u5c0f\\u8681', u'\\u667a\\u80fd', u'\\u6444\\u5...  \n",
+        "1626741  [u'\\u79d1\\u5b66\\u7f51', u'\\u6297\\u80bf\\u7624',...  \n",
+        "1626742  [u'\\u5c0f\\u4f19\\u4f34', u'\\u56f4\\u89c2', u'\\u5...  \n",
+        "1626743  [u'\\u53f2\\u4e0a', u'\\u6e38\\u620f', u'\\u6700', ...  \n",
+        "1626744  [u'\\u6ce8\\u518c', u'\\u6709\\u70b9', u'\\u610f\\u6...  \n",
+        "1626745                           [u'GeekPwn\\u76f4\\u64ad']  \n",
+        "1626746  [u'\\u6bd2\\u9738', u'\\u5fae\\u4fe1', u'\\u8d26\\u5...  \n",
+        "1626747  [u'\\u5206\\u4eab', u'\\u5411\\u592aTiffany\\u9673\\...  \n",
+        "1626748  [u'\\u94a2\\u5316\\u73bb\\u7483', u'\\u624b\\u673a',...  \n",
+        "1626749  [u'\\u6c42\\u4e2a', u'\\u5c0f\\u7c73', u'\\u7801', ...  \n",
+        "\n",
+        "[1626750 rows x 8 columns]\n"
+       ]
+      },
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>BOW_1</th>\n",
+        "      <th>BOW_2</th>\n",
+        "      <th>BOW_3</th>\n",
+        "      <th>BOW_4</th>\n",
+        "      <th>BOW_5</th>\n",
+        "      <th>BOW_6</th>\n",
+        "      <th>BOW_7</th>\n",
+        "      <th>BOW_8</th>\n",
+        "      <th>BOW_9</th>\n",
+        "      <th>BOW_10</th>\n",
+        "      <th>...</th>\n",
+        "      <th>BOW_41</th>\n",
+        "      <th>BOW_42</th>\n",
+        "      <th>BOW_43</th>\n",
+        "      <th>BOW_44</th>\n",
+        "      <th>BOW_45</th>\n",
+        "      <th>BOW_46</th>\n",
+        "      <th>BOW_47</th>\n",
+        "      <th>BOW_48</th>\n",
+        "      <th>BOW_49</th>\n",
+        "      <th>BOW_50</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272672</th>\n",
+        "      <td> 6</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272673</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272674</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272675</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272676</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272677</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272678</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272679</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272680</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272681</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272682</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272683</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272684</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272685</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272686</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272687</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272688</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272689</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272690</th>\n",
+        "      <td> 3</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272691</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272692</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272693</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272694</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272695</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272696</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272697</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272698</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272699</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272700</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272701</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>272702 rows \u00d7 50 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 20,
+       "text": [
+        "        BOW_1  BOW_2  BOW_3  BOW_4  BOW_5  BOW_6  BOW_7  BOW_8  BOW_9  BOW_10  \\\n",
+        "0           0      0      0      0      0      0      0      0      0       0   \n",
+        "1           0      0      0      0      0      0      0      0      0       0   \n",
+        "2           0      0      0      0      0      0      0      0      0       0   \n",
+        "3           0      0      0      0      0      0      0      1      0       0   \n",
+        "4           0      0      0      0      0      0      0      1      0       0   \n",
+        "5           0      0      0      0      0      0      0      0      0       0   \n",
+        "6           0      0      0      0      0      0      0      0      0       0   \n",
+        "7           0      0      0      0      0      0      0      0      0       0   \n",
+        "8           0      0      0      0      0      0      0      0      0       0   \n",
+        "9           0      0      0      0      0      0      0      1      0       0   \n",
+        "10          0      0      0      0      0      0      0      1      0       0   \n",
+        "11          0      0      0      0      0      0      0      1      1       0   \n",
+        "12          0      0      0      0      0      0      0      1      0       0   \n",
+        "13          0      0      0      0      0      0      0      0      0       0   \n",
+        "14          0      0      0      0      0      0      0      0      0       0   \n",
+        "15          0      0      0      0      0      0      1      0      0       0   \n",
+        "16          0      0      0      0      0      0      0      0      0       0   \n",
+        "17          0      0      0      0      0      0      0      0      0       0   \n",
+        "18          0      0      0      0      0      0      0      0      0       0   \n",
+        "19          0      0      0      0      0      0      0      0      1       0   \n",
+        "20          1      0      0      0      0      0      0      0      0       1   \n",
+        "21          0      0      0      0      0      0      0      1      0       0   \n",
+        "22          0      0      0      0      0      0      0      0      0       0   \n",
+        "23          0      0      0      0      0      0      0      0      0       0   \n",
+        "24          0      0      0      0      0      0      0      0      0       0   \n",
+        "25          2      0      1      0      0      2      0      0      0       0   \n",
+        "26          1      0      0      1      0      0      0      0      0       0   \n",
+        "27          1      0      0      1      0      0      0      0      0       0   \n",
+        "28          1      0      0      1      0      0      0      0      0       0   \n",
+        "29          0      0      0      1      0      0      0      0      0       0   \n",
+        "...       ...    ...    ...    ...    ...    ...    ...    ...    ...     ...   \n",
+        "272672      6      0      0      0      0      0      0      0      1       0   \n",
+        "272673      0      0      0      0      0      0      0      0      0       0   \n",
+        "272674      0      0      0      0      0      0      0      0      0       0   \n",
+        "272675      0      1      0      0      0      0      0      0      0       0   \n",
+        "272676      2      0      0      0      0      2      1      0      0       1   \n",
+        "272677      0      0      0      0      0      0      0      0      0       0   \n",
+        "272678      0      0      0      0      0      0      0      0      0       0   \n",
+        "272679      1      0      0      0      0      1      0      0      0       0   \n",
+        "272680      0      0      0      0      0      0      2      0      0       0   \n",
+        "272681      1      0      0      0      0      1      0      0      1       0   \n",
+        "272682      0      0      0      0      0      0      0      0      0       0   \n",
+        "272683      0      0      0      0      0      0      0      0      0       0   \n",
+        "272684      1      0      0      0      0      0      0      0      0       0   \n",
+        "272685      0      0      0      0      0      0      1      1      0       0   \n",
+        "272686      1      0      0      0      0      0      0      0      1       0   \n",
+        "272687      0      0      0      0      0      0      0      0      0       0   \n",
+        "272688      0      0      0      0      0      0      2      1      0       0   \n",
+        "272689      0      0      0      0      0      0      0      0      0       0   \n",
+        "272690      3      1      0      0      0      2      1      0      1       0   \n",
+        "272691      0      1      1      0      0      0      0      0      0       1   \n",
+        "272692      1      0      0      0      0      0      1      0      0       0   \n",
+        "272693      2      1      0      0      0      0      0      0      0       0   \n",
+        "272694      0      0      0      0      0      0      0      1      0       0   \n",
+        "272695      1      0      0      0      0      1      0      0      2       0   \n",
+        "272696      0      0      0      0      0      0      0      0      0       0   \n",
+        "272697      2      0      1      0      0      1      0      0      0       0   \n",
+        "272698      1      0      0      0      0      0      0      0      0       0   \n",
+        "272699      0      0      0      0      0      0      0      1      0       0   \n",
+        "272700      0      0      0      0      0      0      0      1      0       0   \n",
+        "272701      0      0      0      0      0      0      0      1      0       0   \n",
+        "\n",
+        "         ...    BOW_41  BOW_42  BOW_43  BOW_44  BOW_45  BOW_46  BOW_47  \\\n",
+        "0        ...         0       0       0       0       0       0       0   \n",
+        "1        ...         0       0       0       0       0       0       0   \n",
+        "2        ...         0       0       0       0       0       0       0   \n",
+        "3        ...         0       0       0       0       0       1       0   \n",
+        "4        ...         0       0       0       0       0       1       0   \n",
+        "5        ...         0       0       0       0       0       0       0   \n",
+        "6        ...         0       0       0       0       0       0       0   \n",
+        "7        ...         0       0       0       0       0       0       0   \n",
+        "8        ...         0       0       0       0       0       0       0   \n",
+        "9        ...         0       0       0       0       0       1       0   \n",
+        "10       ...         0       0       0       0       0       1       0   \n",
+        "11       ...         0       0       0       0       0       1       0   \n",
+        "12       ...         0       0       0       0       0       1       0   \n",
+        "13       ...         0       0       0       0       0       0       0   \n",
+        "14       ...         0       0       0       0       0       0       0   \n",
+        "15       ...         0       0       0       0       0       0       0   \n",
+        "16       ...         0       0       0       0       0       0       0   \n",
+        "17       ...         0       0       0       0       0       0       0   \n",
+        "18       ...         0       0       0       0       0       0       0   \n",
+        "19       ...         0       0       0       0       0       0       0   \n",
+        "20       ...         0       0       0       0       0       0       0   \n",
+        "21       ...         0       0       0       0       0       0       0   \n",
+        "22       ...         0       0       1       0       0       0       0   \n",
+        "23       ...         0       0       0       0       0       0       0   \n",
+        "24       ...         0       0       0       0       0       0       0   \n",
+        "25       ...         0       0       0       0       0       0       0   \n",
+        "26       ...         1       0       0       0       2       0       0   \n",
+        "27       ...         1       0       0       0       2       0       0   \n",
+        "28       ...         1       0       0       0       2       0       0   \n",
+        "29       ...         0       0       0       0       0       0       0   \n",
+        "...      ...       ...     ...     ...     ...     ...     ...     ...   \n",
+        "272672   ...         0       0       0       0       0       1       0   \n",
+        "272673   ...         0       0       0       0       0       0       0   \n",
+        "272674   ...         0       0       0       0       0       0       0   \n",
+        "272675   ...         0       0       0       0       3       0       0   \n",
+        "272676   ...         0       0       0       0       0       0       0   \n",
+        "272677   ...         0       0       0       0       0       0       0   \n",
+        "272678   ...         1       0       0       0       1       0       0   \n",
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+        "\n",
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+        "...        ...     ...     ...  \n",
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+        "\n",
+        "[272702 rows x 50 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 20
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.features_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>feature_name</th>\n",
+        "      <th>feature_type</th>\n",
+        "      <th>data_time</th>\n",
+        "      <th>parameters</th>\n",
+        "      <th>category</th>\n",
+        "      <th>feature_address</th>\n",
+        "      <th>description</th>\n",
+        "      <th>feature_shape</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td>  [1354048, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1 </th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-12-01_2014-12-31_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-12-01 to ...</td>\n",
+        "      <td>   [272702, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2 </th>\n",
+        "      <td>                        UAVG_2014-07-01_2014-11-30</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-07-01_2014-11-30.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>    [1354048, 3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3 </th>\n",
+        "      <td>                        UAVG_2014-12-01_2014-12-31</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-12-01_2014-12-31.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>     [272702, 3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 1000, u'vec_time': [u'2014-0...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td> [1354048, 1000]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5 </th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-08-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-08-01_2014-12-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-08-01 to ...</td>\n",
+        "      <td>  [1347431, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6 </th>\n",
+        "      <td> BOW_2015-01-01_2014-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2015-01-01, 2014-01-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2015-01-01_2014-01-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2015-01-01 to ...</td>\n",
+        "      <td>        [0, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7 </th>\n",
+        "      <td> BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2015-01-01, 2015-01-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2015-01-01_2015-01-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2015-01-01 to ...</td>\n",
+        "      <td>   [275331, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8 </th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 1000, u'vec_time': [u'2014-0...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-12-01_2014-12-31_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-12-01 to ...</td>\n",
+        "      <td>  [272702, 1000]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 50, u'vec_time': [u'2014-07-...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td>   [1354048, 50]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 50, u'vec_time': [u'2014-07-...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-12-01_2014-12-31_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-12-01 to ...</td>\n",
+        "      <td>    [272702, 50]</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 21,
+       "text": [
+        "                                         feature_name feature_type  \\\n",
+        "0   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
+        "1   BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...          BOW   \n",
+        "2                          UAVG_2014-07-01_2014-11-30         UAVG   \n",
+        "3                          UAVG_2014-12-01_2014-12-31         UAVG   \n",
+        "4   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
+        "5   BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...          BOW   \n",
+        "6   BOW_2015-01-01_2014-01-31_2014-08-01_2014-12-3...          BOW   \n",
+        "7   BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...          BOW   \n",
+        "8   BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...          BOW   \n",
+        "9   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
+        "10  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...          BOW   \n",
+        "\n",
+        "                   data_time  \\\n",
+        "0   [2014-07-01, 2014-11-30]   \n",
+        "1   [2014-12-01, 2014-12-31]   \n",
+        "2   [2014-07-01, 2014-11-30]   \n",
+        "3   [2014-12-01, 2014-12-31]   \n",
+        "4   [2014-07-01, 2014-11-30]   \n",
+        "5   [2014-08-01, 2014-12-31]   \n",
+        "6   [2015-01-01, 2014-01-31]   \n",
+        "7   [2015-01-01, 2015-01-31]   \n",
+        "8   [2014-12-01, 2014-12-31]   \n",
+        "9   [2014-07-01, 2014-11-30]   \n",
+        "10  [2014-12-01, 2014-12-31]   \n",
+        "\n",
+        "                                           parameters category  \\\n",
+        "0   {u'max_features': 100, u'vec_time': [u'2014-07...        I   \n",
+        "1   {u'max_features': 100, u'vec_time': [u'2014-07...        I   \n",
+        "2                                                  {}        U   \n",
+        "3                                                  {}        U   \n",
+        "4   {u'max_features': 1000, u'vec_time': [u'2014-0...        I   \n",
+        "5   {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "6   {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "7   {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "8   {u'max_features': 1000, u'vec_time': [u'2014-0...        I   \n",
+        "9   {u'max_features': 50, u'vec_time': [u'2014-07-...        I   \n",
+        "10  {u'max_features': 50, u'vec_time': [u'2014-07-...        I   \n",
+        "\n",
+        "                                      feature_address  \\\n",
+        "0   ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
+        "1   ../features/BOW_2014-12-01_2014-12-31_2014-07-...   \n",
+        "2      ../features/UAVG_2014-07-01_2014-11-30.feature   \n",
+        "3      ../features/UAVG_2014-12-01_2014-12-31.feature   \n",
+        "4   ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
+        "5   ../features/BOW_2014-08-01_2014-12-31_2014-08-...   \n",
+        "6   ../features/BOW_2015-01-01_2014-01-31_2014-08-...   \n",
+        "7   ../features/BOW_2015-01-01_2015-01-31_2014-08-...   \n",
+        "8   ../features/BOW_2014-12-01_2014-12-31_2014-07-...   \n",
+        "9   ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
+        "10  ../features/BOW_2014-12-01_2014-12-31_2014-07-...   \n",
+        "\n",
+        "                                          description    feature_shape  \n",
+        "0   Bag of Words in word count from 2014-07-01 to ...   [1354048, 100]  \n",
+        "1   Bag of Words in word count from 2014-12-01 to ...    [272702, 100]  \n",
+        "2   User's average forward/comment/like count duri...     [1354048, 3]  \n",
+        "3   User's average forward/comment/like count duri...      [272702, 3]  \n",
+        "4   Bag of Words in word count from 2014-07-01 to ...  [1354048, 1000]  \n",
+        "5   Bag of Words in word count from 2014-08-01 to ...   [1347431, 100]  \n",
+        "6   Bag of Words in word count from 2015-01-01 to ...         [0, 100]  \n",
+        "7   Bag of Words in word count from 2015-01-01 to ...    [275331, 100]  \n",
+        "8   Bag of Words in word count from 2014-12-01 to ...   [272702, 1000]  \n",
+        "9   Bag of Words in word count from 2014-07-01 to ...    [1354048, 50]  \n",
+        "10  Bag of Words in word count from 2014-12-01 to ...     [272702, 50]  "
+       ]
+      }
+     ],
+     "prompt_number": 21
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train([fw.features_log.feature_name[9]],\"LR\",\"forward_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[ 0.6204164  -0.21839391  0.13585114 -0.25566627 -0.27325844  0.14946012\n",
+        "  0.50253942  0.39844098 -0.15295544  0.75693993 -0.36255741  1.25170696\n",
+        " -0.31941675  0.04058909  0.01831546  0.20347674  0.76135487 -0.29776366\n",
+        " -0.83467877  0.32663369 -0.20061139  0.30596125  0.91285555  0.83987642\n",
+        " -0.16813179  0.00200879  0.33777634 -0.41698314  0.28429043  0.45371465\n",
+        " -0.1448398  -0.02215249  0.39636134 -0.87318404 -0.36730603  1.09506771\n",
+        "  0.15405254  0.49271025 -0.05846761 -0.32341832  0.37746428 -0.03206802\n",
+        " -0.23135565  0.73107727  0.58837351 -0.22711759  0.150555    0.09006021\n",
+        "  0.40614442 -0.48195127]\n",
+        "Residual sum of squares: 9689.57\n",
+        "Variance score: 0.00\n",
+        "Train time:  3.3967628479 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 23,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
+      }
+     ],
+     "prompt_number": 23
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train([fw.features_log.feature_name[9]],\"LR\",\"comment_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[  8.12184387e-02   8.79749131e-02   2.53091092e-04   8.38289959e-02\n",
+        "  -9.46611820e-02   1.52591511e-01  -2.64324223e-02  -5.27671665e-01\n",
+        "  -8.21554081e-02   9.63077915e-02  -2.48743682e-02   3.84711008e-01\n",
+        "   1.08589339e-01  -5.29293170e-02   1.24773738e-01  -1.01128904e-02\n",
+        "   1.00670318e-01  -1.01638212e-01  -1.82857587e-01   5.12575227e-02\n",
+        "   2.33401998e-01   2.36403965e-01   9.72750487e-02   7.30303117e-02\n",
+        "  -6.35519741e-02  -6.02987594e-04  -4.56727334e-02  -5.70091971e-02\n",
+        "   1.79565949e-01  -1.54129056e-01  -1.05720400e-01  -9.60666935e-02\n",
+        "  -1.95134675e-01  -2.93787888e-01  -6.77464568e-02   3.86715258e-01\n",
+        "   8.87119199e-02   1.43331231e-01   6.18790867e-02  -3.46557093e-02\n",
+        "   3.82881740e-01  -1.07639103e-01  -1.13985755e-01  -6.72144303e-02\n",
+        "   2.06929212e-01  -1.12751541e-01  -3.82165105e-02  -5.11021952e-02\n",
+        "  -5.47883168e-02  -2.30371631e-01]\n",
+        "Residual sum of squares: 1417.84\n",
+        "Variance score: 0.00\n",
+        "Train time:  3.3696949482 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 24,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
+      }
+     ],
+     "prompt_number": 24
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train([fw.features_log.feature_name[9]],\"LR\",\"like_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[ 0.25395152  0.00748933  0.05032808 -0.04033111 -0.14705579  0.13353606\n",
+        " -0.10028546  0.11257163  0.091395   -0.01400425 -0.0078493  -0.00066713\n",
+        " -0.1960703  -0.01891607  0.2127427  -0.04125063 -0.04615584 -0.04168093\n",
+        " -0.11950428  0.0566997   0.0114244   0.28106661  0.34290392  0.52608836\n",
+        " -0.09043489 -0.0754602  -0.27700355 -0.01379426  0.11270931 -0.01617272\n",
+        "  0.23294627 -0.16757657  0.0516959  -0.21543349 -0.03924566  0.09507216\n",
+        "  0.01035881 -0.25623195 -0.05622487 -0.06579127 -0.09069189  0.04059401\n",
+        " -0.14659208  0.20489281  0.15477056 -0.14376037 -0.07048828 -0.09897395\n",
+        " -0.04098759 -0.1296193 ]\n",
+        "Residual sum of squares: 532.15\n",
+        "Variance score: 0.00\n",
+        "Train time:  3.71589803696 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 25,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
+      }
+     ],
+     "prompt_number": 25
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>model_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>model_type</th>\n",
+        "      <th>label</th>\n",
+        "      <th>model_parameters</th>\n",
+        "      <th>evaluation</th>\n",
+        "      <th>model_address</th>\n",
+        "      <th>train_time</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 9685.80685053, u'vs': 0.000676853541354}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    9.174437</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 1417.65676016, u'vs': 0.000317468304567}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.494032</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 531.554376358, u'vs': 0.00172174727806}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.313304</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>   {u'sos': 9482.14453116, u'vs': 0.0216895035912}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.574678</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>    {u'sos': 1355.8854957, u'vs': 0.0438764282557}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.939181</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>     {u'sos': 290.265184023, u'vs': 0.45487153597}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.740821</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6 </th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 4432.86758663, u'vs': 0.00131191356335}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>   10.597727</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7 </th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 462.258777089, u'vs': 0.00067629714033}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>    9.405229</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8 </th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>    {u'sos': 445.6122903, u'vs': 0.00202273273155}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>    9.582003</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 9654.62405624, u'vs': 0.00389410622702}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 1148.091206</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>   {u'sos': 1416.13041678, u'vs': 0.0013937928826}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 1142.343828</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 527.167622488, u'vs': 0.00996022895124}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 1611.451305</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 9689.56680872, u'vs': 0.00028892372717}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    3.396763</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 1417.8392664, u'vs': 0.000188771218054}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    3.369695</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 532.154237294, u'vs': 0.000595186846708}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    3.715898</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 26,
+       "text": [
+        "                                           model_name  \\\n",
+        "0   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "2   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "3   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "4   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "5   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "6   BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "7   BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "8   BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "9   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "10  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "11  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "12  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "13  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "14  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                             features model_type  \\\n",
+        "0   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "1   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "2   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "3   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "4   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "5   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "6   [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "7   [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "8   [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "9   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "10  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "11  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "12  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "13  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "14  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "\n",
+        "            label model_parameters  \\\n",
+        "0   forward_count               {}   \n",
+        "1   comment_count               {}   \n",
+        "2      like_count               {}   \n",
+        "3   forward_count               {}   \n",
+        "4   comment_count               {}   \n",
+        "5      like_count               {}   \n",
+        "6   forward_count               {}   \n",
+        "7   comment_count               {}   \n",
+        "8      like_count               {}   \n",
+        "9   forward_count               {}   \n",
+        "10  comment_count               {}   \n",
+        "11     like_count               {}   \n",
+        "12  forward_count               {}   \n",
+        "13  comment_count               {}   \n",
+        "14     like_count               {}   \n",
+        "\n",
+        "                                           evaluation  \\\n",
+        "0   {u'sos': 9685.80685053, u'vs': 0.000676853541354}   \n",
+        "1   {u'sos': 1417.65676016, u'vs': 0.000317468304567}   \n",
+        "2    {u'sos': 531.554376358, u'vs': 0.00172174727806}   \n",
+        "3     {u'sos': 9482.14453116, u'vs': 0.0216895035912}   \n",
+        "4      {u'sos': 1355.8854957, u'vs': 0.0438764282557}   \n",
+        "5       {u'sos': 290.265184023, u'vs': 0.45487153597}   \n",
+        "6    {u'sos': 4432.86758663, u'vs': 0.00131191356335}   \n",
+        "7    {u'sos': 462.258777089, u'vs': 0.00067629714033}   \n",
+        "8      {u'sos': 445.6122903, u'vs': 0.00202273273155}   \n",
+        "9    {u'sos': 9654.62405624, u'vs': 0.00389410622702}   \n",
+        "10    {u'sos': 1416.13041678, u'vs': 0.0013937928826}   \n",
+        "11   {u'sos': 527.167622488, u'vs': 0.00996022895124}   \n",
+        "12   {u'sos': 9689.56680872, u'vs': 0.00028892372717}   \n",
+        "13   {u'sos': 1417.8392664, u'vs': 0.000188771218054}   \n",
+        "14  {u'sos': 532.154237294, u'vs': 0.000595186846708}   \n",
+        "\n",
+        "                                        model_address   train_time  \n",
+        "0   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     9.174437  \n",
+        "1   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.494032  \n",
+        "2   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.313304  \n",
+        "3   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.574678  \n",
+        "4   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.939181  \n",
+        "5   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.740821  \n",
+        "6   ../models/BOW_2014-08-01_2014-12-31_2014-08-01...    10.597727  \n",
+        "7   ../models/BOW_2014-08-01_2014-12-31_2014-08-01...     9.405229  \n",
+        "8   ../models/BOW_2014-08-01_2014-12-31_2014-08-01...     9.582003  \n",
+        "9   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...  1148.091206  \n",
+        "10  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...  1142.343828  \n",
+        "11  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...  1611.451305  \n",
+        "12  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     3.396763  \n",
+        "13  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     3.369695  \n",
+        "14  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     3.715898  "
+       ]
+      }
+     ],
+     "prompt_number": 26
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.test([fw.features_log.feature_name[10]],fw.train_log.model_name[12],fw.train_log.model_name[13],fw.train_log.model_name[14])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading labels..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "loading models..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "predicting...\n",
+        "evaluating..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing logs..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "-----Forward_count-----\n",
+        "Residual sum of squares: 2905.05\n",
+        "Variance score: 0.00\n",
+        "-----Comment_count-----\n",
+        "Residual sum of squares: 168.77\n",
+        "Variance score: -0.00\n",
+        "-----Like_count-----\n",
+        "Residual sum of squares: 348.87\n",
+        "Variance score: 0.00\n",
+        "------Total------\n",
+        "dev_f:0.175595, dev_c:0.063186, dev_l:0.066978"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "Total_precision:0.213307805102\n"
+       ]
+      },
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>comment_predict</th>\n",
+        "      <th>forward_predict</th>\n",
+        "      <th>like_predict</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0     </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272672</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 5</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272673</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272674</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272675</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272676</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272677</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272678</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272679</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272680</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272681</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272682</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272683</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272684</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272685</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272686</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272687</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272688</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272689</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272690</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 7</td>\n",
+        "      <td> 3</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272691</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272692</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272693</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272694</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272695</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272696</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272697</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272698</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272699</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272700</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>272701</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>272702 rows \u00d7 3 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 27,
+       "text": [
+        "        comment_predict  forward_predict  like_predict\n",
+        "0                     2                3             1\n",
+        "1                     1                1             1\n",
+        "2                     1                1             1\n",
+        "3                     1                2             2\n",
+        "4                     1                1             1\n",
+        "5                     1                1             1\n",
+        "6                     1                1             1\n",
+        "7                     1                1             1\n",
+        "8                     1                1             1\n",
+        "9                     0                1             1\n",
+        "10                    0                1             1\n",
+        "11                    0                1             1\n",
+        "12                    0                1             1\n",
+        "13                    1                1             1\n",
+        "14                    1                1             1\n",
+        "15                    1                2             1\n",
+        "16                    1                1             1\n",
+        "17                    1                1             1\n",
+        "18                    1                1             1\n",
+        "19                    1                1             1\n",
+        "20                    1                2             1\n",
+        "21                    0                2             1\n",
+        "22                    1                1             1\n",
+        "23                    1                1             1\n",
+        "24                    1                1             1\n",
+        "25                    2                3             2\n",
+        "26                    2                3             1\n",
+        "27                    2                4             1\n",
+        "28                    2                4             1\n",
+        "29                    1                1             1\n",
+        "...                 ...              ...           ...\n",
+        "272672                1                5             2\n",
+        "272673                1                1             1\n",
+        "272674                1                1             1\n",
+        "272675                2                3             2\n",
+        "272676                2                4             2\n",
+        "272677                1                1             1\n",
+        "272678                2                2             1\n",
+        "272679                1                2             1\n",
+        "272680                1                2             1\n",
+        "272681                1                2             2\n",
+        "272682                1                1             1\n",
+        "272683                1                1             1\n",
+        "272684                1                2             1\n",
+        "272685                0                2             1\n",
+        "272686                2                4             1\n",
+        "272687                2                4             1\n",
+        "272688                0                4             1\n",
+        "272689                1                2             1\n",
+        "272690                2                7             3\n",
+        "272691                1                4             2\n",
+        "272692                1                2             1\n",
+        "272693                1                3             2\n",
+        "272694                1                2             1\n",
+        "272695                1                2             2\n",
+        "272696                1                1             1\n",
+        "272697                2                4             2\n",
+        "272698                2                3             2\n",
+        "272699                0                4             2\n",
+        "272700                0                1             1\n",
+        "272701                0                1             1\n",
+        "\n",
+        "[272702 rows x 3 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 27
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.test_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>test_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>fmodel</th>\n",
+        "      <th>cmodel</th>\n",
+        "      <th>lmodel</th>\n",
+        "      <th>dev_f</th>\n",
+        "      <th>dev_c</th>\n",
+        "      <th>dev_l</th>\n",
+        "      <th>precision</th>\n",
+        "      <th>model_evaluation</th>\n",
+        "      <th>result_address</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> 0.185990</td>\n",
+        "      <td> 0.064563</td>\n",
+        "      <td> 0.071900</td>\n",
+        "      <td> 0.210439</td>\n",
+        "      <td> {u'lvs': 0.00170984635791, u'lsos': 348.475486...</td>\n",
+        "      <td>                                              NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> ../results/result_2015-09-05 01:19:19.787413.txt</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> 0.267657</td>\n",
+        "      <td> 0.071543</td>\n",
+        "      <td> 0.089367</td>\n",
+        "      <td> 0.202464</td>\n",
+        "      <td> {u'lvs': 0.00861033777101, u'lsos': 345.254006...</td>\n",
+        "      <td>                                                 </td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> 0.175595</td>\n",
+        "      <td> 0.063186</td>\n",
+        "      <td> 0.066978</td>\n",
+        "      <td> 0.213308</td>\n",
+        "      <td> {u'lvs': 0.000647344908846, u'lsos': 348.86883...</td>\n",
+        "      <td>                                                 </td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 28,
+       "text": [
+        "                                           test_name  \\\n",
+        "0  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...   \n",
+        "2  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...   \n",
+        "3  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                            features  \\\n",
+        "0  [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...   \n",
+        "1  [BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-...   \n",
+        "2  [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...   \n",
+        "3  [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...   \n",
+        "\n",
+        "                                              fmodel  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "3  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                              cmodel  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "3  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "\n",
+        "                                              lmodel     dev_f     dev_c  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...  0.185990  0.064563   \n",
+        "1  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...  0.000000  0.000000   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...  0.267657  0.071543   \n",
+        "3  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...  0.175595  0.063186   \n",
+        "\n",
+        "      dev_l  precision                                   model_evaluation  \\\n",
+        "0  0.071900   0.210439  {u'lvs': 0.00170984635791, u'lsos': 348.475486...   \n",
+        "1  0.000000   0.000000                                                 {}   \n",
+        "2  0.089367   0.202464  {u'lvs': 0.00861033777101, u'lsos': 345.254006...   \n",
+        "3  0.066978   0.213308  {u'lvs': 0.000647344908846, u'lsos': 348.86883...   \n",
+        "\n",
+        "                                     result_address  \n",
+        "0                                               NaN  \n",
+        "1  ../results/result_2015-09-05 01:19:19.787413.txt  \n",
+        "2                                                    \n",
+        "3                                                    "
+       ]
+      }
+     ],
+     "prompt_number": 28
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.BOW(vec_time=['2014-08-01','2014-12-31'],max_features=50,fit=True)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
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+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>BOW_1</th>\n",
+        "      <th>BOW_2</th>\n",
+        "      <th>BOW_3</th>\n",
+        "      <th>BOW_4</th>\n",
+        "      <th>BOW_5</th>\n",
+        "      <th>BOW_6</th>\n",
+        "      <th>BOW_7</th>\n",
+        "      <th>BOW_8</th>\n",
+        "      <th>BOW_9</th>\n",
+        "      <th>BOW_10</th>\n",
+        "      <th>...</th>\n",
+        "      <th>BOW_41</th>\n",
+        "      <th>BOW_42</th>\n",
+        "      <th>BOW_43</th>\n",
+        "      <th>BOW_44</th>\n",
+        "      <th>BOW_45</th>\n",
+        "      <th>BOW_46</th>\n",
+        "      <th>BOW_47</th>\n",
+        "      <th>BOW_48</th>\n",
+        "      <th>BOW_49</th>\n",
+        "      <th>BOW_50</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 3</td>\n",
+        "    </tr>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
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+        "      <td> 1</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8      </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9      </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347401</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347402</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347403</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347404</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347405</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347406</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347407</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347408</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347409</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347410</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347411</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347412</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347413</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 5</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347414</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347415</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347416</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347417</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347418</th>\n",
+        "      <td> 3</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347419</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347420</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347421</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347422</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347423</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347424</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347425</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347426</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347427</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347428</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347429</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1347430</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>1347431 rows \u00d7 50 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 30,
+       "text": [
+        "         BOW_1  BOW_2  BOW_3  BOW_4  BOW_5  BOW_6  BOW_7  BOW_8  BOW_9  \\\n",
+        "0            3      1      0      0      0      1      0      0      0   \n",
+        "1            0      0      0      0      0      0      1      1      0   \n",
+        "2            0      0      0      0      0      0      0      0      0   \n",
+        "3            0      0      0      0      0      0      0      0      0   \n",
+        "4            0      0      0      0      0      0      0      0      0   \n",
+        "5            0      0      0      0      0      0      0      0      1   \n",
+        "6            0      1      0      0      0      0      0      0      0   \n",
+        "7            0      0      0      0      0      0      0      0      0   \n",
+        "8            0      0      0      0      0      0      0      0      0   \n",
+        "9            1      0      0      0      0      0      0      0      0   \n",
+        "10           0      0      0      0      0      0      0      0      0   \n",
+        "11           0      0      0      1      0      0      0      0      0   \n",
+        "12           0      0      0      0      0      1      0      0      0   \n",
+        "13           0      0      0      0      0      0      0      0      0   \n",
+        "14           0      0      0      0      0      0      0      0      0   \n",
+        "15           0      0      0      0      0      0      0      0      0   \n",
+        "16           0      0      0      0      0      0      0      0      0   \n",
+        "17           0      0      0      0      0      0      0      0      0   \n",
+        "18           0      0      0      0      0      0      0      0      0   \n",
+        "19           0      0      0      0      0      0      0      0      0   \n",
+        "20           0      0      0      0      0      0      0      0      0   \n",
+        "21           0      0      0      0      0      0      0      0      0   \n",
+        "22           0      0      0      0      0      0      0      0      0   \n",
+        "23           0      0      0      0      0      0      0      0      0   \n",
+        "24           0      0      0      0      0      0      0      0      0   \n",
+        "25           0      0      0      0      0      0      0      0      0   \n",
+        "26           0      0      0      0      0      0      0      0      0   \n",
+        "27           0      0      0      0      0      0      0      0      0   \n",
+        "28           0      0      0      0      0      0      0      0      0   \n",
+        "29           0      0      0      0      0      0      0      0      0   \n",
+        "...        ...    ...    ...    ...    ...    ...    ...    ...    ...   \n",
+        "1347401      0      0      0      0      0      0      0      1      0   \n",
+        "1347402      0      0      0      0      0      0      0      1      0   \n",
+        "1347403      0      0      0      0      0      0      0      1      0   \n",
+        "1347404      0      0      0      0      0      0      0      1      0   \n",
+        "1347405      0      0      0      0      0      0      1      0      0   \n",
+        "1347406      0      0      0      0      0      0      1      0      0   \n",
+        "1347407      0      0      0      0      0      0      0      0      0   \n",
+        "1347408      0      1      0      0      0      1      0      0      0   \n",
+        "1347409      1      0      0      0      0      1      0      0      0   \n",
+        "1347410      0      0      0      1      0      0      0      0      0   \n",
+        "1347411      0      1      0      0      0      0      0      0      1   \n",
+        "1347412      1      0      0      0      0      0      0      1      0   \n",
+        "1347413      1      1      1      1      0      0      0      0      0   \n",
+        "1347414      0      0      0      0      0      0      0      0      0   \n",
+        "1347415      0      0      1      0      0      0      0      0      0   \n",
+        "1347416      0      0      0      0      0      0      0      0      0   \n",
+        "1347417      0      0      0      0      0      0      0      0      0   \n",
+        "1347418      3      0      0      0      0      0      0      0      0   \n",
+        "1347419      0      0      0      0      0      0      0      0      0   \n",
+        "1347420      0      0      0      0      0      0      0      0      0   \n",
+        "1347421      0      0      0      0      0      0      0      0      0   \n",
+        "1347422      0      0      0      0      0      0      1      0      0   \n",
+        "1347423      1      0      0      0      0      0      0      0      0   \n",
+        "1347424      1      1      0      0      0      0      0      0      0   \n",
+        "1347425      1      0      1      0      0      0      0      1      0   \n",
+        "1347426      0      0      0      0      0      0      0      0      0   \n",
+        "1347427      1      0      0      0      0      1      1      0      0   \n",
+        "1347428      0      0      0      0      0      0      0      1      0   \n",
+        "1347429      0      1      0      0      0      0      0      0      0   \n",
+        "1347430      0      0      0      0      0      1      0      0      1   \n",
+        "\n",
+        "         BOW_10   ...    BOW_41  BOW_42  BOW_43  BOW_44  BOW_45  BOW_46  \\\n",
+        "0             0   ...         0       0       0       1       0       2   \n",
+        "1             0   ...         0       0       0       0       0       0   \n",
+        "2             0   ...         0       0       0       0       0       0   \n",
+        "3             0   ...         0       0       0       0       0       0   \n",
+        "4             0   ...         0       0       0       0       0       0   \n",
+        "5             1   ...         0       1       0       0       0       0   \n",
+        "6             0   ...         0       0       0       0       0       1   \n",
+        "7             0   ...         0       0       0       0       0       0   \n",
+        "8             0   ...         0       0       0       0       0       0   \n",
+        "9             0   ...         1       0       0       0       0       0   \n",
+        "10            0   ...         0       0       0       0       0       0   \n",
+        "11            0   ...         0       0       0       0       0       0   \n",
+        "12            0   ...         0       0       0       0       0       0   \n",
+        "13            0   ...         0       0       0       0       0       0   \n",
+        "14            0   ...         0       0       0       0       0       0   \n",
+        "15            0   ...         0       0       0       0       0       0   \n",
+        "16            0   ...         0       0       0       0       0       0   \n",
+        "17            0   ...         0       0       0       0       0       0   \n",
+        "18            0   ...         0       0       0       0       0       0   \n",
+        "19            0   ...         0       0       0       0       0       0   \n",
+        "20            0   ...         0       0       0       0       0       0   \n",
+        "21            0   ...         0       0       0       0       0       0   \n",
+        "22            0   ...         0       0       0       0       0       0   \n",
+        "23            0   ...         0       0       0       0       0       0   \n",
+        "24            0   ...         0       0       0       0       0       0   \n",
+        "25            0   ...         0       0       0       0       0       0   \n",
+        "26            0   ...         0       0       0       0       0       0   \n",
+        "27            0   ...         0       0       0       0       0       0   \n",
+        "28            0   ...         0       0       0       0       0       0   \n",
+        "29            0   ...         0       0       0       0       0       0   \n",
+        "...         ...   ...       ...     ...     ...     ...     ...     ...   \n",
+        "1347401       0   ...         0       0       0       0       0       0   \n",
+        "1347402       0   ...         0       0       0       0       0       0   \n",
+        "1347403       0   ...         0       0       0       0       0       0   \n",
+        "1347404       0   ...         0       0       0       0       0       0   \n",
+        "1347405       0   ...         0       0       0       0       0       0   \n",
+        "1347406       0   ...         0       0       0       0       0       0   \n",
+        "1347407       0   ...         0       0       0       0       0       0   \n",
+        "1347408       0   ...         0       0       0       1       0       0   \n",
+        "1347409       0   ...         0       0       0       0       0       0   \n",
+        "1347410       0   ...         0       0       0       0       0       0   \n",
+        "1347411       0   ...         1       0       1       0       0       0   \n",
+        "1347412       0   ...         0       0       0       0       0       0   \n",
+        "1347413       0   ...         0       0       0       1       0       5   \n",
+        "1347414       0   ...         0       0       0       0       0       1   \n",
+        "1347415       0   ...         0       0       0       0       0       0   \n",
+        "1347416       0   ...         0       0       0       0       0       0   \n",
+        "1347417       0   ...         0       0       0       0       0       0   \n",
+        "1347418       0   ...         0       0       0       0       0       0   \n",
+        "1347419       0   ...         0       0       0       0       0       0   \n",
+        "1347420       0   ...         0       0       0       0       0       0   \n",
+        "1347421       0   ...         0       0       0       0       0       0   \n",
+        "1347422       0   ...         0       0       0       0       0       2   \n",
+        "1347423       0   ...         1       0       0       0       0       0   \n",
+        "1347424       0   ...         0       0       0       0       0       0   \n",
+        "1347425       0   ...         0       0       0       1       0       0   \n",
+        "1347426       0   ...         0       0       0       0       0       0   \n",
+        "1347427       0   ...         0       0       0       0       0       0   \n",
+        "1347428       0   ...         0       0       0       0       0       0   \n",
+        "1347429       0   ...         0       0       0       0       0       0   \n",
+        "1347430       0   ...         0       0       0       0       1       0   \n",
+        "\n",
+        "         BOW_47  BOW_48  BOW_49  BOW_50  \n",
+        "0             0       0       0       0  \n",
+        "1             0       0       0       3  \n",
+        "2             0       0       0       0  \n",
+        "3             0       0       0       0  \n",
+        "4             0       0       0       0  \n",
+        "5             0       2       0       0  \n",
+        "6             0       0       0       0  \n",
+        "7             0       0       0       0  \n",
+        "8             0       0       0       0  \n",
+        "9             0       0       0       0  \n",
+        "10            0       0       0       0  \n",
+        "11            0       0       0       0  \n",
+        "12            0       0       0       0  \n",
+        "13            0       0       0       0  \n",
+        "14            0       0       0       0  \n",
+        "15            0       0       0       0  \n",
+        "16            0       0       0       0  \n",
+        "17            0       0       0       0  \n",
+        "18            0       0       0       0  \n",
+        "19            0       0       0       0  \n",
+        "20            0       0       0       0  \n",
+        "21            0       0       0       0  \n",
+        "22            0       0       0       0  \n",
+        "23            0       0       0       0  \n",
+        "24            0       0       0       0  \n",
+        "25            0       0       0       0  \n",
+        "26            0       0       0       0  \n",
+        "27            0       0       0       0  \n",
+        "28            0       0       0       0  \n",
+        "29            0       0       0       0  \n",
+        "...         ...     ...     ...     ...  \n",
+        "1347401       0       0       0       0  \n",
+        "1347402       0       0       0       0  \n",
+        "1347403       0       0       0       0  \n",
+        "1347404       0       0       0       0  \n",
+        "1347405       0       0       0       0  \n",
+        "1347406       0       0       0       0  \n",
+        "1347407       0       0       0       0  \n",
+        "1347408       0       0       0       1  \n",
+        "1347409       0       0       0       0  \n",
+        "1347410       0       0       0       0  \n",
+        "1347411       0       0       0       0  \n",
+        "1347412       0       0       0       0  \n",
+        "1347413       0       0       0       0  \n",
+        "1347414       0       0       0       0  \n",
+        "1347415       0       1       0       1  \n",
+        "1347416       0       0       0       0  \n",
+        "1347417       0       1       0       0  \n",
+        "1347418       0       0       0       0  \n",
+        "1347419       0       0       0       0  \n",
+        "1347420       0       0       0       0  \n",
+        "1347421       0       2       0       0  \n",
+        "1347422       1       0       0       0  \n",
+        "1347423       0       0       0       0  \n",
+        "1347424       0       0       0       1  \n",
+        "1347425       0       0       0       0  \n",
+        "1347426       0       0       0       0  \n",
+        "1347427       0       0       0       0  \n",
+        "1347428       0       0       0       0  \n",
+        "1347429       0       0       0       0  \n",
+        "1347430       0       0       0       0  \n",
+        "\n",
+        "[1347431 rows x 50 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 30
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.BOW(data_time=['2015-01-01','2015-01-31'],vec_time=['2014-08-01','2014-12-31'],max_features=50)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "                                     uid                               mid  \\\n",
+        "0       07fc721342df1a4c1992560b582992f8  f03b783f63a9cda982eaef22286445ad   \n",
+        "1       07fc721342df1a4c1992560b582992f8  8d869b3e8dae07ca346a9642665103d2   \n",
+        "2       07fc721342df1a4c1992560b582992f8  61dc72d7e1e38aa72d18ffa2c21c98e8   \n",
+        "3       07fc721342df1a4c1992560b582992f8  9cc17196a9800b5d76504c9618736d95   \n",
+        "4       07fc721342df1a4c1992560b582992f8  e1e4fcf05470426a5d133a786215fc0f   \n",
+        "5       07fc721342df1a4c1992560b582992f8  c82433cf3644199279912be03651185f   \n",
+        "6       07fc721342df1a4c1992560b582992f8  2989bd09c98ad60026b35c95f26b0c90   \n",
+        "7       07fc721342df1a4c1992560b582992f8  1f0e1cdb34d611e933c327fa31d2dba2   \n",
+        "8       07fc721342df1a4c1992560b582992f8  d6288a4cf4f0f26ec0cbc16c0fdcc830   \n",
+        "9       958e7a64b03479aec299f6c4f266bf3f  2dac443e30b533f90f7b2527a06d45df   \n",
+        "10      958e7a64b03479aec299f6c4f266bf3f  df8a8bde0e35ae3916a9a482e5bc1370   \n",
+        "11      958e7a64b03479aec299f6c4f266bf3f  ec9b3ee3e0f27d0f03a18efeabc54290   \n",
+        "12      958e7a64b03479aec299f6c4f266bf3f  25a31b936eec7c947d4f9b0c2b07d594   \n",
+        "13      958e7a64b03479aec299f6c4f266bf3f  8f965f0dac22e05ce14f41567b50796c   \n",
+        "14      958e7a64b03479aec299f6c4f266bf3f  ccba4f8b12142846c666c918bc71e76e   \n",
+        "15      958e7a64b03479aec299f6c4f266bf3f  cde40df57bef3e4de888cb0aff772887   \n",
+        "16      958e7a64b03479aec299f6c4f266bf3f  d678e52436c806234479b3e6f52f11dc   \n",
+        "17      a47362c10217a866d06d91ea4022a75e  1ffacad9659669c4552f6096ab9febcf   \n",
+        "18      c83d055f193e179b61e3cd03ed24028c  788c69af7ec181639ac63f45b6e80757   \n",
+        "19      c83d055f193e179b61e3cd03ed24028c  ade25dbc67490cf3a6b053f83a66b128   \n",
+        "20      c83d055f193e179b61e3cd03ed24028c  7aa7547f8f6a3521c3989b73a2fdc75e   \n",
+        "21      c83d055f193e179b61e3cd03ed24028c  35812665bb48bb1fe43af0d871eb07ed   \n",
+        "22      c83d055f193e179b61e3cd03ed24028c  33ef15fb821e3d352cb379b6fed35ca5   \n",
+        "23      b9ef2bd7ac4f66b83411500c534a8a5f  09fc4cb83bd5d8df0c3f6fc772201a2a   \n",
+        "24      b9ef2bd7ac4f66b83411500c534a8a5f  f9d0bda37dd2e032b182dccae5c151d0   \n",
+        "25      b9ef2bd7ac4f66b83411500c534a8a5f  7951deced94092635098515dcfa294a8   \n",
+        "26      73063f82eba0cea2bf99f1f330036a8e  7120bed85bcdbb9b68f8f395c54bc848   \n",
+        "27      347d60e2773f926141ce46f3ed2940ba  c6da7538232758721dcf6d165eb4d2cc   \n",
+        "28      347d60e2773f926141ce46f3ed2940ba  c14e8d821a7b5bed6f026d8dc98be0a4   \n",
+        "29      347d60e2773f926141ce46f3ed2940ba  19ddd5ad55c5f0a769c37daec9a7cc66   \n",
+        "...                                  ...                               ...   \n",
+        "275301  9c5231ecad0088a8a3b44e5e7b837163  2d0ebf94f0d6285fc666d224f74e99d0   \n",
+        "275302  9c5231ecad0088a8a3b44e5e7b837163  3d7c8b35a1e93e571809bc7c0af567da   \n",
+        "275303  9c5231ecad0088a8a3b44e5e7b837163  f160e53607a2185f617118fa1cb56ff4   \n",
+        "275304  9c5231ecad0088a8a3b44e5e7b837163  c0954834e2b2d930ddea53cbee27b9f9   \n",
+        "275305  6483500efb4bde0a1db7351a4122a02d  d2b2aed54066db494fd0ef2b95c0e9de   \n",
+        "275306  6483500efb4bde0a1db7351a4122a02d  fad07a79aff1757e319d8fd7ddfe27cf   \n",
+        "275307  6483500efb4bde0a1db7351a4122a02d  6ede46bdb8983d89fa2d1ac2655528ac   \n",
+        "275308  6483500efb4bde0a1db7351a4122a02d  1729867f8fd88790d6562b85fcf5b94e   \n",
+        "275309  6483500efb4bde0a1db7351a4122a02d  1967c15404112a6a8ac4ba11de0d3044   \n",
+        "275310  6483500efb4bde0a1db7351a4122a02d  aa14a83c249a10b7418b99f3d91b01d1   \n",
+        "275311  6483500efb4bde0a1db7351a4122a02d  185f0baefa2a883b5d718a6917849de8   \n",
+        "275312  6483500efb4bde0a1db7351a4122a02d  f33223ec8066f4014958a764e6e6c688   \n",
+        "275313  6483500efb4bde0a1db7351a4122a02d  7eb21105c89f62588c8303ae3108f454   \n",
+        "275314  ca524bf97de95ed070b0b6f2ce3cd9c6  5f1e3c33ee5f5c6541cd2dc345b2912d   \n",
+        "275315  ca524bf97de95ed070b0b6f2ce3cd9c6  2c8b72c99c4e3c520b287801bf6ae9e3   \n",
+        "275316  ca524bf97de95ed070b0b6f2ce3cd9c6  afbb750bed1ffc204ec0d818ee3fb6a7   \n",
+        "275317  6c51c1c3573878cf30c5219c41b0ece7  3c68dfab4c26319ca8480ae289940335   \n",
+        "275318  6c51c1c3573878cf30c5219c41b0ece7  495bb852d936eb26a1085f38a8769d81   \n",
+        "275319  fdf88f488ced0bea583b657a048847f3  c3181476891ea6e5891736dd73aafa38   \n",
+        "275320  ff278a3c95a93b3c45420300a59ecde2  086306a4c15db6340323a7ef2403ab06   \n",
+        "275321  f0360d632c93dc4c73622b9ebbca235a  2686c34290032eb38894d3f0559f6311   \n",
+        "275322  fc8d3fc57c5f1789c62b5b0645e541c6  21468acb5066bb50318137833db2d143   \n",
+        "275323  fc8d3fc57c5f1789c62b5b0645e541c6  ac75f41717d72d93a9135b878a80fd9f   \n",
+        "275324  fc8d3fc57c5f1789c62b5b0645e541c6  d9e1dc274ad525d1c5494fa1dc10b013   \n",
+        "275325  fc8d3fc57c5f1789c62b5b0645e541c6  edcc80d3f8cb4f7fb7f6e4c793220cec   \n",
+        "275326  fc8d3fc57c5f1789c62b5b0645e541c6  1506b7353934e39fcafff3c26d3ae791   \n",
+        "275327  fc8d3fc57c5f1789c62b5b0645e541c6  4d6cb090cee59ff812b442a2177af15b   \n",
+        "275328  fc8d3fc57c5f1789c62b5b0645e541c6  ea23ecf253cacb00ebe151cd61846e39   \n",
+        "275329  fc8d3fc57c5f1789c62b5b0645e541c6  f5b1872f7515ecbdd73c464d854f4576   \n",
+        "275330  fc8d3fc57c5f1789c62b5b0645e541c6  e3760696610b43af0f72019f4b6b99ca   \n",
+        "\n",
+        "              time                                            context  \\\n",
+        "0       2015-01-01                               [doge]2015\u9996\u80dc\u5df2\u62ff\uff0c\u70e7\u70e4ing   \n",
+        "1       2015-01-05                                    [doge]fzuer.com   \n",
+        "2       2015-01-05  [\u601d\u8003]TX\u57df\u540d\u90ae\u7bb1\u5c45\u7136\u6ca1\u6709\u57df\u540d\u6240\u6709\u6743\u91cd\u65b0\u9a8c\u8bc1\u9009\u9879\uff1f\u65b0\u6ce8\u518c\u4e00\u4e2a\u57df\u540d\u53bb\u6ce8\u518c\u4f60\u4eec\u7684\u57df\u540d\u90ae\u7bb1\uff0c\u663e\u793a...   \n",
+        "3       2015-01-08                                \u671d\u95fb\u5929\u4e0b\uff1a\u7f51\u7edc\u90e8\u961f\u54ea\u5bb6\u5f3a\uff1f[doge]   \n",
+        "4       2015-01-13  \u79d1\u5b66\u7f51\u2014\u7ed9\u201c\u900f\u660e\u8ba1\u7b97\u201d\u6cfc\u4e2a\u51b7\u6c34 - \u5218\u6d0b\u7684\u535a\u6587 \u201c\u900f\u660e\u8ba1\u7b97\u201d\u83b7\u5f97\u4e862014\u5e74\u5ea6\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u5956...   \n",
+        "5       2015-01-20                                       [\u9634\u9669]\u562d\u256e(\u256f\u25bd\u2570)\u256d   \n",
+        "6       2015-01-21                  \u6211\u5206\u4eab\u4e86@\u63a2\u7d22\u5e73\u53f0 \u7684\u6587\u7ae0 http://t.cn/RZjCCuY   \n",
+        "7       2015-01-23  \u73b0\u5728\u7684\u5e74\u8f7b\u4eba\u771f\u725b\u3002\u5728\u98de\u673a\u4e0a\u7528\u9177\u6d3e\u624b\u673a\u770b\u89c6\u9891\uff0c\u548c\u7a7a\u4e58\u8fa9\u79f0\u8fd9\u662fpad.....[doge]\u8bf7\u95eep...   \n",
+        "8       2015-01-27  #\u6211\u521a\u521a\u53c2\u52a0\u4e86\u201c\u5c0f\u7c73\u667a\u80fd\u5bb6\u5ead\u5957\u88c5\u201d\u516c\u6d4b\uff0c\u592ain\u592a\u9177\u4e86\uff0c\u5feb\u6765\u4e00\u8d77\u73a9\u5427\uff01# http://t.c...   \n",
+        "9       2015-01-06              \u300c\u732e\u7ed9\u5b9a\u683c\u5728 2014 \u5e74\u7684\u7535\u5f71\u4eba\u300dhttp://t.cn/RZbUtmo   \n",
+        "10      2015-01-07  \u6211\u4e00\u76f4\u4e0d\u80fd\u5fcd\u53d7\u8bdd\u75e8\uff0c\u5728\u51e0\u4e4e\u6240\u6709\u5730\u65b9 unfo \u4e86\u6240\u6709\u8bdd\u75e8\u3002\u4f46\u662f\u4e00\u76f4\u5728\u5173\u6ce8 @\u7eaf\u94f6V \uff0c\u56e0\u4e3a\u5b9e...   \n",
+        "11      2015-01-09                     \u300c\u628a\u6700\u8fdc\u7684\u90a3\u6392\u5c71\u6253\u4eae\u300dhttp://t.cn/RZJ6OI9   \n",
+        "12      2015-01-15            \u300c\u83b7\u53d6 bing \u6bcf\u65e5\u56fe\u7247\u4f5c\u4e3a\u684c\u9762\u58c1\u7eb8\u300dhttp://t.cn/RZKREHX   \n",
+        "13      2015-01-16                 \u300c\u738b\u5bb6\u536b: \u7a7f\u8d8a\u4e5d\u5343\u91cc\u732e\u7ed9\u4f60\u300dhttp://t.cn/RZCaVvP   \n",
+        "14      2015-01-24                  #VSCOcam #Spa http://t.cn/RZQxbzr   \n",
+        "15      2015-01-24                       #VSCOcam http://t.cn/RZQJD5O   \n",
+        "16      2015-01-26                       #VSCOcam http://t.cn/RZEDPAB   \n",
+        "17      2015-01-09  #\u5feb\u7684\u6253\u8f66\u7ea2\u5305# \u4eba\u95f4\u81ea\u6709\u771f\u60c5\u5728\uff0c\u4ed6\u4eba\u65ad\u5976\u522b\u65e0\u5948\uff0c\u76f8\u4fe1\u5feb\u7684\u662f\u771f\u7231\uff01Ze\u5929\u633a\u4f4f\uff01 3000W\u575a...   \n",
+        "18      2015-01-01  #\u5954\u8dd1\u54272015#\u65b0\u5e74\u6211\u6700\u5e78\u8fd0\uff0c2015\u6211\u6700\u7ea2\uff01\u8de8\u5e74\u6211\u5728@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \u548c@\u5fae\u535a\u7535\u89c6 ...   \n",
+        "19      2015-01-01  \u6211\u6b63\u5728\u9886\u53d6#\u5fae\u535a\u7b49\u7ea7\u4e13\u4eab\u793c#[\u53d1\u7ea2\u5305]\u8fd9\u91cc\u4eba\u4eba\u5347\u7ea7\u6709\u798f\u5229\uff1aMacBook\u3001iphone6\u3001\u5927...   \n",
+        "20      2015-01-03  \u6211\u5728\u964c\u964c\uff0c\u964c\u964c\u53f7\uff1a187828714\uff0c\u5feb\u6765\u548c\u6211\u4e00\u8d77\uff0c\u53d1\u73b0\u66f4\u591a\u9644\u8fd1\u65b0\u5947\u3002#\u603b\u6709\u65b0\u5947\u5728\u8eab\u8fb9# h...   \n",
+        "21      2015-01-03  \u6211\u5728\u964c\u964c\uff0c\u964c\u964c\u53f7\uff1a187828714\uff0c\u5feb\u6765\u548c\u6211\u4e00\u8d77\uff0c\u53d1\u73b0\u66f4\u591a\u9644\u8fd1\u65b0\u5947\u3002#\u603b\u6709\u65b0\u5947\u5728\u8eab\u8fb9# h...   \n",
+        "22      2015-01-28  #\u964c\u964c5.7# \u964c\u964c\u793c\u7269\u5546\u57ce\uff0c\u771f\u5b9e\u793c\u7269\u4f20\u9012\u7ebf\u4e0a\u5fc3\u610f\u3002\u4e0b\u8f7d\u5730\u5740\uff1ahttp://t.cn/RZn...   \n",
+        "23      2015-01-30                             \u8d5e\u4e86 @\u6ca1\u5fc3\u6ca1\u80ba_\u5452\u5fc3\u5fc3 \u201c\u5fae\u535a\u914d\u56fe\u201d\u7684\u7167\u7247   \n",
+        "24      2015-01-30                             \u8d5e\u4e86 @\u6ca1\u5fc3\u6ca1\u80ba_\u5452\u5fc3\u5fc3 \u201c\u5fae\u535a\u914d\u56fe\u201d\u7684\u7167\u7247   \n",
+        "25      2015-01-30          \u8d5e\u4e86 @\u6ca1\u5fc3\u6ca1\u80ba_\u5452\u5fc3\u5fc3 \u201c\u5fae\u535a\u914d\u56fe\u201d\u7684\u7167\u7247http://t.cn/RZrxyAF   \n",
+        "26      2015-01-17  #\u6570\u5b57\u7684\u574f\u8bdd 49# \u6240\u8c13\u7684\u5927\u6570\u636e\uff0c\u5e76\u975e\u6570\u636e\u91cf\u5927\uff0c\u800c\u662f\u7ef4\u5ea6\u591a\uff0c\u624d\u80fd\u5168\u65b9\u4f4d\u6316\u6398\u771f\u76f8\u3002http:...   \n",
+        "27      2015-01-09                                       #\u5c0f\u7c73\u624b\u73af#\u6211\u7684\u8fd0\u52a8\u4fe1\u606f   \n",
+        "28      2015-01-13  \u4eca\u65e5\u6b65\u6570\uff0c\u6570\u636e\u5206\u522b\u6765\u81ea\u5c0f\u7c73\u624b\u73af\u3001\u52a8\u52a8\u8ba1\u6b65\u5668APP\u3001\u6625\u96e8\u8ba1\u6b65\u5668APP\u3002\u4e2a\u4eba\u611f\u89c9\uff0c \u5c0f\u7c73\u624b\u73af\u5e94\u8be5...   \n",
+        "29      2015-01-16  \u5728\u53ea\u9700\u8981\u76f4\u5230\u76ee\u6807\u8054\u901a\u7528\u7684\u624b\u673a\u53f7\u7801\u60c5\u51b5\u4e0b\uff0c\u83b7\u53d6\u5176\u5305\u62ec\u624b\u673a\u53f7\u7801\u3001\u65f6\u957f\u5728\u5185\u7684\u901a\u8bdd\u8bb0\u5f55\uff0c\u751a\u81f3\u8be5\u53f7\u7801\u66fe...   \n",
+        "...            ...                                                ...   \n",
+        "275301  2015-01-15  \u4e00\u5929\u901bN\u6b21\u7f51\u7ad9\u65f6\u5149\uff0c\u6bcf\u6b21\u90fd\u6709\u65b0\u611f\u89c9\uff01\uff01\uff01\u7535\u5f71\u65b0\u95fb\u5206\u4eab\uff1a\u300a\u5931\u5b64\u300b\u5b9a\u68633.20\u66dd\u524d\u5bfc\u9884\u544a\u6d77\u62a5 \u5218...   \n",
+        "275302  2015-01-19  \u6709\u4e00\u79cd\u7231\u6211\u4eec\u5171\u4eab-\u611f\u8c22\u65f6\u5149\u7f51\u53cb - Mtime\u65f6\u5149\u7f51 \u6211\uff0c\u65f6\u5149\u7f51\u4e0e\u4f60\u5171\u5ea6\u8fc7\u516b\u5e74\u7684\u7535\u5f71\u751f\u6d3b\uff0c\u6211...   \n",
+        "275303  2015-01-19  \u94a2\u94c1\u4fa0\u516d\u5408\u4e00Q\u7248\u516c\u4ed4\u5957\u88c5 | \u9650\u91cf200\u5957 \u552e\u5b8c\u4e3a\u6b62 | \u65f6\u5149\u5546\u57ce \uff08\u5206\u4eab\u81ea @\u65f6\u5149\u7f51Mti...   \n",
+        "275304  2015-01-26  \u4e0d\u80fd\u628a\u4e00\u5207\u770b\u7684\u592a\u6de1\uff0c\u76f8\u5bf9\u7684\uff0c\u4e5f\u4e0d\u80fd\u4e00\u5207\u770b\u7684\u592a\u91cd\u3002You are not alone and ...   \n",
+        "275305  2015-01-01                  \u770b\u8fc7\u300a\u667a\u53d6\u5a01\u864e\u5c71\u300b \u2605\u2605\u2605 http://t.cn/zlvWC4R   \n",
+        "275306  2015-01-02  \u6211\u5728\u5858\u6865\u516c\u56ed\u3002\u597d\u4e45\u4e0d\u6253\u7403\uff0c\u5de6\u819d\u4f24\u75c5\u4e0d\u80fd\u592a\u5267\u70c8\u3002\u8fd0\u52a8\u4e0b\u633a\u5f00\u5fc3\u3002 http://t.cn/RZG...   \n",
+        "275307  2015-01-03                \u770b\u8fc7\u300a\u5341\u4e07\u4e2a\u51b7\u7b11\u8bdd\u300b\uff1a\u633a\u641e\u7b11\u7684 http://t.cn/8ksM64U   \n",
+        "275308  2015-01-03  \u521d\u8bd5\u7c73\u9152\uff0c\u6b65\u9aa4\u8fd8\u53ef\u4ee5\uff0c\u4f46\u7b49\u5f85\u65f6\u95f4\u8fdc\u6bd4\u9178\u5976\u957f\u3002\u5fc3\u6025\u6bcf\u5929\u63ed\u5f00\u770b\uff0c\u5bfc\u81f4\u5916\u83cc\u5f15\u8d77\u4e00\u4e9b\u5c0f\u9ed1\u70b9\uff0c\u8d76\u7d27\u53bb\u6389...   \n",
+        "275309  2015-01-11  \u770b\u8fc7\u300a\u4e1c\u4eac\u98df\u5c38\u9b3c\u300b\uff1a\u548c\u5bc4\u751f\u517d\u5f88\u50cf\u554a\uff0c\u98ce\u683c\u5374\u6709\u4e0d\u5c11\u5dee\u8ddd\u3002\u54ea\u4e2a\u5148\u51fa\u73b0\u7684\uff1f \u2605\u2605\u2605 http://...   \n",
+        "275310  2015-01-11  \u8bfb\u8fc7\u300a\u4e0a\u5e1d\u63b7\u9ab0\u5b50\u5417?\u300b \u2605\u2605\u2605\u2605\u2605 \u201c\u4fee\u8ba2\u7248\u52a0\u4e86\u8fd1\u5e74\u5185\u5bb9\uff0c\u4f46\u6700\u65b0\u7684\u8fd8\u6ca1\uff0c\u6bd4\u5982\u5e0c\u683c\u65af\u73bb\u8272\u5b50\u5df2\u786e...   \n",
+        "275311  2015-01-17            \u300a\u68a8\u82b1\u96e8\u300b\u51fa\u4f34\u594f\u4e86\u968f\u4fbf\u543c\u543c\uff0c\u7f3a\u5973\u58f0\u90e8\u3002 http://t.cn/RZN1dim   \n",
+        "275312  2015-01-24                   \u770b\u8fc7\u300a\u9e23\u6881\u6d77\u6218\u300b \u2605\u2605\u2605 http://t.cn/zOvy8WV   \n",
+        "275313  2015-01-25  \u770b\u8fc7\u300a\u970d\u6bd4\u7279\u4eba3\uff1a\u4e94\u519b\u4e4b\u6218\u300b\uff1a\u5c31\u8fd9\u6837\u5b8c\u7ed3\u5427\u3002\u56fd\u738b\u5e26\u5934\u51b2\u950b\u90a3\u91cc\u8fd8\u662f\u86ee\u71c3\u7684\u3002 \u2605\u2605\u2605\u2605 http...   \n",
+        "275314  2015-01-12  \u7528MySQL\u8dd1zabbix\u6570\u636e\u5e93\u7684\u8bdd\uff0chistory\u548chistory_uint\u6700\u597d\u6539\u6210\u6bcf\u5929\u4e00...   \n",
+        "275315  2015-01-26  #\u53f2\u4e0a\u9996\u6b21\u767d\u9886\u4e3a\u84dd\u9886\u4f17\u7b79#\u6625\u8282\u5c06\u81f3\uff0c\u90a3\u4e9b\u4e3a\u6211\u4eec\u8f9b\u82e6\u670d\u52a1\u4e86\u4e00\u5e74\u7684\u4eba\u4eec\u5374\u62a2\u4e0d\u5230\u56de\u5bb6\u7684\u8f66\u7968\u3002\u4ed6\u4eec\u662f...   \n",
+        "275316  2015-01-26  \u798f\u5efa\u6280\u672f\u5609\u5e74\u534e2015.1.17\u6280\u672f\u5206\u4eab\u6d3b\u52a8\u5df2\u6210\u529f\u4e3e\u529e\uff0c\u611f\u8c224\u4f4d\u5609\u5bbe\u7684\u65e0\u79c1\u5206\u4eab[\u8d5e]\uff0c\u4e5f\u611f\u8c22...   \n",
+        "275317  2015-01-08  \u9a6c\u8e44\u58f0\u4e2d\u98ce\u7684\u547c\u5578\u3010\u89c6\u9891\uff1a  \u9a6c\u5934\u7434 \u54c8\u8428\u514b\u51ac\u4e0d\u62c9 \u5408\u594f\u8499\u53e4\u97f3\u4e50\u3010Jalam Har\u3011\u3011 \uff08\u5206...   \n",
+        "275318  2015-01-25      #\u6247\u8d1d\u6253\u5361# \u7b2c 29 \u5929 \u5b66\u4e60\u4e86 453 \u4e2a\u5355\u8bcd http://t.cn/zWNcOFs   \n",
+        "275319  2015-01-27  \u6211\u53c2\u4e0e\u4e86@NASA\u4e2d\u6587 \u53d1\u8d77\u7684\u6295\u7968\u3010\u597d\u5947\u53f7\u7167\u7247\u73b0\u4eba\u5f62\u9634\u5f71\u3011\uff0c\u6211\u6295\u7ed9\u4e86\"\u9634\u5f71\u5448\u73b0\u4eba\u5f62\u7eaf\u5c5e\u5de7\u5408\"...   \n",
+        "275320  2015-01-28  CVE 2015-0235: GNU glibc gethostbyname \u7f13\u51b2\u533a\u6ea2\u51fa\u6f0f\u6d1e...   \n",
+        "275321  2015-01-22  \u597d\u5e16\uff0cATA\u4e5f\u53d1\u4e00\u4e2a\u5427\u2014\u2014\u8bc4\u8bbaJames Pan's Bloghttp://t.cn/RZY...   \n",
+        "275322  2015-01-01  #\u6e56\u5357\u536b\u89c6\u8de8\u5e74#\u65b0\u5e74\u6211\u6700\u5e78\u8fd0\uff0c2015\u6211\u6700\u7ea2\uff01\u8de8\u5e74\u6211\u5728@\u6e56\u5357\u536b\u89c6 \u548c@\u5fae\u535a\u7535\u89c6 \u9001\u51fa\u7684\u7ea2\u5305\u4e2d...   \n",
+        "275323  2015-01-01  \u53d1\u94b1\u5566\uff01@\u6e56\u5357\u536b\u89c6 \u6b63\u5728\u53d1\u7ea2\u5305\uff0c\u603b\u5171600000\u5143\u73b0\u91d1\u3002\u624b\u5feb\u6709\uff0c\u624b\u6162\u65e0\uff01 http://t....   \n",
+        "275324  2015-01-01  #\u6e56\u5357\u536b\u89c6\u8de8\u5e74#\u65b0\u5e74\u6211\u6700\u5e78\u8fd0\uff0c2015\u6211\u6700\u7ea2\uff01\u8de8\u5e74\u6211\u5728@\u6e56\u5357\u536b\u89c6 \u548c@\u5fae\u535a\u7535\u89c6 \u9001\u51fa\u7684\u7ea2\u5305\u4e2d...   \n",
+        "275325  2015-01-01  \u53d1\u94b1\u5566\uff01@\u6e56\u5357\u536b\u89c6 \u6b63\u5728\u53d1\u7ea2\u5305\uff0c\u603b\u5171600000\u5143\u73b0\u91d1\u3002\u624b\u5feb\u6709\uff0c\u624b\u6162\u65e0\uff01 http://t....   \n",
+        "275326  2015-01-04  \u4eca\u5929\u5750\u516c\u4ea4\uff0c\u8f66\u4e0a90\uff05\u90fd\u662f\u8001\u4eba\uff0c\u4e0d\u4e00\u4f1a\u4e0a\u6765\u4e00\u4e2a\u5927\u7ea687 8\u5c81\u7684\u8001\u5927\u7237\uff0c\u770b\u8f66\u4e0a\u6ca1\u4e86\u5ea7\u4f4d\uff0c\u7136\u540e\u8d70...   \n",
+        "275327  2015-01-10  \u4eca\u5929\u770b\u65b0\u95fb\u6211\u975e\u5e38\u751f\u6c14\uff0c\u65b0\u95fb\u4e0a\u8bf4\u65e5\u672c\u8981\u5728\u7f8e\u56fd\u5f15\u8fdb\u4e94\u67b6\u9c7c\u9e70\u8fd0\u8f93\u673a\uff0c\u5f53\u65f6\u6211\u5c31\u7834\u53e3\u5927\u9a82\uff0c\u4ed6\u5988\u7684\u6574\u5929\u4e0d...   \n",
+        "275328  2015-01-14                                                ...   \n",
+        "275329  2015-01-19  \u59d1\u5a18\uff0c\u8bf7\u5c0a\u91cd\u6d41\u6c13\u8fd9\u4e2a\u884c\u4e1a\uff0c\u6211\u8ddf\u4f60\u8bb2\u9ec4\u8272\u7b11\u8bdd\u662f\u60f3\u770b\u89c1\u4f60\u7ea2\u7740\u8138\u7f9e\u6da9\u7684\u6837\u5b50\u3002\u800c\u4e0d\u662f\u770b\u89c1\u4f60\u4e00\u8138\u5174\u594b\u5e0c...   \n",
+        "275330  2015-01-31  #\u5206\u4eab\u7cbe\u5f69\u535a\u6587# \u300a\u9e1f\u54e5\u7684Linux\u79c1\u623f\u83dc\u300b(\u7b2c\u4e09\u7248)\u914d\u5957\u89c6\u9891 http://t.cn/Rz...   \n",
+        "\n",
+        "                                            context_clean  \n",
+        "0       [u'\\u9996\\u80dc', u'\\u5df2', u'\\u70e7\\u70e4', ...  \n",
+        "1                                        ['fzuer', 'com']  \n",
+        "2       [u'\\u57df\\u540d', u'\\u90ae\\u7bb1', u'\\u57df\\u5...  \n",
+        "3       [u'\\u671d\\u95fb', u'\\u5929\\u4e0b', u'\\u7f51\\u7...  \n",
+        "4       [u'\\u79d1\\u5b66\\u7f51', u'\\u900f\\u660e', u'\\u8...  \n",
+        "5                                             [u'\\u562d']  \n",
+        "6       [u'\\u5206\\u4eab', u'\\u63a2\\u7d22\\u5e73\\u53f0 \\...  \n",
+        "7       [u'\\u73b0\\u5728', u'\\u5e74\\u8f7b\\u4eba', u'\\u7...  \n",
+        "8       [u'\\u521a\\u521a', u'\\u53c2\\u52a0', u'\\u5c0f\\u7...  \n",
+        "9       [u'\\u732e\\u7ed9', u'\\u5b9a\\u683c', u'\\u5e74', ...  \n",
+        "10      [u'\\u4e00\\u76f4', u'\\u5fcd\\u53d7', u'\\u8bdd', ...  \n",
+        "11      [u'\\u6700\\u8fdc', u'\\u6392\\u5c71', u'\\u6253\\u4...  \n",
+        "12      [u'\\u83b7\\u53d6', u'\\u6bcf\\u65e5', u'\\u56fe\\u7...  \n",
+        "13      [u'\\u738b\\u5bb6\\u536b', u'\\u7a7f\\u8d8a', u'\\u5...  \n",
+        "14                                   ['spa', u'VSCOcam ']  \n",
+        "15                                            ['vscocam']  \n",
+        "16                                            ['vscocam']  \n",
+        "17      [u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u6...  \n",
+        "18      [u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', ...  \n",
+        "19      [u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5347\\u7...  \n",
+        "20      [u'\\u964c\\u964c', u'\\u964c\\u964c', u'\\u53f7', ...  \n",
+        "21      [u'\\u964c\\u964c', u'\\u964c\\u964c', u'\\u53f7', ...  \n",
+        "22      [u'\\u964c\\u964c', u'\\u793c\\u7269', u'\\u5546\\u5...  \n",
+        "23      [u'\\u8d5e', u'\\u5fae\\u535a', u'\\u914d\\u56fe', ...  \n",
+        "24      [u'\\u8d5e', u'\\u5fae\\u535a', u'\\u914d\\u56fe', ...  \n",
+        "25      [u'\\u8d5e', u'\\u5fae\\u535a', u'\\u914d\\u56fe', ...  \n",
+        "26      [u'\\u6240\\u8c13', u'\\u6570\\u636e', u'\\u6570\\u6...  \n",
+        "27      [u'\\u8fd0\\u52a8', u'\\u4fe1\\u606f', u'\\u5c0f\\u7...  \n",
+        "28      [u'\\u4eca\\u65e5', u'\\u6b65\\u6570', u'\\u6570\\u6...  \n",
+        "29      [u'\\u53ea', u'\\u9700\\u8981', u'\\u76f4\\u5230', ...  \n",
+        "...                                                   ...  \n",
+        "275301  [u'\\u4e00\\u5929', u'\\u901b\\u6b21', u'\\u7f51\\u7...  \n",
+        "275302  [u'\\u4e00\\u79cd', u'\\u7231', u'\\u5171\\u4eab', ...  \n",
+        "275303  [u'\\u94a2\\u94c1', u'\\u4fa0', u'\\u516d\\u5408\\u4...  \n",
+        "275304  [u'\\u592a\\u6de1', u'\\u76f8\\u5bf9', u'\\u592a\\u9...  \n",
+        "275305  [u'\\u770b\\u8fc7', u'\\u667a\\u53d6', u'\\u5a01\\u8...  \n",
+        "275306  [u'\\u5858\\u6865', u'\\u516c\\u56ed', u'\\u597d\\u4...  \n",
+        "275307  [u'\\u770b\\u8fc7', u'\\u5341\\u4e07\\u4e2a', u'\\u5...  \n",
+        "275308  [u'\\u521d\\u8bd5', u'\\u7c73\\u9152', u'\\u6b65\\u9...  \n",
+        "275309  [u'\\u770b\\u8fc7', u'\\u4e1c\\u4eac', u'\\u98df\\u5...  \n",
+        "275310  [u'\\u8bfb\\u8fc7', u'\\u4e0a\\u5e1d', u'\\u63b7\\u9...  \n",
+        "275311  [u'\\u68a8\\u82b1', u'\\u96e8', u'\\u4f34\\u594f', ...  \n",
+        "275312  [u'\\u770b\\u8fc7', u'\\u9e23\\u6881', u'\\u6d77\\u6...  \n",
+        "275313  [u'\\u770b\\u8fc7', u'\\u970d\\u6bd4\\u7279', u'\\u4...  \n",
+        "275314  [u'\\u8dd1', u'\\u6570\\u636e\\u5e93', u'\\u6700\\u5...  \n",
+        "275315  [u'\\u53f2\\u4e0a', u'\\u9996\\u6b21', u'\\u767d\\u9...  \n",
+        "275316  [u'\\u798f\\u5efa', u'\\u6280\\u672f', u'\\u5609\\u5...  \n",
+        "275317  [u'\\u9a6c\\u8e44\\u58f0', u'\\u4e2d\\u98ce', u'\\u5...  \n",
+        "275318  [u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8...  \n",
+        "275319  [u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7...  \n",
+        "275320  [u'\\u7f13\\u51b2\\u533a', u'\\u6ea2\\u51fa', u'\\u6...  \n",
+        "275321  [u'\\u597d', u'\\u5e16', u'\\u53d1', u'\\u4e00\\u4e...  \n",
+        "275322  [u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', ...  \n",
+        "275323  [u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7...  \n",
+        "275324  [u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', ...  \n",
+        "275325  [u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7...  \n",
+        "275326  [u'\\u4eca\\u5929', u'\\u5750', u'\\u516c\\u4ea4', ...  \n",
+        "275327  [u'\\u4eca\\u5929', u'\\u65b0\\u95fb', u'\\u751f\\u6...  \n",
+        "275328                                                 []  \n",
+        "275329  [u'\\u59d1\\u5a18', u'\\u8bf7', u'\\u5c0a\\u91cd', ...  \n",
+        "275330  [u'\\u9e1f\\u54e5', u'\\u79c1\\u623f', u'\\u83dc', ...  \n",
+        "\n",
+        "[275331 rows x 5 columns]\n"
+       ]
+      },
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>BOW_1</th>\n",
+        "      <th>BOW_2</th>\n",
+        "      <th>BOW_3</th>\n",
+        "      <th>BOW_4</th>\n",
+        "      <th>BOW_5</th>\n",
+        "      <th>BOW_6</th>\n",
+        "      <th>BOW_7</th>\n",
+        "      <th>BOW_8</th>\n",
+        "      <th>BOW_9</th>\n",
+        "      <th>BOW_10</th>\n",
+        "      <th>...</th>\n",
+        "      <th>BOW_41</th>\n",
+        "      <th>BOW_42</th>\n",
+        "      <th>BOW_43</th>\n",
+        "      <th>BOW_44</th>\n",
+        "      <th>BOW_45</th>\n",
+        "      <th>BOW_46</th>\n",
+        "      <th>BOW_47</th>\n",
+        "      <th>BOW_48</th>\n",
+        "      <th>BOW_49</th>\n",
+        "      <th>BOW_50</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28    </th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275301</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275302</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275303</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275304</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275305</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275306</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275307</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275308</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275309</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275310</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275311</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275312</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275313</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275314</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275315</th>\n",
+        "      <td> 4</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275316</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275317</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275318</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275319</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275320</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275321</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275322</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275323</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275324</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275325</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275326</th>\n",
+        "      <td> 3</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275327</th>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275328</th>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>...</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275329</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275330</th>\n",
+        "      <td> 0</td>\n",
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+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>275331 rows \u00d7 50 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 31,
+       "text": [
+        "        BOW_1  BOW_2  BOW_3  BOW_4  BOW_5  BOW_6  BOW_7  BOW_8  BOW_9  BOW_10  \\\n",
+        "0           0      0      0      0      0      0      0      0      0       0   \n",
+        "1           0      0      0      0      0      0      0      0      0       0   \n",
+        "2           1      0      0      0      0      1      1      0      0       0   \n",
+        "3           0      0      1      0      0      0      0      0      0       0   \n",
+        "4           1      0      1      0      0      1      0      0      0       0   \n",
+        "5           0      0      0      0      0      0      0      0      0       0   \n",
+        "6           0      0      0      0      0      0      0      1      0       0   \n",
+        "7           0      1      0      0      0      0      0      0      1       0   \n",
+        "8           1      0      0      0      0      0      0      0      0       0   \n",
+        "9           0      0      0      0      0      0      0      0      1       0   \n",
+        "10          2      0      0      0      0      0      0      0      0       0   \n",
+        "11          0      0      0      0      0      0      0      0      0       0   \n",
+        "12          0      0      0      0      0      0      0      0      0       0   \n",
+        "13          0      0      0      0      0      0      0      0      0       0   \n",
+        "14          0      0      0      0      0      0      0      0      0       0   \n",
+        "15          0      0      0      0      0      0      0      0      0       0   \n",
+        "16          0      0      0      0      0      0      0      0      0       0   \n",
+        "17          1      0      0      0      0      0      0      0      1       0   \n",
+        "18          0      0      0      0      0      0      1      0      0       1   \n",
+        "19          0      1      0      0      0      0      0      2      1       0   \n",
+        "20          1      0      0      0      0      0      0      0      0       0   \n",
+        "21          1      0      0      0      0      0      0      0      0       0   \n",
+        "22          0      1      1      0      0      0      0      0      0       0   \n",
+        "23          0      0      0      0      0      0      0      0      0       0   \n",
+        "24          0      0      0      0      0      0      0      0      0       0   \n",
+        "25          0      0      0      0      0      0      0      0      0       0   \n",
+        "26          0      0      0      0      0      0      0      0      0       0   \n",
+        "27          0      0      0      0      0      0      0      0      0       0   \n",
+        "28          2      0      0      0      0      2      0      0      1       2   \n",
+        "29          1      0      1      2      0      1      0      0      1       0   \n",
+        "...       ...    ...    ...    ...    ...    ...    ...    ...    ...     ...   \n",
+        "275301      1      0      0      0      0      0      0      1      0       0   \n",
+        "275302      2      0      0      0      0      0      0      2      0       0   \n",
+        "275303      1      0      0      0      0      0      0      1      0       0   \n",
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+        "275326      3      2      0      1      0      2      0      0      1       1   \n",
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+        "275330      0      0      0      0      0      0      0      1      0       0   \n",
+        "\n",
+        "         ...    BOW_41  BOW_42  BOW_43  BOW_44  BOW_45  BOW_46  BOW_47  \\\n",
+        "0        ...         0       0       0       0       0       0       0   \n",
+        "1        ...         0       0       0       0       0       0       0   \n",
+        "2        ...         0       0       0       1       0       0       0   \n",
+        "3        ...         0       0       0       0       0       1       0   \n",
+        "4        ...         0       0       0       0       0       2       0   \n",
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+        "16       ...         0       0       0       0       0       0       0   \n",
+        "17       ...         0       0       0       0       0       0       0   \n",
+        "18       ...         1       0       0       0       0       0       0   \n",
+        "19       ...         1       0       1       0       0       0       0   \n",
+        "20       ...         1       0       0       0       0       0       0   \n",
+        "21       ...         1       0       0       0       0       0       0   \n",
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+        "24       ...         0       0       0       0       0       0       0   \n",
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+        "29       ...         1       0       0       2       0       1       0   \n",
+        "...      ...       ...     ...     ...     ...     ...     ...     ...   \n",
+        "275301   ...         0       0       0       0       0       1       0   \n",
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+        "275307   ...         0       0       0       0       1       0       0   \n",
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+        "275322   ...         1       0       0       0       0       0       0   \n",
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+        "275329   ...         0       0       0       0       2       0       0   \n",
+        "275330   ...         0       0       0       0       0       0       0   \n",
+        "\n",
+        "        BOW_48  BOW_49  BOW_50  \n",
+        "0            0       0       0  \n",
+        "1            0       0       0  \n",
+        "2            0       0       0  \n",
+        "3            0       0       0  \n",
+        "4            0       0       0  \n",
+        "5            0       0       0  \n",
+        "6            0       0       0  \n",
+        "7            0       0       0  \n",
+        "8            1       0       0  \n",
+        "9            0       0       0  \n",
+        "10           0       0       0  \n",
+        "11           0       0       0  \n",
+        "12           0       0       0  \n",
+        "13           0       0       0  \n",
+        "14           0       0       0  \n",
+        "15           0       0       0  \n",
+        "16           0       0       0  \n",
+        "17           0       0       0  \n",
+        "18           0       0       0  \n",
+        "19           0       0       0  \n",
+        "20           0       0       0  \n",
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+        "22           0       0       0  \n",
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+        "25           0       0       0  \n",
+        "26           0       0       0  \n",
+        "27           0       0       0  \n",
+        "28           0       1       0  \n",
+        "29           0       0       0  \n",
+        "...        ...     ...     ...  \n",
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+        "275328       0       0       0  \n",
+        "275329       0       1       0  \n",
+        "275330       0       0       0  \n",
+        "\n",
+        "[275331 rows x 50 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 31
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.features_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>feature_name</th>\n",
+        "      <th>feature_type</th>\n",
+        "      <th>data_time</th>\n",
+        "      <th>parameters</th>\n",
+        "      <th>category</th>\n",
+        "      <th>feature_address</th>\n",
+        "      <th>description</th>\n",
+        "      <th>feature_shape</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td>  [1354048, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1 </th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-07...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-12-01_2014-12-31_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-12-01 to ...</td>\n",
+        "      <td>   [272702, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2 </th>\n",
+        "      <td>                        UAVG_2014-07-01_2014-11-30</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-07-01_2014-11-30.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>    [1354048, 3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3 </th>\n",
+        "      <td>                        UAVG_2014-12-01_2014-12-31</td>\n",
+        "      <td> UAVG</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td>    ../features/UAVG_2014-12-01_2014-12-31.feature</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>     [272702, 3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 1000, u'vec_time': [u'2014-0...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td> [1354048, 1000]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5 </th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-08-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-08-01_2014-12-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-08-01 to ...</td>\n",
+        "      <td>  [1347431, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6 </th>\n",
+        "      <td> BOW_2015-01-01_2014-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2015-01-01, 2014-01-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2015-01-01_2014-01-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2015-01-01 to ...</td>\n",
+        "      <td>        [0, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7 </th>\n",
+        "      <td> BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2015-01-01, 2015-01-31]</td>\n",
+        "      <td> {u'max_features': 100, u'vec_time': [u'2014-08...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2015-01-01_2015-01-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2015-01-01 to ...</td>\n",
+        "      <td>   [275331, 100]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8 </th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 1000, u'vec_time': [u'2014-0...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-12-01_2014-12-31_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-12-01 to ...</td>\n",
+        "      <td>  [272702, 1000]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-07-01, 2014-11-30]</td>\n",
+        "      <td> {u'max_features': 50, u'vec_time': [u'2014-07-...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-07-01_2014-11-30_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-07-01 to ...</td>\n",
+        "      <td>   [1354048, 50]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-12-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 50, u'vec_time': [u'2014-07-...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-12-01_2014-12-31_2014-07-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-12-01 to ...</td>\n",
+        "      <td>    [272702, 50]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11</th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2014-08-01, 2014-12-31]</td>\n",
+        "      <td> {u'max_features': 50, u'vec_time': [u'2014-08-...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2014-08-01_2014-12-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2014-08-01 to ...</td>\n",
+        "      <td>   [1347431, 50]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12</th>\n",
+        "      <td> BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td>  BOW</td>\n",
+        "      <td> [2015-01-01, 2015-01-31]</td>\n",
+        "      <td> {u'max_features': 50, u'vec_time': [u'2014-08-...</td>\n",
+        "      <td> I</td>\n",
+        "      <td> ../features/BOW_2015-01-01_2015-01-31_2014-08-...</td>\n",
+        "      <td> Bag of Words in word count from 2015-01-01 to ...</td>\n",
+        "      <td>    [275331, 50]</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 32,
+       "text": [
+        "                                         feature_name feature_type  \\\n",
+        "0   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
+        "1   BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...          BOW   \n",
+        "2                          UAVG_2014-07-01_2014-11-30         UAVG   \n",
+        "3                          UAVG_2014-12-01_2014-12-31         UAVG   \n",
+        "4   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
+        "5   BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...          BOW   \n",
+        "6   BOW_2015-01-01_2014-01-31_2014-08-01_2014-12-3...          BOW   \n",
+        "7   BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...          BOW   \n",
+        "8   BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...          BOW   \n",
+        "9   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...          BOW   \n",
+        "10  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...          BOW   \n",
+        "11  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...          BOW   \n",
+        "12  BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...          BOW   \n",
+        "\n",
+        "                   data_time  \\\n",
+        "0   [2014-07-01, 2014-11-30]   \n",
+        "1   [2014-12-01, 2014-12-31]   \n",
+        "2   [2014-07-01, 2014-11-30]   \n",
+        "3   [2014-12-01, 2014-12-31]   \n",
+        "4   [2014-07-01, 2014-11-30]   \n",
+        "5   [2014-08-01, 2014-12-31]   \n",
+        "6   [2015-01-01, 2014-01-31]   \n",
+        "7   [2015-01-01, 2015-01-31]   \n",
+        "8   [2014-12-01, 2014-12-31]   \n",
+        "9   [2014-07-01, 2014-11-30]   \n",
+        "10  [2014-12-01, 2014-12-31]   \n",
+        "11  [2014-08-01, 2014-12-31]   \n",
+        "12  [2015-01-01, 2015-01-31]   \n",
+        "\n",
+        "                                           parameters category  \\\n",
+        "0   {u'max_features': 100, u'vec_time': [u'2014-07...        I   \n",
+        "1   {u'max_features': 100, u'vec_time': [u'2014-07...        I   \n",
+        "2                                                  {}        U   \n",
+        "3                                                  {}        U   \n",
+        "4   {u'max_features': 1000, u'vec_time': [u'2014-0...        I   \n",
+        "5   {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "6   {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "7   {u'max_features': 100, u'vec_time': [u'2014-08...        I   \n",
+        "8   {u'max_features': 1000, u'vec_time': [u'2014-0...        I   \n",
+        "9   {u'max_features': 50, u'vec_time': [u'2014-07-...        I   \n",
+        "10  {u'max_features': 50, u'vec_time': [u'2014-07-...        I   \n",
+        "11  {u'max_features': 50, u'vec_time': [u'2014-08-...        I   \n",
+        "12  {u'max_features': 50, u'vec_time': [u'2014-08-...        I   \n",
+        "\n",
+        "                                      feature_address  \\\n",
+        "0   ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
+        "1   ../features/BOW_2014-12-01_2014-12-31_2014-07-...   \n",
+        "2      ../features/UAVG_2014-07-01_2014-11-30.feature   \n",
+        "3      ../features/UAVG_2014-12-01_2014-12-31.feature   \n",
+        "4   ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
+        "5   ../features/BOW_2014-08-01_2014-12-31_2014-08-...   \n",
+        "6   ../features/BOW_2015-01-01_2014-01-31_2014-08-...   \n",
+        "7   ../features/BOW_2015-01-01_2015-01-31_2014-08-...   \n",
+        "8   ../features/BOW_2014-12-01_2014-12-31_2014-07-...   \n",
+        "9   ../features/BOW_2014-07-01_2014-11-30_2014-07-...   \n",
+        "10  ../features/BOW_2014-12-01_2014-12-31_2014-07-...   \n",
+        "11  ../features/BOW_2014-08-01_2014-12-31_2014-08-...   \n",
+        "12  ../features/BOW_2015-01-01_2015-01-31_2014-08-...   \n",
+        "\n",
+        "                                          description    feature_shape  \n",
+        "0   Bag of Words in word count from 2014-07-01 to ...   [1354048, 100]  \n",
+        "1   Bag of Words in word count from 2014-12-01 to ...    [272702, 100]  \n",
+        "2   User's average forward/comment/like count duri...     [1354048, 3]  \n",
+        "3   User's average forward/comment/like count duri...      [272702, 3]  \n",
+        "4   Bag of Words in word count from 2014-07-01 to ...  [1354048, 1000]  \n",
+        "5   Bag of Words in word count from 2014-08-01 to ...   [1347431, 100]  \n",
+        "6   Bag of Words in word count from 2015-01-01 to ...         [0, 100]  \n",
+        "7   Bag of Words in word count from 2015-01-01 to ...    [275331, 100]  \n",
+        "8   Bag of Words in word count from 2014-12-01 to ...   [272702, 1000]  \n",
+        "9   Bag of Words in word count from 2014-07-01 to ...    [1354048, 50]  \n",
+        "10  Bag of Words in word count from 2014-12-01 to ...     [272702, 50]  \n",
+        "11  Bag of Words in word count from 2014-08-01 to ...    [1347431, 50]  \n",
+        "12  Bag of Words in word count from 2015-01-01 to ...     [275331, 50]  "
+       ]
+      }
+     ],
+     "prompt_number": 32
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train([fw.features_log.feature_name[11]],\"LR\",\"forward_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[ 0.52491115  0.00110674  0.3532245  -0.05380412 -0.2552265   0.29340728\n",
+        "  0.31310387  0.61029382 -0.03833212  0.47892042  0.67191058 -0.30491306\n",
+        "  0.02235111  0.19030745  0.131135   -0.2343099   0.73732238 -0.06675791\n",
+        " -0.53893458  0.30838663 -0.20978043  0.31878313  0.95240693  0.93528548\n",
+        " -0.04800218  0.00693939  0.17663247 -0.38115085 -0.21745251  0.73898086\n",
+        " -0.11528788 -0.05436371  0.44685178 -0.62890557 -0.32569474  0.20383892\n",
+        "  0.18505047  0.33086293 -0.13169862 -0.24523214 -0.44356742 -0.00660795\n",
+        " -0.11036604  0.84566175  0.18557316 -0.21364046 -0.2643794   0.21009918\n",
+        "  0.39983354 -0.25050147]\n",
+        "Residual sum of squares: 4436.56\n",
+        "Variance score: 0.00\n",
+        "Train time:  3.83510518074 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 33,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
+      }
+     ],
+     "prompt_number": 33
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train([fw.features_log.feature_name[11]],\"LR\",\"comment_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[  1.00456387e-01   1.72672560e-01   7.12423041e-02   1.57908926e-01\n",
+        "  -8.83170153e-02   1.50843948e-01  -1.20710872e-02  -4.29805587e-01\n",
+        "  -3.05225536e-02   5.32341358e-02   2.59054966e-01   1.35858724e-01\n",
+        "  -4.30182075e-02   1.13516519e-01  -4.13624231e-02  -1.99507686e-02\n",
+        "   1.08566440e-01  -3.72424929e-02  -7.69855055e-02   5.19072817e-02\n",
+        "   1.30082537e-01   1.92494670e-01   1.18553522e-01   1.10299269e-01\n",
+        "  -6.65659274e-02   8.20394321e-05  -3.43198073e-02  -1.64509429e-02\n",
+        "   5.14644888e-02  -9.91845610e-02  -1.18924054e-01  -1.16028605e-01\n",
+        "  -1.53864774e-01  -2.18732562e-01  -4.37968705e-02   4.89818741e-02\n",
+        "   9.05636246e-02   1.46732767e-01   7.02001304e-02  -4.59204923e-02\n",
+        "  -4.98080078e-03  -5.36521534e-02  -8.91233051e-02  -1.86892546e-02\n",
+        "   7.64031957e-02  -8.38352612e-02  -1.76635788e-01  -8.37009545e-03\n",
+        "  -3.30806221e-02  -1.40518925e-01]\n",
+        "Residual sum of squares: 462.42\n",
+        "Variance score: 0.00\n",
+        "Train time:  3.73511505127 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 34,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
+      }
+     ],
+     "prompt_number": 34
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train([fw.features_log.feature_name[11]],\"LR\",\"like_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[ 0.23183592  0.05737371  0.09303087 -0.00387831 -0.12048513  0.13535873\n",
+        " -0.06255111  0.2522807   0.0839493  -0.05067475 -0.01489721 -0.18731209\n",
+        " -0.03568885  0.15793868 -0.01713121 -0.3684559  -0.05538981 -0.04430158\n",
+        " -0.23875701  0.02665764  0.0014226   0.14007591  0.40191341  0.60871341\n",
+        " -0.10480653 -0.08929574 -0.14194157 -0.03693673  0.0485671   0.01129878\n",
+        "  0.19956565 -0.19180123  0.08937237 -0.16997668 -0.05492419  0.10201651\n",
+        "  0.02866552 -0.3292094  -0.09307806 -0.12544457 -0.10309823  0.10271872\n",
+        " -0.13447277  0.25617333  0.20282088 -0.1292561  -0.05680679 -0.07885795\n",
+        " -0.10626872 -0.09891479]\n",
+        "Residual sum of squares: 446.18\n",
+        "Variance score: 0.00\n",
+        "Train time:  3.26129198074 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 35,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
+      }
+     ],
+     "prompt_number": 35
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>model_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>model_type</th>\n",
+        "      <th>label</th>\n",
+        "      <th>model_parameters</th>\n",
+        "      <th>evaluation</th>\n",
+        "      <th>model_address</th>\n",
+        "      <th>train_time</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 9685.80685053, u'vs': 0.000676853541354}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    9.174437</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 1417.65676016, u'vs': 0.000317468304567}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.494032</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 531.554376358, u'vs': 0.00172174727806}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.313304</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>   {u'sos': 9482.14453116, u'vs': 0.0216895035912}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.574678</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>    {u'sos': 1355.8854957, u'vs': 0.0438764282557}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.939181</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>     {u'sos': 290.265184023, u'vs': 0.45487153597}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.740821</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6 </th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 4432.86758663, u'vs': 0.00131191356335}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>   10.597727</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7 </th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 462.258777089, u'vs': 0.00067629714033}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>    9.405229</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8 </th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>    {u'sos': 445.6122903, u'vs': 0.00202273273155}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>    9.582003</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 9654.62405624, u'vs': 0.00389410622702}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 1148.091206</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>   {u'sos': 1416.13041678, u'vs': 0.0013937928826}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 1142.343828</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 527.167622488, u'vs': 0.00996022895124}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 1611.451305</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 9689.56680872, u'vs': 0.00028892372717}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    3.396763</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 1417.8392664, u'vs': 0.000188771218054}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    3.369695</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 532.154237294, u'vs': 0.000595186846708}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    3.715898</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15</th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 4436.55847408, u'vs': 0.000480387411121}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>    3.835105</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16</th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 462.415095456, u'vs': 0.000338363806642}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>    3.735115</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17</th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 446.183824796, u'vs': 0.000742744619011}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>    3.261292</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 36,
+       "text": [
+        "                                           model_name  \\\n",
+        "0   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "2   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "3   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "4   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "5   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "6   BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "7   BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "8   BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "9   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "10  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "11  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "12  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "13  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "14  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "15  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "16  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "17  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "\n",
+        "                                             features model_type  \\\n",
+        "0   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "1   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "2   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "3   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "4   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "5   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "6   [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "7   [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "8   [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "9   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "10  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "11  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "12  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "13  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "14  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "15  [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "16  [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "17  [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "\n",
+        "            label model_parameters  \\\n",
+        "0   forward_count               {}   \n",
+        "1   comment_count               {}   \n",
+        "2      like_count               {}   \n",
+        "3   forward_count               {}   \n",
+        "4   comment_count               {}   \n",
+        "5      like_count               {}   \n",
+        "6   forward_count               {}   \n",
+        "7   comment_count               {}   \n",
+        "8      like_count               {}   \n",
+        "9   forward_count               {}   \n",
+        "10  comment_count               {}   \n",
+        "11     like_count               {}   \n",
+        "12  forward_count               {}   \n",
+        "13  comment_count               {}   \n",
+        "14     like_count               {}   \n",
+        "15  forward_count               {}   \n",
+        "16  comment_count               {}   \n",
+        "17     like_count               {}   \n",
+        "\n",
+        "                                           evaluation  \\\n",
+        "0   {u'sos': 9685.80685053, u'vs': 0.000676853541354}   \n",
+        "1   {u'sos': 1417.65676016, u'vs': 0.000317468304567}   \n",
+        "2    {u'sos': 531.554376358, u'vs': 0.00172174727806}   \n",
+        "3     {u'sos': 9482.14453116, u'vs': 0.0216895035912}   \n",
+        "4      {u'sos': 1355.8854957, u'vs': 0.0438764282557}   \n",
+        "5       {u'sos': 290.265184023, u'vs': 0.45487153597}   \n",
+        "6    {u'sos': 4432.86758663, u'vs': 0.00131191356335}   \n",
+        "7    {u'sos': 462.258777089, u'vs': 0.00067629714033}   \n",
+        "8      {u'sos': 445.6122903, u'vs': 0.00202273273155}   \n",
+        "9    {u'sos': 9654.62405624, u'vs': 0.00389410622702}   \n",
+        "10    {u'sos': 1416.13041678, u'vs': 0.0013937928826}   \n",
+        "11   {u'sos': 527.167622488, u'vs': 0.00996022895124}   \n",
+        "12   {u'sos': 9689.56680872, u'vs': 0.00028892372717}   \n",
+        "13   {u'sos': 1417.8392664, u'vs': 0.000188771218054}   \n",
+        "14  {u'sos': 532.154237294, u'vs': 0.000595186846708}   \n",
+        "15  {u'sos': 4436.55847408, u'vs': 0.000480387411121}   \n",
+        "16  {u'sos': 462.415095456, u'vs': 0.000338363806642}   \n",
+        "17  {u'sos': 446.183824796, u'vs': 0.000742744619011}   \n",
+        "\n",
+        "                                        model_address   train_time  \n",
+        "0   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     9.174437  \n",
+        "1   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.494032  \n",
+        "2   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.313304  \n",
+        "3   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.574678  \n",
+        "4   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.939181  \n",
+        "5   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.740821  \n",
+        "6   ../models/BOW_2014-08-01_2014-12-31_2014-08-01...    10.597727  \n",
+        "7   ../models/BOW_2014-08-01_2014-12-31_2014-08-01...     9.405229  \n",
+        "8   ../models/BOW_2014-08-01_2014-12-31_2014-08-01...     9.582003  \n",
+        "9   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...  1148.091206  \n",
+        "10  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...  1142.343828  \n",
+        "11  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...  1611.451305  \n",
+        "12  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     3.396763  \n",
+        "13  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     3.369695  \n",
+        "14  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     3.715898  \n",
+        "15  ../models/BOW_2014-08-01_2014-12-31_2014-08-01...     3.835105  \n",
+        "16  ../models/BOW_2014-08-01_2014-12-31_2014-08-01...     3.735115  \n",
+        "17  ../models/BOW_2014-08-01_2014-12-31_2014-08-01...     3.261292  "
+       ]
+      }
+     ],
+     "prompt_number": 36
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.test([fw.features_log.feature_name[12]],fw.train_log.model_name[15],fw.train_log.model_name[16],fw.train_log.model_name[17],evaluation=False)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading models..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "predicting...\n",
+        "writing logs..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "genelizing results...\n"
+       ]
+      },
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>comment_predict</th>\n",
+        "      <th>forward_predict</th>\n",
+        "      <th>like_predict</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 6</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6     </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19    </th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 6</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275301</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275302</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275303</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275304</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275305</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275306</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275307</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275308</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275309</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275310</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275311</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275312</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275313</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275314</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275315</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 5</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275316</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275317</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275318</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275319</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275320</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275321</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275322</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275323</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275324</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275325</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275326</th>\n",
+        "      <td> 3</td>\n",
+        "      <td> 5</td>\n",
+        "      <td> 3</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275327</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275328</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275329</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 3</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>275330</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>275331 rows \u00d7 3 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 37,
+       "text": [
+        "        comment_predict  forward_predict  like_predict\n",
+        "0                     1                1             1\n",
+        "1                     1                1             1\n",
+        "2                     1                3             1\n",
+        "3                     1                1             1\n",
+        "4                     1                6             2\n",
+        "5                     1                1             1\n",
+        "6                     0                2             1\n",
+        "7                     1                2             1\n",
+        "8                     1                3             2\n",
+        "9                     1                1             1\n",
+        "10                    1                2             1\n",
+        "11                    1                2             1\n",
+        "12                    1                1             1\n",
+        "13                    1                1             1\n",
+        "14                    1                1             1\n",
+        "15                    1                1             1\n",
+        "16                    1                1             1\n",
+        "17                    1                1             1\n",
+        "18                    1                1             0\n",
+        "19                    0                2             1\n",
+        "20                    1                0             1\n",
+        "21                    1                0             1\n",
+        "22                    1                1             1\n",
+        "23                    1                0             0\n",
+        "24                    1                0             0\n",
+        "25                    1                0             0\n",
+        "26                    1                2             1\n",
+        "27                    1                2             2\n",
+        "28                    1                6             2\n",
+        "29                    1                3             1\n",
+        "...                 ...              ...           ...\n",
+        "275301                0                0             1\n",
+        "275302                0                2             1\n",
+        "275303                1                2             1\n",
+        "275304                1                1             1\n",
+        "275305                1                2             1\n",
+        "275306                1                1             1\n",
+        "275307                1                2             1\n",
+        "275308                1                3             2\n",
+        "275309                1                1             1\n",
+        "275310                1                1             1\n",
+        "275311                1                1             1\n",
+        "275312                1                2             1\n",
+        "275313                1                1             1\n",
+        "275314                1                3             1\n",
+        "275315                2                5             2\n",
+        "275316                0                4             1\n",
+        "275317                1                2             1\n",
+        "275318                1                2             1\n",
+        "275319                1                2             1\n",
+        "275320                1                1             1\n",
+        "275321                2                3             2\n",
+        "275322                1                1             0\n",
+        "275323                1                2             1\n",
+        "275324                1                1             0\n",
+        "275325                1                2             1\n",
+        "275326                3                5             3\n",
+        "275327                1                0             0\n",
+        "275328                1                1             1\n",
+        "275329                1                3             2\n",
+        "275330                0                2             1\n",
+        "\n",
+        "[275331 rows x 3 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 37
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.test_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>test_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>fmodel</th>\n",
+        "      <th>cmodel</th>\n",
+        "      <th>lmodel</th>\n",
+        "      <th>dev_f</th>\n",
+        "      <th>dev_c</th>\n",
+        "      <th>dev_l</th>\n",
+        "      <th>precision</th>\n",
+        "      <th>model_evaluation</th>\n",
+        "      <th>result_address</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> 0.185990</td>\n",
+        "      <td> 0.064563</td>\n",
+        "      <td> 0.071900</td>\n",
+        "      <td> 0.210439</td>\n",
+        "      <td> {u'lvs': 0.00170984635791, u'lsos': 348.475486...</td>\n",
+        "      <td>                                              NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> ../results/result_2015-09-05 01:19:19.787413.txt</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> 0.267657</td>\n",
+        "      <td> 0.071543</td>\n",
+        "      <td> 0.089367</td>\n",
+        "      <td> 0.202464</td>\n",
+        "      <td> {u'lvs': 0.00861033777101, u'lsos': 345.254006...</td>\n",
+        "      <td>                                                 </td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> 0.175595</td>\n",
+        "      <td> 0.063186</td>\n",
+        "      <td> 0.066978</td>\n",
+        "      <td> 0.213308</td>\n",
+        "      <td> {u'lvs': 0.000647344908846, u'lsos': 348.86883...</td>\n",
+        "      <td>                                                 </td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> ../results/result_2015-09-05 23:58:24.597108.txt</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 38,
+       "text": [
+        "                                           test_name  \\\n",
+        "0  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...   \n",
+        "2  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...   \n",
+        "3  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...   \n",
+        "4  BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...   \n",
+        "\n",
+        "                                            features  \\\n",
+        "0  [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...   \n",
+        "1  [BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-...   \n",
+        "2  [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...   \n",
+        "3  [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...   \n",
+        "4  [BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-...   \n",
+        "\n",
+        "                                              fmodel  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "3  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "4  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "\n",
+        "                                              cmodel  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "3  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "4  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "\n",
+        "                                              lmodel     dev_f     dev_c  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...  0.185990  0.064563   \n",
+        "1  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...  0.000000  0.000000   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...  0.267657  0.071543   \n",
+        "3  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...  0.175595  0.063186   \n",
+        "4  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...  0.000000  0.000000   \n",
+        "\n",
+        "      dev_l  precision                                   model_evaluation  \\\n",
+        "0  0.071900   0.210439  {u'lvs': 0.00170984635791, u'lsos': 348.475486...   \n",
+        "1  0.000000   0.000000                                                 {}   \n",
+        "2  0.089367   0.202464  {u'lvs': 0.00861033777101, u'lsos': 345.254006...   \n",
+        "3  0.066978   0.213308  {u'lvs': 0.000647344908846, u'lsos': 348.86883...   \n",
+        "4  0.000000   0.000000                                                 {}   \n",
+        "\n",
+        "                                     result_address  \n",
+        "0                                               NaN  \n",
+        "1  ../results/result_2015-09-05 01:19:19.787413.txt  \n",
+        "2                                                    \n",
+        "3                                                    \n",
+        "4  ../results/result_2015-09-05 23:58:24.597108.txt  "
+       ]
+      }
+     ],
+     "prompt_number": 38
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print fw.weibo_predict_data.ix[148249].context.decode('utf8')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\u5c41\u5927\u4e2a\u4e8b\u4f60\u4e5f\u8981\u53d1\u5fae\u535a\u5f39\u4f60\u5c0fJ J[ok]\u5f39\u4f60\u5c0fJ J[ok]\u5f39\u4f60\u5c0fJ J[ok]\u5f39\u4f60\u5c0fJ J[ok]\u5f39\u4f60\u5c0fJ J[ok]\u5f39\u4f60\u5c0fJ J[ok]\u5f39\u4f60\u5c0fJ J[ok]\u5f39\u4f60\u5c0fJ J[ok]\u5f39\u4f60\u5c0fJ J[ok]\u5f39\u4f60\u5c0fJ J[ok]\u5f39\u4f60\u5c0fJ J[ok]\u5f39\u4f60\u5c0fJ J[ok]\u5f39\u4f60\u5c0fJ J[ok]\u3002\u5c31\u50cf\u5403\u4e86\u70ab\u8fc8\uff0c\u6839\u672c\u505c\u4e0d\u4e0b[ali\u5f97\u745f][ali\u5f97\u745f][ali\u5f97\u745f]\n"
+       ]
+      }
+     ],
+     "prompt_number": 42
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>model_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>model_type</th>\n",
+        "      <th>label</th>\n",
+        "      <th>model_parameters</th>\n",
+        "      <th>evaluation</th>\n",
+        "      <th>model_address</th>\n",
+        "      <th>train_time</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 9685.80685053, u'vs': 0.000676853541354}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    9.174437</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 1417.65676016, u'vs': 0.000317468304567}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.494032</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 531.554376358, u'vs': 0.00172174727806}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.313304</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>   {u'sos': 9482.14453116, u'vs': 0.0216895035912}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.574678</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>    {u'sos': 1355.8854957, u'vs': 0.0438764282557}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.939181</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>     {u'sos': 290.265184023, u'vs': 0.45487153597}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    8.740821</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6 </th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 4432.86758663, u'vs': 0.00131191356335}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>   10.597727</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7 </th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 462.258777089, u'vs': 0.00067629714033}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>    9.405229</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8 </th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>    {u'sos': 445.6122903, u'vs': 0.00202273273155}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>    9.582003</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9 </th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 9654.62405624, u'vs': 0.00389410622702}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 1148.091206</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>   {u'sos': 1416.13041678, u'vs': 0.0013937928826}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 1142.343828</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 527.167622488, u'vs': 0.00996022895124}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td> 1611.451305</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 9689.56680872, u'vs': 0.00028892372717}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    3.396763</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td>  {u'sos': 1417.8392664, u'vs': 0.000188771218054}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    3.369695</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14</th>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 532.154237294, u'vs': 0.000595186846708}</td>\n",
+        "      <td> ../models/BOW_2014-07-01_2014-11-30_2014-07-01...</td>\n",
+        "      <td>    3.715898</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15</th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 4436.55847408, u'vs': 0.000480387411121}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>    3.835105</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16</th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 462.415095456, u'vs': 0.000338363806642}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>    3.735115</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17</th>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> {u'sos': 446.183824796, u'vs': 0.000742744619011}</td>\n",
+        "      <td> ../models/BOW_2014-08-01_2014-12-31_2014-08-01...</td>\n",
+        "      <td>    3.261292</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 43,
+       "text": [
+        "                                           model_name  \\\n",
+        "0   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "2   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "3   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "4   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "5   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "6   BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "7   BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "8   BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "9   BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "10  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "11  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "12  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "13  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "14  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "15  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "16  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "17  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "\n",
+        "                                             features model_type  \\\n",
+        "0   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "1   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "2   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "3   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "4   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "5   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "6   [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "7   [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "8   [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "9   [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "10  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "11  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "12  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "13  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "14  [BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-...         LR   \n",
+        "15  [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "16  [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "17  [BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-...         LR   \n",
+        "\n",
+        "            label model_parameters  \\\n",
+        "0   forward_count               {}   \n",
+        "1   comment_count               {}   \n",
+        "2      like_count               {}   \n",
+        "3   forward_count               {}   \n",
+        "4   comment_count               {}   \n",
+        "5      like_count               {}   \n",
+        "6   forward_count               {}   \n",
+        "7   comment_count               {}   \n",
+        "8      like_count               {}   \n",
+        "9   forward_count               {}   \n",
+        "10  comment_count               {}   \n",
+        "11     like_count               {}   \n",
+        "12  forward_count               {}   \n",
+        "13  comment_count               {}   \n",
+        "14     like_count               {}   \n",
+        "15  forward_count               {}   \n",
+        "16  comment_count               {}   \n",
+        "17     like_count               {}   \n",
+        "\n",
+        "                                           evaluation  \\\n",
+        "0   {u'sos': 9685.80685053, u'vs': 0.000676853541354}   \n",
+        "1   {u'sos': 1417.65676016, u'vs': 0.000317468304567}   \n",
+        "2    {u'sos': 531.554376358, u'vs': 0.00172174727806}   \n",
+        "3     {u'sos': 9482.14453116, u'vs': 0.0216895035912}   \n",
+        "4      {u'sos': 1355.8854957, u'vs': 0.0438764282557}   \n",
+        "5       {u'sos': 290.265184023, u'vs': 0.45487153597}   \n",
+        "6    {u'sos': 4432.86758663, u'vs': 0.00131191356335}   \n",
+        "7    {u'sos': 462.258777089, u'vs': 0.00067629714033}   \n",
+        "8      {u'sos': 445.6122903, u'vs': 0.00202273273155}   \n",
+        "9    {u'sos': 9654.62405624, u'vs': 0.00389410622702}   \n",
+        "10    {u'sos': 1416.13041678, u'vs': 0.0013937928826}   \n",
+        "11   {u'sos': 527.167622488, u'vs': 0.00996022895124}   \n",
+        "12   {u'sos': 9689.56680872, u'vs': 0.00028892372717}   \n",
+        "13   {u'sos': 1417.8392664, u'vs': 0.000188771218054}   \n",
+        "14  {u'sos': 532.154237294, u'vs': 0.000595186846708}   \n",
+        "15  {u'sos': 4436.55847408, u'vs': 0.000480387411121}   \n",
+        "16  {u'sos': 462.415095456, u'vs': 0.000338363806642}   \n",
+        "17  {u'sos': 446.183824796, u'vs': 0.000742744619011}   \n",
+        "\n",
+        "                                        model_address   train_time  \n",
+        "0   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     9.174437  \n",
+        "1   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.494032  \n",
+        "2   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.313304  \n",
+        "3   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.574678  \n",
+        "4   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.939181  \n",
+        "5   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     8.740821  \n",
+        "6   ../models/BOW_2014-08-01_2014-12-31_2014-08-01...    10.597727  \n",
+        "7   ../models/BOW_2014-08-01_2014-12-31_2014-08-01...     9.405229  \n",
+        "8   ../models/BOW_2014-08-01_2014-12-31_2014-08-01...     9.582003  \n",
+        "9   ../models/BOW_2014-07-01_2014-11-30_2014-07-01...  1148.091206  \n",
+        "10  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...  1142.343828  \n",
+        "11  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...  1611.451305  \n",
+        "12  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     3.396763  \n",
+        "13  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     3.369695  \n",
+        "14  ../models/BOW_2014-07-01_2014-11-30_2014-07-01...     3.715898  \n",
+        "15  ../models/BOW_2014-08-01_2014-12-31_2014-08-01...     3.835105  \n",
+        "16  ../models/BOW_2014-08-01_2014-12-31_2014-08-01...     3.735115  \n",
+        "17  ../models/BOW_2014-08-01_2014-12-31_2014-08-01...     3.261292  "
+       ]
+      }
+     ],
+     "prompt_number": 43
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.test_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>test_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>fmodel</th>\n",
+        "      <th>cmodel</th>\n",
+        "      <th>lmodel</th>\n",
+        "      <th>dev_f</th>\n",
+        "      <th>dev_c</th>\n",
+        "      <th>dev_l</th>\n",
+        "      <th>precision</th>\n",
+        "      <th>model_evaluation</th>\n",
+        "      <th>result_address</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> 0.185990</td>\n",
+        "      <td> 0.064563</td>\n",
+        "      <td> 0.071900</td>\n",
+        "      <td> 0.210439</td>\n",
+        "      <td> {u'lvs': 0.00170984635791, u'lsos': 348.475486...</td>\n",
+        "      <td>                                              NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> ../results/result_2015-09-05 01:19:19.787413.txt</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> 0.267657</td>\n",
+        "      <td> 0.071543</td>\n",
+        "      <td> 0.089367</td>\n",
+        "      <td> 0.202464</td>\n",
+        "      <td> {u'lvs': 0.00861033777101, u'lsos': 345.254006...</td>\n",
+        "      <td>                                                 </td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td> BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...</td>\n",
+        "      <td> [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...</td>\n",
+        "      <td> 0.175595</td>\n",
+        "      <td> 0.063186</td>\n",
+        "      <td> 0.066978</td>\n",
+        "      <td> 0.213308</td>\n",
+        "      <td> {u'lvs': 0.000647344908846, u'lsos': 348.86883...</td>\n",
+        "      <td>                                                 </td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> [BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> ../results/result_2015-09-05 23:58:24.597108.txt</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 44,
+       "text": [
+        "                                           test_name  \\\n",
+        "0  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...   \n",
+        "2  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...   \n",
+        "3  BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-3...   \n",
+        "4  BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-3...   \n",
+        "\n",
+        "                                            features  \\\n",
+        "0  [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...   \n",
+        "1  [BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-...   \n",
+        "2  [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...   \n",
+        "3  [BOW_2014-12-01_2014-12-31_2014-07-01_2014-11-...   \n",
+        "4  [BOW_2015-01-01_2015-01-31_2014-08-01_2014-12-...   \n",
+        "\n",
+        "                                              fmodel  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "3  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "4  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "\n",
+        "                                              cmodel  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "1  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "3  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...   \n",
+        "4  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...   \n",
+        "\n",
+        "                                              lmodel     dev_f     dev_c  \\\n",
+        "0  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...  0.185990  0.064563   \n",
+        "1  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...  0.000000  0.000000   \n",
+        "2  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...  0.267657  0.071543   \n",
+        "3  BOW_2014-07-01_2014-11-30_2014-07-01_2014-11-3...  0.175595  0.063186   \n",
+        "4  BOW_2014-08-01_2014-12-31_2014-08-01_2014-12-3...  0.000000  0.000000   \n",
+        "\n",
+        "      dev_l  precision                                   model_evaluation  \\\n",
+        "0  0.071900   0.210439  {u'lvs': 0.00170984635791, u'lsos': 348.475486...   \n",
+        "1  0.000000   0.000000                                                 {}   \n",
+        "2  0.089367   0.202464  {u'lvs': 0.00861033777101, u'lsos': 345.254006...   \n",
+        "3  0.066978   0.213308  {u'lvs': 0.000647344908846, u'lsos': 348.86883...   \n",
+        "4  0.000000   0.000000                                                 {}   \n",
+        "\n",
+        "                                     result_address  \n",
+        "0                                               NaN  \n",
+        "1  ../results/result_2015-09-05 01:19:19.787413.txt  \n",
+        "2                                                    \n",
+        "3                                                    \n",
+        "4  ../results/result_2015-09-05 23:58:24.597108.txt  "
+       ]
+      }
+     ],
+     "prompt_number": 44
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "from sklearn.externals import joblib"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 1
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "vec_7 = joblib.load(\"../others/2014-07-01_2014-11-30_100.vectorizer\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 2
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print vec_7.get_feature_names()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "[u'u4e00', u'u4e0a', u'u4e0b', u'u4e0d', u'u4e1a', u'u4e2a', u'u4e2d', u'u4e3a', u'u4e8b', u'u4eab', u'u4eba', u'u4eca', u'u4ef6', u'u4f1a', u'u4f53', u'u4f5c', u'u4fe1', u'u5168', u'u516c', u'u51fa', u'u5206', u'u5230', u'u524d', u'u529b', u'u52a1', u'u52a8', u'u535a', u'u53d1', u'u540e', u'u54c1', u'u56fd', u'u56fe', u'u5728', u'u5730', u'u591a', u'u5927', u'u5929', u'u597d', u'u5b50', u'u5b66', u'u5b89', u'u5b9a', u'u5b9e', u'u5bb6', u'u5c0f', u'u5de5', u'u5df2', u'u5e74', u'u5e94', u'u5ea6', u'u5f00', u'u5f97', u'u5fae', u'u5fc3', u'u60c5', u'u60f3', u'u6210', u'u6237', u'u624b', u'u6280', u'u636e', u'u6570', u'u6587', u'u65b0', u'u65b9', u'u65e0', u'u65e5', u'u65f6', u'u662f', u'u6700', u'u6709', u'u672c', u'u673a', u'u6765', u'u70b9', u'u73b0', u'u7406', u'u751f', u'u7528', u'u7535', u'u770b', u'u771f', u'u77e5', u'u7a0b', u'u7ecf', u'u7f51', u'u7f8e', u'u80fd', u'u81ea', u'u884c', u'u8981', u'u8ba1', u'u8bd5', u'u8bf4', u'u8fc7', u'u9053', u'u91cc', u'u95f4', u'u9762', u'u9ad8']\n"
+       ]
+      }
+     ],
+     "prompt_number": 12
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "\"\u7ea2\u5305\".decode(\"utf8\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 19,
+       "text": [
+        "u'\\u7ea2\\u5305'"
+       ]
+      }
+     ],
+     "prompt_number": 19
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print u'\\u4e00\\u4e0a\\u4e0b\\u4e0d\\u4e1a\\u4e2a\\u4e2d\\u4e3a\\u4e8b\\u4eab\\u4eba\\u4eca\\u4ef6'"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\u4e00\u4e0a\u4e0b\u4e0d\u4e1a\u4e2a\u4e2d\u4e3a\u4e8b\u4eab\u4eba\u4eca\u4ef6\n"
+       ]
+      }
+     ],
+     "prompt_number": 47
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "vec_8 = joblib.load(\"../others/2014-08-01_2014-12-31_100.vectorizer\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 48
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print vec_8.get_feature_names()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "[u'u4e00', u'u4e0a', u'u4e0b', u'u4e0d', u'u4e1a', u'u4e2a', u'u4e2d', u'u4e3a', u'u4e8b', u'u4eab', u'u4eba', u'u4eca', u'u4ef6', u'u4f1a', u'u4f53', u'u4f5c', u'u4fe1', u'u5168', u'u516c', u'u51fa', u'u5206', u'u5230', u'u524d', u'u52a1', u'u52a8', u'u5305', u'u535a', u'u53d1', u'u540e', u'u54c1', u'u56fd', u'u56fe', u'u5728', u'u5730', u'u5927', u'u5929', u'u597d', u'u5b50', u'u5b66', u'u5b89', u'u5b9e', u'u5bb6', u'u5c0f', u'u5de5', u'u5df2', u'u5e74', u'u5e94', u'u5ea6', u'u5f00', u'u5f97', u'u5fae', u'u5fc3', u'u60c5', u'u60f3', u'u6210', u'u6237', u'u624b', u'u6280', u'u636e', u'u6570', u'u6587', u'u65b0', u'u65b9', u'u65e0', u'u65e5', u'u65f6', u'u662f', u'u6700', u'u6709', u'u672c', u'u673a', u'u6765', u'u6b63', u'u70b9', u'u73b0', u'u7406', u'u751f', u'u7528', u'u7535', u'u770b', u'u77e5', u'u7a0b', u'u7ecf', u'u7f51', u'u7f8e', u'u8054', u'u80fd', u'u81ea', u'u884c', u'u8981', u'u8ba1', u'u8bd5', u'u8bf4', u'u8d77', u'u8fc7', u'u9053', u'u91cc', u'u95f4', u'u9762', u'u9ad8']\n"
+       ]
+      }
+     ],
+     "prompt_number": 50
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print "
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 46,
+       "text": [
+        "u'\\\\u4e00\\\\u4e0a\\\\u4e0b\\\\u4e0d\\\\u4e1a\\\\u4e2a\\\\u4e2d\\\\u4e3a\\\\u4e8b\\\\u4eab\\\\u4eba\\\\u4eca\\\\u4ef6\\\\u4f1a\\\\u4f53\\\\u4f5c\\\\u4fe1\\\\u5168\\\\u516c\\\\u51fa\\\\u5206\\\\u5230\\\\u524d\\\\u529b\\\\u52a1\\\\u52a8\\\\u535a\\\\u53d1\\\\u540e\\\\u54c1\\\\u56fd\\\\u56fe\\\\u5728\\\\u5730\\\\u591a\\\\u5927\\\\u5929\\\\u597d\\\\u5b50\\\\u5b66\\\\u5b89\\\\u5b9a\\\\u5b9e\\\\u5bb6\\\\u5c0f\\\\u5de5\\\\u5df2\\\\u5e74\\\\u5e94\\\\u5ea6\\\\u5f00\\\\u5f97\\\\u5fae\\\\u5fc3\\\\u60c5\\\\u60f3\\\\u6210\\\\u6237\\\\u624b\\\\u6280\\\\u636e\\\\u6570\\\\u6587\\\\u65b0\\\\u65b9\\\\u65e0\\\\u65e5\\\\u65f6\\\\u662f\\\\u6700\\\\u6709\\\\u672c\\\\u673a\\\\u6765\\\\u70b9\\\\u73b0\\\\u7406\\\\u751f\\\\u7528\\\\u7535\\\\u770b\\\\u771f\\\\u77e5\\\\u7a0b\\\\u7ecf\\\\u7f51\\\\u7f8e\\\\u80fd\\\\u81ea\\\\u884c\\\\u8981\\\\u8ba1\\\\u8bd5\\\\u8bf4\\\\u8fc7\\\\u9053\\\\u91cc\\\\u95f4\\\\u9762\\\\u9ad8'"
+       ]
+      }
+     ],
+     "prompt_number": 46
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "len(vec_7.get_feature_names())"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 31,
+       "text": [
+        "100"
+       ]
+      }
+     ],
+     "prompt_number": 31
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "'\\u'.join(vec_7.get_feature_names())"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 35,
+       "text": [
+        "u'u4e00\\\\uu4e0a\\\\uu4e0b\\\\uu4e0d\\\\uu4e1a\\\\uu4e2a\\\\uu4e2d\\\\uu4e3a\\\\uu4e8b\\\\uu4eab\\\\uu4eba\\\\uu4eca\\\\uu4ef6\\\\uu4f1a\\\\uu4f53\\\\uu4f5c\\\\uu4fe1\\\\uu5168\\\\uu516c\\\\uu51fa\\\\uu5206\\\\uu5230\\\\uu524d\\\\uu529b\\\\uu52a1\\\\uu52a8\\\\uu535a\\\\uu53d1\\\\uu540e\\\\uu54c1\\\\uu56fd\\\\uu56fe\\\\uu5728\\\\uu5730\\\\uu591a\\\\uu5927\\\\uu5929\\\\uu597d\\\\uu5b50\\\\uu5b66\\\\uu5b89\\\\uu5b9a\\\\uu5b9e\\\\uu5bb6\\\\uu5c0f\\\\uu5de5\\\\uu5df2\\\\uu5e74\\\\uu5e94\\\\uu5ea6\\\\uu5f00\\\\uu5f97\\\\uu5fae\\\\uu5fc3\\\\uu60c5\\\\uu60f3\\\\uu6210\\\\uu6237\\\\uu624b\\\\uu6280\\\\uu636e\\\\uu6570\\\\uu6587\\\\uu65b0\\\\uu65b9\\\\uu65e0\\\\uu65e5\\\\uu65f6\\\\uu662f\\\\uu6700\\\\uu6709\\\\uu672c\\\\uu673a\\\\uu6765\\\\uu70b9\\\\uu73b0\\\\uu7406\\\\uu751f\\\\uu7528\\\\uu7535\\\\uu770b\\\\uu771f\\\\uu77e5\\\\uu7a0b\\\\uu7ecf\\\\uu7f51\\\\uu7f8e\\\\uu80fd\\\\uu81ea\\\\uu884c\\\\uu8981\\\\uu8ba1\\\\uu8bd5\\\\uu8bf4\\\\uu8fc7\\\\uu9053\\\\uu91cc\\\\uu95f4\\\\uu9762\\\\uu9ad8'"
+       ]
+      }
+     ],
+     "prompt_number": 35
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "vec_7.get_feature_names()[0].encode(\"utf8\").decode(\"utf8\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 43,
+       "text": [
+        "u'u4e00'"
+       ]
+      }
+     ],
+     "prompt_number": 43
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "data = fw.weibo_predict_data.copy()\n",
+      "data['context_clean'] = pd.Series.from_csv('../data/predict_context_clean.csv')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 60
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "b = data.context_clean.value_counts()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 92
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "weibo = Series(b.index.tolist())"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 93
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "print weibo.map(lambda x:' '.join(x))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "0                                                   [ ]\n",
+        "1     [ u ' \\ u 6 f 6 e ' ,   u ' \\ u 6 7 0 0 \\ u 8 ...\n",
+        "2     [ u ' \\ u 6 5 b 0 \\ u 5 e 7 4 ' ,   u ' \\ u 6 ...\n",
+        "3     [ u ' \\ u 5 c 0 f \\ u 8 d 2 2 \\ u 7 9 5 e ' , ...\n",
+        "4     [ u ' \\ u 4 e b a \\ u 9 5 f 4 ' ,   u ' \\ u 8 ...\n",
+        "5     [ u ' \\ u 7 2 6 9 \\ u 4 f 5 3 ' ,   u ' \\ u 7 ...\n",
+        "6     [ u ' \\ u 5 4 0 c \\ u 4 e 8 b ' ,   u ' \\ u 8 ...\n",
+        "7     [ u ' \\ u 8 1 4 a \\ u 5 1 6 b ' ,   u ' \\ u 4 ...\n",
+        "8     [ u ' \\ u 5 2 0 6 \\ u 4 e a b ' ,   u ' \\ u 5 ...\n",
+        "9     [ u ' \\ u 6 5 b 0 \\ u 5 e 7 4 ' ,   u ' \\ u 7 ...\n",
+        "10    [ u ' \\ u 7 6 7 e \\ u 5 3 d 1 \\ u 7 6 7 e \\ u ...\n",
+        "11                    [ u ' \\ u 5 2 0 6 \\ u 4 e a b ' ]\n",
+        "12    [ u ' \\ u 7 b 2 c \\ u 5 9 2 9 ' ,   u ' \\ u 5 ...\n",
+        "13    [ u ' \\ u 5 4 0 c \\ u 4 e 8 b ' ,   u ' \\ u 8 ...\n",
+        "14    [ u ' \\ u 7 5 1 f \\ u 6 d 3 b ' ,   u ' \\ u 9 ...\n",
+        "...\n",
+        "191324    [ u ' \\ u 8 f d e \\ u 7 e e d ' ,   u ' \\ u 7 ...\n",
+        "191325    [ u ' \\ u 7 2 0 6 \\ u 7 2 0 6 ' ,   u ' \\ u 7 ...\n",
+        "191326    [ u ' \\ u 5 9 7 d ' ,   u ' \\ u 5 3 d 1 \\ u 5 ...\n",
+        "191327    [ u ' \\ u 5 d 4 c \\ u 5 1 6 5 \\ u 5 f 0 f ' , ...\n",
+        "191328    [ u ' \\ u 5 4 f 2 \\ u 7 4 0 6 ' ,   u ' \\ u 5 ...\n",
+        "191329    [ u ' \\ u 6 6 2 f \\ u 4 e 0 d \\ u 6 6 2 f ' , ...\n",
+        "191330    [ u ' \\ u 7 c 7 3 \\ u 7 c 8 9 ' ,   u ' \\ u 5 ...\n",
+        "191331    [ u ' \\ u 5 1 e 0 \\ u 5 9 2 9 ' ,   u ' \\ u 5 ...\n",
+        "191332    [ u ' \\ u 6 0 1 d \\ u 6 0 f 3 ' ,   u ' \\ u 7 ...\n",
+        "191333    [ u ' \\ u 5 a 0 1 \\ u 5 b a 2 ' ,   u ' \\ u 4 ...\n",
+        "191334    [ u ' \\ u 9 1 c c ' ,   u ' \\ u 6 c a 1 \\ u 6 ...\n",
+        "191335    [ u ' \\ u 5 c 0 f \\ u 4 f 1 9 \\ u 4 f 3 4 ' , ...\n",
+        "191336    [ u ' \\ u 7 2 3 8 \\ u 7 2 3 8 \\ u 5 9 8 8 \\ u ...\n",
+        "191337    [ u ' \\ u 5 e f 6 \\ u 8 f d f ' ,   u ' \\ u 9 ...\n",
+        "191338                                [ u ' \\ u 6 b 7 b ' ]\n",
+        "Length: 191339, dtype: object\n"
+       ]
+      }
+     ],
+     "prompt_number": 84
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "weibo=[]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 99
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "for c in data.context_clean:\n",
+      "    pri"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "[u'\\u9996\\u80dc', u'\\u5df2', u'\\u70e7\\u70e4', 'ing']\n",
+        "['fzuer', 'com']\n",
+        "[u'\\u57df\\u540d', u'\\u90ae\\u7bb1', u'\\u57df\\u540d', u'\\u6240\\u6709\\u6743', u'\\u91cd\\u65b0', u'\\u9a8c\\u8bc1', u'\\u9009\\u9879', u'\\u65b0', u'\\u6ce8\\u518c', u'\\u4e00\\u4e2a', u'\\u57df\\u540d', u'\\u6ce8\\u518c', u'\\u57df\\u540d', u'\\u90ae\\u7bb1', u'\\u663e\\u793a', u'\\u57df\\u540d', u'\\u5df2', u'\\u4f7f\\u7528', u'\\u817e\\u8baf', u'\\u5b89\\u5168', u'\\u5e94\\u6025', u'\\u54cd\\u5e94', u'\\u4e2d\\u5fc3', 'tx']\n",
+        "[u'\\u671d\\u95fb', u'\\u5929\\u4e0b', u'\\u7f51\\u7edc', u'\\u90e8\\u961f', u'\\u54ea\\u5bb6', u'\\u5f3a']\n",
+        "[u'\\u79d1\\u5b66\\u7f51', u'\\u900f\\u660e', u'\\u8ba1\\u7b97', u'\\u6cfc\\u4e2a', u'\\u51b7\\u6c34', u'\\u5218\\u6d0b', u'\\u535a\\u6587', u'\\u900f\\u660e', u'\\u8ba1\\u7b97', u'\\u83b7\\u5f97', u'\\u5e74\\u5ea6', u'\\u56fd\\u5bb6\\u81ea\\u7136\\u79d1\\u5b66\\u5956', u'\\u4e00\\u7b49\\u5956', u'\\u76f8\\u5173', u'\\u5a92\\u4f53\\u62a5\\u9053', u'\\u88ab\\u52a8', u'\\u5173\\u6ce8', u'\\u4e0b', u'\\u5927\\u4f5c', u'\\u4e4b\\u524d', u'\\u6ca1\\u8bfb', u'\\u8bfe\\u9898\\u7ec4', u'\\u76f8\\u5173', u'\\u6587\\u732e', u'\\u5a92\\u4f53', u'\\u62a5', u'\\u79d1\\u5b66\\u7f51']\n",
+        "[u'\\u562d']\n",
+        "[u'\\u5206\\u4eab', u'\\u63a2\\u7d22\\u5e73\\u53f0 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u73b0\\u5728', u'\\u5e74\\u8f7b\\u4eba', u'\\u771f\\u725b', u'\\u98de\\u673a', u'\\u4e0a\\u7528', u'\\u9177\\u6d3e', u'\\u624b\\u673a', u'\\u89c6\\u9891', u'\\u7a7a\\u4e58', u'\\u8fa9\\u79f0', u'\\u8fd9\\u662f', u'\\u8bf7\\u95ee', u'\\u542c\\u7b52', 'pad', 'pad']\n",
+        "[u'\\u521a\\u521a', u'\\u53c2\\u52a0', u'\\u5c0f\\u7c73', u'\\u667a\\u80fd', u'\\u5bb6\\u5ead', u'\\u5957\\u88c5', u'\\u516c\\u6d4b', u'\\u592a\\u592a', u'\\u9177', u'\\u4e00\\u8d77', u'\\u73a9\\u5427']\n",
+        "[u'\\u732e\\u7ed9', u'\\u5b9a\\u683c', u'\\u5e74', u'\\u7535\\u5f71', u'\\u4eba']\n",
+        "[u'\\u4e00\\u76f4', u'\\u5fcd\\u53d7', u'\\u8bdd', u'\\u75e8', u'\\u6240\\u6709', u'\\u5730\\u65b9', u'\\u6240\\u6709', u'\\u8bdd', u'\\u75e8', u'\\u4e00\\u76f4', u'\\u5173\\u6ce8', u'\\u5b9e\\u5728', u'\\u592a', u'\\u559c\\u6b22', u'\\u505a\\u4e8b', u'\\u505a', u'\\u516c\\u53f8', u'\\u5bf9\\u5f85', u'\\u5458\\u5de5', u'\\u60f3\\u6cd5', u'\\u5317\\u4eac', u'\\u80af\\u5b9a', u'\\u6295\\u5954', u'\\u4e49\\u65e0\\u8fd4\\u987e', 'unfo', u'\\u7eaf\\u94f6V']\n",
+        "[u'\\u6700\\u8fdc', u'\\u6392\\u5c71', u'\\u6253\\u4eae']\n",
+        "[u'\\u83b7\\u53d6', u'\\u6bcf\\u65e5', u'\\u56fe\\u7247', u'\\u684c\\u9762\\u58c1\\u7eb8', 'bing']\n",
+        "[u'\\u738b\\u5bb6\\u536b', u'\\u7a7f\\u8d8a', u'\\u5343\\u91cc', u'\\u732e\\u7ed9']\n",
+        "['spa', u'VSCOcam ']\n",
+        "['vscocam']\n",
+        "['vscocam']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u8de8\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5347\\u7ea7', u'\\u798f\\u5229', u'\\u5927\\u724c', u'\\u660e\\u661f', u'\\u7b7e\\u540d', u'\\u793c', u'\\u7efc\\u827a', u'\\u95e8\\u7968', u'\\u767e\\u4e07', u'\\u73b0\\u91d1', u'\\u5238', u'\\u5347', u'\\u7b49\\u7ea7', u'\\u4eab', u'\\u7279\\u6743', u'\\u8d70\\u4e0a', u'\\u4eba\\u751f', u'\\u5dc5\\u5cf0', u'\\u9886\\u53d6', 'macbook', 'iphone', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u964c\\u964c', u'\\u964c\\u964c', u'\\u53f7', u'\\u5feb\\u6765', u'\\u4e00\\u8d77', u'\\u53d1\\u73b0', u'\\u9644\\u8fd1', u'\\u65b0\\u5947', u'\\u603b\\u6709\\u65b0\\u5947\\u5728\\u8eab\\u8fb9']\n",
+        "[u'\\u964c\\u964c', u'\\u964c\\u964c', u'\\u53f7', u'\\u5feb\\u6765', u'\\u4e00\\u8d77', u'\\u53d1\\u73b0', u'\\u9644\\u8fd1', u'\\u65b0\\u5947', u'\\u603b\\u6709\\u65b0\\u5947\\u5728\\u8eab\\u8fb9']\n",
+        "[u'\\u964c\\u964c', u'\\u793c\\u7269', u'\\u5546\\u57ce', u'\\u771f\\u5b9e', u'\\u793c\\u7269', u'\\u4f20\\u9012', u'\\u7ebf\\u4e0a', u'\\u5fc3\\u610f', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', u'\\u964c\\u964c5.7']\n",
+        "[u'\\u8d5e', u'\\u5fae\\u535a', u'\\u914d\\u56fe', u'\\u7167\\u7247', u'\\u6ca1\\u5fc3\\u6ca1\\u80ba_\\u5452\\u5fc3\\u5fc3']\n",
+        "[u'\\u8d5e', u'\\u5fae\\u535a', u'\\u914d\\u56fe', u'\\u7167\\u7247', u'\\u6ca1\\u5fc3\\u6ca1\\u80ba_\\u5452\\u5fc3\\u5fc3']\n",
+        "[u'\\u8d5e', u'\\u5fae\\u535a', u'\\u914d\\u56fe', u'\\u7167\\u7247', u'\\u6ca1\\u5fc3\\u6ca1\\u80ba_\\u5452\\u5fc3\\u5fc3']\n",
+        "[u'\\u6240\\u8c13', u'\\u6570\\u636e', u'\\u6570\\u636e\\u91cf', u'\\u7ef4\\u5ea6', u'\\u5168\\u65b9\\u4f4d', u'\\u6316\\u6398', u'\\u771f\\u76f8', u'\\u6570\\u5b57\\u7684\\u574f\\u8bdd 49']\n",
+        "[u'\\u8fd0\\u52a8', u'\\u4fe1\\u606f', u'\\u5c0f\\u7c73\\u624b\\u73af']\n",
+        "[u'\\u4eca\\u65e5', u'\\u6b65\\u6570', u'\\u6570\\u636e', u'\\u5206\\u522b', u'\\u6765\\u81ea', u'\\u5c0f\\u7c73', u'\\u624b\\u73af', u'\\u52a8\\u52a8', u'\\u8ba1\\u6b65\\u5668', u'\\u6625\\u96e8', u'\\u8ba1\\u6b65\\u5668', u'\\u4e2a\\u4eba\\u611f\\u89c9', u'\\u5c0f\\u7c73', u'\\u624b\\u73af', u'\\u5e94\\u8be5', u'\\u504f\\u591a', u'\\u624b\\u8155', u'\\u96be\\u514d\\u4f1a', u'\\u4e00\\u4e9b', u'\\u624b\\u81c2', u'\\u52a8\\u4f5c', u'\\u8bef\\u8ba1', u'\\u6b65\\u884c', u'\\u540e', u'\\u4e24\\u4e2a', u'\\u624b\\u673a', u'\\u5e94\\u8be5', u'\\u504f\\u5c11', u'\\u6253\\u5f00', u'\\u6c34', u'\\u5395\\u6240', u'\\u65f6', u'\\u624b\\u673a', u'\\u672a\\u5fc5', u'\\u4f1a\\u5e26', u'\\u6f0f\\u6389', u'\\u4e00\\u4e9b', u'\\u6b65\\u6570', u'\\u6625\\u96e8', u'\\u8ba1\\u6b65\\u5668', u'\\u6570\\u636e', u'\\u660e\\u663e', u'\\u504f\\u5c11', u'\\u771f\\u5b9e', u'\\u6570\\u636e', u'\\u5e94\\u8be5', u'\\u4ecb\\u4e8e', u'\\u5de6\\u53f3', 'app', 'app', 'app']\n",
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+        "[u'\\u59cb\\u7ec8', u'\\u65e0\\u6cd5', u'\\u4f7f\\u7528', u'\\u6253\\u5f00', u'\\u6587\\u4ef6', u'\\u62a5\\u9519', u'\\u91cd\\u88c5', u'\\u4e00\\u6b21', u'\\u73af\\u5883', u'\\u4e0d\\u884c', u'\\u54ea\\u4f4d', u'\\u670b\\u53cb', u'\\u9047\\u5230', u'\\u8fc7\\u80fd', u'\\u6307\\u70b9', u'\\u4e00\\u4e0b', 'xamarin', 'android', 'designer', 'axml']\n",
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+        "[u'\\u300e', u'\\u300f', 'nsurl', 'nsurlcomponents', 'nshipster']\n",
+        "[u'\\u7ef4\\u6743', u'\\u73b0\\u573a', u'\\u9999\\u69ad\\u90e6\\u666f\\u7ef4\\u6743']\n",
+        "[u'\\u5165\\u95e8\\u6559\\u7a0b', 'docker', 'dockerone']\n",
+        "['optimizing', 'mysql', 'zabbix']\n",
+        "['fromdual', 'fromdual', 'mysql', 'galera', 'cluster', 'mariadb', 'percona', 'server', 'support', 'sla', 'services']\n",
+        "['installation', 'guide', 'performance', 'monitor', 'mysql', 'fromdual', 'mysql', 'galera', 'cluster', 'mariadb', 'percona', 'server', 'support', 'sla', 'services']\n",
+        "[u'\\u6280\\u672f', u'\\u6d41\\u6c34\\u5e10', u'\\u82b1\\u94b1', u'\\u5e74\\u534e']\n",
+        "[u'\\u8c03\\u4f18', 'redis', 'wiki']\n",
+        "['twelve', 'factor', 'app']\n",
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+        "[u'\\u7eb5\\u89c2', 'jbpm', 'jbpm', 'jbpm', 'activiti']\n",
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+        "[u'\\u5f55\\u5c4f', u'\\u6f14\\u793a', u'\\u5fc5\\u5907', 'mousepose', 'mac']\n",
+        "[u'\\u6309\\u503c', u'\\u4f20\\u9012', u'\\u5f15\\u7528', u'\\u4f20\\u9012']\n",
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+        "[]\n",
+        "[u'\\u7f16\\u7a0b', u'\\u7985', u'\\u7535\\u8111', u'\\u4fee\\u7406', u'\\u6280\\u672f']\n",
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+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5c4c\\u4e1d', u'\\u81f3\\u5c11', u'\\u770b\\u51fa', u'\\u70ed\\u60c5', u'\\u8bfb\\u4e66', u'\\u597d', u'\\u6446\\u8131', u'\\u5c4c\\u4e1d', u'\\u6c14\\u8d28']\n",
+        "[u'\\u5206\\u4eab', u'\\u4e45', u'\\u77f3', u'\\u8b72', u'\\u5355\\u66f2', u'\\u6708\\u5149', u'\\u306e', u'\\u4e91\\u6d77', u'\\u6765\\u81ea', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u9996\\u6b4c', u'\\u653e', u'\\u5b8c', u'\\u65f6\\u4ee3', u'\\u53ec\\u5524', u'\\u5e7f\\u64ad\\u4f53\\u64cd', u'\\u5f53\\u5e74', u'\\u6b4c\\u513f', u'\\u524d\\u594f', u'\\u542c', u'\\u4e0d\\u817b', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5fae\\u535a', u'\\u7b49\\u7ea7', u'\\u5347\\u7ea7', u'\\u60ca\\u559c', u'\\u6210\\u957f', u'\\u793c', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u5c0f\\u4f19\\u4f34', u'\\u901f\\u6765', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "['cool']\n",
+        "[u'\\u6211\\u6765\\u9886', u'\\u8fc7\\u51ac', u'\\u8d39', u'\\u611f\\u89c9', u'\\u68d2\\u68d2', u'\\u54d2', u'\\u6bcf\\u4eba', u'\\u9886\\u5230', u'\\u91d1\\u989d', u'\\u6bd4\\u6bd4\\u770b', u'\\u9886\\u5230', u'\\u94b1', u'\\u9886\\u9632\\u5bd2\\u4fdd\\u6696\\u8d39']\n",
+        "[u'\\u7f8e\\u5999', u'\\u7a7a\\u865a']\n",
+        "[u'\\u4e50\\u6781\\u751f\\u60b2', u'\\u559c\\u6781\\u800c\\u6ce3', u'\\u5931\\u53bb', u'\\u7f6a\\u6709\\u5e94\\u5f97', u'\\u5f97\\u5230', u'\\u4e09\\u751f\\u6709\\u5e78']\n",
+        "[u'\\u6e29\\u6696', u'\\u5b64\\u72ec', u'\\u5bb6\\u4f4f', u'\\u6d77\\u6dc0\\u533a', u'\\u6811', u'\\u5148\\u751f', u'\\u67d0\\u5929', u'\\u65e9\\u4e0a', u'\\u51fa\\u95e8', u'\\u4e0a\\u73ed', u'\\u770b\\u5230', u'\\u9633\\u5149', u'\\u534a\\u8fb9', u'\\u697c\\u4e0a', u'\\u660e\\u6643\\u6643', u'\\u5929', u'\\u6628\\u665a', u'\\u5996\\u5a06', u'\\u6708\\u4eae', u'\\u60f3\\u5230']\n",
+        "[u'\\u65e9\\u4e0a', u'\\u542c', u'\\u9996\\u6b4c', u'\\u4e00\\u5929', u'\\u597d', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u76ae\\u514b\\u65af', u'\\u597d', u'\\u725b', u'\\u903c', u'\\u5206\\u4eab', u'\\u7a7a\\u865a', u'\\u5c0f\\u7f16', u'\\u4e13\\u9898', u'\\u76ae\\u514b\\u65af', u'\\u6559', u'\\u4e8b', u'\\u6765\\u81ea', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5317\\u4eac', u'\\u4e4b\\u540e', u'\\u8e2a\\u8ff9', u'\\u63a2\\u7d22', u'\\u65b0', u'\\u5730\\u65b9']\n",
+        "[u'\\u732b\\u773c', u'\\u7535\\u5f71', u'\\u6709\\u65f6\\u5019', u'\\u9001\\u4e2a', u'\\u56e2', u'\\u8d2d\\u7968', u'\\u56e2\\u8d2d', u'\\u4ee3\\u91d1\\u5238', u'\\u901a\\u77e5', u'\\u4e00\\u58f0', u'\\u5b8c\\u5168', u'\\u4e0d\\u50cf\\u8bdd']\n",
+        "[]\n",
+        "[u'\\u5fd8', u'\\u5403\\u836f', u'\\u8bf4\\u5b8c', u'\\u89c9\\u5f97', u'\\u4e0d\\u592a', u'\\u5bf9\\u52b2', u'\\u8fd8\\u80fd\\u4e0d\\u80fd\\u597d\\u597d\\u8bf4\\u8bdd']\n",
+        "[u'\\u7b2c\\u4e00\\u53e5', u'\\u6b4c\\u8bcd', u'\\u5438\\u5f15', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5355\\u6838', u'\\u901f\\u5ea6', u'\\u63d0\\u5347', 'cpu', u'\\u4e16\\u754c\\u89c2\\u53c8\\u98a0\\u8986\\u4e86']\n",
+        "[u'\\u8868\\u793a', u'\\u7406\\u89e3', u'\\u540c\\u610f']\n",
+        "['wtf']\n",
+        "[u'\\u96ea\\u4e0b', u'\\u597d', u'\\u7a81\\u7136', u'\\u559c\\u6b22']\n",
+        "[u'\\u96ea\\u4e0b', u'\\u597d', u'\\u7a81\\u7136', u'\\u597d', u'\\u8ba4\\u771f', u'\\u559c\\u6b22']\n",
+        "[u'\\u77e5\\u9053', u'\\u4e00\\u8d9f', u'\\u516c\\u4ea4\\u8f66', u'\\u4ece\\u6ca1', u'\\u4eba', u'\\u5750', u'\\u4eba', u'\\u518d', u'\\u5750', u'\\u6ca1\\u4eba', u'\\u4e00\\u79cd', u'\\u611f\\u89c9', u'\\u4eff\\u4f5b', u'\\u65f6\\u95f4', u'\\u629b\\u5f03', u'\\u4ee5\\u540e', u'\\u751f\\u6d3b', u'\\u62a5\\u5e94\\u6765\\u5f97\\u592a\\u5feb']\n",
+        "[u'\\u5546\\u5bb6', u'\\u5e7f\\u544a', u'\\u975e', u'\\u8f6c\\u57fa\\u56e0', u'\\u91cd\\u5927', u'\\u5356\\u70b9', u'\\u6697\\u8bbd', u'\\u5e7f\\u5927', u'\\u6d88\\u8d39\\u8005', u'\\u667a\\u5546', u'\\u61c2']\n",
+        "[u'\\u597d', u'\\u542c\\u5230', u'\\u4efb\\u6027', u'\\u5206\\u4eab', u'\\u5468\\u4e91\\u84ec', u'\\u5355\\u66f2', u'\\u8bf4\\u8bdd', u'\\u7231\\u60c5', u'\\u5c0f\\u6cb3', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50']\n",
+        "[u'\\u8bb0\\u5f97', u'\\u5f53\\u5e74', u'\\u5b8c', u'\\u970d\\u6bd4\\u7279', u'\\u4eba', u'\\u4e4b\\u540e', u'\\u9759\\u9759\\u7684', u'\\u6c89\\u5728', u'\\u5317\\u4eac', u'\\u6700\\u597d', u'\\u5385\\u91cc', u'\\u542c', u'\\u9996\\u6b4c', u'\\u610f\\u601d', u'\\u4e0a\\u6620', u'\\u70c2\\u5c3e', u'\\u5230\\u65f6\\u5019', u'\\u53ea\\u80fd', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u8eba', u'\\u611f\\u53d7', u'\\u60f3', u'\\u4e0d\\u9519', u'\\u54c8\\u54c8\\u54c8\\u54c8', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50', 'imax', 'ed', 'sheeran', 'see', 'fire', u'stephen-sun7']\n",
+        "[u'\\u6740\\u624b', u'\\u5047\\u671f', u'\\u4ece\\u5934\\u5230\\u5c3e', u'\\u90a3\\u6bb5', u'\\u91cd\\u590d', u'\\u94a2\\u7434\\u66f2', u'\\u633a', u'\\u597d', u'\\u7247\\u5b50', u'\\u4e0d\\u9519', u'\\u96fe', u'\\u973e', u'\\u5929', u'\\u5317\\u4eac', u'\\u5b8c', u'\\u8fd9\\u90e8', u'\\u7247', u'\\u60f3', u'\\u6bd4\\u5229\\u65f6', 'bruges']\n",
+        "[u'\\u5475\\u5475', u'\\u8fd9\\u79cd', u'\\u9884\\u8bbe\\u7acb\\u573a', u'\\u6587\\u7ae0', u'\\u771f\\u662f', u'\\u6349\\u6025']\n",
+        "[u'\\u4eba', u'\\u4e00\\u8f88\\u5b50', u'\\u9047\\u4e0a', u'\\u4e00\\u4ef6', u'\\u4e8b', u'\\u6700\\u7ec8', u'\\u7ed3\\u5c40', u'\\u575a\\u4fe1', u'\\u4e24\\u70b9', u'\\u52aa\\u529b', u'\\u4fe1\\u547d', u'\\u52a0\\u6cb9', u'\\u5e15\\u745e\\u6b27Pario']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', 'hope', 'find', 're', 'looking', 'heart', 'warm', 'ever', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u95f2\\u60c5', u'\\u6563\\u6b65', u'\\u6c99\\u6ee9', u'\\u8783\\u87f9', u'\\u722c', u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u6c99\\u6ee9', u'\\u8783\\u87f9', u'\\u5c01\\u9762', u'\\u56fe', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', 'long', 'long', 'time', 'ago', 'still', 'remember', 'music', 'used', 'make', 'smile', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', 'oh', 'god', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "['thunder', 'qufodhrwoi', 'vywlryw', 'kes', 'vcmcv', 'bif', 'lq', 'hklm', 'wnd', 'mawq', 'uffgnme', 'lwixy', 'wyetfhwjktodjfm', 'relwh', 'qufbqufbqufbqufbqufbqufbqufbqufbqufbqufbqufbqufbqsztawq', 'njy', 'jnrocmvzag', 'szd', 'xntamdglkpuu', 'muren', 'jdmdfboti', 'mkjbnzdfqzfdm', 'jfqjndqky', 'jnnyy', 'lkpteymcz', 'zxjubz', 'xwlo']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u68a6\\u60f3', u'\\u6545\\u4e8b']\n",
+        "[u'\\u613f', u'\\u5bfb\\u83b7', u'\\u631a\\u7231', u'\\u7231\\u5230', u'\\u904d\\u4f53\\u9cde\\u4f24', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u6211\\u53f8', u'\\u5b98\\u65b9', u'\\u4ee5\\u524d', u'\\u516c\\u53f8', u'\\u8fde\\u7f51', 'wi', 'fi']\n",
+        "[u'\\u9996\\u6b4c', u'\\u63a8\\u8350', u'\\u4e3b\\u8981', u'\\u539f\\u56e0', u'\\u5c01\\u9762', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u9ebb\\u96c0', u'\\u5b54\\u96c0', u'\\u51e4\\u51f0', u'\\u4e4c\\u9e26', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u9633\\u5149', u'\\u8def\\u4e0a', u'\\u8eab\\u4f53', u'\\u4eba', u'\\u52a8\\u5bb9']\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', 'everything', 'sound', 'let', 'sing', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', 'need', 'understand', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u627e\\u5230', u'\\u6587\\u6863', u'\\u5148', u'\\u627e\\u5230', u'\\u6587\\u6863', u'\\u518d', u'\\u4ee3\\u7801', u'\\u6587\\u6863', u'\\u4ee3\\u7801', u'\\u771f\\u7684', u'\\u9700\\u8981', u'\\u8010\\u5fc3', u'\\u81ea\\u4fe1', u'\\u6c34\\u5e73\\u771f\\u7684\\u4e0d\\u884c']\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u60c5\\u81f3', u'\\u6df1\\u5904', u'\\u65e0\\u80fd\\u4e3a\\u529b', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u770b\\u770b', u'\\u9a6f\\u9f99', u'\\u9ad8\\u624b', u'\\u7b2c\\u4e00\\u90e8', u'\\u91cc', u'\\u9f99', u'\\u521d\\u6b21', u'\\u4e92\\u52a8', u'\\u90a3\\u6bb5', u'\\u513f', u'\\u542c', u'\\u90a3\\u6bb5', u'\\u513f', u'\\u97f3\\u4e50', u'\\u4e3b\\u4eba\\u516c', u'\\u4e00\\u6b65\\u6b65', u'\\u9760\\u8fd1', u'\\u9f99', u'\\u90a3\\u6bb5', u'\\u97f3\\u4e50', u'\\u5f7b\\u5e95', u'\\u7206\\u53d1', u'\\u5f53\\u65f6', u'\\u771f\\u7684', u'\\u542c', u'\\u5f88\\u591a\\u904d', u'\\u627e', u'\\u7535\\u5f71', u'\\u5f88\\u591a\\u5f88\\u591a', u'\\u904d', u'\\u6211\\u544a', u'\\u4e00\\u5b9a', u'\\u770b\\u770b', u'\\u4eba\\u751f', u'\\u77ed\\u6682', u'\\u4e0d\\u770b', u'\\u540e\\u6094', u'stephen-sun7']\n",
+        "[u'\\u5238', u'\\u8fc7\\u671f', u'\\u65f6\\u95f4', 'watch', u'\\u5e15\\u745e\\u6b27Pario']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u62cd', u'\\u8fd9\\u5f20', u'\\u7167\\u7247', u'\\u4eba', u'\\u4e00\\u5b9a', u'\\u4eba\\u54c1', u'\\u95ee\\u9898', u'\\u8fd9\\u5f20', u'\\u7167\\u7247', u'\\u552f\\u4e00', u'\\u559c\\u6b22', u'\\u697c\\u5c42', u'\\u6807\\u8bc6', u'\\u81ea\\u7531', u'\\u4e8c\\u5b57', 'stephen', 'sun']\n",
+        "[u'\\u62cd', u'\\u8fd9\\u5f20', u'\\u7167\\u7247', u'\\u4eba', u'\\u4e00\\u5b9a', u'\\u4eba\\u54c1', u'\\u95ee\\u9898', u'\\u8fd9\\u5f20', u'\\u7167\\u7247', u'\\u552f\\u4e00', u'\\u559c\\u6b22', u'\\u697c\\u5c42', u'\\u6807\\u8bc6', u'\\u81ea\\u7531', u'\\u4e8c\\u5b57', 'stephen', 'sun']\n",
+        "[u'\\u62cd', u'\\u8fd9\\u5f20', u'\\u7167\\u7247', u'\\u4eba', u'\\u4e00\\u5b9a', u'\\u4eba\\u54c1', u'\\u95ee\\u9898', u'\\u8fd9\\u5f20', u'\\u7167\\u7247', u'\\u552f\\u4e00', u'\\u559c\\u6b22', u'\\u697c\\u5c42', u'\\u6807\\u8bc6', u'\\u81ea\\u7531', u'\\u4e8c\\u5b57', 'stephen', 'sun']\n",
+        "[u'\\u89c9\\u5f97', u'\\u4eba\\u751f', u'\\u597d', u'\\u6f2b\\u957f']\n",
+        "[u'\\u4eba\\u751f', u'\\u597d', u'\\u6f2b\\u957f']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "['music']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u7f8e', u'\\u5b64\\u72ec']\n",
+        "[u'\\u9152\\u9022\\u77e5\\u5df1\\u5343\\u676f\\u5c11', u'\\u5199\\u8bd7', u'\\u5f62\\u5bb9', u'\\u8d34\\u5207']\n",
+        "[u'\\u9152\\u9022\\u77e5\\u5df1\\u5343\\u676f\\u5c11', u'\\u5199\\u8bd7', u'\\u5f62\\u5bb9', u'\\u8d34\\u5207']\n",
+        "[u'\\u6587', u'\\u6d4b\\u5b57', u'\\u6b66', u'\\u9632\\u8eab', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u60f3\\u5f53\\u5e74', u'\\u6052\\u5c71', u'\\u5c71\\u9876', u'\\u559c\\u83b7', u'\\u518d', u'\\u4e00\\u74f6', u'\\u9ad8', u'\\u8363\\u8a89', u'\\u8fd9\\u8f88\\u5b50', u'\\u518d\\u4e5f', u'\\u7b2c\\u4e8c\\u6b21']\n",
+        "[u'\\u614e\\u91cd\\u8003\\u8651', u'\\u4e00\\u4e0b', u'\\u53ef\\u80fd\\u4e0d\\u662f\\u82f9\\u679c']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u7f16\\u7a0b', u'\\u7b2c\\u7248', u'\\u8363\\u83b7', u'\\u751f\\u4ea7\\u529b', u'\\u5927\\u5956', u'\\u63a8\\u8350', 'ios', 'jolt', u'\\u5fae\\u76d8', u'\\u4e03\\u5370\\u90e8\\u843d']\n",
+        "[u'\\u8fd9\\u79cd', u'\\u60c5\\u51b5', u'\\u770b\\u4f1a', u'\\u76f4\\u63a5', u'\\u70b9\\u51fb', u'\\u53f3\\u8fb9', u'\\u7070\\u8272', u'\\u6309\\u94ae', u'\\u4ea7\\u54c1', u'\\u7ecf\\u7406', u'\\u7528\\u6237', u'\\u535a\\u5f08', u'\\u6709\\u6ca1\\u6709', u'\\u5c3d\\u5934']\n",
+        "[]\n",
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+        "[]\n",
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+        "[]\n",
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+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[]\n",
+        "[u'\\u963f\\u91cc', u'\\u820d\\u4e0d\\u5f97', u'\\u82b1\\u94b1', u'\\u6709\\u94b1', u'\\u4e70', u'\\u4e0d\\u6765', u'\\u8ddf\\u8fdb', u'\\u963f\\u91cc', u'\\u53d1\\u5c55', u'\\u901f\\u5ea6', u'\\u60f3', u'\\u51b3\\u5b9a', u'\\u901f\\u5ea6', 'ibm']\n",
+        "['asp', 'net', 'preview', 'docker', 'image']\n",
+        "[u'\\u8fd9\\u662f', u'\\u4e00\\u4e2a', u'\\u8dd1', 'asp', 'net', 'mvc', 'demo', 'windows', 'azure', 'linux', 'asp', 'net', 'running', 'linux', 'docker', u'Mono']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247', 'xamarin', 'highlights']\n",
+        "[u'\\u751f\\u4ea7', u'\\u73af\\u5883', u'\\u4e0b', u'\\u4e00\\u952e', u'\\u5b89\\u88c5', u'\\u811a\\u672c', u'\\u81ea\\u542f\\u52a8', u'\\u670d\\u52a1', u'\\u7248\\u672c\\u53f7', u'\\u81ea\\u63a7', 'centos', 'mono', 'jexus', u'Mono']\n",
+        "[u'\\u501f\\u52a9', u'\\u8fd0\\u884c', u'\\u4ee3\\u7801', u'\\u5e93', u'\\u53ef\\u6267\\u884c\\u7a0b\\u5e8f', 'ikvm', 'net', 'java', u'Mono']\n",
+        "[u'\\u90e8\\u7f72', u'\\u603b\\u7ed3', 'centos', 'asp', 'net', 'mvc', 'wcf', u'Mono']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u91cd\\u91cf\\u7ea7', u'\\u5f00\\u6e90', u'\\u9879\\u76ee', 'net']\n",
+        "[u'\\u5fae\\u8f6f', u'\\u5ba3\\u5e03', u'\\u7f16\\u8bd1\\u5668', u'\\u79fb', 'net', 'roslyn', 'github']\n",
+        "[u'\\u53d1\\u5e03', u'\\u672c\\u6b21', u'\\u66f4\\u65b0', u'\\u4e3b\\u8981', u'\\u6027\\u80fd', u'\\u6539\\u5584', u'Mono']\n",
+        "[u'\\u4e1a\\u52a1', u'\\u9700\\u8981', u'\\u5168\\u5c40', u'\\u552f\\u4e00', 'id']\n",
+        "['memory', 'limits', 'bit', 'bit', 'processes']\n",
+        "[u'\\u652f\\u6301', u'\\u5df2\\u8d8b', u'\\u5b8c\\u5584', 'jws', 'vnext', 'websocket', u'Mono']\n",
+        "[u'\\u5c11', u'\\u6d4b\\u8bd5', u'\\u521b\\u65b0', u'\\u6d4b\\u8bd5', u'\\u8f7b\\u8f7b\\u677e\\u677e', 'web', u'modernIE']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6dd8\\u5b9d', u'\\u5c0f', u'\\u70ae\\u8f70', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u7f51\\u76d1\\u53f8', u'\\u53f8\\u957f', u'\\u4f10', u'\\u5f00\\u5fc3', u'\\u6dd8\\u5b9d', u'\\u6295\\u7ed9', u'\\u652f\\u6301', u'\\u6dd8\\u5b9d', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u62a5\\u544a', u'\\u4e25\\u8c28', u'\\u7f3a\\u4e4f', u'\\u51c6\\u786e\\u6027', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u8d22\\u7ecf\\u7f51']\n",
+        "[u'\\u5206\\u4eab', 'database', 'datebase']\n",
+        "[u'\\u771f\\u5fc3', u'\\u6e23', u'\\u6e23', u'\\u6e23', u'\\u4e00\\u4e2a', u'\\u597d\\u597d', u'\\u8def\\u75f4', u'\\u5988\\u86cb', u'\\u76f4\\u63a5', u'\\u5e26\\u8fdb', u'\\u5f02\\u6b21\\u5143', u'\\u5e78\\u597d', u'\\u817e\\u8baf', u'\\u5730\\u56fe', u'\\u767e\\u5ea6\\u5730\\u56fe ']\n",
+        "[u'\\u5317\\u4eac', u'\\u957f\\u5b89\\u8857', u'\\u8f66\\u7978', u'\\u81f4\\u4eba', u'\\u6b7b\\u8f66', u'\\u76f8\\u649e', u'\\u73b0\\u573a', u'\\u4e00\\u7247\\u72fc\\u85c9', u'\\u5206\\u4eab', u'\\u9ec4\\u91d1', u'\\u6805\\u680f', u'\\u4eca\\u65e5\\u5934\\u6761 )']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u8f6f\\u4ef6', u'\\u534f\\u8bae', 'wtfpl']\n",
+        "[u'\\u518d\\u4e5f', u'\\u4e0d\\u60f3', u'\\u8c08', u'\\u6846\\u67b6']\n",
+        "[u'\\u9690\\u9690', u'\\u611f\\u89c9', u'\\u9677\\u5165', u'\\u4e00\\u4e2a', u'\\u8bef\\u533a', u'\\u8fc7\\u5206', u'\\u5bb3\\u6015', u'\\u65b0', u'\\u6280\\u672f', u'\\u4e0d\\u6562', u'\\u4f7f\\u7528', u'\\u65b0', u'\\u6280\\u672f', 'boss']\n",
+        "[u'\\u732a\\u8089', u'\\u5927\\u8471', u'\\u9985\\u997c', u'\\u6700', u'\\u7231', u'\\u6e29\\u5dde', u'\\u8001\\u677f\\u5a18', u'\\u8471', u'\\u9999', u'\\u9985\\u997c', u'\\u6559\\u7a0b']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u8d26\\u6237', u'\\u6f0f\\u6d1e', u'\\u6ce8\\u610f', 'csdn', 'net', 'liao']\n",
+        "[u'\\u4e09\\u5e74', u'\\u4e09\\u5929', u'\\u8bc4\\u8bba', u'\\u884c\\u8d70', u'\\u65f6\\u5149', u'\\u559c\\u6b22', u'\\u6709\\u4f55\\u4e0d\\u53ef', 'vol', u'\\u90bb\\u5c45\\u7684\\u8033\\u6735\\u7f51\\u7ad9']\n",
+        "[u'\\u670b\\u53cb\\u5708', u'\\u4e2d', u'\\u6587\\u9752', u'\\u4e00\\u5929', u'\\u662f\\u4ece', u'\\u4e00\\u676f', u'\\u5496\\u5561', u'\\u662f\\u4ece', u'\\u4e00\\u6ce1', u'\\u5c3f', u'\\u5c40\\u957f', 'via']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'{', u'{', u'}', u'}', 'spm', 'code', 'phpmyadmin', 'scripts', 'setup', 'php', 'match', 'phpmyadmin', 'scripts', 'match', 'setup', 'php', 'match', 'action', 'lay', 'navigation', 'eoltype', 'unix', 'token', 'configuration', 'pma', 'config', 'source', 'ftp', 'pub', 'php']\n",
+        "[u'\\u53ef\\u7231', u'\\u4e09\\u4eba', u'\\u5348\\u7761', u'\\u6d3e\\u5bf9']\n",
+        "[u'\\u8bf4', u'\\u672a\\u6765', 'golang']\n",
+        "[u'{', u'}', u'{', u'{', u'}', u'}', 'load', 'newlalest', 'art', 'values', 'filter', 'distinct']\n",
+        "['weibo', 'share', 'demo', 'python', 'api']\n",
+        "[u'\\u4e00\\u79cd', u'\\u70ed\\u60c5', u'\\u53eb\\u505a', u'\\u5305', u'\\u997a\\u5b50']\n",
+        "[u'\\u4f7f\\u7528', u'\\u642d\\u5efa', u'\\u79c1\\u6709', u'\\u4ee3\\u7801', u'\\u6258\\u7ba1', u'\\u670d\\u52a1', 'gogs', 'git']\n",
+        "[u'\\u5f00\\u53d1', u'\\u521d\\u59cb', u'\\u4ecb\\u7ecd', u'\\u73af\\u5883', u'\\u642d\\u5efa', 'django']\n",
+        "[u'\\u5f00\\u53d1', u'\\u529f\\u80fd', u'\\u4ecb\\u7ecd', u'\\u5b9e\\u4f8b', 'django', 'settings', 'py', 'models']\n",
+        "[u'\\u6b63\\u5728', u'\\u5b66\\u4e60', u'\\u6027\\u80fd', u'\\u4f18\\u5316', u'\\u6536\\u83b7', u'\\u5de8\\u5927', u'\\u5b66\\u4e60', 'postgresql']\n",
+        "['python', 'invert', 'posterize', 'solarize']\n",
+        "[u'\\u53d1\\u73b0', u'\\u73b0\\u5728', u'\\u5b89\\u88c5', u'\\u5751', u'\\u4eca\\u5929', u'\\u66f4\\u65b0', u'\\u4e00\\u4e0b', u'\\u5b89\\u88c5', u'\\u9996\\u9875', u'\\u671f\\u95f4', u'\\u5b89\\u88c5', u'\\u8fc7\\u7a0b', u'\\u6346\\u7ed1', u'\\u591a\\u4e2a', u'\\u5783\\u573e', u'\\u5e94\\u7528', u'\\u5e94\\u7528', u'\\u5b9d', u'\\u641c\\u72d7', u'\\u53f7\\u7801', u'\\u73a9\\u610f', u'\\u5bb9\\u6613', u'\\u597d', u'\\u7b97\\u662f', u'\\u8fc7\\u53bb', 'app', 'app', u'\\u4e50\\u89c6']\n",
+        "[u'\\u5bd2\\u5047', u'\\u64b8', u'\\u5267', u'\\u7b2c\\u4e00\\u6ce2', u'\\u504f', u'\\u6587\\u5316', u'\\u5386\\u53f2', u'\\u6b27\\u7f8e', u'\\u5267\\u96c6']\n",
+        "[u'\\u5f31\\u5f31', u'\\u95ee', u'\\u4e00\\u53e5', u'\\u6708\\u4efd', u'\\u4e2d', u'\\u53a6\\u95e8', u'\\u9700\\u8981', u'\\u7a7f', u'\\u7fbd\\u7ed2\\u670d']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u4eba\\u54c1', u'\\u4eba\\u54c1', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u62a2', u'\\u4e00\\u8d77\\u53d1\\u7ea2\\u5305\\u5427', u'\\u6765\\u53bb\\u4e4b\\u95f4']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5df2\\u7ecf', u'\\u6301\\u7eed', u'\\u4e24\\u5929', u'\\u5fcd\\u65e0\\u53ef\\u5fcd', u'\\u9ad8\\u5fb7', u'\\u5bb6\\u5b98', u'\\u7f51', u'\\u6253\\u5f00', u'\\u8fd0\\u6c14', u'\\u4e0b\\u8f7d', u'\\u5f00\\u53d1\\u5de5\\u5177', u'\\u5b8c\\u5168', u'\\u901f\\u5ea6', u'\\u9a6c\\u4e91', u'\\u77e5\\u9053', u'\\u504c\\u5927', u'\\u5b98', u'\\u7f51\\u7528', u'\\u5410', u'\\u69fd', u'\\u5b9e\\u5728', u'\\u4e0d\\u884c', u'\\u9ebb\\u70e6', u'\\u5206\\u6d41', u'\\u4e00\\u4e0b', u'\\u8c22\\u8c22', u'\\u9ad8\\u5fb7', u'\\u5730\\u56fe', 'api', 'wordpress']\n",
+        "[u'\\u9876', u'\\u63a8\\u8350', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u51fa\\u54c1', u'\\u76f4\\u64ad', u'\\u79c0', u'\\u9ad8\\u5206', u'\\u6bb5', u'\\u5339\\u914d', u'\\u7cfb\\u5217', u'\\u5206\\u4eab', 'ted', 'infi', u'\\u4f18\\u9177']\n",
+        "[u'\\u6d41']\n",
+        "[u'\\u8def\\u6f2b\\u6f2b\\u5176\\u4fee\\u8fdc\\u516e', u'\\u543e', u'\\u4f9d\\u7136', u'\\u5750\\u5730\\u94c1']\n",
+        "[u'\\u8def\\u6f2b\\u6f2b\\u5176\\u4fee\\u8fdc\\u516e', u'\\u543e', u'\\u4f9d\\u7136', u'\\u5750\\u5730\\u94c1']\n",
+        "[u'\\u54e5', u'\\u4f5c\\u54c1']\n",
+        "[u'\\u60c5\\u51b5', u'\\u4e0b', u'\\u6bd4\\u8f83', u'\\u6177\\u6168', u'\\u62ff\\u65a4', u'\\u8102\\u80aa', u'\\u6362\\u53d6', u'\\u518d\\u957f', u'\\u9ad8', u'\\u516c\\u5206', u'\\u8fd9\\u4e8b', u'\\u613f\\u610f', u'\\u5e72']\n",
+        "[u'\\u4e00\\u5065\\u540e', u'\\u5378\\u8f7d', u'\\u4e00\\u4e9b', u'\\u9884\\u88c5', u'\\u6742\\u4e03\\u6742\\u516b', u'\\u611f\\u89c9', u'\\u624b\\u673a', u'\\u65f6\\u95f4', u'\\u8fd8\\u6da8', u'\\u564c', u'\\u564c', 'root', 'app']\n",
+        "[u'\\u5927\\u5b66', u'\\u540c\\u5b66', u'\\u5934\\u53d1', u'\\u544a\\u8bc9', u'\\u54e5']\n",
+        "[u'\\u5e74\\u5e95', u'\\u56de\\u53bb', u'\\u7968', u'\\u7740\\u843d', u'\\u5fc3', u'\\u5374', u'\\u65e9\\u5df2', u'\\u5750', u'\\u9ad8\\u94c1', u'\\u56de\\u53bb', u'\\u548b\\u6574']\n",
+        "[u'\\u9500\\u6389', u'\\u5fae\\u535a', u'\\u5e10\\u53f7', u'\\u597d']\n",
+        "[u'\\u51ac\\u5929', u'\\u575a\\u6301', u'\\u6bcf\\u5929', u'\\u65e9\\u8d77', u'\\u8dd1\\u6b65', u'\\u6bc5\\u529b', u'\\u5f97\\u591a\\u5f3a', u'\\u8fd9\\u79cd', u'\\u4eba', u'\\u4f69\\u670d']\n",
+        "[u'\\u997f', u'\\u611f\\u89c9']\n",
+        "[u'\\u613f\\u671b', u'\\u6298\\u817e', u'\\u4f5c']\n",
+        "[u'\\u660e\\u663e', u'\\u778e\\u63b0', u'\\u60f3', u'\\u884c\\u653f\\u547d\\u4ee4', u'\\u5212\\u5b9a', u'\\u5e02\\u573a', u'\\u533a\\u57df', u'\\u5357\\u5317', u'\\u8f66', u'\\u5408\\u5e76', u'\\u653f\\u5e9c', u'\\u7ba1\\u7406', u'\\u4f01\\u4e1a', u'\\u7b80\\u5355', u'\\u7c97\\u66b4', u'\\u5206\\u4eab', u'\\u4eca\\u65e5', u'\\u5934\\u6761']\n",
+        "['jit', 'introduction']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u767b\\u5f55', u'\\u7ec8\\u4e8e', u'\\u627e\\u5230', u'\\u795e\\u5668', u'\\u5185\\u5bb9', u'\\u7206\\u591a', u'\\u65b0\\u95fb', u'\\u5c0f\\u8bf4', u'\\u97f3\\u4e50', u'\\u76f8\\u58f0', u'\\u8131\\u53e3\\u79c0', u'\\u60f3', u'\\u542c', u'\\u5173\\u952e', u'\\u591a\\u5bb6', u'\\u7535\\u53f0', u'\\u5c0f\\u65f6', u'\\u4e0d\\u95f4\\u65ad', u'\\u76f4\\u64ad', u'\\u6536', 'fm', u'\\u873b\\u8713FM']\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u5f00\\u8fd0', u'\\u7b7e']\n",
+        "[]\n",
+        "[u'\\u5411\\u540e\\u770b', u'\\u884c\\u7a0b', u'\\u5411\\u524d', u'\\u68a6\\u60f3']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u51fa\\u54c1', u'\\u771f\\u5fc3', u'\\u6765\\u81ea', u'\\u771f\\u5fc3', u'\\u63a8\\u8350', u'\\u4e00\\u4e2a', 'google', 'year', 'search', 'amazing', 'porter', 'robinson', 'divinity', 'soundtrack', 'amazing']\n",
+        "[u'\\u6e10\\u6e10', u'\\u660e\\u767d', u'\\u6c38\\u8fdc', u'\\u505a', u'\\u4e0d\\u5230', u'\\u7406\\u60f3', u'\\u767e\\u5206\\u767e', u'\\u76f8\\u4f3c', u'\\u6a21\\u6837', u'\\u8d70', u'\\u4e0d\\u5230', u'\\u753b\\u4e2d', u'\\u90a3\\u4efd', u'\\u6267\\u5ff5', u'\\u8f7b\\u8f7b', u'\\u653e\\u4e0b', u'\\u6b23\\u8d4f', u'\\u59ff\\u6001', u'\\u76ee\\u9001', u'\\u5b8c\\u6574', u'\\u4eba\\u751f', u'\\u9700\\u8981', u'\\u5b8c\\u7f8e', u'\\u5b8c\\u7f8e', u'\\u5b58\\u5728']\n",
+        "[u'\\u6709\\u65f6\\u5019', u'\\u771f', u'\\u5b8c\\u5168', u'\\u61c2', u'\\u7f16\\u7a0b', u'\\u61c2', u'\\u7f51\\u7edc', u'\\u81f3\\u5c11', u'\\u73b0\\u5728', u'\\u7ea0\\u7ed3', u'\\u611f\\u89c9', u'\\u5b9e\\u5728', u'\\u592a', u'\\u4e0d\\u597d']\n",
+        "['give', 'release', 'let', 'waves', 'time', 'space', 'surround', 'yeah', 'cause', 'need', 'room', 'breathe', 'let', 'float', 'back', 'place', 'found', 'll', 'okay', 'via']\n",
+        "['give', 'release', 'let', 'waves', 'time', 'space', 'surround', 'yeah', 'cause', 'need', 'room', 'breathe', 'let', 'float', 'back', 'place', 'found', 'll', 'okay', 'via']\n",
+        "[u'\\u7231', u'\\u5982\\u6b64\\u8fd9\\u822c', u'\\u90a3\\u822c', u'\\u5199', u'\\u660e\\u767d', u'\\u771f\\u5fc3', u'\\u65e9\\u70b9', u'\\u5b66\\u4f1a', u'\\u6000\\u7740', u'\\u671f\\u5f85', u'\\u5374', u'\\u6700\\u540e', u'\\u53ea', u'\\u5f97\\u5230', u'\\u4e00\\u4e2a', u'\\u5fc3\\u7406', u'\\u843d\\u5dee', u'\\u82e6', u'\\u96be', 'via']\n",
+        "[u'\\u86cb\\u75bc', u'\\u9a8c\\u8bc1\\u7801', u'\\u6536\\u4e0d\\u5230', u'\\u8fd8\\u597d', u'\\u8001\\u5b50', u'\\u4fdd\\u5b58', u'\\u5907\\u7528', u'\\u9a8c\\u8bc1\\u7801', u'\\u5929\\u671d', u'\\u6253\\u7b97', u'\\u5b8c\\u5168', u'\\u6bd9\\u6389', u'\\u8282\\u594f', u'\\u4ee5\\u524d', u'\\u53d1\\u73b0', u'\\u654f\\u611f', u'\\u4fe1\\u606f', u'\\u62e6\\u622a', u'\\u73b0\\u5728', u'\\u771f\\u662f', u'\\u5b8c\\u5b8c\\u5168\\u5168', u'\\u5c4f\\u853d', u'\\u64cd', u'\\u5988', u'\\u5168\\u5bb6', u'\\u6df1\\u591c', u'\\u8bc5\\u5492', u'\\u5efa', u'\\u5e2e\\u4eba', u'\\u7edf\\u7edf', u'\\u6b7b', u'\\u5168\\u5bb6', u'\\u64cd', u'\\u64cd', u'\\u64cd', u'\\u5988', u'\\u903c', 'google', 'secondfactor', 'google', 'gfw', 'ids', 'gfw', 'ip', 'gfw']\n",
+        "[u'\\u8fd9\\u9996', u'\\u97f3\\u4e50', u'\\u9002\\u5408', u'\\u5f00', u'\\u4e00\\u76cf', u'\\u5fae\\u5f31', u'\\u706f\\u5149', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u5b89\\u9759', u'\\u5750', u'\\u6574\\u591c', u'\\u65f6\\u95f4', u'\\u542c', u'\\u4eff\\u4f5b', u'\\u6240\\u6709', u'\\u5fe7\\u4f24', u'\\u60b2\\u54c0', u'\\u97f3\\u4e50', u'\\u5f15\\u5bfc', u'\\u8ddf\\u7740', u'\\u97f3\\u4e50', u'\\u7f13\\u7f13\\u7684', u'\\u66f2\\u8c03', u'\\u6df1\\u9677', u'\\u60b2\\u4f24', u'\\u60c5\\u7eea', u'\\u91cc', u'\\u4e0d\\u80fd\\u81ea\\u5df2', u'\\u604d\\u60da', u'\\u91cc', u'\\u65e0', u'\\u4f9d\\u9760', u'\\u5b87\\u5b99', u'\\u4e2d', u'\\u98d8\\u98d8\\u60a0\\u60a0', u'\\u591c\\u7a7a', u'\\u58a8\\u9ed1', u'\\u98d8\\u8361', u'\\u7075\\u9b42', u'\\u53bb\\u5f80', u'\\u4f55\\u65b9', u'\\u60f3\\u8d77', u'\\u4e00\\u9996\\u6b4c', u'\\u665a\\u5b89', 'via']\n",
+        "[u'\\u5927\\u91cf', u'\\u8bbf\\u95ee', u'\\u4e0b', u'\\u6570\\u636e', u'\\u7edf\\u8ba1', u'\\u8bf4\\u660e', u'\\u4e8b\\u5b9e', u'\\u81f3\\u5c11', u'\\u98a0\\u8986', u'\\u5730\\u65b9', u'\\u793e\\u533a', u'\\u7f51\\u7ad9', u'\\u7406\\u89e3', u'\\u771f\\u7684', u'\\u60f3\\u8c61', u'\\u6240\\u6709\\u4eba', u'\\u5c11\\u6570']\n",
+        "[u'\\u53ef\\u89c6\\u5316', u'\\u722c\\u866b', u'\\u4e2d', u'\\u795e\\u5668', u'\\u5199', u'\\u51e0\\u4e2a', u'\\u4e94\\u5206\\u949f', u'\\u6293\\u53d6', u'\\u4e00\\u6b21', u'\\u672c\\u5730', u'\\u7f51\\u7ad9', u'\\u6240\\u6709', u'\\u4fe1\\u606f', u'\\u7d22\\u5f15', u'\\u4e00\\u4e0b', u'\\u5efa\\u7acb', u'\\u672c\\u5730\\u5316', u'\\u8fd1\\u4e4e', u'\\u5b9e\\u65f6', u'\\u641c\\u7d22\\u5f15\\u64ce', u'\\u5168\\u81ea\\u52a8', u'\\u5b9e\\u73b0', u'\\u5b8c\\u5168', u'\\u4e0d\\u7528', u'\\u4eba\\u5de5\\u5e72\\u9884', u'\\u552f\\u4e00', u'\\u9700\\u8981', u'\\u8003\\u8651\\u4e00\\u4e0b', u'\\u8db3\\u591f', u'\\u5e26\\u5bbd', u'\\u78c1\\u76d8\\u7a7a\\u95f4', 'pyspider', 'task', 'elasticseach', 'ip']\n",
+        "[u'\\u60f3\\u8981', u'\\u672a\\u6765', u'\\u9700\\u8981', u'\\u52aa\\u529b', u'\\u6210\\u5168', u'\\u9634\\u96e8', u'\\u4e24\\u5929', u'\\u540e', u'\\u9633\\u5149', u'\\u771f', u'\\u597d']\n",
+        "[u'\\u8c03\\u6559', u'\\u5fc5\\u8981', u'\\u76ee\\u5149', u'\\u653e\\u5728', u'\\u770b\\u5230', u'\\u7f51\\u9875', u'\\u684c\\u9762', u'\\u6d4f\\u89c8\\u5668', u'\\u9875\\u9762', u'\\u5e7f\\u544a', u'\\u9700\\u8981', u'\\u4e0b\\u8f7d', u'\\u6570\\u636e', u'\\u6362\\u79cd', u'\\u65b9\\u5f0f', u'\\u6293\\u53d6', u'\\u624b\\u673a', u'\\u7248', u'\\u9875\\u9762', u'\\u597d', u'\\u6ce8\\u610f', u'\\u4e00\\u4e0b', u'\\u6293\\u53d6', u'\\u7ad9\\u70b9', u'\\u624b\\u673a', u'\\u7ad9\\u70b9', u'\\u63a5\\u5165', u'\\u597d', u'\\u7cfb\\u5217', u'\\u5224\\u65ad', u'\\u6709\\u70b9', u'\\u81ea\\u5e26', u'\\u6837\\u5b50', u'\\u57df\\u540d', 'spider', 'discuz', 'user', 'agent', 'wap', 'example', 'com']\n",
+        "[u'\\u54c7\\u5566', u'\\u6d41\\u6dcc', u'\\u6570\\u636e', u'\\u770b\\u7740', u'\\u771f\\u5fc3', u'\\u8212\\u670d', u'\\u82b1', u'\\u51e0\\u4e2a', u'\\u5c0f\\u65f6', u'\\u722c', u'\\u5b8c', u'\\u5168\\u7ad9', u'\\u6570\\u636e', u'\\u90a3\\u9178\\u723d', u'\\u597d\\u597d', u'\\u6570\\u636e', u'\\u505a\\u70b9', u'\\u610f\\u4e49', u'\\u4e8b\\u60c5', u'\\u76f8\\u4fe1', u'\\u6570\\u636e', u'\\u80cc\\u540e', u'\\u4ef7\\u503c']\n",
+        "[u'\\u4e70\\u4e2a', u'\\u623f', u'\\u5751', u'\\u9001', u'\\u4e1c\\u897f', u'\\u5199', u'\\u5408\\u540c', u'\\u91cc', u'\\u4e0d\\u9001', u'\\u4e70\\u4e2a', u'\\u8f66', u'\\u6d3b\\u751f\\u751f', u'\\u5b98\\u65b9', u'\\u6307\\u5bfc\\u4ef7', u'\\u62ff\\u6765', u'\\u8ba1\\u7b97', u'\\u6c7d\\u8f66', u'\\u8d2d\\u7f6e\\u7a0e', u'\\u9519\\u6f0f', u'\\u767e\\u51fa', u'\\u5546\\u4e1a\\u4fdd\\u9669', u'\\u60f3', u'\\u597d\\u597d', u'\\u505a\\u4e2a', u'\\u4eba', u'\\u5374', u'\\u903c', u'\\u505a', u'\\u6076\\u4eba', u'\\u4e70', u'\\u4e1c\\u897f', u'\\u6210', u'\\u4e1c\\u897f', u'\\u4e13\\u5bb6', u'\\u505c\\u6b47', u'\\u6495', u'\\u903c', u'\\u6218\\u6597', u'\\u539f\\u8c05', u'\\u5145\\u6ee1', u'\\u7b97\\u8ba1', u'\\u793e\\u4f1a', u'\\u597d', u'\\u7d2f']\n",
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+        "[u'\\u6d4f\\u89c8\\u5668', u'\\u767e\\u82b1\\u9f50\\u653e', u'\\u725b', u'\\u903c', u'\\u5145\\u6ee1', u'\\u5404\\u5927', u'\\u6280\\u672f', u'\\u627f\\u8ba4', u'\\u5206\\u91cf', u'\\u4e4b\\u9ad8', u'\\u8fdc\\u8d85', u'\\u60f3\\u8c61', u'\\u7a0b\\u5ea6', u'\\u767e\\u5ea6', u'\\u7edf\\u8ba1', u'\\u7edf\\u8ba1', u'\\u673a\\u6784', u'\\u7edf\\u8ba1\\u6570\\u636e', u'\\u624b\\u4e2d', u'\\u6570\\u636e', u'\\u5206\\u91cf', u'\\u8fdc\\u8d85', u'\\u6570\\u636e', u'\\u597d', u'\\u65e0\\u8bed', u'\\u65e0\\u5948', 'htmln', 'cssn', 'blog', 'ie', 'data', 'ie']\n",
+        "[u'\\u65f6\\u4e0d\\u65f6', u'\\u7ffb\\u7ffb', u'\\u670d\\u52a1\\u5668', u'\\u4e16\\u754c', u'\\u626b\\u63cf\\u5668', u'\\u771f\\u662f', u'\\u4e71\\u4e03\\u516b\\u7cdf', u'\\u626b\\u63cf', u'\\u4e00\\u5806', u'\\u591a\\u5230', u'\\u770b\\u4e0d\\u4e0b\\u53bb', u'\\u9488\\u5bf9', u'\\u66b4\\u529b\\u7834\\u89e3', u'\\u589e\\u52a0', u'\\u6761', u'\\u89c4\\u5219', u'\\u5206\\u949f', u'\\u65b0\\u5efa', u'\\u8fde\\u63a5', u'\\u8d85\\u8fc7', u'\\u6b21', u'\\u5c0f\\u65f6', u'\\u65b0\\u5efa', u'\\u8fde\\u63a5', u'\\u8d85\\u8fc7', u'\\u6b21', u'\\u5b9e\\u5728', u'\\u597d', u'\\u65e0\\u8bed', u'\\u65e0\\u804a', u'\\u4eba', 'log', 'iptables', 'denied', 'ssh', 'iptables']\n",
+        "[u'\\u4e0b\\u6765', u'\\u7ffb', u'\\u4e00\\u4e0b', u'\\u672c\\u5730', u'\\u5fae\\u4fe1', u'\\u516c\\u4f17', u'\\u53f7', u'\\u6ce5\\u9a6c', u'\\u77e5\\u9053', u'\\u4e00\\u770b', u'\\u5413\\u4e00\\u8df3', u'\\u5929\\u4e0b', u'\\u6587\\u7ae0', u'\\u4e00\\u5927', u'\\u6284', u'\\u597d\\u65e0\\u8bed', u'\\u6284', u'\\u6284', u'\\u5173\\u6ce8', u'\\u5fae\\u4fe1', u'\\u516c\\u4f17', u'\\u53f7', u'\\u4e2d', u'\\u627e\\u5230', u'\\u6284\\u88ad', u'\\u771f\\u5fc3', u'\\u5f88\\u65e0\\u8bed', 'weixin', 'sogou', 'com']\n",
+        "[u'\\u4e2d', u'\\u4f7f\\u7528', u'\\u63d0\\u4ea4', u'\\u5185\\u5bb9', u'\\u65e0\\u6cd5', u'\\u83b7\\u53d6', u'\\u9875\\u9762', u'\\u53c2\\u6570', u'\\u6700', u'\\u5178\\u578b', u'\\u4f8b\\u5b50', u'\\u4f7f\\u7528', u'\\u88c5\\u9970', u'\\u5668', u'\\u65e0\\u6cd5', u'\\u8c03\\u6574', u'\\u4f20\\u5165', u'\\u53c2\\u6570', u'\\u8df3\\u8f6c', u'\\u6307\\u5411', u'\\u9875\\u9762', u'\\u795e\\u4f24', u'\\u9519\\u8bef', u'\\u7406\\u89e3', u'\\u8fd9\\u4e48\\u4e45', u'\\u4f24\\u5fc3', 'tornado', 'post', 'self', 'get', 'argument', 'url', 'tornado', 'web', 'authenticated', 'next', 'next']\n",
+        "[u'\\u6df1\\u591c', u'\\u66f4\\u65b0', u'\\u5b8c', u'\\u4ee3\\u7801', u'\\u611f\\u89c9', u'\\u7ec8\\u4e8e', u'\\u7761\\u89c9', u'\\u70b9', u'\\u7f8e\\u56fd', u'\\u670d\\u52a1\\u5668', u'\\u611f\\u89c9', u'\\u5361', u'\\u51fa\\u7fd4', 'ssh']\n",
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+        "[u'\\u56fe\\u7247', u'\\u6700\\u5927', u'\\u957f\\u5bbd', u'\\u652f\\u6301', u'\\u60c5\\u51b5', u'\\u8ba1\\u7b97\\u5668', 'ios', 'safari']\n",
+        "[u'\\u65b0', u'\\u57df\\u540d', u'\\u540e\\u7f00', u'\\u4ef7\\u683c', u'\\u9ed1', u'\\u51e0\\u4e2a', u'\\u597d', u'\\u7c73', u'\\u5df2\\u7ecf', u'\\u4eba', u'\\u62ff\\u4e0b']\n",
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+        "[u'\\u5b58', u'\\u5361\\u91cc', u'\\u8d2d\\u6c47', u'\\u63d0\\u793a', u'\\u4f59\\u989d', u'\\u4e0d\\u8db3', u'\\u9189', u'\\u5356\\u51fa\\u4ef7']\n",
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+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6dd8\\u5b9d', u'\\u53eb\\u677f', u'\\u56fd\\u5bb6', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u652f\\u6301', u'\\u6295\\u7ed9', u'\\u6dd8\\u5b9d', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u5357\\u65b9\\u90fd\\u5e02\\u62a5']\n",
+        "[u'\\u5408\\u4f19\\u4eba', u'\\u53d1\\u7ea2\\u5305', u'\\u5f97\\u745f', u'\\u4e00\\u4e0b']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u597d', u'\\u6b4c\\u66f2', u'\\u7b2c\\u4e8c\\u5b63', u'\\u7247\\u82b1', u'\\u7b2c\\u4e00\\u671f', u'\\u8d75\\u7267\\u9633', u'\\u4fa0\\u5ba2\\u884c', u'\\u5206\\u4eab', u'\\u641c\\u72d0\\u89c6\\u9891\\uff09']\n",
+        "['subverting', 'machine', 'learning', 'detections', 'fun', 'profit']\n",
+        "['red', 'stone']\n",
+        "[u'\\u6700', u'\\u5e7d\\u9ed8\\u611f', u'\\u5f00\\u53d1\\u8005', u'\\u53ef\\u7231', 'codekit', 'app']\n",
+        "[u'\\u7528\\u753b', u'\\u6536\\u97f3\\u673a', u'\\u5206\\u4eab', u'\\u4e0b', u'\\u6e90\\u6587\\u4ef6', 'pixelmator']\n",
+        "[u'\\u5fae\\u8f6f', u'\\u5927\\u6cd5']\n",
+        "[u'\\u771f\\u662f', u'\\u4eba', u'\\u5927\\u5f00\\u773c\\u754c', u'\\u51e0\\u5e74', u'\\u767d\\u73a9', 'reddit', 'minecraft']\n",
+        "[u'\\u592a', u'\\u62a2\\u624b', u'\\u9884\\u8ba2', u'\\u540d\\u989d', u'\\u5df2\\u7ecf', u'\\u5206\\u4eab', u'\\u9b45\\u65cf', u'\\u5b98\\u7f51', u'\\u9b45\\u84dd', u'\\u624b\\u673a', u'\\u9884\\u7ea6', u'\\u9875\\u9762', u'\\u8d62\\u53d6', u'\\u9752\\u5e74', u'\\u826f\\u54c1', u'\\u9b45\\u84dd', u'\\u624b\\u673a', u'\\u9b45\\u84dd\\u624b\\u673a']\n",
+        "[u'\\u5206\\u4eab', u'CSDN\\u4e91\\u8ba1\\u7b97 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5b9c\\u4fe1', u'\\u6570\\u636e', u'\\u91d1\\u878d', u'\\u6280\\u672f', u'\\u5206\\u4eab']\n",
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+        "[u'\\u535a\\u6587']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u55f7', u'\\u55b5', u'\\u5e74', u'\\u4e00\\u6708', u'\\u58c1\\u7eb8', u'\\u63a8\\u8350', 'zip', u'\\u5fae\\u76d8', u'\\u6155\\u5bb9\\u55f7\\u55f7']\n",
+        "[u'\\u6a21\\u5f0f', u'\\u4e0d\\u9519', 'emacs', 'org']\n",
+        "[u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5347\\u7ea7', u'\\u798f\\u5229', u'\\u5927\\u724c', u'\\u660e\\u661f', u'\\u7b7e\\u540d', u'\\u793c', u'\\u7efc\\u827a', u'\\u95e8\\u7968', u'\\u767e\\u4e07', u'\\u73b0\\u91d1', u'\\u5238', u'\\u5347', u'\\u7b49\\u7ea7', u'\\u4eab', u'\\u7279\\u6743', u'\\u8d70\\u4e0a', u'\\u4eba\\u751f', u'\\u5dc5\\u5cf0', u'\\u9886\\u53d6', 'macbook', 'iphone', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u8d8a\\u6765\\u8d8a', u'\\u7626', 'kg']\n",
+        "[u'\\u91cd\\u56de', u'\\u6cc9\\u795e', u'\\u4e00\\u8d77', 'tc', 'jinxjinxagain']\n",
+        "[u'\\u4e60\\u60ef', u'\\u4e4b\\u540e', u'\\u62ff\\u6765', u'\\u5a31\\u4e50', 'linux']\n",
+        "[u'\\u56de\\u5bb6', u'\\u952e\\u76d8', u'\\u95ee\\u9898']\n",
+        "[u'\\u5199', u'\\u5b8c', u'\\u73b0\\u5728', u'\\u76ee\\u524d', u'\\u60b2\\u5267', u'\\u914d\\u8272', u'\\u6539\\u6389', 'web', 'emacs']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
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+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u674e\\u6668']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u8bc4\\u4ef7', u'\\u7236', u'\\u8ba4\\u4e3a', u'\\u5e76\\u884c\\u8ba1\\u7b97', u'\\u6d6a\\u8d39', u'\\u65f6\\u95f4', u'\\u5206\\u4eab', 'linux', 'linus', u'\\u77e5\\u4e4e']\n",
+        "[]\n",
+        "[u'\\u6b4c\\u624b']\n",
+        "[u'\\u89c9\\u5f97', u'\\u8bf4', u'\\u9648\\u6d01\\u4eea', u'\\u7ecf\\u7eaa\\u4eba', u'\\u7530\\u6e90V']\n",
+        "[u'\\u81f4', u'\\u5fc3\\u4e2d', u'\\u6c38\\u8fdc', u'\\u6770\\u961f', u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u4e13\\u9898', u'\\u5229\\u7269\\u6d66', u'\\u5ba3\\u5e03', u'\\u6770\\u62c9\\u5fb7', u'\\u4eca\\u590f', u'\\u79bb\\u961f']\n",
+        "[u'\\u82f1\\u6587', u'\\u4e0d\\u597d', u'\\u610f\\u601d', u'\\u5927\\u795e', u'\\u6253\\u7b97', u'\\u5c01\\u7b14', 'mattt']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u4e13\\u95e8', u'\\u6536\\u96c6', u'\\u5199', u'\\u7b2c\\u4e09\\u65b9', u'\\u5e93', u'\\u4e0d\\u770b', u'\\u77e5\\u9053', u'\\u4e00\\u770b', u'\\u539f\\u6765', u'\\u5df2\\u7ecf', u'\\u7b2c\\u4e09\\u65b9', u'\\u5e93', 'rt', 'swift', 'ios', 'os', u'tualatrix: Swift Toolbox']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u4e13\\u95e8', u'\\u6536\\u96c6', u'\\u5199', u'\\u7b2c\\u4e09\\u65b9', u'\\u5e93', u'\\u4e0d\\u770b', u'\\u77e5\\u9053', u'\\u4e00\\u770b', u'\\u539f\\u6765', u'\\u5df2\\u7ecf', u'\\u7b2c\\u4e09\\u65b9', u'\\u5e93', 'rt', 'swift', 'ios', 'os', u'tualatrix: Swift Toolbox']\n",
+        "['rt', 'strongly', 'typed', 'swift', 'object', u'iOS_Dev_Tips: Moving JSON to']\n",
+        "[u'\\u7ebf\\u8def', u'\\u53f0\\u6e7e', u'\\u9707\\u533a', 'vpn']\n",
+        "[u'\\u6d59\\u6c5f\\u5927\\u5b66', u'\\u8ba1\\u7b97\\u673a\\u79d1\\u5b66', u'\\u4f20\\u8a00', u'\\u6d59\\u5927', u'\\u56fe\\u5f62\\u5b66', u'\\u5b9e\\u9a8c\\u5ba4', u'\\u6bcf\\u5e74', u'\\u5b9a\\u70b9', u'\\u7f51\\u6613', u'\\u6e38\\u620f', u'\\u9001\\u4eba', u'\\u770b\\u770b', u'\\u77e5\\u4e4e \\u56de\\u7b54\\u4e86\\u95ee\\u9898:']\n",
+        "[u'\\u7a0b\\u5e8f', u'\\u733f\\u4eec', u'\\u6700\\u597d', u'\\u65f6\\u4ee3', 'java']\n",
+        "[u'\\u770b\\u5230', u'\\u7b2c\\u6761', u'\\u653e\\u5fc3']\n",
+        "[u'\\u5199\\u51fa', u'\\u56e2\\u961f', u'\\u771f\\u662f\\u592a', u'\\u7231', u'\\u6210\\u529f', u'\\u6ce8\\u610f\\u529b', u'\\u4f9d\\u7136', u'\\u9002\\u914d', u'\\u5f7b\\u5e95', u'\\u8f6c\\u79fb', 'update', 'plus']\n",
+        "['rt', 'wireframe', 'best', 'practices', u'kennycheny: Learning to']\n",
+        "['rt', u\"jopas: 'How to start small'\"]\n",
+        "['rt', 'releasing', 'book', u'geekstarter:', u'danielpunkass My friend', u'RedQueenCoder is on the verge', u'invalidname on']\n",
+        "[u'\\u5230\\u8d27', u'\\u8fd4\\u56fe', u'\\u624b\\u6162', u'\\u65e0', u'\\u5510\\u5de7', 'boy']\n",
+        "[u'\\u5df2\\u7ecf']\n",
+        "[u'\\u6e29\\u6696', u'\\u4eba\\u5fc3']\n",
+        "[u'\\u5bd2\\u51ac', u'\\u5b63\\u8282', u'\\u6ce1', u'\\u4e00\\u676f', u'\\u9999\\u6d53', u'\\u94c1', u'\\u6696', u'\\u80c3', u'\\u6696\\u5fc3', u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u4f1a\\u5458', u'\\u4e13\\u4eab', u'\\u6a21\\u677f', u'\\u4e00\\u952e', u'\\u6362\\u88c5', u'\\u6696\\u5fc3\\u62ff\\u94c1']\n",
+        "[u'\\u771f\\u7684', u'\\u591a\\u5927\\u4ec7', u'\\u591a\\u5927\\u6028', u'\\u4e00\\u78d5\\u5230', u'\\u6b7b', u'\\u9b45\\u65cf', u'\\u65b0', u'\\u4ea7\\u54c1', u'\\u53d1\\u5e03', u'\\u65f6\\u95f4', u'\\u66dd\\u5149']\n",
+        "[u'\\u611f\\u5230', u'\\u7edd\\u671b', u'\\u65f6\\u95f4', u'\\u5e74', u'\\u77e5\\u4e4e', u'\\u8c46\\u74e3', u'\\u679c\\u58f3', u'\\u5206\\u4eab', 'python', 'python', u'\\u827e\\u65af\\u6606 :', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u60f3', u'\\u641e', u'\\u67b6', u'\\u6258', u'\\u5916\\u63a5', u'\\u952e\\u76d8', u'\\u63a8\\u8350', 'rmbp']\n",
+        "[u'\\u64e6', u'\\u60f3\\u5165', u'\\u64e6\\u64e6', u'\\u64e6\\u64e6', u'\\u64e6\\u64e6', 'hhkb']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u4e3b\\u5e2d', u'\\u5173\\u5fc3', u'\\u7a0b\\u5e8f\\u5458', u'\\u54cd\\u5e94', u'\\u4e3b\\u5e2d', u'\\u53f7\\u53ec', u'\\u7761\\u89c9', u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u4e60\\u8fd1\\u5e73', u'\\u5e74\\u8f7b\\u4eba', u'\\u71ac\\u591c']\n",
+        "[u'\\u60f3', u'\\u5f04', u'\\u8e66', u'\\u5b9e\\u5728', u'\\u592a', u'\\u5bb9\\u6613', 'ember']\n",
+        "[u'\\u9b3c']\n",
+        "[u'reading time']\n",
+        "[u'\\u597d', u'\\u827a\\u672f\\u5bb6', u'\\u4f1f\\u5927', u'\\u827a\\u672f\\u5bb6', u'\\u5077']\n",
+        "[u'\\u770b\\u4e00\\u770b', 'eternity']\n",
+        "[u'\\u770b\\u4e00\\u770b', u'\\u6392\\u9664', u'\\u7f51\\u7edc', u'\\u95ee\\u9898', 'eternity']\n",
+        "[u'\\u51fa\\u73b0', u'\\u7a0b\\u5e8f\\u5458', u'\\u8282\\u76ee', u'\\u89c9\\u5f97', u'\\u770b\\u70b9', u'\\u51e0\\u4e2a', u'\\u7a0b\\u5e8f\\u5458', u'\\u73b0\\u573a', u'\\u9694\\u97f3', u'\\u73bb\\u7483\\u7f69', u'\\u4e0b', u'\\u505a\\u9898', u'\\u89c2\\u4f17', u'\\u5c4f\\u5e55', u'\\u6295\\u5c04', u'\\u8bc4\\u8ff0', u'\\u5458', u'\\u65c1', u'\\u89e3\\u91ca', u'\\u601d\\u8def', u'\\u62cd\\u6444', u'\\u9047\\u5230', u'\\u82e6\\u607c', u'\\u8868\\u60c5', u'\\u4e2d\\u95f4', u'\\u63d2\\u64ad', u'\\u4e00\\u4e9b', u'\\u717d\\u60c5', u'\\u8bbf\\u95ee', u'\\u52a0\\u73ed', u'\\u627e', u'\\u4e0d\\u5230', u'\\u5973\\u670b\\u53cb', u'\\u5206\\u4eab', 'acm', 'bug', u'miloyip :', u'\\u77e5\\u4e4e']\n",
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+        "[u'\\u7ea2\\u4e94', u'\\u4e0d\\u6765', u'\\u51c6\\u5907', u'\\u6536\\u4e2a', 'air']\n",
+        "[u'\\u8bf4', u'\\u56fe\\u4e66\\u9986', u'\\u7528\\u9752\\u8f74', u'\\u4eba', u'\\u65b9\\u5f0f', u'\\u6253\\u6b7b']\n",
+        "[u'\\u6d4b\\u8bd5']\n",
+        "[u'\\u6d4b\\u8bd5']\n",
+        "[u'\\u73b0\\u5728', u'\\u89c9\\u5f97']\n",
+        "[u'\\u671f\\u5f85', u'\\u5f20\\u4fe1\\u54f2', u'\\u53c2\\u52a0', u'\\u6b4c\\u624b']\n",
+        "[u'\\u53e4\\u5de8\\u57fa', u'\\u5531', u'\\u771f\\u4e0d\\u9519', u'\\u6b4c\\u624b', u'\\u524d', u'\\u8bb2', u'\\u57fa\\u4ed4', u'\\u5531\\u529f']\n",
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+        "[u'\\u51b3\\u5b9a', u'\\u8ba2\\u9605', u'\\u6e90', u'\\u6362\\u6210', u'\\u597d\\u591a', u'\\u5ba2\\u6237\\u7aef', u'\\u652f\\u6301', u'\\u5f53\\u521d', u'\\u9009', u'\\u770b\\u4e2d', u'\\u5899', u'\\u652f\\u6301', u'\\u522b\\u5bb6', u'\\u5ba2\\u6237\\u7aef', u'\\u51b3\\u5b9a', u'\\u6298\\u817e', u'\\u4e8b', u'\\u6028\\u4e0d\\u5f97', 'feedly', 'rss', 'inoreader', 'inoreader', 'reeder', 'inoreader', 'gg']\n",
+        "[u'\\u771f\\u7684', u'\\u5df2\\u7ecf']\n",
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+        "[u'\\u6700\\u8fd1', u'\\u53d1\\u73b0', u'\\u597d', u'\\u4e1c\\u897f', u'\\u6211\\u5bb6', u'\\u5b9d\\u5b9d', u'\\u5403\\u996d', u'\\u7761\\u89c9', u'\\u73a9', u'\\u4e0b', u'\\u5185\\u5bb9', u'\\u4e30\\u5bcc', u'\\u8fd9\\u4e0b', u'\\u65e9\\u6559', u'\\u94b1', u'\\u7701', 'iphone', 'ipad', u'\\u7231\\u5b9d\\u8d1d\\u65e9\\u6559\\u5168\\u8ba1\\u5212', u'\\u7f51\\u8da3\\u5b9d\\u8d1d']\n",
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+        "[]\n",
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+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u96c6\\u5408', u'\\u6846\\u67b6', 'day', 'vectorpackageit', 'vector', 'importjava', 'util', 'enumeration', 'importjava', 'util', 'iterator', 'import']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u6cdb\\u578b', u'\\u6cdb\\u578b', u'\\u4f8b\\u5b50', 'day', 'packagecn', 'itcast', 'generic', 'demo', 'importjava', 'util', 'arraylist', 'importjava', 'util', 'itera']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', 'day', 'world', 'count', 'packagecn', 'itcast', 'map', 'test', 'importjava', 'util', 'iterator', 'importjava', 'util', 'map']\n",
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+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u5b57\\u7b26', u'\\u6d41', u'\\u5b57\\u8282', u'\\u6d41', u'\\u57fa\\u7840', u'\\u97f3\\u9891\\u6587\\u4ef6', u'\\u6587\\u4ef6', 'day', 'io', 'buffer', 'buffercopy', 'packagecn', 'itcast', 'io', 'charstream', 'buffer', 'importjava']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u6d41', u'\\u5bf9\\u8c61', u'\\u5904\\u7406', u'\\u5bf9\\u8c61', u'\\u952e\\u76d8\\u8f93\\u5165', u'\\u8f93\\u51fa', 'day', 'file', 'system', 'insystem', 'outpackagecn', 'itcast', 'io', 'transstream', 'demo', 'importjava']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u7b2c\\u4e00\\u6218', u'\\u521b\\u5efa', u'\\u4e00\\u4e2a', u'\\u65b0', u'\\u6587\\u4ef6\\u5939', u'\\u6e90\\u7801', 'eclipse', 'hdfs', 'packagecom', 'itcast', 'hadoop', 'hdfs', 'importjava', 'io', 'ioexception', 'importorg']\n",
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+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u7b2c\\u4e09', u'\\u6218', u'\\u6267\\u884c\\u547d\\u4ee4', 'eclipse', 'sudo', 'uhdfshadoopjarwordcount', 'jarorg', 'myorg', 'wordcount', 'user', 'cloudera', 'wordcount']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u7b2c\\u4e8c', u'\\u6218', 'eclipse', 'packagecom', 'itcast', 'hadoop', 'hdfs', 'importjava', 'io', 'ioexception', 'importorg', 'apache', 'hadoop', 'con']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u5b89\\u88c5', u'\\u5b98\\u7f51', u'\\u6587\\u6863', 'flume']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u547d\\u4ee4', u'\\u6a21\\u5f0f', u'\\u914d\\u7f6e', u'\\u622a\\u56fe', u'\\u6570\\u636e', u'\\u5173\\u7cfb', u'\\u578b', u'\\u6570\\u636e\\u5e93', u'\\u5bfc\\u5165', u'\\u4e2d', u'\\u4ee5\\u4e0b', u'\\u547d\\u4ee4', u'\\u5bfc\\u5165\\u5230', u'\\u4e2d', u'\\u6307\\u5b9a', 'sqoop', 'hue', 'sqoopimport', 'hadoop', 'loupan', 'xf', 'hdfs', 'etl', 'input', 'cities']\n",
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+        "[u'\\u6700\\u8fd1', u'\\u53d1\\u73b0', u'\\u4e00\\u6b3e', u'\\u597d\\u7528', u'\\u52a0\\u901f\\u5668', u'\\u8bbf\\u95ee', u'\\u56fd\\u5916', u'\\u77e5\\u540d', u'\\u7f51\\u7ad9', u'\\u73a9\\u7f8e\\u670d', u'\\u6e38\\u620f', u'\\u8001\\u5916', u'\\u5728\\u7ebf', u'\\u4e92\\u52a8', u'\\u56fd\\u5916', u'\\u89c6\\u9891', u'\\u538b\\u529b', u'\\u7535\\u8111', u'\\u624b\\u673a', u'\\u82f9\\u679c', u'\\u5b89\\u5353', u'\\u7070\\u5e38', u'\\u5f3a\\u5927', u'\\u5206\\u4eab', 'google', 'fb']\n",
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+        "[u'\\u4ee3\\u5165', u'\\u611f', u'\\u5206\\u4eab']\n",
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+        "[u'\\u5206\\u4eab', u'\\u5de6\\u8033\\u6735\\u8017\\u5b50 \\u7684\\u6587\\u7ae0']\n",
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+        "[u'\\u9876\\u4e00\\u4e0b', u'\\u5206\\u4eab']\n",
+        "[u'\\u5976\\u8336', u'\\u8868', u'\\u6307\\u5411', u'\\u4eac\\u4e1c', u'\\u57df\\u540d', u'\\u6ce8\\u518c', u'\\u4fe1\\u606f', u'\\u4fe1\\u606f', u'\\u9690\\u85cf', u'\\u7edf\\u4e00', u'\\u663e\\u793a', u'\\u963f\\u91cc', u'\\u516c\\u5173', u'\\u6495\\u903c\\u6218', u'\\u5f00\\u6253', 'naichabiao', 'com', 'whois']\n",
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+        "[]\n",
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+        "[u'\\u4eac\\u4e1c', u'\\u8d2d\\u4e70', u'\\u72ee\\u738b', u'\\u7ec6\\u9f7f\\u6d01', u'\\u58f0\\u6ce2', u'\\u632f\\u52a8', u'\\u8d85', u'\\u7ec6\\u6bdb', u'\\u7259\\u5237', u'\\u66ff\\u6362', u'\\u5237\\u5934', u'\\u597d', u'\\u4e1c\\u897f', u'\\u5c0f\\u5de7', u'\\u9002\\u5408', u'\\u5973\\u751f', u'\\u8d77\\u7801', u'\\u611f\\u89c9', u'\\u597d', 'jd', 'com', 'lion', 'en']\n",
+        "[u'\\u4e0d\\u723d', u'\\u7838', u'\\u79fb\\u52a8', u'\\u901a\\u901a', u'\\u4e70', u'\\u5355\\u5143', u'\\u8bdd\\u8d39', u'\\u6d41\\u91cf', u'\\u5230\\u624b', u'\\u6b63\\u5728', u'\\u5c71\\u4e1c', u'\\u79fb\\u52a8', u'\\u7f51\\u4e0a\\u5546\\u57ce', u'\\u53c2\\u52a0', u'\\u514d\\u8d39', u'\\u62bd\\u5956', u'\\u6d3b\\u52a8', u'\\u7edd\\u65e0', u'\\u7a7a\\u5956', u'\\u4e2d\\u5956', u'\\u6d77\\u91cf', u'\\u8bdd\\u8d39', u'\\u6d41\\u91cf', u'\\u7535\\u5b50', u'\\u5377', u'\\u60ca\\u559c', u'\\u7b49\\u4f60\\u62ff', u'\\u6233', u'\\u514d\\u8d39', u'\\u62ff\\u5956', 'www', 'sd', 'cn']\n",
+        "[u'\\u4eb2', u'\\u53d1\\u73b0', u'\\u4e00\\u6b3e', u'\\u8d5a\\u94b1', u'\\u5728\\u7ebf', u'\\u4ea4\\u53cb', u'\\u7f51\\u8d2d', u'\\u8f6f\\u4ef6', u'\\u597d\\u73a9', u'\\u4e0b\\u8f7d', u'\\u8bd5\\u8bd5', u'\\u6765\\u81ea', u'\\u5fae\\u4e50', u'\\u5ba2\\u6237\\u7aef', u'\\u5fae\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247', u'\\u5565\\u65f6\\u5019', u'\\u52a0', u'\\u5c0f\\u7ec4']\n",
+        "[u'\\u5fe0\\u5b9e', u'\\u94c1\\u6746', u'\\u4e1e\\u76f8', u'\\u5927\\u4eba', u'\\u62e5\\u6709', u'\\u50b2\\u5a07', u'\\u5c0f', u'\\u9501\\u9aa8', u'\\u5206', u'\\u541b', u'\\u5c0f\\u76d2', u'\\u8fdb\\u51fb', u'\\u7f52', u'\\u7f52', u'\\u5206', u'\\u94c1\\u6746', 'fans', 'id', 'fans', u'\\u7537\\u795e\\u662f\\u4e2a\\u776b\\u6bdb\\u602a(100\\u5206)', u'Leemon0622(89\\u5206)', u'\\u6e29\\u6696\\u5c0f\\u683c\\u8c03(68\\u5206)', u'IAM_\\u96f6\\u8ddd\\u79bbde\\u7231(35\\u5206)', u'\\u523a\\u513fX_X(29\\u5206)', u'\\u5927\\u8349\\u539f\\u4e0a\\u7684\\u571f\\u8c46(29\\u5206)', u'\\u598d\\u6c5f\\u5728\\u884c\\u52a8(21\\u5206)', u'Alysa\\u6167(18\\u5206)']\n",
+        "['miss']\n",
+        "[u'\\u8fd0\\u52a8', u'\\u4fe1\\u606f', u'\\u5c0f\\u7c73\\u624b\\u73af']\n",
+        "[u'\\u8fd0\\u52a8', u'\\u4fe1\\u606f', u'\\u5c0f\\u7c73\\u8fd0\\u52a8']\n",
+        "[u'\\u6211\\u521a', u'\\u5b9e\\u60e0', u'\\u91cc', u'\\u62a2', u'\\u4e00\\u4efd', u'\\u798f\\u5229', u'\\u7f8e\\u5473', u'\\u7206\\u7c73\\u82b1', u'\\u5e78\\u8fd0', u'\\u5c0f\\u4f19\\u4f34', u'\\u5206\\u4eab', u'\\u8bd5\\u8bd5', 'app']\n",
+        "[u'\\u6b63\\u5728', u'\\u7533\\u8bf7', u'\\u5fae\\u535a', u'\\u8ba4\\u8bc1', u'\\u8ba4\\u8bc1', u'\\u4fe1\\u606f', u'\\u9ad8\\u7ea7', u'\\u5e02\\u573a', u'\\u7ecf\\u7406', u'\\u8bf7', u'\\u8f6c\\u53d1', u'\\u6b64\\u5fae', u'\\u535a\\u65f6', u'\\u8f93\\u5165', u'\\u786e\\u8ba4', u'\\u5e2e', u'\\u786e\\u8ba4', u'\\u8eab\\u4efd', u'\\u591a\\u8c22', 'qingcloud', u'\\u738b\\u6587\\u6587IT', u'\\u82cf\\u6735\\u6735']\n",
+        "[u'\\u4eca\\u5929', u'\\u80cc', u'\\u5355\\u8bcd', u'\\u90a3\\u79cd', u'\\u60f3\\u8981', u'\\u73a9', u'\\u5185\\u5fc3\\u6df1\\u5904', u'\\u6000\\u63e3', u'\\u80cc\\u5355\\u8bcd', u'\\u5bfc\\u81f4', u'\\u79cd\\u79cd', u'\\u4e0d\\u5b89', u'\\u7406\\u89e3', u'\\u80cc\\u5355\\u8bcd', u'\\u5185\\u5fc3', u'\\u53ec\\u5524', u'\\u597d\\u50cf', u'\\u70b9\\u6574', u'\\u65b0\\u95fb\\u8054\\u64ad', u'\\u771f\\u7684', u'\\u7b80\\u7b80\\u5355\\u5355', u'\\u6362\\u4e2a', u'\\u53f0', u'\\u9003\\u907f', u'\\u80cc\\u5355\\u8bcd', 'gre', u'\\u767e\\u8bcd\\u65a9', u'\\u767e\\u8bcd\\u65a9\\u5b66\\u9738\\u8ba4\\u8bc1']\n",
+        "[u'\\u4eca\\u5929', u'\\u80cc', u'\\u5355\\u8bcd', u'\\u504f\\u89c1', u'\\u5e73\\u7b49', u'\\u8ba8\\u538c', u'\\u4e00\\u79cd', u'\\u6797\\u6797\\u603b\\u603b', u'\\u53f7\\u79f0', u'\\u6709\\u7528', u'\\u80cc\\u5355\\u8bcd', u'\\u65b9\\u6cd5', u'\\u767e\\u8bcd', u'\\u65a9', u'\\uffe3', u'\\ufe36', u'\\uffe3', u'\\u2197', u'\\u80cc\\u5355\\u8bcd', 'gre', u'\\u767e\\u8bcd\\u65a9', u'\\u767e\\u8bcd\\u65a9\\u5b66\\u9738\\u8ba4\\u8bc1']\n",
+        "[u'\\u4eca\\u5929', u'\\u80cc', u'\\u5355\\u8bcd', u'\\u80cc', u'\\u5b8c', u'\\u5e94\\u8be5', u'\\u8bb0\\u4f4f', u'\\u8bb0\\u4f4f', u'\\u6e05\\u695a', u'\\u6ca1\\u5173\\u7cfb', u'\\u505a\\u4eba', u'\\u6700', u'\\u91cd\\u8981', u'\\u5f00\\u5fc3', u'\\u4fa5\\u5e78', u'\\u9003\\u8131', u'\\u5355\\u8bcd', u'\\u8bf4', u'\\u8fd9\\u6b21', u'\\u653e\\u8fc7', u'\\u662f\\u56e0\\u4e3a', u'\\u5e7f\\u9614', u'\\u80f8\\u895f', u'\\u6c5f\\u6e56', u'\\u5f88\\u5927', u'\\u603b\\u4f1a', u'\\u518d\\u89c1', u'\\u4eba\\u751f', u'\\u8d62\\u5bb6', u'\\u5bb9\\u6613', u'\\u767e\\u8bcd', u'\\u65a9\\u5b66\\u9738', u'\\u8ba4\\u8bc1', 'gre', u'\\u767e\\u8bcd\\u65a9', u' \\u4f60\\u4e5f\\u6765\\u80cc\\u5355\\u8bcd\\u5427 >>>  ']\n",
+        "[u'\\u7ca2', u'\\u996d']\n",
+        "[u'\\u5915\\u5915']\n",
+        "[u'\\u5982\\u6765', u'\\u795e\\u638c']\n",
+        "[u'\\u5999\\u5999', 'bug']\n",
+        "[u'\\u62bd\\u5956', u'\\u62fc', u'\\u4eba\\u54c1', u'\\u643a\\u7a0b\\u91d1\\u878d2015']\n",
+        "[u'\\u652f\\u4ed8', u'\\u56e2', u'\\u4e2d\\u5956', u'\\u643a\\u7a0b\\u91d1\\u878d2015']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u7248\\u672c', u'\\u5c1d\\u8bd5', u'\\u5931\\u8d25', u'\\u88c5\\u597d', u'\\u540e', u'\\u4e0d\\u65ad', u'\\u91cd\\u542f', u'\\u6ca1\\u6cd5', u'\\u4f7f\\u7528', 'win', 'tech', 'preview']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u5c0f\\u65f6', u'\\u767e\\u5ea6', u'\\u767e\\u79d1', u'\\u7f8e\\u5267', u'\\u5c0f\\u65f6', u'\\u7f8e\\u56fd', u'\\u53d1\\u884c', u'\\u4e00\\u90e8', u'\\u52a8', u'\\u67aa\\u6218', u'\\u60ca\\u609a', u'\\u7c7b', u'\\u7535\\u89c6', u'\\u8fde\\u7eed\\u5267', u'\\u5267\\u60c5', u'\\u53cd\\u6050', u'\\u5c0f\\u7ec4', u'\\u8fdb\\u884c', u'\\u4e00\\u7cfb\\u5217', u'\\u53cd\\u6050', u'\\u884c\\u52a8', u'\\u76ee\\u524d', u'\\u7b2c\\u5b63', u'\\u5df2', u'\\u5b8c\\u7ed3', u'\\u53f2\\u4e0a', u'\\u6700', u'\\u523a\\u6fc0', u'\\u6700', u'\\u7cbe\\u826f', u'\\u6700', u'\\u5b8c\\u7f8e', u'\\u7535\\u89c6', u'\\u8fde\\u7eed\\u5267', u'\\u5c0f\\u65f6', u'\\u4e00\\u5b63', u'\\u96c6', u'\\u8bb2\\u8ff0', u'\\u4e00\\u5929', u'\\u7f8e\\u56fd', u'\\u53d1\\u751f', 'fox', 'film', 'corporation', 'ctu', 'counter', 'terrorist', 'unit']\n",
+        "[u'\\u4e00\\u6b3e', u'\\u7cfb\\u7edf\\u6f0f\\u6d1e', u'\\u626b\\u63cf', u'\\u5206\\u6790', u'\\u8f6f\\u4ef6', u'\\u7531\\u5e74', u'\\u5c55\\u5f00', u'\\u4e00\\u9879', u'\\u540d\\u4e3a', u'\\u8ba1\\u5212', u'\\u6570\\u5e74', u'\\u53d1\\u5c55', u'\\u5305\\u62ec', u'\\u8457\\u540d', u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u76f8\\u5173', u'\\u673a\\u6784', u'\\u7686', u'\\u8ba4\\u540c', u'\\u5de5\\u5177\\u8f6f\\u4ef6', u'\\u529f\\u80fd', u'\\u53ef\\u7528\\u6027', 'nessus', 'nessus', 'renaud', 'deraison', 'nessus', 'cert', 'sans']\n",
+        "[u'\\u4e0b', u'\\u7f51\\u7edc', u'\\u626b\\u63cf', u'\\u55c5', u'\\u63a2', u'\\u5de5\\u5177\\u5305', u'\\u7f51\\u7edc\\u7ba1\\u7406\\u5458', u'\\u5fc5\\u7528', u'\\u8f6f\\u4ef6', u'\\u7528\\u4ee5', u'\\u8bc4\\u4f30', u'\\u7f51\\u7edc\\u7cfb\\u7edf', u'\\u4fdd\\u5b89', 'nmap', 'nmap', 'network', 'mapper', 'linux']\n",
+        "[u'\\u4e8c\\u96f6', u'\\u4e00\\u4e94']\n",
+        "[u'\\u7ecf\\u5386', u'\\u523b\\u9aa8\\u94ed\\u5fc3']\n",
+        "[u'\\u671f\\u672b', u'\\u591a\\u4e8b\\u8981', u'\\u505a', u'\\u52a0\\u6cb9']\n",
+        "['pains', 'gains']\n",
+        "['life', 'beautiful', 'know', 'truth', 'life']\n",
+        "[u'\\u59d0', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u54e5\\u7a77', u'\\u5269\\u94b1']\n",
+        "[u'\\u770b\\u5230', u'\\u8fd9\\u53e5', u'\\u8bdd', u'\\u611f\\u89c9', u'\\u9002\\u7528', u'\\u9001\\u7ed9', u'\\u4eb2\\u7231', u'\\u8001\\u516c', u'\\u5185\\u5fc3', u'\\u6539\\u53d8', u'\\u4eba', u'\\u6574\\u4e2a', u'\\u5b87\\u5b99', u'\\u76f8\\u5e94', u'\\u5b89\\u9759', u'\\u73af\\u5883', u'\\u4e2d', u'\\u7948\\u7977', u'\\u601d\\u8003', u'\\u91cd\\u8981', u'\\u5148', u'\\u5177\\u5907', u'\\u5b89\\u9759', u'\\u5fc3\\u5883', u'\\u540c\\u6837', u'\\u987a\\u5883', u'\\u4e2d', u'\\u6210\\u4e8b', u'\\u4e00\\u9897', u'\\u5168\\u529b\\u4ee5\\u8d74', u'\\u51b3\\u5fc3']\n",
+        "['carol', 'dweck', 'power', 'believing', 'improve', 'ted']\n",
+        "[u'\\u80fd\\u529b', u'\\u51b3\\u5b9a', u'\\u505a', u'\\u52a8\\u673a', u'\\u51b3\\u5b9a', u'\\u505a', u'\\u6001\\u5ea6', u'\\u51b3\\u5b9a', u'\\u505a\\u6210', 'ability', 're', 'capable', 'motivation', 'determines', 'attitude', 'determines', 'well']\n",
+        "[u'\\u5feb\\u4e50', u'\\u662f\\u56e0\\u4e3a', u'\\u53ea', u'\\u732a', u'\\u61d2', u'\\u5374', u'\\u65e0\\u6cd5', u'\\u732a', u'\\u61d2\\u5f97', u'\\u5fc3\\u5b89\\u7406\\u5f97']\n",
+        "[u'\\u7b80\\u5355', u'\\u590d\\u6742', u'\\u518d', u'\\u590d\\u6742', u'\\u7b80\\u5355', u'\\u6700\\u7ec8', u'\\u7b80\\u5355', u'\\u76f4\\u63a5', u'\\u7b80\\u5355', u'\\u66f4\\u6709\\u610f\\u4e49', u'\\u6536\\u83b7', u'\\u7ecf\\u5386']\n",
+        "[u'\\u6b63\\u5728', u'\\u751f\\u6d3b', u'\\u75b2\\u4e8e', u'\\u5954\\u6ce2', u'\\u65f6', u'\\u751f\\u6d3b', u'\\u5df2\\u79bb', u'\\u8fdc\\u53bb', u'\\u7ea6\\u7ff0', u'\\u5217\\u4fac', 'life', 'happens', 're', 'busy', 'making', 'plans']\n",
+        "[u'\\u5bf9\\u96ea\\u6709', u'\\u65e0\\u53ef\\u66ff\\u4ee3', u'\\u611f\\u60c5', u'\\u8fc7\\u5f80', u'\\u53d8\\u5f97', u'\\u7f8e\\u597d']\n",
+        "[u'\\u5206\\u4eab', u'haishan_wu \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u4e00\\u5b9a', u'\\u7761\\u4e2a', u'\\u597d\\u89c9', u'\\u4e00\\u4e2a', u'\\u91cd\\u8981', u'\\u539f\\u56e0', 'jeff', 'iiiff', 'ted']\n",
+        "['missing', 'people', 'love', 'wishes']\n",
+        "[u'\\u96ea\\u8def', u'\\u5b89\\u9038', u'\\u5b81\\u9759']\n",
+        "[u'\\u4eba', u'\\u5904\\u4e8b', u'\\u4e0d\\u601d', u'\\u4ea6', u'\\u8fc7\\u601d']\n",
+        "[]\n",
+        "[u'\\u5e38\\u7528', u'\\u6b63\\u5219\\u8868\\u8fbe\\u5f0f', u'\\u6c47\\u603b', u'\\u53f6\\u843d', u'\\u98d8\\u96f6', u'\\u535a\\u5ba2\\u56ed', 'php']\n",
+        "[]\n",
+        "[]\n",
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+        "[u'\\u8bb0\\u5f55', u'\\u4e00\\u4e0b', u'\\u77e5\\u9053', u'\\u5e74']\n",
+        "[u'\\u65b0\\u5e74\\u5feb\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f8e\\u597d', u'\\u524d\\u7a0b', u'\\u4e50\\u56e2', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50', 'rise']\n",
+        "[u'\\u60f3', u'\\u6d77\\u8c5a', u'\\u6545\\u4e8b']\n",
+        "[u'\\u60f3', u'\\u54c6', u'\\u68a6', u'\\u4f34', u'\\u540c\\u884c']\n",
+        "[u'\\u8c46\\u74e3', u'\\u7535\\u5f71', u'\\u5e74\\u5ea6', u'\\u699c\\u5355', u'\\u5e74', u'\\u6700\\u597d', u'\\u7535\\u5f71', 'nice']\n",
+        "[u'\\u6768\\u5b97\\u7eac', u'\\u611b', u'nowplaying# #diumoo']\n",
+        "[u'\\u6012\\u653e', u'\\u751f\\u547d', u'\\u6c6a\\u5cf0', u'\\u6012\\u653e', u'\\u751f\\u547d', u'\\u53d1\\u578b', u'\\u597d\\u62c9\\u8f70', u'nowplaying# #diumoo']\n",
+        "[u'\\u63a8\\u8350', u'\\u5355\\u66f2', 'better', 'hallelujah']\n",
+        "[u'\\u63a8\\u8350', u'\\u5355\\u66f2', 'choke', 'bees']\n",
+        "[u'\\u5b59\\u71d5\\u59ff', u'\\u4e16\\u754c', u'\\u5de1', u'\\u8ff4', u'\\u6f14\\u5531', 'hey', 'jude', 'start', u'nowplaying# #diumoo']\n",
+        "[u'\\u60f3', u'\\u970d\\u6bd4\\u7279', u'\\u4eba', u'\\u4e94\\u519b', u'\\u4e4b\\u6218']\n",
+        "[u'\\u798f\\u5c14\\u6469\\u65af', u'\\u725b', u'\\u9700\\u8981', u'\\u597d', u'\\u5de5\\u5177']\n",
+        "['go', 'go', 'lexington', 'bridge', 'vibe', u'nowplaying# #diumoo']\n",
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+        "[u'\\u6613\\u6840\\u9f50', u'\\u4f60\\u597d', 'est', 'la', 'vie', u'nowplaying# #diumoo']\n",
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+        "[u'\\u53d1\\u73b0', u'\\u65b0\\u5927\\u9646']\n",
+        "[u'FACEBOOK Engineering Blog']\n",
+        "[u'Dapper']\n",
+        "[u'\\u5206\\u4eab', u'\\u8c22\\u99a8\\u4eea', u'\\u5434', u'\\u9752\\u5cf0', u'\\u5355\\u66f2', u'\\u673a\\u9047', u'\\u547d\\u8fd0', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'fm', u'\\u7ea2\\u5fc3\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
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+        "[u'\\u63a8\\u8350', u'\\u5355\\u66f2', 'giorni']\n",
+        "[u'\\u5206\\u4eab', u'\\u4efb\\u8d24\\u9f50', u'\\u5355\\u66f2', u'\\u6307\\u6325\\u5bb6', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'fm', u'\\u7ea2\\u5fc3\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
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+        "[u'\\u63a8\\u8350', u'\\u5355\\u66f2', 'sleep', 'clock', 'around']\n",
+        "[u'\\u5206\\u4eab', u'\\u5f20\\u9707\\u5cb3', u'\\u5355\\u66f2', u'\\u5f88\\u96be', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'fm', u'\\u7ea2\\u5fc3\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "[u'\\u5206\\u4eab', u'\\u8000', u'\\u4e50\\u56e2', u'\\u5355\\u66f2', u'\\u7480\\u74a8', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'honor', 'fm', u'\\u5f88\\u96be MHz', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "[u'\\u6000\\u5ff5', u'\\u5148\\u751f', u'\\u7ec8\\u4e8e', u'\\u5148\\u751f', u'\\u5199', u'\\u70b9', u'\\u5148\\u751f', u'\\u7a81\\u7136', u'\\u795e\\u79d8', u'\\u6d88\\u5931', u'\\u540e', u'\\u4e00\\u76f4', u'\\u60f3', u'\\u5199', u'\\u7bc7\\u6587\\u7ae0', u'\\u5fc3\\u4e2d', u'\\u5145\\u6ee1', u'\\u5fd0\\u5fd1', u'\\u4ece\\u672a\\u89c1\\u8fc7', u'\\u5148\\u751f', u'\\u8ba4\\u8bc6', u'\\u672c\\u540d', u'\\u77e5\\u9053', u'\\u795e\\u79d8', u'\\u4eba', u'\\u6709\\u79cd', u'\\u96be\\u4ee5', u'\\u6297\\u62d2', u'\\u9b45', 'whytheluckystiff']\n",
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+        "[u'TOOLS']\n",
+        "[u'\\u8bbe\\u7f6e', u'\\u80cc\\u666f\\u97f3\\u4e50', u'\\u6b4c\\u624b\\u674e\\u5065  \\u7684\\u6b4c\\u66f2']\n",
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+        "[]\n",
+        "[u'\\u5c4c', u'\\u8bc4\\u8bba', u'\\u738b', u'\\u5c0f\\u5c0f', u'\\u622a\\u65ad', u'\\u6307\\u9488', u'\\u957f\\u5ea6', u'\\u738b', u'\\u5c0f\\u5c0f', 'gcc']\n",
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+        "[u'\\u6cea\\u6d41\\u6ee1\\u9762', u'\\u7ec8\\u4e8e', u'\\u8c03']\n",
+        "[u'\\u96e8\\u4e2d', 'smartisan']\n",
+        "[u'\\u6709\\u610f\\u601d', u'\\u9884\\u552e', u'\\u52a0', u'\\u5355\\u672c', u'\\u8d2d\\u4e70\\u8fc7\\u7a0b', u'\\u771f\\u662f', u'\\u60ca\\u5fc3\\u52a8\\u9b44', u'\\u6c42', u'\\u52a0\\u5370', u'\\u6765\\u81ea', u'\\u679c\\u58f3\\u7f51\\uff09']\n",
+        "[u'\\u5e74\\u4f1a', u'\\u4e00\\u888b', u'\\u4e00\\u888b', u'\\u5c0f', u'\\u793c\\u54c1', 'feday']\n",
+        "[u'\\u6ce8\\u518c', u'\\u6709\\u70b9', u'\\u610f\\u601d', u'\\u6709\\u7528', u'\\u624b\\u673a', u'\\u968f\\u8eab\\u542c', u'\\u5185\\u5bb9', u'\\u592a', u'\\u4e30\\u5bcc', u'\\u60f3', u'\\u542c', u'\\u968f\\u624b', u'\\u5f55', u'\\u4e00\\u6bb5', u'\\u7535\\u53f0', u'\\u8d76\\u7d27', u'\\u8bd5\\u8bd5', u'\\u559c\\u9a6c\\u62c9\\u96c5', u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', 'app', u'\\u559c\\u9a6c\\u62c9\\u96c5', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
+        "[u'\\u63d0', u'\\u4e00\\u4e2a', u'\\u95ee\\u9898', u'\\u4f18\\u96c5', u'\\u4f7f\\u7528', u'\\u5c0f\\u7c73', u'\\u8def\\u7531\\u5668', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u4e07\\u4e07', u'\\u6ca1\\u60f3\\u5230', u'\\u731c\\u4e2d', u'\\u5143', u'\\u652f\\u4ed8\\u5b9d', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u73a9\\u5427']\n",
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+        "[u'\\u62bd\\u5956', u'\\u5956\\u54c1', u'\\u6536\\u5230', u'\\u6797\\u6bc5', 'bluefly', u'FEDay\\u524d\\u7aef\\u5e74\\u4f1a', u'\\u897f\\u5c71\\u5c45\\u6e38\\u620f']\n",
+        "[u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5347\\u7ea7', u'\\u798f\\u5229', u'\\u5927\\u724c', u'\\u660e\\u661f', u'\\u7b7e\\u540d', u'\\u793c', u'\\u7efc\\u827a', u'\\u95e8\\u7968', u'\\u767e\\u4e07', u'\\u73b0\\u91d1', u'\\u5238', u'\\u5347', u'\\u7b49\\u7ea7', u'\\u4eab', u'\\u7279\\u6743', u'\\u8d70\\u4e0a', u'\\u4eba\\u751f', u'\\u5dc5\\u5cf0', u'\\u9886\\u53d6', 'macbook', 'iphone', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u5173\\u5fc3', u'\\u4e94\\u4ec1', u'\\u6708\\u997c', u'\\u54ea\\u4e94\\u4ec1', u'\\u53ea\\u6c42', u'\\u8fd9\\u9053', u'\\u7535\\u5f71', u'\\u9985', u'\\u54d2', u'\\u5df2', u'\\u6293\\u72c2', u'\\u8bed\\u65e0\\u4f26\\u6b21', u'\\u544a\\u8bc9', 'nono', u'\\u5fae\\u535a\\u731c\\u7535\\u5f71']\n",
+        "[u'\\u6349\\u6025', u'\\u5361\\u5728', u'\\u8fd9\\u5173', u'\\u5feb\\u5feb', u'\\u5feb\\u5feb', u'\\u5feb\\u5feb', u'\\u4eba', u'\\u5fae\\u535a\\u731c\\u7535\\u5f71']\n",
+        "[u'\\u4eba\\u8270', u'\\u62c6', u'\\u8fd9\\u662f', u'\\u521a\\u653e\\u8bdd', u'\\u8bf4', u'\\u77e5\\u9053', u'\\u7535\\u5f71', u'\\u5728\\u7ebf', u'\\u5fae\\u535a\\u731c\\u7535\\u5f71']\n",
+        "[u'\\u4eab\\u53d7', u'\\u5b89\\u9759', u'\\u5047\\u671f', u'\\u9759\\u4e0b\\u5fc3\\u6765', u'\\u5199', u'\\u70b9', u'\\u4e1c\\u897f']\n",
+        "[u'\\u514d\\u8d39', u'\\u62a2\\u7968', u'\\u8fdb\\u884c', u'\\u65f6', u'\\u6570\\u91cf', u'\\u6709\\u9650', u'\\u9519\\u8fc7', u'\\u5c31\\u8981', u'\\u4e70\\u7968', u'\\u5f00\\u6e90', u'\\u529b\\u91cf', 'china', 'hadoop', 'summit']\n",
+        "[u'\\u542c', u'\\u5f00\\u6e90', u'\\u529b\\u91cf', u'\\u76db\\u79d1\\u5f20\\u536b\\u5cf0 \\u8bb2SDN , ']\n",
+        "[u'\\u5f00\\u6e90', u'\\u529b\\u91cf', u'\\u671f', u'\\u516c\\u5f00\\u8bfe', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u7f51\\u7edc', u'\\u865a\\u62df\\u5316', u'\\u4e2d', u'\\u5e94\\u7528', u'\\u6b63\\u5728', u'\\u8bb2', u'\\u865a\\u62df\\u5316', u'\\u65b9\\u6848', 'sdn', 'sdn', u'\\u76db\\u79d1\\u5f20\\u536b\\u5cf0']\n",
+        "[u'\\u597d', 'ovn']\n",
+        "[u'\\u5f00\\u6e90', u'\\u529b\\u91cf', u'\\u516c\\u5f00\\u8bfe', u'\\u8d8b\\u52bf', u'\\u6280\\u672f', u'\\u5256\\u6790', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u65b0\\u661f', u'\\u6b63\\u5728', u'\\u706b\\u7bad', u'\\u822c\\u7684', u'\\u901f\\u5ea6', u'\\u53d1\\u5c55', u'\\u76f8\\u5173', u'\\u751f\\u6001\\u5708', u'\\u6e10\\u5165\\u4f73\\u5883', u'\\u5f00\\u6e90', u'\\u529b\\u91cf', 'coreos', 'docker', 'coreos']\n",
+        "[u'\\u4eca\\u665a', u'\\u5f00\\u6e90', u'\\u529b\\u91cf', u'\\u671f', u'\\u516c\\u5f00\\u8bfe', u'\\u67b6\\u6784\\u8bbe\\u8ba1', u'\\u5341\\u4e2a', u'\\u5b66\\u4e60', u'\\u6b65\\u9aa4', u'\\u4e0a\\u96c6', u'\\u9ad8\\u7115\\u5802', u'\\u8001\\u5e08', u'\\u4e3b\\u8bb2']\n",
+        "[u'\\u4e00\\u4e0d\\u5c0f\\u5fc3', u'\\u5f00\\u6e90', u'\\u529b\\u91cf', u'\\u5916\\u9662', u'\\u5df2\\u7ecf', u'\\u70ed\\u95f9', u'\\u5b66\\u4e60', u'\\u5168\\u514d\\u8d39']\n",
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+        "[]\n",
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+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u7ea2\\u5305', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u65b0\\u51fa', u'\\u56e2\\u961f', u'\\u534f\\u4f5c', u'\\u5de5\\u5177', u'\\u597d', u'\\u9700\\u8981', u'\\u5c0f', u'\\u7814\\u7a76', u'\\u4e0b', u'\\u5730\\u5740', 'worktitle']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u957f\\u76f8', u'\\u91cd\\u8981', u'\\u6295\\u7ed9', u'\\u91cd\\u8981', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u5973\\u751f\\u7684\\u957f\\u76f8\\u91cd\\u8981\\u5417']\n",
+        "[u'\\u9ec4\\u91d1\\u5206\\u5272', u'\\u2015', u'\\u2015', u'\\u8bbe\\u8ba1\\u5e08', u'\\u8bbe\\u8ba1', u'\\u5229\\u5668', u'\\u8bbe\\u8ba1\\u5e08', u'\\u8bbe\\u8ba1', u'\\u603b\\u4f1a', u'\\u9047\\u5230', u'\\u95ee\\u9898', u'\\u4eba', u'\\u4e0d\\u65ad', u'\\u4fee\\u6539', u'\\u4e0d\\u65ad', u'\\u754c\\u9762', u'\\u533a\\u57df', u'\\u591a\\u5927', u'\\u5408\\u9002', u'\\u591a\\u5927', u'\\u989c\\u8272', u'\\u533a\\u95f4', u'\\u5b9a\\u4e49', u'\\u666e\\u4e16', u'\\u7f8e', u'\\u8bf4', u'\\u8bbe\\u8ba1', u'\\u4ea4\\u6d41', u'\\u4ea4\\u6d41', u'\\u5206\\u4eab', 'pk', 'icon', 'uier', u'IT\\u6280\\u672f\\u535a\\u5ba2\\u5927\\u5b66\\u4e60\\uff09']\n",
+        "[u'\\u597d', u'\\u4e1c\\u897f', u'\\u4e00\\u8d77', u'\\u5206\\u4eab', u'\\u5206\\u4eab', u'\\u6559\\u7a0b', u'\\u5f00\\u53d1', u'\\u5b9e\\u4f8b', u'\\u6587\\u4ef6', u'\\u770b\\u5427', u'\\u6765\\u81ea', 'hi', 'ios', u'\\u767e\\u5ea6\\u4e91']\n",
+        "[u'\\u4e8c\\u5341\\u4e2a', u'\\u5b66\\u4e60', u'\\u7cbe\\u901a', u'\\u7f51\\u7ad9', 'css']\n",
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+        "[u'\\u652f\\u4ed8\\u5b9d', u'\\u94b1\\u5305', u'\\u670d\\u52a1', u'\\u7a97', u'\\u540e\\u6765\\u5c45\\u4e0a', u'\\u5bf9\\u6297', u'\\u5fae\\u4fe1', u'\\u516c\\u4f17', u'\\u5e73\\u53f0']\n",
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+        "[u'\\u518d\\u89c1', u'\\u6df1\\u5733', u'\\u7d2b\\u8346', u'\\u5c71\\u5e84']\n",
+        "[u'\\u6211\\u8981', u'\\u660e\\u786e', u'\\u4e00\\u4e2a', u'\\u89c2\\u70b9', u'\\u53cd\\u5bf9', u'\\u4e2d\\u56fd', u'\\u533b\\u7597\\u673a\\u6784', u'\\u53c2\\u52a0', u'\\u56fd\\u5916', u'\\u673a\\u6784', u'\\u8425\\u5229\\u6027', u'\\u7b49\\u7ea7', u'\\u6d4b\\u8bc4', u'\\u5b8c\\u5168', u'\\u5fc5\\u8981', u'\\u4fe1\\u606f\\u5316', u'\\u5efa\\u8bbe', u'\\u4e00\\u4e2a', u'\\u6807\\u5fd7', u'\\u8fd9\\u8bdd', u'\\u8bf4']\n",
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+        "[u'\\u53c2\\u52a0', u'\\u5982\\u610f', u'\\u8bb2\\u5802']\n",
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+        "['drs', 'load', 'balancing', 'solution']\n",
+        "[u'\\u98de\\u76d8', u'\\u72d7']\n",
+        "[u'\\u6784\\u5efa', u'\\u4e00\\u4e2a', u'\\u5c0f\\u578b', u'\\u6280\\u672f\\u7ec6\\u8282', u'\\u63a2\\u8ba8', u'\\u5b9e\\u73b0', 'zoomeye', 'ri', 'org']\n",
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+        "[u'\\u8bc6\\u522b', u'\\u6307\\u7eb9', u'\\u641c\\u96c6', 'help', 'thinkphp']\n",
+        "[u'\\u6c99\\u866b', u'\\u76f8\\u5173', u'\\u5a01\\u80c1', u'\\u7efc\\u5408', u'\\u5206\\u6790', u'\\u62a5\\u544a', u'\\u5b89\\u5929', u'\\u5b9e\\u9a8c\\u5ba4', 'cve']\n",
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+        "[u'\\u7a0b\\u5e8f\\u8fd0\\u884c', u'\\u80cc\\u540e']\n",
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+        "[u'\\u5206\\u4eab', u'\\u58a8\\u8d1d\\u79d1\\u6280 \\u7684\\u6587\\u7ae0']\n",
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+        "['test']\n",
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+        "[u'\\u79d1\\u5b66\\u5bb6', u'\\u8b66\\u544a', u'\\u6d77\\u6d0b', u'\\u751f\\u6001\\u73af\\u5883', u'\\u7834\\u574f', u'\\u79d1\\u5b66\\u5bb6', u'\\u79d1\\u5b66', u'\\u671f\\u520a', u'\\u53d1\\u8868', u'\\u62a5\\u544a', u'\\u6d77\\u6d0b', u'\\u751f\\u6001\\u73af\\u5883', u'\\u7834\\u574f', u'\\u53d1\\u51fa', u'\\u8b66\\u544a']\n",
+        "[u'\\u6050\\u6016\\u5206\\u5b50', u'\\u8eb2\\u907f', u'\\u68c0\\u6d4b', u'\\u90ae\\u4ef6', u'\\u5199', u'\\u5783\\u573e\\u90ae\\u4ef6', u'\\u641c\\u5bfb', u'\\u6050\\u6016\\u5206\\u5b50', u'\\u5acc\\u7591\\u4eba', u'\\u901a\\u8baf', u'\\u4fe1\\u606f', u'\\u5927\\u89c4\\u6a21', u'\\u6536\\u96c6', u'\\u6570\\u636e', u'\\u4e00\\u7c7b', u'\\u4fe1\\u606f', u'\\u6536\\u96c6', u'\\u800c\\u4f1a', u'\\u8fc7\\u6ee4', u'\\u6389', u'\\u5783\\u573e', u'\\u4fe1\\u606f', 'nsa', 'nsa']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u53bb\\u5e74', u'\\u5220\\u9664', u'\\u8d85\\u8fc7', u'\\u4ebf\\u6761', u'\\u6709\\u5bb3\\u4fe1\\u606f', u'\\u5b98\\u65b9', u'\\u65b0\\u534e\\u7f51', u'\\u91c7\\u8bbf', u'\\u56fd\\u5bb6', u'\\u4e92\\u8054\\u7f51', u'\\u4fe1\\u606f\\u529e', u'\\u526f', u'\\u4e3b\\u4efb', u'\\u900f\\u9732', u'\\u4e2d\\u56fd', u'\\u53bb\\u5e74', u'\\u5220\\u9664', u'\\u8d85\\u8fc7', u'\\u4ebf\\u6761', u'\\u6709\\u5bb3\\u4fe1\\u606f', u'\\u76f8\\u5f53\\u4e8e', u'\\u6bcf\\u79d2', u'\\u5220\\u9664', u'\\u591a\\u6761']\n",
+        "[u'\\u5c0f\\u7c73', u'\\u8fdd\\u53cd', u'\\u8bb8\\u53ef\\u8bc1', u'\\u91c7\\u7528', u'\\u8bb8\\u53ef\\u8bc1', u'\\u4f7f\\u7528', u'\\u5185\\u6838', u'\\u8bb8\\u53ef\\u8bc1', 'gpl', 'android', 'apache', 'linux', 'gplv']\n",
+        "[u'\\u9ad8\\u5821', u'\\u5947\\u4eba', u'\\u7b2c\\u4e00\\u5b63', u'\\u8bd5\\u64ad', u'\\u5267', u'\\u4e0a\\u6620', u'\\u4e9a\\u9a6c\\u900a', u'\\u53d1\\u5e03', u'\\u90e8', u'\\u539f\\u521b', u'\\u5267', u'\\u8bd5\\u64ad', u'\\u5267', u'\\u7528\\u6237', u'\\u53cd\\u9988', u'\\u51b3\\u5b9a', u'\\u662f\\u5426', u'\\u8ba2\\u8d2d', u'\\u5168\\u5267']\n",
+        "[u'\\u65b0\\u534e\\u7f51', u'\\u5012\\u5976', u'\\u8d44\\u672c\\u4e3b\\u4e49', u'\\u5012\\u5976', u'\\u672c\\u8d28\\u533a\\u522b', u'\\u7406\\u8bba', u'\\u56ed\\u5730', u'\\u5199\\u9053', u'\\u65b0\\u534e\\u7f51', u'\\u4e2d\\u56fd', u'\\u591a\\u5730', u'\\u51fa\\u73b0', u'\\u5976\\u519c', u'\\u5012\\u5976', u'\\u4e8b\\u4ef6', u'\\u53d1\\u8868', u'\\u4e13\\u5bb6', u'\\u8bc4\\u8bba']\n",
+        "[u'\\u6f84\\u6e05', u'\\u8a00\\u8bba', u'\\u65b0\\u897f\\u5170', u'\\u5965\\u514b\\u5170', u'\\u4e3e\\u529e', u'\\u5f00\\u6e90', u'\\u4f1a\\u8bae', u'\\u4e0a\\u79f0', u'\\u4eba', u'\\u4ee5\\u4e3a', u'\\u597d\\u4eba', u'\\u53d1\\u73b0', u'\\u4e4b\\u540e', u'\\u611f\\u5230', u'\\u9707\\u60ca', 'linus', 'torvalds', 'linus', 'torvalds', 'linux', 'conf', 'au', 'conference']\n",
+        "[u'\\u5e74', u'\\u8bb0\\u5f55', u'\\u4ee5\\u6765', u'\\u6700\\u70ed', u'\\u4e00\\u5e74', u'\\u5ba3\\u5e03', u'\\u5e74', u'\\u4eea\\u5668', u'\\u6e29\\u5ea6', u'\\u8bb0\\u5f55', u'\\u4e2d', u'\\u6700', u'\\u70ed', u'\\u4e00\\u5e74', u'\\u8d85\\u8fc7', u'\\u4e4b\\u524d', u'\\u8bb0\\u5f55', u'\\u4fdd\\u6301\\u8005', u'\\u5e74', u'\\u5e74', 'nasa', 'noaa']\n",
+        "[u'\\u62cd\\u6444', u'\\u4e00\\u6bb5', u'\\u5c0f\\u89c6\\u9891', u'\\u300e', u'\\u300f', u'\\u7785', u'\\u4e00\\u4e0b', 'yowo', 'drug']\n",
+        "[u'\\u8bbe\\u8ba1', u'\\u65b9\\u6cd5\\u8bba', 'web', 'api']\n",
+        "[]\n",
+        "[u'\\u6211\\u521a', u'\\u62cd', u'\\u4e00\\u6bb5', u'\\u70b9\\u5f00', u'\\u770b\\u770b', u'\\u5f55\\u5236', 'mv', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u67e5\\u770b', u'\\u5173\\u7cfb', 'python', 'obj']\n",
+        "[]\n",
+        "[u'\\u7f57\\u80d6', u'\\u66f0', u'\\u7ea6', u'\\u559c\\u6b22', u'\\u542c\\u542c', u'\\u5206\\u4eab', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
+        "[u'\\u8fd1\\u65e5', u'\\u56fd\\u9645', u'\\u6743\\u5a01', u'\\u54a8\\u8be2\\u673a\\u6784', u'\\u53d1\\u5e03', u'\\u5e74', u'\\u9b54\\u529b', u'\\u8c61\\u9650', u'\\u62a5\\u544a', u'\\u5e74', u'\\u9b54\\u529b', u'\\u8c61\\u9650', u'\\u5165\\u9009', u'\\u5382\\u5546', u'\\u7ade\\u4e89', u'\\u6fc0\\u70c8', u'\\u5e74\\u5ea6', u'\\u5bb6', u'\\u51cf\\u5c11', u'\\u4e3a\\u5bb6', u'\\u9762\\u5bf9', u'\\u4e25\\u5cfb', u'\\u73af\\u5883', u'\\u7eff\\u76df', u'\\u79d1\\u6280', u'\\u7b2c\\u4e09\\u6b21', u'\\u5165\\u9009', u'\\u9b54\\u529b', u'\\u8c61\\u9650', u'\\u8be6\\u60c5', 'gartner', 'ips', 'ips', 'gartner', 'ips', u'\\u7eff\\u76dfNIPS']\n",
+        "[u'\\u559c\\u8baf', u'\\u5e74', u'\\u4e2d\\u56fd\\u7535\\u4fe1\\u96c6\\u56e2', u'\\u96c6', u'\\u91c7\\u4e2d', u'\\u7eff\\u76df', u'\\u79d1\\u6280', u'\\u6b3e', u'\\u4ea7\\u54c1', u'\\u8868\\u73b0', u'\\u4f18\\u5f02', u'\\u5168\\u90e8', u'\\u5165\\u56f4', u'\\u8be6\\u60c5', u'\\u731b', u'\\u6233', 'ads', 'ips', 'fw', 'waf', u'\\u7535\\u4fe1\\u96c6\\u91c7']\n",
+        "[u'\\u516c\\u5b89\\u90e8', u'\\u7b2c\\u4e09', u'\\u7814\\u7a76\\u6240', u'\\u8054\\u624b', u'\\u5305\\u62ec', u'\\u7eff\\u76df', u'\\u79d1\\u6280', u'\\u6df1', u'\\u4fe1\\u670d', u'\\u79d1\\u6280', u'\\u7f51\\u795e', u'\\u5728\\u5185', u'\\u56fd\\u5185\\u5b89\\u5168', u'\\u5382\\u5546', u'\\u5386\\u65f6', u'\\u5171\\u540c', u'\\u5236\\u5b9a', u'\\u9002\\u7528', u'\\u6211\\u56fd', u'\\u7f51\\u7edc', u'\\u73af\\u5883', u'\\u4e0b\\u4e00\\u4ee3', u'\\u9632\\u706b\\u5899', u'\\u6807\\u51c6', u'\\u7b2c\\u4e8c\\u4ee3', u'\\u9632\\u706b\\u5899', u'\\u6807\\u51c6', u'\\u5e74\\u6708\\u65e5', u'\\u4e0b\\u5348', u'\\u5317\\u4eac', u'\\u56fd\\u5bb6', u'\\u4f1a\\u8bae', u'\\u4e2d\\u5fc3', u'\\u6b63\\u5f0f', u'\\u53d1\\u5e03', u'\\u7eff\\u76df', u'\\u79d1\\u6280', u'\\u5168\\u7a0b', u'\\u5173\\u6ce8', u'\\u53c2\\u4e0e', u'\\u672c\\u6b21', u'\\u53d1\\u5e03', u'\\u8be6\\u89c1', u'\\u7b2c\\u4e8c\\u4ee3\\u9632\\u706b\\u5899\\u6807\\u51c6']\n",
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+        "[u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u6700\\u65b0', u'\\u5206\\u7ec4', u'\\u56fe', u'\\u4e0d\\u5fcd', u'\\u72ec\\u4eab', u'Azure\\u9762\\u9762\\u89c2']\n",
+        "[u'\\u771f\\u725b', u'\\u63a8\\u51fa', u'\\u7cfb\\u5217', u'\\u6700\\u5927', u'\\u5185\\u5b58', u'\\u76ee\\u524d', u'\\u53ea', u'\\u652f\\u6301', u'\\u7f8e\\u897f', 'ms', 'azure', 'vm', 'datacenter', u'Azure\\u9762\\u9762\\u89c2']\n",
+        "[u'\\u6211\\u521a', u'\\u66f4\\u65b0', u'\\u65b0\\u6d6a', u'\\u2460', u'\\u6587\\u4ef6\\u5939', u'\\u65b0\\u589e', u'\\u4e00\\u952e', u'\\u4e0b\\u8f7d', u'\\u529f\\u80fd', u'\\u2461', u'\\u65b0\\u589e', u'\\u6587\\u4ef6\\u6279\\u91cf', u'\\u516c\\u5f00', u'\\u5206\\u4eab', u'\\u2462', u'\\u538b\\u7f29\\u5305', u'\\u6587\\u4ef6', u'\\u65b0\\u589e', u'\\u89e3\\u538b', u'\\u9884\\u89c8', u'\\u529f\\u80fd', u'\\u2463', u'\\u7f51\\u76d8', u'\\u4e3b\\u9875', u'\\u65b0\\u589e', u'\\u5206\\u4eab', u'\\u529f\\u80fd', u'\\u5feb\\u6765', u'\\u4e00\\u8d77', u'\\u4f53\\u9a8c', u'\\u5fae\\u76d8', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', u'\\u5fae\\u76d8Android\\u5ba2\\u6237\\u7aefV3.3.0']\n",
+        "[u'\\u5206\\u4eab', u'\\u4eba\\u7269 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab', u'\\u6211\\u7684\\u5370\\u8c61\\u7b14\\u8bb0']\n",
+        "[u'\\u7f8e\\u56e2', u'\\u63a8\\u8350', u'\\u7b97\\u6cd5', u'\\u5b9e\\u8df5', u'\\u7f8e\\u56e2', u'\\u6280\\u672f', u'\\u56e2\\u961f', u'\\u6211\\u7684\\u5370\\u8c61\\u7b14\\u8bb0 (\\u8bc4\\u8bba\\u7ed9', u'\\u7f8e\\u56e2\\u6280\\u672f\\u56e2\\u961f']\n",
+        "[u'\\u6211\\u521a', u'\\u53c2\\u52a0', u'\\u7f51\\u76d8', u'\\u7a7a\\u95f4', u'\\u9886', u'\\u6ce8\\u518c', u'\\u83b7', u'\\u771f\\u6b63', u'\\u65e0\\u9650', u'\\u6c38\\u4e45', u'\\u7a7a\\u95f4', u'\\u81ea\\u52a8', u'\\u589e\\u957f', u'\\u5f15\\u7206', u'\\u4e91', u'\\u65f6\\u4ee3', u'\\u901f\\u5ea6', u'\\u53c2\\u4e0e', 'tb', u'115\\u7f51\\u76d8']\n",
+        "[u'\\u60b2\\u4f24', u'\\u7ed3\\u5c40']\n",
+        "[u'\\u524d', u'\\u76ee\\u7684\\u5730', u'\\u8bc4\\u5206']\n",
+        "[u'\\u5206\\u4eab', u'\\u6797\\u6c9b\\u6ee1 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\u7504', u'\\u5b1b', u'\\u62d0\\u4e2a', u'\\u7687\\u5e1d', u'\\u56de', u'\\u73b0\\u4ee3', u'\\u4e8c\\u70ae', u'\\u624b', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
+        "[u'\\u65e9\\u9910']\n",
+        "[u'\\uf62d', u'\\u52a0\\u73ed']\n",
+        "[u'\\u665a\\u996d']\n",
+        "[u'\\u6211\\u8981', u'\\u5403\\u6389']\n",
+        "['airbus', 'sky', 'see']\n",
+        "[u'\\u6676\\u83b9']\n",
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+        "[]\n",
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+        "[]\n",
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+        "[u'\\u8def', u'\\u4e00\\u4e2a', u'\\u521b\\u4e1a\\u9879\\u76ee', u'\\u5f97\\u5230', u'\\u6295\\u8d44', u'\\u9884\\u8a00', u'\\u6210\\u529f', u'\\u770b\\u770b', 'ajax', 'lu', u'\\u77e5\\u4e4e \\u56de\\u7b54\\u4e86\\u95ee\\u9898: AJAX']\n",
+        "[u'\\u8fd9\\u662f', u'\\u4e00\\u672c', u'\\u5165\\u95e8\\u7ea7', u'\\u597d\\u4e66']\n",
+        "[u'\\u9047\\u89c1', u'\\u5973\\u795e', u'\\u5973\\u4eba', u'\\u6765\\u8bf4', u'\\u613f\\u610f', u'\\u60f3\\u5230', u'\\u5973\\u795e', u'\\u6765\\u8bf4', u'\\u7b49\\u4e00\\u7b49', u'\\u518d', u'\\u653e\\u5f03', u'\\u653e\\u5f03', u'\\u4e4b\\u540e', u'\\u53d1\\u73b0', u'\\u673a\\u4f1a', u'\\u5973\\u795e', u'\\u5374', u'\\u65e9\\u5df2', u'\\u4e60\\u60ef', u'\\u9752\\u6625', u'\\u6d6a\\u8d39', u'\\u7ae5\\u8bdd', u'\\u91cc', u'\\u7b2c\\u4e8c\\u58f0', u'\\u9a97\\u4eba', u'\\u4eba\\u751f', u'\\u592a', u'\\u5c3c\\u739b', u'\\u77ed\\u6682', u'\\u518d', u'\\u75af\\u72c2', u'\\u59b9\\u5b50']\n",
+        "[u'\\u5f81\\u5a5a', u'\\u8981\\u6c42', u'\\u5e74', u'\\u9ec4\\u6e90\\u5c0f\\u7ae5\\u978b']\n",
+        "[u'\\u4e0d\\u89c1', u'\\u4e0d\\u65ad', u'\\u4f18\\u5316', u'\\u7231', u'\\u4e0d\\u7231', u'\\u4e0d\\u65ad\\u6539\\u8fdb', u'\\u5237', u'\\u4e0d\\u5237', u'\\u6bcf\\u5468', u'\\u66f4\\u65b0', u'\\u4e00\\u8d77', u'\\u5237\\u673a', u'\\u76f8\\u7231', u'\\u5bc2\\u9759', u'\\u6b22\\u559c', u'\\u6211\\u521a', u'\\u5347\\u7ea7', u'\\u6700\\u65b0\\u7248', u'\\u4f53\\u9a8c', u'\\u4ece\\u672a\\u6709\\u8fc7', u'\\u611f\\u89c9', 'miui', 'miui', 'miui', 'miui', 'miui', 'khhcnbh', u'MIUI\\u66f4\\u65b0']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u4e1c\\u65b9', u'\\u8d22\\u5bcc', u'\\u5e74\\u7ec8', u'\\u7406\\u8d22', u'\\u76db\\u5178', u'\\u9886', u'\\u5e74\\u7ec8', u'\\u5927\\u7ea2\\u5305', u'\\u6536\\u76ca', u'\\u7ffb\\u500d', u'\\u7ea2\\u5305', u'\\u9650\\u91cf', u'\\u62a2', u'\\u5b8c', u'\\u5373\\u6b62', u'\\u731b', u'\\u6233', u'\\u7f51\\u5740', u'\\u53c2\\u4e0e']\n",
+        "[u'\\u8fd9\\u5468', u'\\u6709\\u4e2a', u'\\u9ad8\\u901f', u'\\u4e0a\\u7f51', u'\\u571f\\u8c6a', u'\\u8bbe\\u5907', u'\\u63a5\\u5165', u'\\u5c0f\\u7c73', u'\\u8def\\u7531\\u5668', u'\\u4e0a\\u7f51', u'\\u901f\\u5ea6', u'\\u55f7\\u55f7', u'\\u8fd9\\u9178\\u723d', u'\\u4e0d\\u6562\\u76f8\\u4fe1']\n",
+        "[u'\\u5237\\u673a', u'\\u6700', u'\\u8981\\u7d27', u'\\u5f00\\u5fc3', u'\\u996d', u'\\u4e71', u'\\u5403', u'\\u673a\\u4e0d', u'\\u4e71\\u5237', u'\\u5237', u'\\u5237', u'\\u4e00\\u7fa4', u'\\u53d1\\u70e7\\u53cb', u'\\u4e00\\u8d77', u'\\u5237\\u5237', u'\\u673a', u'\\u5347', u'\\u5347\\u7ea7', u'\\u4eba\\u751f', u'\\u591a\\u4e2a', u'\\u5341\\u5e74', u'\\u6700', u'\\u8981\\u7d27', u'\\u75db\\u5feb', u'\\u6211\\u521a', u'\\u5347\\u7ea7', u'\\u6700\\u65b0', 'miui', 'miui', 'miui', 'khhcnbl', u'MIUI\\u66f4\\u65b0']\n",
+        "[u'\\u5c0f\\u7c73', u'\\u5546\\u57ce', u'\\u53c2\\u52a0', u'\\u6d3b\\u52a8', u'\\u83b7\\u5f97', u'\\u4e00\\u5f20', u'\\u522e\\u522e\\u5361', u'\\u62fc', u'\\u4eba\\u54c1', u'\\u522e\\u51fa', u'\\u5c0f\\u7c73', u'\\u624b\\u673a', u'\\u7801', u'\\u8d5e', u'\\u544a\\u8bc9', u'\\u8bd5\\u8bd5', 'rp']\n",
+        "[u'\\u6253\\u8f66', u'\\u4ebf', u'\\u7ea2\\u5305', u'\\u5feb\\u4e50', u'\\u9001', u'\\u80fd\\u7528', u'\\u7ea2\\u5305', u'\\u771f\\u8bda', u'\\u610f', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u4e50\\u661f\\u671f\\u4e94', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
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+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u65b0', u'\\u7cfb\\u7edf', 'mac']\n",
+        "[u'\\u65b0', u'\\u7cfb\\u7edf', u'\\u597d\\u7528', u'\\u65b9\\u4fbf', 'mac', 'yosemite']\n",
+        "[u'\\u53ef\\u60dc', u'\\u65b0\\u95fb', u'\\u8bf4', u'\\u8fd9\\u573a', u'\\u60b2\\u5267', u'\\u91cc', u'\\u4eba', u'\\u8d62\\u5bb6', u'\\u590d\\u65e6\\u6295\\u6bd2\\u6848\\u5224\\u51b3']\n",
+        "[u'\\u5c0f\\u51b0 \\u4f60\\u77e5\\u9053Cubegun']\n",
+        "[u'\\u5c0f\\u51b0 \\u4f60\\u77e5\\u9053Cubegun']\n",
+        "[u'\\u8001\\u8d75', u'\\u6700\\u8fd1', u'\\u600e\\u4e48\\u56de\\u4e8b', u'\\u5c0f\\u51b0']\n",
+        "[u'\\u8d75\\u672c\\u5c71', u'\\u6700\\u8fd1', u'\\u600e\\u4e48\\u56de\\u4e8b', u'\\u5c0f\\u51b0']\n",
+        "[u'\\u5728\\u5bb6', u'\\u95f7', u'\\u51e0\\u5929', u'\\u5e74']\n",
+        "[u'\\u58a8\\u897f\\u54e5', u'\\u91cd\\u542f', u'\\u4ebf\\u7f8e\\u5143', u'\\u9ad8\\u94c1', u'\\u62db\\u6807', u'\\u4e2d\\u65b9', u'\\u79f0\\u82e5', u'\\u51fa\\u5c40', u'\\u7d22\\u8d54', u'\\u6211\\u6709\\u8bdd\\u8bf4']\n",
+        "[u'\\u56af', u'\\u53f7', u'\\u7ebf', u'\\u9e1f\\u67aa\\u6362\\u70ae']\n",
+        "[u'\\u4f55\\u4ee5\\u7b19\\u7bab\\u9ed8']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u59da\\u8d1d\\u5a1c']\n",
+        "[u'\\u521a\\u521a', u'\\u5f00\\u901a', u'\\u529f\\u80fd', u'\\u884c\\u884c\\u597d', u'\\u6253\\u8d4f', u'\\u6211\\u70b9', u'\\u8bf4\\u5b9e\\u8bdd', u'\\u51e0\\u5e74', u'\\u94b1', u'\\u5fae\\u535a\\u4e0a', u'\\u8d4f', u'\\u8ba4\\u4e3a', u'\\u6700', u'\\u73cd\\u8d35', u'\\u5fae\\u535a\\u6253\\u8d4f']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u597d\\u9669', u'\\u5dee\\u70b9', u'\\u5dee\\u70b9', u'\\u758f\\u5ffd', u'\\u94b1\\u5305', u'\\u641e', u'\\u4e22', u'\\u5c4e', u'\\u5757', u'\\u6491', u'\\u6708\\u5e95']\n",
+        "[u'\\u65cb\\u8f6c', u'\\u98de\\u6905', u'\\u611f\\u8c22', u'\\u6574\\u4e2a', u'\\u4e16\\u754c', u'\\u65cb\\u8f6c', u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u65cb\\u8f6c', u'\\u98de\\u6905', u'\\u5c01\\u9762', u'\\u56fe', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u9ed8\\u8ba4', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u592a\\u7a7a', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u5f39\\u94a2\\u7434', u'\\u5c0f\\u8001\\u9f20', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5', u'\\u5c01\\u9762\\u56fe']\n",
+        "[u'\\u521a\\u6362', u'\\u60c5\\u8ff7', u'\\u5b9d\\u4e3d\\u6765', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u4fdd\\u62a4', u'\\u5317\\u51b0\\u6d0b', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u65b0\\u5e74', u'\\u95f9\\u6625', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u98ce\\u8f7b\\u4e91\\u6de1', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u6f13\\u5f69', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u65b0\\u5e74', u'\\u95f9\\u6625', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u5e78\\u798f', u'\\u8eab\\u8fb9', u'\\u6a21\\u677f', u'\\u6652\\u51fa', u'\\u5c0f', u'\\u5e78\\u798f', u'\\u53d1\\u73b0', u'\\u8eab\\u8fb9', u'\\u7f8e\\u597d', u'\\u7231', u'\\u8513\\u5ef6\\u5230', u'\\u5fae\\u535a', u'\\u8eab\\u8fb9']\n",
+        "[u'\\u521a\\u6362', u'\\u7ed3\\u5a5a', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u98ce\\u8f7b\\u4e91\\u6de1', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u4fdd\\u62a4', u'\\u5317\\u51b0\\u6d0b', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u65b0\\u5e74', u'\\u95f9\\u6625', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u98ce\\u8f7b\\u4e91\\u6de1', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u65b0\\u5e74', u'\\u95f9\\u6625', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u65b0\\u5e74', u'\\u95f9\\u6625', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u6f2b\\u753b', u'\\u8d85', u'\\u597d\\u770b']\n",
+        "[u'\\u6f2b\\u753b', u'\\u8d85', u'\\u597d\\u770b']\n",
+        "[u'\\u8001\\u670b\\u53cb', u'\\u5fae\\u4fe1', u'\\u670b\\u53cb\\u5708', u'\\u53d1\\u4e86', u'\\u5e74', u'\\u56fe\\u7247', u'\\u5f88\\u60f3', u'\\u77e5\\u9053', u'\\u516c\\u53f8', u'\\u4e0d\\u60f3', u'\\u95ee', u'\\u95f4\\u8c0d', u'\\u5de5\\u4f5c', u'\\u56fe\\u7247', u'\\u6587\\u5b57', u'\\u4fe1\\u606f', u'\\u767e\\u5ea6', u'\\u91cc', u'\\u641c\\u7d22', u'\\u65e0\\u679c', u'\\u5fae', u'\\u535a\\u91cc', u'\\u641c\\u7d22', u'\\u627e\\u5230', u'\\u76f8\\u4f3c', u'\\u56fe\\u7247', u'\\u5fae\\u535a', u'\\u6761\\u5fae\\u535a', u'\\u7cbe\\u51c6', u'\\u627e\\u5230', u'\\u7b54\\u6848', u'\\u611f\\u89c9', u'\\u597d\\u6d41']\n",
+        "[u'\\u521a\\u6362', u'\\u65b0\\u5e74', u'\\u95f9\\u6625', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u5e78\\u798f', u'\\u8eab\\u8fb9', u'\\u6a21\\u677f', u'\\u6652\\u51fa', u'\\u5c0f', u'\\u5e78\\u798f', u'\\u53d1\\u73b0', u'\\u8eab\\u8fb9', u'\\u7f8e\\u597d', u'\\u7231', u'\\u8513\\u5ef6\\u5230', u'\\u5fae\\u535a', u'\\u8eab\\u8fb9']\n",
+        "[u'\\u521a\\u6362', u'\\u9ed8\\u8ba4', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u65b0\\u5e74', u'\\u95f9\\u6625', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u54c8\\u54c8\\u54c8']\n",
+        "[u'\\u9752\\u6625', u'\\u8c8c\\u7f8e', u'\\u5c0f\\u871c']\n",
+        "[u'\\u98d8\\u9999', u'\\u6c34\\u716e\\u9c7c', u'\\u4eb2\\u81ea\\u76d1\\u53a8']\n",
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+        "[u'\\u4ece\\u5927', u'\\u4e00\\u5230', u'\\u73b0\\u5728', u'\\u6bcf\\u6b21', u'\\u8003\\u8bd5', u'\\u6000\\u7591', u'\\u8fd9\\u6b21', u'\\u771f\\u7684', u'\\u5982\\u613f\\u4ee5\\u507f', u'\\u660e\\u663e', u'\\u8001\\u5e08', u'\\u7ed9\\u9762\\u5b50', u'\\u5173\\u952e', u'\\u8865\\u8003', u'\\u6ca1\\u8fc7', u'\\u4e0b\\u5b66\\u671f', u'\\u8bfe', u'\\u7b2c\\u4e00\\u6b21', u'\\u96be\\u514d', u'\\u6709\\u70b9', u'\\u5c0f', u'\\u6fc0\\u52a8', 'fuck']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u9752\\u5e74', u'\\u5927\\u8d5b', u'\\u592a', u'\\u9ad8\\u5927', u'\\u4e00\\u7b49\\u5956', u'\\u4e07', 'app']\n",
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+        "[u'\\u5934\\u75db']\n",
+        "[u'\\u4eca\\u5929', u'\\u6b63\\u5e38', u'\\u4e0a\\u73ed', u'\\u5e78\\u8fd0']\n",
+        "[u'\\u4eba', u'\\u633a', u'\\u8f66\\u4e0a']\n",
+        "[u'\\u51b2\\u523a', u'\\u751f\\u6d3b', u'\\u4eba', u'\\u7d27\\u5f20']\n",
+        "[u'\\u9e1f\\u54e5', u'\\u5206\\u4eab', u'Laruence \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5927\\u8fde', u'\\u6e56\\u5357\\u53f0', 'kasaquan']\n",
+        "[u'\\u52a0\\u5165', u'\\u5c5e\\u4e8e', u'\\u5b66\\u751f', u'\\u534f\\u4f5c', u'\\u4ea4\\u6d41\\u5e73\\u53f0', u'\\u5c0f\\u4f19\\u4f34', u'\\u5b9e\\u73b0', u'\\u6700', u'\\u65b9\\u4fbf', u'\\u6c9f\\u901a', u'\\u4e00\\u8d77', u'\\u641e\\u5b9a', u'\\u4e8b\\u513f', u'\\u521b\\u5efa', u'\\u5c0f\\u7ec4', u'\\u5c0f\\u4f19\\u4f34', u'\\u5708', 'colorwork', 'colorwork']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
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+        "[u'\\u4e2d\\u5174', u'\\u89c9\\u5f97', u'\\u7092\\u4f5c', u'\\u6bd4\\u8f83', u'\\u5931\\u8d25', u'\\u8bdd\\u9898', u'\\u91cc', u'\\u4f17\\u591a', u'\\u6587\\u7ae0', u'\\u6c34\\u519b', u'\\u8bc4\\u8bba', u'\\u4f4e\\u8c03', u'\\u6367', u'\\u63d0\\u53ca', u'\\u4ea7\\u54c1', u'\\u55b7\\u7fd4', u'\\u7c73', u'\\u6d77\\u62a5', u'\\u63d0', u'\\u552f\\u72ec', u'\\u76f8\\u5173', u'\\u7092\\u4f5c', u'\\u535a', u'\\u63d0\\u5230', u'\\u8bc4\\u8bba', u'\\u5237', u'\\u7fd4\\u7c73', u'\\u7092\\u4f5c', u'\\u65f6', u'\\u9a71\\u52a8\\u4e4b\\u5bb6', u'\\u5b98\\u5a92', u'\\u501f\\u7740', u'\\u65e0', u'\\u8fb9\\u6846', u'\\u8bdd\\u9898', u'\\u7092', u'\\u6628\\u5929', u'\\u6cc4\\u9732', u'\\u56fe', u'\\u86c6\\u5bb6', u'\\u5f15\\u7528', u'\\u7092\\u4f5c', u'\\u4e2d\\u5174', u'\\u6012\\u5237', u'\\u6d77\\u62a5', u'\\u9189', 'nubia', 'kol', 'ces', 'bot', 'note', u'\\u65e0\\u8fb9\\u6846\\u624b\\u673a', u'\\u5305\\u5b50\\u73a9\\u673a']\n",
+        "[u'\\u8f93']\n",
+        "[u'\\u63a8\\u8350', u'\\u7535\\u5f71', u'\\u75be\\u901f', u'\\u8ffd\\u6740', u'\\u706b\\u7206', u'\\u5dee\\u70b9', u'\\u8ba4\\u51fa', u'\\u57fa\\u52aa', u'\\u91cc\\u7ef4\\u65af', 'john', 'wick']\n",
+        "[u'\\u5929\\u671d', u'\\u793e\\u4ea4', u'\\u7f51\\u7edc', u'\\u793e\\u4f1a', u'\\u7f29\\u5f71', u'\\u53cd\\u6620', u'\\u5ba2\\u89c2', u'\\u95ee\\u9898', u'\\u4f5c\\u6076', u'\\u6210\\u672c', u'\\u592a\\u4f4e\\u4e14', u'\\u4fe1\\u7528', u'\\u673a\\u5236', u'\\u5065\\u5168', u'\\u4e3b\\u89c2', u'\\u6211\\u515a', u'\\u63d0\\u5021', u'\\u591a\\u5e74', u'\\u8bda\\u4fe1', u'\\u53ef\\u60dc', u'\\u5f53\\u505a', u'\\u53e3\\u53f7', u'\\u558a', u'\\u5b8c\\u5168', u'\\u5f53\\u6210', u'\\u4fe1\\u4ef0', u'\\u5e95\\u7ebf']\n",
+        "[u'\\u770b\\u6210', u'\\u9b3c', u'\\u5954\\u8dd1\\u5427\\u5144\\u5f1f\\u5927\\u7535\\u5f71', u'\\u5954\\u8dd1\\u5427\\u5927\\u5144\\u5f1f\\u7535\\u5f71']\n",
+        "[u'\\u4e2d\\u56fd\\u961f', u'\\u4e9a\\u6d32\\u676f', u'\\u5c0f\\u7ec4\\u8d5b', u'\\u4e09\\u8fde\\u80dc', u'\\u5c0f\\u7ec4\\u7b2c\\u4e00', u'\\u51fa\\u7ebf', u'\\u521b\\u9020', u'\\u5386\\u53f2', u'\\u5c24\\u5176', u'\\u9006\\u8f6c', u'\\u4e4c\\u5179\\u522b\\u514b\\u65af\\u5766', u'\\u5e74', u'\\u6ca1\\u89c1', u'\\u4e2d\\u56fd\\u961f', u'\\u9006\\u8f6c', u'\\u53d6\\u80dc']\n",
+        "[]\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5de5\\u5177', u'\\u732b', u'\\u9b54\\u76d2', u'\\u63a8\\u8350', 'rar', u'\\u5fae\\u76d8', u'\\u5de5\\u5177\\u732b-gainover']\n",
+        "['cve', 'redhat', 'patch', u'GHOST Vulnerability']\n",
+        "[u'\\u6700\\u540e', u'\\u4e00\\u4e2a']\n",
+        "[u'\\u6700\\u540e', u'\\u4e00\\u4e2a']\n",
+        "[]\n",
+        "[u'\\u795d', u'\\u597d\\u8fd0']\n",
+        "[u'\\u665a\\u5b89']\n",
+        "[u'\\u5fc3\\u585e\\u5230', u'\\u54ed']\n",
+        "[u'\\u665a\\u5b89']\n",
+        "[u'\\u53f7', u'\\u970d\\u6bd4\\u7279', u'\\u4eba', u'\\u9996\\u6620', u'\\u51e0\\u4e2a', u'\\u518d', u'\\u7ea6', u'\\u4e00\\u53d1', u'\\u9ad8', u'\\u7329\\u7329', u'\\u661f\\u661f']\n",
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+        "[u'\\u4e8b\\u5148', u'\\u6253\\u8fc7', u'\\u811a\\u672c', u'\\u91cc\\u9762', u'\\u518d', u'\\u6253\\u4f1a', u'\\u5bfc\\u81f4', u'\\u62a5', u'\\u5947\\u602a', u'\\u9519\\u8bef', 'commit', 'tag', 'tag', 'deploy', u'\\u98a0\\u5012\\u7684\\u963f\\u5361\\u6797\\u578b\\u6b21\\u5143']\n",
+        "[u'\\u8fd9\\u4e0b', u'\\u5e94\\u8be5', u'\\u6ca1\\u4eba', u'\\u5410', u'\\u69fd', u'\\u684c\\u9762', u'\\u4e71']\n",
+        "[u'\\u665a\\u5b89', u'\\u54af']\n",
+        "[u'\\u5b8c\\u5b8c\\u5168\\u5168', u'\\u5f7b\\u5f7b\\u5e95\\u5e95']\n",
+        "[u'\\u665a\\u5b89', u'\\u54af']\n",
+        "[u'\\u5e72', u'\\u4e9b']\n",
+        "[u'\\u540c\\u5b66', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u77e5\\u9053', u'\\u65b9\\u6ee8\\u5174', u'\\u4e8b', u'\\u968f\\u53e3', u'\\u8bf4', u'\\u53e5', u'\\u795d', u'\\u75c5\\u9b54', u'\\u65e9\\u65e5', u'\\u6218\\u80dc', u'\\u6821\\u957f', u'\\u8bf4', u'\\u591a\\u5927\\u4ec7', 'gfw']\n",
+        "[u'\\u665a\\u5b89']\n",
+        "[u'\\u98de\\u6765\\u98de\\u53bb', 'hololens']\n",
+        "[u'\\u665a\\u5b89']\n",
+        "[u'\\u665a\\u5b89']\n",
+        "[u'\\u5f02\\u5e38', u'\\u6124\\u6012', u'\\u5475\\u5475']\n",
+        "[u'\\u5b9e\\u9a8c', u'\\u5f97\\u5230', u'\\u8c1c', u'Henry_xaml']\n",
+        "[u'\\u7761']\n",
+        "[u'\\u731c\\u731c', u'\\u7f16\\u8bd1', u'\\u660e\\u5929', u'\\u671f\\u672b\\u8003\\u8bd5', u'\\u98a0\\u5012\\u7684\\u963f\\u5361\\u6797\\u578b\\u6b21\\u5143', u'\\u4e00\\u6294\\u5b66\\u6e23']\n",
+        "[u'\\u665a\\u5b89']\n",
+        "[u'\\u4e03\\u53ea\\u5c0f\\u9e211997']\n",
+        "[u'\\u5f00\\u901a', u'\\u7f51\\u6613', u'\\u4ee5\\u540e', u'\\u5199\\u5199', u'\\u6587\\u7ae0', u'\\u53d1\\u53d1\\u56fe', u'\\u5730\\u5740', 'lofter', 'lofter']\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u8bf4', u'\\u633a', u'\\u8bf7', u'\\u5148', u'\\u7b49\\u4e00\\u7b49', u'\\u518d', u'\\u653e\\u5f03']\n",
+        "[]\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
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+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u771f', u'\\u96be\\u641e']\n",
+        "[u'\\u8d5e', u'\\u57df\\u540d', u'\\u6ca1\\u4eba', u'\\u62a2\\u6ce8']\n",
+        "[u'\\u5fae\\u535a', u'\\u7b49\\u7ea7', u'\\u5347\\u7ea7', u'\\u60ca\\u559c', u'\\u6210\\u957f', u'\\u793c', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u5c0f\\u4f19\\u4f34', u'\\u901f\\u6765', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u5f3a\\u8feb\\u75c7', u'\\u4f24\\u4e0d\\u8d77', u'\\u753b\\u6761', u'\\u76f4\\u7ebf', u'\\u6123', u'\\u611f\\u89c9', u'\\u6b6a', 'shift']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\xa0', u'\\xa0', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50', 'beatles', 'hey', 'jude']\n",
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+        "[u'\\u4eba', u'\\u973e', u'\\u9014', u'\\u8d3e\\u6a1f\\u67ef', u'\\u77ed\\u7247', u'\\u4f5c\\u54c1', u'\\u597d\\u538b\\u6291']\n",
+        "['kenneth', 'love', 'getting', 'started', 'django', 'crash', 'course', 'pycon']\n",
+        "[u'\\u53f2\\u4e0a', u'\\u6700\\u5f37', u'\\u81ea\\u52d5\\u5316', u'\\u6a5f\\u5668', u'\\u4eba', u'\\u624b\\u6559\\u5b78', 'workflow', 'ios', 'app']\n",
+        "['top', 'articles']\n",
+        "[u'\\u626b\\u76f2', u'\\u73ed', 'mixin']\n",
+        "[u'\\u65e5\\u62a5', 'python']\n",
+        "['implementation', 'forgot', 'reset', 'password', 'feature', 'django']\n",
+        "[u'\\u4f7f\\u7528', u'\\u521b\\u5efa', 'django', 'blog']\n",
+        "['py', 'must', 'watch']\n",
+        "['django', 'server', 'build', 'centos', 'hosted', 'linode']\n",
+        "['introduction', 'securing', 'linux', 'vps']\n",
+        "[u'\\u767e\\u5ea6', u'\\u7ecf\\u9a8c']\n",
+        "['emc', 'community', 'network']\n",
+        "['good', 'time', 'django', 'dev']\n",
+        "['welcome', 'onenote', 'teachers', 'series']\n",
+        "[u'\\u97f3\\u4e50', u'\\u5e94\\u7528', u'\\u7ec8\\u6781', u'\\u6307\\u5357', 'ios']\n",
+        "['python', 'regular', 'expressions']\n",
+        "['python', 'tips', 'traps']\n",
+        "['disable', 'google', 'chrome', 'profile', 'switcher', 'button']\n",
+        "[]\n",
+        "['making', 'custom', 'report', 'tables', 'using', 'angularjs', 'django', 'minutes']\n",
+        "[u'\\u5341\\u5927', u'\\u7f51\\u7ad9', u'\\u7ba1\\u7406\\u5458', u'\\u670d\\u52a1\\u5668', u'\\u5de5\\u5177\\u8f6f\\u4ef6']\n",
+        "['tiimgreen', 'github', 'cheat', 'sheet']\n",
+        "['consume', 'rest', 'apis', 'django', 'python', 'requests']\n",
+        "[u'\\u6b63\\u5728', u'\\u66f4\\u65b0', 'windows']\n",
+        "[u'\\u4f7f\\u7528\\u6307\\u5357', 'shadowsocks']\n",
+        "['create', 'simple', 'autocomplete', 'html', 'jquery']\n",
+        "[u'\\u6253\\u5305', u'\\u7b14\\u8bb0', 'python', 'pyinstaller']\n",
+        "[u'\\u9023', u'\\u7334\\u5b50', u'\\u61c2', u'\\u5165\\u9580', u'\\u6307\\u5357', 'git']\n",
+        "[u'\\u8bc1\\u4e66', u'\\u6e05\\u9664', u'\\u65b9\\u6cd5', 'cnnic']\n",
+        "[u'\\xb6', 'requests', 'http', 'humans']\n",
+        "[u'\\u4f7f\\u7528', u'\\u9ad8\\u7ea7', u'\\u6559\\u7a0b', 'shadowsocks']\n",
+        "[]\n",
+        "[u'\\u819c\\u62dc', u'\\u4e2d', u'\\u5206\\u4eab', u'Laruence \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u65b0\\u5e74', u'\\u7b2c\\u4e00\\u5929', u'\\u5496\\u5561\\u9986']\n",
+        "[u'\\u6bcf\\u5929', u'\\u8bb0\\u5f55', u'\\u4e00\\u4ef6', u'\\u8ba4\\u4e3a', u'\\u5e78\\u798f', u'\\u4e8b', u'\\u7b2c\\u5929', u'\\u79cd\\u5b50APP#\\u575a\\u6301']\n",
+        "[u'\\u52a0\\u5165', u'\\u4f1a\\u5458', u'\\u518d\\u89c1', 'pinboard', 'delicious', 'kippt']\n",
+        "[u'\\u4e0d\\u8c08', u'\\u60c5\\u6000', u'\\u53ea', u'\\u8c08\\u94b1', u'\\u4e2d\\u56fd', u'\\u505a', u'\\u72ec\\u7acb', u'\\u6536\\u5165', u'\\u51e0\\u4f55', u'\\u505a\\u5230', u'\\u6536\\u5165', u'\\u4e09\\u7ea7\\u8df3', 'app', u'\\u683c\\u5fd7\\u65e5\\u8bb0']\n",
+        "[u'\\u6211\\u521a', u'\\u6ce8\\u518c', u'\\u4e00\\u4e2a', u'\\u5e10\\u53f7', u'\\u624b\\u673a', u'\\u626b\\u63cf', u'\\u4e00\\u4e0b', u'\\u9152\\u6807', u'\\u4e86\\u89e3', u'\\u8fd9\\u74f6', u'\\u8461\\u8404\\u9152', u'\\u8d44\\u6599', u'\\u8bb0\\u5f55', u'\\u54c1\\u9152', u'\\u5fc3\\u5f97', u'\\u7ea6', u'\\u9189', u'\\u529f\\u80fd', u'\\u5e2e', u'\\u9152', u'\\u4f1a\\u53cb', u'\\u7ed3\\u8bc6', u'\\u65b0', u'\\u670b\\u53cb', u'\\u63a8\\u8350', u'\\u4e0b\\u8f7d', u'\\u4e00\\u4e2a', u'\\u8bd5\\u8bd5', 'dr', 'wine', 'app', u'dr.wine \\u9152\\u535a\\u58eb']\n",
+        "[u'\\u770b\\u5230', u'\\u4e00\\u4e2a', u'\\u56fd\\u4ea7', u'\\u8f7b\\u91cf', u'\\u7f16\\u8f91\\u5668', u'\\u518d', u'\\u652f\\u6301', u'\\u56fe\\u7247', u'\\u7c98\\u8d34', u'\\u66f4\\u597d', u'\\u8f7b\\u91cf\\u7ea7', u'\\u5bcc', u'\\u6587\\u672c\\u6846', 'web', 'wangeditor', 'web']\n",
+        "[u'\\u66f4\\u65b0', u'\\u76ee\\u524d', u'\\u53ea', u'\\u4fdd\\u7559', u'\\u6dfb\\u52a0', u'\\u652f\\u6301', u'\\u8f6c\\u4e3a', u'\\u56fe\\u6807', u'\\u8868\\u793a', u'\\u53ea\\u7528', u'\\u5217\\u8868', u'\\u4e2d', 'par', 'parm', 'parm', 'sementicui', 'theme', 'checkbox', 'checkbox', 'radio', 'list']\n",
+        "[u'\\u589e\\u52a0', u'\\u4e2d', u'\\u663e\\u793a', u'\\u5173\\u7cfb', u'\\u56fe', u'\\u529f\\u80fd', u'\\u73b0\\u5728', u'\\u5df2\\u7ecf', u'\\u652f\\u6301', u'\\u5b89\\u88c5', u'\\u597d', u'\\u9879\\u76ee', u'\\u4e0b', u'\\u6267\\u884c', 'uliweb', 'ipython', 'notebook', 'model', 'uliweb', 'ipython', 'notebook', 'ipython', 'notebook', 'pip', 'install', 'ipython', 'uliweb', 'shell', 'notebook']\n",
+        "[u'\\u65f6', u'\\u589e\\u52a0', u'\\u652f\\u6301', u'\\u9000\\u51fa', u'\\u65f6', u'\\u8f93\\u51fa', u'\\u5199', u'\\u76ee\\u5f55', u'\\u4e0b', 'uliweb', 'runserver', 'coverage', 'uliweb', 'runserver', 'coverage', 'coverage', 'py', 'covhtml']\n",
+        "[u'\\u7eb8\\u4e0a', u'\\u5f97\\u6765', u'\\u7ec8\\u89c9', u'\\u6d45', u'\\u7edd\\u77e5', u'\\u6b64\\u4e8b', u'\\u8eac\\u884c']\n",
+        "[u'\\u6559\\u6388', u'\\u4e4b\\u6b7b', u'\\u5df2', u'\\u4f5c\\u5bb6', u'\\u793e', u'\\u51fa\\u7248', u'\\u671f\\u5f85', u'\\u8bc4\\u9605']\n",
+        "[u'\\u5e74', u'\\u5c0f\\u7c73', u'\\u6d88\\u8d39', u'\\u5143', u'\\u8d85\\u8fc7', u'\\u4eba', u'\\u7231', u'\\u5c0f\\u7c73', u'\\u4efb\\u6027', u'\\u770b\\u770b', u'\\u8d26\\u5355', u'\\u5206\\u4eab', u'\\u8d62\\u7801', u'2014\\u5c0f\\u7c73\\u5e74\\u5ea6\\u5927\\u6570\\u636e', u'\\u5c0f\\u7c73\\u624b\\u673a']\n",
+        "[u'\\u5e74', u'\\u8d2d\\u4e70', u'\\u90e8', u'\\u5c0f\\u7c73', u'\\u624b\\u673a', u'\\u53f0', u'\\u5c0f\\u7c73', u'\\u7535\\u89c6', u'\\u5c0f\\u7c73', u'\\u5e73\\u677f', u'\\u8bbe\\u5907', u'\\u8d2d\\u4e70', u'\\u6570', u'\\u8d85\\u8fc7', u'\\u5c0f\\u7c73', u'\\u7528\\u6237', u'\\u770b\\u770b', u'\\u8d26\\u5355', u'\\u5206\\u4eab', u'\\u8d62\\u7801', u'2014\\u5c0f\\u7c73\\u5e74\\u5ea6\\u5927\\u6570\\u636e', u'\\u5c0f\\u7c73\\u624b\\u673a']\n",
+        "[u'\\u8fd9\\u5468', u'\\u6709\\u4e2a', u'\\u9ad8\\u901f', u'\\u4e0a\\u7f51', u'\\u571f\\u8c6a', u'\\u8bbe\\u5907', u'\\u63a5\\u5165', u'\\u5c0f\\u7c73', u'\\u8def\\u7531\\u5668', u'\\u4e0a\\u7f51', u'\\u901f\\u5ea6', u'\\u55f7\\u55f7', u'\\u8fd9\\u9178\\u723d', u'\\u4e0d\\u6562\\u76f8\\u4fe1']\n",
+        "[u'\\u597d', u'\\u671f\\u5f85', u'\\u6765\\u81ea', u'\\u5c0f\\u7c73\\u65d7\\u8230\\u65b0\\u54c1\\u53d1\\u5e03\\u4f1a']\n",
+        "[u'\\u597d', u'\\u671f\\u5f85', u'\\u6765\\u81ea', u'\\u5c0f\\u7c73\\u65d7\\u8230\\u65b0\\u54c1\\u53d1\\u5e03\\u4f1a']\n",
+        "[u'\\u76f4\\u64ad', u'\\u62bd\\u5956', u'\\u8d62', u'\\u795e\\u79d8', u'\\u65b0\\u54c1', u'\\u7801', u'\\u5c0f\\u7c73', u'\\u9996\\u6b21', u'\\u5168\\u7403', u'\\u540c\\u6b65', u'\\u89c6\\u9891', u'\\u76f4\\u64ad', u'\\u53d1\\u5e03\\u4f1a', u'\\u73b0\\u573a', u'\\u5b9e\\u51b5', u'\\u76f4\\u64ad', u'\\u7b2c\\u4e00', u'\\u65f6\\u95f4', u'\\u83b7\\u53d6', u'\\u65b0\\u54c1', u'\\u4ef7\\u683c', u'\\u53c2\\u6570\\u4fe1\\u606f', u'\\u5b9e\\u65f6', u'\\u5fae\\u535a', u'\\u8ba8\\u8bba', u'\\u804a\\u804a', u'\\u770b\\u6cd5', u'\\u62bd\\u5956', u'\\u72c2\\u9001', u'\\u65b0\\u54c1', u'\\u7801', u'\\u4f18\\u60e0\\u5238', u'\\u7ec8\\u6781', u'\\u5927\\u5956', u'\\u795e\\u79d8', u'\\u65b0\\u54c1', u'\\u70b9\\u51fb', u'\\u89c2\\u770b', u'\\u76f4\\u64ad', u'\\u5c0f\\u7c73\\u65d7\\u8230\\u65b0\\u54c1\\u53d1\\u5e03\\u4f1a', u'\\u5c0f\\u7c73\\u624b\\u673a', u'\\u5c0f\\u7c73\\u793e\\u533a']\n",
+        "[u'\\u8fc7\\u53bb', u'\\u8fc7\\u53bb']\n",
+        "[u'\\u4eca\\u5929', u'\\u66f4\\u65b0', u'\\u6781\\u597d', u'\\u7cbe\\u7f8e', u'\\u914d\\u4e0a', u'\\u70ab\\u9177', u'\\u4f53\\u9a8c', u'\\u539f', u'\\u6700\\u597d', u'\\u6211\\u613f', u'\\u6bcf\\u5929', u'\\u53ae\\u5b88', u'\\u65e0\\u6687\\u987e\\u53ca', u'\\u59b9\\u7eb8', u'\\u5012', u'\\u4e0d\\u8d1f', u'\\u6069\\u6cfd', u'\\u8bf4\\u4eba\\u8bdd', u'\\u592a\\u7ed9\\u529b', u'\\u6211\\u521a', u'\\u5347\\u7ea7', u'\\u731b\\u51fb', u'\\u67e5\\u770b', u'\\u66f4\\u65b0', u'\\u65e5\\u5fd7', 'miui', 'ui', 'miui', 'miui', u'MIUI\\u66f4\\u65b0']\n",
+        "[u'\\u65b0\\u6280\\u80fd', u'\\u2714', 'get']\n",
+        "['hello', 'world']\n",
+        "[u'\\u60f3', u'\\u4e70', u'\\u51c0\\u5316\\u5668', u'\\u4e00\\u76f4', u'\\u4e0d\\u6562', u'\\u51fa\\u624b', u'\\u770b\\u5230', u'\\u5c0f\\u7c73', u'\\u53d1\\u5e03', u'\\u7a7a\\u6c14', u'\\u51c0\\u5316\\u5668', u'\\u8fc7\\u6ee4', u'\\u503c\\u9ad8\\u8fbe', u'\\xb3', u'\\u5168\\u5c4b', u'\\u7a7a\\u6c14', u'\\u51c0\\u5316', u'\\u5e72\\u51c0', u'\\u624b\\u673a', u'\\u8fdc\\u7a0b', u'\\u9065\\u63a7', u'\\u6700\\u8d5e\\u5143\\u795e', u'\\u4ef7\\u683c', u'\\u5df2\\u7ecf', u'\\u9884\\u7ea6', u'\\u4e2d\\u5348', u'\\u70b9', u'\\u5165\\u624b', u'\\u5206\\u4eab', u'\\u5730\\u5740', 'pm', 'cadr', u'\\u6211\\u7231\\u5c0f\\u7c73\\u7a7a\\u6c14\\u51c0\\u5316\\u5668', u'\\u5c0f\\u7c73\\u7a7a\\u6c14\\u51c0\\u5316\\u5668 ']\n",
+        "[u'\\u60f3', u'\\u4e70', u'\\u51c0\\u5316\\u5668', u'\\u4e00\\u76f4', u'\\u4e0d\\u6562', u'\\u51fa\\u624b', u'\\u770b\\u5230', u'\\u5c0f\\u7c73', u'\\u53d1\\u5e03', u'\\u7a7a\\u6c14', u'\\u51c0\\u5316\\u5668', u'\\u8fc7\\u6ee4', u'\\u503c\\u9ad8\\u8fbe', u'\\xb3', u'\\u5168\\u5c4b', u'\\u7a7a\\u6c14', u'\\u51c0\\u5316', u'\\u5e72\\u51c0', u'\\u624b\\u673a', u'\\u8fdc\\u7a0b', u'\\u9065\\u63a7', u'\\u6700\\u8d5e\\u5143\\u795e', u'\\u4ef7\\u683c', u'\\u5df2\\u7ecf', u'\\u9884\\u7ea6', u'\\u4e2d\\u5348', u'\\u70b9', u'\\u5165\\u624b', u'\\u5206\\u4eab', u'\\u5730\\u5740', 'pm', 'cadr', u'\\u6211\\u7231\\u5c0f\\u7c73\\u7a7a\\u6c14\\u51c0\\u5316\\u5668', u'\\u5c0f\\u7c73\\u7a7a\\u6c14\\u51c0\\u5316\\u5668', u'demon0925 ']\n",
+        "[u'\\u89c9\\u5f97', u'\\u7279\\u68d2']\n",
+        "[u'\\u653e\\u5047', u'\\u5fcd\\u4e0d\\u4f4f', u'\\u5de5\\u4f5c']\n",
+        "[u'\\u597d', u'\\u5e0c\\u671b', u'\\u670b\\u53cb\\u5708', u'\\u8fc7\\u6ee4', u'\\u529f\\u80fd', u'\\u8fc7\\u6ee4', u'\\u6211\\u662f\\u6b4c\\u624b']\n",
+        "[u'\\u5c0f\\u7c73\\u624b\\u73af\\u5e74\\u62a5']\n",
+        "[u'\\u8c22\\u8c22']\n",
+        "[u'\\u552f\\u5f69\\u4f1a', u'\\u6df1\\u5589', u'\\u7cfb\\u5217', u'\\u7206\\u6599', u'\\u9898\\u8bb0', u'\\u3000', u'\\u3000', u'\\u5148', u'\\u6765\\u8bf4', u'\\u4e00\\u4e2a', u'\\u5f69\\u7968', u'\\u6545\\u4e8b', u'\\u6545\\u4e8b', u'\\u5f00\\u5934', u'\\u5f88\\u4e45\\u5f88\\u4e45', u'\\u4ee5\\u524d']\n",
+        "[u'\\u597d', u'\\u60f3', u'\\u73a9', u'\\u6495', u'\\u540d\\u724c']\n",
+        "[u'\\u6df1\\u5589', u'\\u7206\\u6599', u'\\u5f69\\u7968', u'\\u7f51\\u7ad9', u'\\u9500\\u552e', u'\\u6392\\u540d', u'\\u63ed\\u79d8', u'\\u552f\\u5f69\\u4f1a']\n",
+        "[u'\\u80c3\\u75db', u'\\u5934\\u75db', u'\\u9020', u'\\u5b7d']\n",
+        "[u'\\u597d\\u56fe']\n",
+        "[u'\\u6df1\\u5589', u'\\u7206\\u6599', u'\\u5f69\\u7968\\u7f51', u'\\u5934\\u724c', u'\\u672a\\u6765', u'\\u5206\\u4eab', u'\\u552f\\u5f69\\u4f1a\\uff09']\n",
+        "[u'\\u8170\\u9178\\u80cc\\u75db', u'\\u597d', u'\\u8f9b\\u82e6', u'\\u5c4e', u'\\u5c4e']\n",
+        "[u'\\u53d8\\u5f97', u'\\u8d8a\\u6765\\u8d8a', u'\\u8ff7\\u4fe1', u'\\u603b', u'\\u4eca\\u5929', u'\\u627f\\u53d7', u'\\u82e6\\u5b7d', u'\\u5f52\\u548e\\u4e8e', u'\\u6628\\u65e5', u'\\u5634', u'\\u6b20']\n",
+        "[u'\\u53d8\\u5f97', u'\\u8d8a\\u6765\\u8d8a', u'\\u8ff7\\u4fe1', u'\\u603b', u'\\u4eca\\u5929', u'\\u627f\\u53d7', u'\\u82e6\\u5b7d', u'\\u5f52\\u548e\\u4e8e', u'\\u6628\\u65e5', u'\\u5634', u'\\u6b20', u'\\u4e0b\\u53bb', u'\\u8bdd', u'\\u8d8a\\u6765\\u8d8a\\u5c11']\n",
+        "[u'\\u65e9\\u4e0a', u'\\u533b\\u751f', u'\\u533b\\u751f', u'\\u6559\\u80b2', u'\\u4e00\\u987f', u'\\u613f', u'\\u5b89\\u597d']\n",
+        "[u'\\u4e45\\u5750', u'\\u804c\\u4e1a\\u751f\\u6daf', u'\\u5e9f']\n",
+        "[u'\\u6628\\u5929', u'\\u516c\\u53f8', u'\\u4eca\\u65e9', u'\\u56de\\u5230', u'\\u516c\\u53f8', u'\\u53d1\\u73b0', u'\\u663e\\u793a\\u5668', u'\\u5347\\u7ea7']\n",
+        "[u'\\u6df1\\u5589', u'\\u7206\\u6599', u'\\u4e92\\u8054\\u7f51', u'\\u5f69\\u7968', u'\\u8b66\\u5bdf', u'\\u552f\\u5f69\\u4f1a', u'\\u5206\\u4eab', u'\\u552f\\u5f69\\u4f1a\\uff09']\n",
+        "[u'\\u627e\\u56de', u'\\u5f53\\u5e74', u'\\u4e00\\u679a', u'\\u6587\\u827a', u'\\u72d7', u'\\u611f\\u89c9']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u4e2d\\u56fd\\u961f\\u52a0\\u6cb9']\n",
+        "[u'\\u5988\\u86cb', u'\\u9e21\\u51a0', u'\\u5934', u'\\u4e0a\\u5e8a', u'\\u4e0a\\u8239', u'\\u5267\\u60c5', u'\\u6ca1\\u6cd5', u'\\u8d70']\n",
+        "[u'\\u6211\\u53d1', u'\\u5fae\\u535a', u'\\u6389', u'\\u4e0b', u'\\u4e00\\u5806', u'\\u559c\\u5e86', u'\\u4e1c\\u897f', u'\\u5988\\u86cb']\n",
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+        "['hoho']\n",
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+        "[]\n",
+        "[]\n",
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+        "[u'\\u661f\\u661f', u'\\u723d\\u7ffb', u'\\u5fc3\\u60c5', u'\\u52a0\\u5165', u'\\u59dd', u'\\u6211\\u7231\\u6d88\\u706d\\u661f\\u661f']\n",
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+        "[u'\\u771f\\u7684', u'\\u674e\\u4ea6\\u6b22Evan \\u7684\\u6587\\u7ae0']\n",
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+        "[u'\\u4e00\\u5c3e', u'\\u9c7c\\u513f']\n",
+        "[]\n",
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+        "[u'\\u89c6\\u9891', u'\\u5206\\u4eab', 'nobody', 'tells', 'beginners', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u6b4c\\u624b', u'\\u89c2\\u4f17', u'\\u4e00\\u4eba', u'\\u4e09\\u7968', u'\\u5236', u'\\u771f\\u662f', u'\\u60ac\\u5ff5', u'\\u9002\\u5408', u'\\u5f00\\u76d8', u'\\u53e3']\n",
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+        "[u'\\u4e1c\\u897f', u'\\u770b\\u591a', u'\\u633a', u'\\u4f24\\u611f', u'\\u89c6\\u9891', u'\\u5b9e\\u62cd', u'\\u72d7', u'\\u4e00\\u4f4d', u'\\u5f31\\u667a', u'\\u60a3\\u513f', u'\\u4e00\\u8d77', u'\\u611f\\u4eba', u'\\u89c6\\u9891', u'\\u611f\\u52a8', u'\\u7231', u'\\u7b80\\u5355', u'\\u5206\\u4eab', u'\\u4f18\\u9177\\uff09']\n",
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+        "[u'\\u5730\\u65b9', u'\\u5199', u'\\u8fdb\\u7a0b', u'\\u5b9e\\u9645\\u4e0a', u'\\u5e94\\u8be5', u'\\u7ebf\\u7a0b', u'\\u8bc4\\u8bba', u'\\u4e03\\u725b', u'\\u5b98\\u65b9', u'\\u535a\\u5ba2', u'\\u4e13\\u9898', u'\\u56de\\u987e', u'\\u518d\\u8c08', u'\\u8be6\\u8bba', u'\\u5e76\\u53d1', u'\\u7f16\\u7a0b', u'\\u6a21\\u578b', u'\\u5dee\\u5f02', u'\\uff0d', u'\\u8bb8\\u5f0f\\u4f1f', u'\\u4e03\\u725b\\u4e91', 'ecug', 'cerl', 'go', 'erlang']\n",
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+        "[u'\\u4e66', u'\\u5df2', u'\\u5b66\\u4e60', u'\\u56fe\\u7075', u'\\u6559\\u80b2', u'\\u4e92\\u52a8\\u51fa\\u7248\\u7f51china-pub']\n",
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+        "[u'\\u52d8\\u8bef', u'\\u66f4\\u65b0', u'\\u5e76\\u53d1', u'\\u7f16\\u7a0b', u'\\u5b9e\\u6218', u'\\u52d8\\u8bef', 'go', 'xls', 'pdf', u'Go\\u5e76\\u53d1\\u7f16\\u7a0b\\u5b9e\\u6218']\n",
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+        "[u'\\u53ea', u'\\u652f\\u6301', u'\\u540c\\u5e93', u'\\u5206\\u8868', u'\\u963f\\u91cc', u'\\u53ea', u'\\u652f\\u6301', u'\\u5206\\u5e93', u'\\u540c\\u8868', u'\\u641c\\u72d0', u'\\u652f\\u6301', u'\\u5206\\u5e93', u'\\u5206\\u8868', u'\\u8bf7\\u95ee', u'\\u9009\\u62e9', 'atlas', 'cobar', 'dbproxy', u'MySQL Proxy']\n",
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+        "[u'\\u65b0', u'\\u4e0b\\u8f7d', u'\\u7248', u'\\u7070\\u5e38', u'\\u6d41\\u7545', u'\\u9875\\u9762', u'\\u7b80\\u7ea6', u'\\u7ec6\\u8282', u'\\u5904', u'\\u7528\\u5fc3', u'\\u5fae\\u535a\\u5237', u'\\u76f8\\u5f53', u'\\u6109\\u60a6', u'\\u53ef\\u8fb9', u'\\u5237', u'\\u5fae\\u535a\\u8fb9', u'\\u542c\\u6b4c', u'\\u89c6\\u9891', u'\\u5567\\u5567', u'\\u5567', u'\\u5fae\\u535a', u'\\u751f\\u6d3b', u'\\u63cd', u'\\u4ecb\\u4e48', u'\\u7f8e\\u597d', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'android', 'weico', 'weico', 'weico']\n",
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+        "[u'\\u8bed\\u8a00', u'\\u6280\\u672f', u'\\u805a\\u4f1a', u'\\u5317\\u4eac', 'go']\n",
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+        "[u'\\u8bed\\u8a00', u'\\u6280\\u672f', u'\\u805a\\u4f1a', u'\\u5317\\u4eac', u'\\u5706\\u6ee1\\u7ed3\\u675f', u'\\u73b0\\u573a', u'\\u4e2d\\u5956', u'\\u793c\\u54c1', u'\\u4eba\\u6570', u'\\u8d85\\u8fc7', u'\\u6240\\u6709', u'\\u89c2\\u770b', u'\\u76f4\\u64ad', u'\\u8d85\\u8fc7', u'\\u5206\\u949f', u'\\u670b\\u53cb', u'\\u5956\\u54c1', 'go']\n",
+        "[u'\\u8bed\\u8a00', u'\\u6280\\u672f', u'\\u805a\\u4f1a', u'\\u5317\\u4eac', u'\\u8bb2\\u5e08', u'\\u805a\\u9910', 'go']\n",
+        "[u'\\u8bed\\u8a00', u'\\u6280\\u672f', u'\\u805a\\u4f1a', u'\\u5317\\u4eac', u'\\u611f\\u8c22', u'\\u8bb2\\u5e08', u'\\u611f\\u8c22', u'\\u6240\\u6709', u'\\u7b79\\u5907', u'\\u73b0\\u573a', u'\\u8fd0\\u7ef4', u'\\u4eba\\u5458', u'\\u611f\\u8c22', u'\\u5168\\u4f53', u'\\u73b0\\u573a', u'\\u76f4\\u64ad', u'\\u89c2\\u4f17', u'\\u8c22\\u8c22\\u4f60\\u4eec', u'\\u652f\\u6301', u'\\u70d8\\u6258', u'\\u6625\\u540e', u'\\u518d\\u89c1', 'go']\n",
+        "[u'\\u8bed\\u97f3', u'\\u6280\\u672f', u'\\u805a\\u4f1a', u'\\u5317\\u4eac', u'\\u76f4\\u64ad', u'\\u7248', u'\\u89c2\\u4f17', u'\\u51c6\\u5907', u'\\u793c\\u7269', u'\\u5728\\u7ebf', u'\\u8d85\\u8fc7', u'\\u5206\\u949f', u'\\u4eba\\u624d', 'go']\n",
+        "[u'\\u4e2d\\u56fd\\u8054\\u901a', u'\\u7f51\\u4e0a', u'\\u8425\\u4e1a\\u5385', u'\\u9001', u'\\u51e0\\u6ce8', u'\\u53cc\\u8272\\u7403', u'\\u5f69\\u7968', u'\\u4f53\\u9a8c', u'\\u4e0b\\u4e2d', u'\\u4e07', u'\\u611f\\u89c9']\n",
+        "['golang', 'popular', 'china', u'golang']\n",
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+        "[u'\\u53d1\\u5e03', u'\\u6570\\u636e\\u5e93', u'\\u667a\\u80fd', u'\\u4ee3\\u7406', u'\\u5f00\\u6e90', u'\\u4e2d\\u56fd', u'\\u793e\\u533a', 'maxscale', 'ga']\n",
+        "['go', 'released', u'golang']\n",
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+        "[u'\\u8c22', 'gophercon', u'golang']\n",
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+        "['google', 'aims', 'bootstrapping', 'go', u'golang']\n",
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+        "[u'\\u538b\\u8feb', u'\\u53cd\\u6297', 'fucking', 'go', 'date', 'format', u'golang']\n",
+        "['game', 'development', 'go', u'golang']\n",
+        "[u'\\u5174\\u8da3', u'\\u4e71\\u5165', 'gopher', 'cn', 'slack', u'golang']\n",
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+        "['best', 'oreo', 'buy', 'verge', 'update']\n",
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+        "[u'\\u9ed8\\u8ba4', u'\\u4f7f\\u7528', u'\\u64ad\\u653e', u'\\u89c6\\u9891', 'youtube', 'html']\n",
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+        "[u'\\u76f4\\u5230', u'\\u4ee5\\u4e3a', u'\\u542c', u'\\u97f3\\u4e50', 'stage']\n",
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+        "[]\n",
+        "['importnew']\n",
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+        "[u'\\u5929\\u6587', u'\\u7269\\u7406', u'\\u7740\\u8ff7']\n",
+        "[u'\\u90dd', u'\\u4e00\\u751f', u'\\u89e3\\u5bc6', u'\\u4e2d\\u65e5', u'\\u767e\\u5e74', u'\\u8f83\\u91cf', u'\\u80cc\\u540e', u'\\u8d44\\u672c', u'\\u903b\\u8f91']\n",
+        "[u'\\u667a\\u53d6', u'\\u5a01\\u864e\\u5c71', u'\\u77e5\\u9053', u'\\u771f\\u6b63', u'\\u4fa6\\u5bdf\\u5175']\n",
+        "[u'\\u667a\\u53d6', u'\\u5a01\\u864e\\u5c71', u'\\u8bc4\\u5206', u'\\u77e5\\u9053', u'\\u771f\\u6b63', u'\\u4fa6\\u5bdf\\u5175']\n",
+        "[u'\\u667a\\u53d6', u'\\u5a01\\u864e\\u5c71', u'\\u8bc4\\u5206', u'\\u77e5\\u9053', u'\\u771f\\u6b63', u'\\u4fa6\\u5bdf\\u5175']\n",
+        "[u'\\u5206\\u4eab', u'\\u4e91\\u754c\\u6f2b\\u6b65 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u77e5\\u4e4e', u'\\u70b9', u'\\u8d5e\\u70b9', u'\\u534a\\u5929', u'\\u6ca1\\u4e2a', u'\\u53cd\\u5e94', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5fe0\\u5b9e', u'\\u94c1\\u6746', u'\\u8def', u'\\u59d1\\u5a18', u'\\u80d6', u'\\u59d1\\u5a18', u'\\u5206', u'\\u94c1\\u6746', 'fans', 'fans', u'\\u9aa5\\u60c5\\u5c71\\u6c34(99\\u5206)', u'Seista\\u5996\\u5996(96\\u5206)', u'\\u54ce\\u5466\\u85cf\\u9888\\u9e7f(92\\u5206)', u'Delayblabla(91\\u5206)', u'_\\u5f6c\\u5c11\\u7237V(90\\u5206)', u'nn_Cathy(90\\u5206)', u'Yi_E_Sinfonia(88\\u5206)', u'zchenah(87\\u5206)', u'calebcc(84\\u5206)', u'\\u6d0b\\u5c0f\\u5c0f(83\\u5206)', u'\\u5f25\\u6851Kirsikka(79\\u5206)']\n",
+        "[u'\\u4e00\\u7bc7', u'\\u67aa\\u6bd9', u'\\u6f14\\u8bb2\\u7a3f', u'\\u8fd9\\u662f', u'\\u4e00\\u7bc7', u'\\u51c6\\u5907', u'\\u4e92\\u8054\\u7f51', u'\\u4ea7\\u54c1', u'\\u53d1\\u5e03\\u4f1a', u'\\u6f14\\u8bb2', u'\\u6253\\u7b97', u'\\u5206', u'\\u90e8\\u5206', u'\\u5199', u'\\u5199', u'\\u5b8c', u'\\u4e24', u'\\u90e8\\u5206', u'\\u4e4b\\u540e', u'\\u89c9\\u5f97', u'\\u5148\\u7ed9', u'\\u4e3b\\u529e\\u65b9', u'\\u4e00\\u773c', u'\\u4e3b\\u529e\\u65b9', u'\\u4e4b\\u540e', u'\\u5927\\u8dcc\\u773c\\u955c', u'\\u5f53\\u5929', u'\\u4e92\\u8054\\u7f51', u'\\u884c\\u4e1a', u'\\u4eba', u'\\u8fd9\\u7bc7', u'\\u7a3f\\u5b50', u'\\u592a\\u591a\\u4eba', u'\\u4e2d\\u67aa']\n",
+        "[u'\\u5929\\u4e0b', u'\\u52bf\\u529b', u'\\u4e89\\u9738\\u8d5b', u'\\u706b\\u70ed', u'\\u8fdb\\u884c', u'\\u538b', u'\\u7b49\\u7ea7', u'\\u6bb5\\u56db\\u5f3a', u'\\u82b1\\u843d\\u8c01\\u5bb6', u'\\u6253\\u5f00', u'\\u8111\\u6d1e', u'\\u5c3d\\u60c5', u'\\u9884\\u6d4b', u'\\u5956\\u52b1', u'\\u5feb\\u5230', u'\\u7897', u'\\u91cc', u'\\u9010\\u7130', u'\\u5357\\u6d77', u'\\u76d2\\u5b50', u'\\u8349\\u7cbe', u'\\u5f02\\u5f62', u'\\u62b1', u'\\u6795', u'\\u6e38\\u620f', u'\\u865a\\u62df', u'\\u793c\\u5305', u'\\u60ca\\u559c', u'\\u65e0\\u9650']\n",
+        "[u'\\u521a\\u521a', u'\\u7231', u'\\u95ee', u'\\u63d0', u'\\u4e00\\u4e2a', u'\\u95ee\\u9898', u'\\u95ee\\u9898', u'\\u5fae\\u535a', u'\\u63d0\\u95ee', u'\\u4e00\\u8d77', u'\\u56de\\u7b54', u'\\u4e0b', u'\\u6765\\u81ea', u'\\u7231\\u95ee', u'\\u5b98\\u65b9', u'\\u5fae\\u535a', 'course', 'large', 'sample', 'th', u'\\u7231\\u95ee']\n",
+        "['fjswhl', 'starred', 'itod', 'panthro', 'github']\n",
+        "['fjswhl', 'starred', 'zhihu', 'kids', 'github']\n",
+        "['fjswhl', 'starred', 'cwrichardkim', 'rknotificationhub', 'github']\n",
+        "['fjswhl', 'starred', 'dkhamsing', 'ios', 'asset', 'names', 'github']\n",
+        "['fjswhl', 'starred', 'objc', 'zen', 'objc', 'zen', 'book', 'github']\n",
+        "['blue', 'sky', 'lol', u'VanteDom', u'gumwg']\n",
+        "['fjswhl', 'starred', 'yyx', 'vue', 'github']\n",
+        "['fjswhl', 'starred', 'onevcat', 'vvblurpresentation', 'github']\n",
+        "['fjswhl', 'starred', 'hzlzh', 'best', 'app', 'github']\n",
+        "['fjswhl', 'starred', 'david', 'cbemotionview', 'github']\n",
+        "['fjswhl', 'starred', 'daneden', 'animate', 'css', 'github']\n",
+        "['fjswhl', 'starred', 'fortawesome', 'font', 'awesome', 'github']\n",
+        "['fjswhl', 'starred', 'couchbase', 'couchbase', 'lite', 'ios', 'github']\n",
+        "['fjswhl', 'starred', 'mengskysama', 'makediess', 'github']\n",
+        "['fjswhl', 'starred', 'netease', 'pomelo', 'github']\n",
+        "['fjswhl', 'starred', 'vsouza', 'awesome', 'ios', 'github']\n",
+        "['fjswhl', 'starred', 'alamofire', 'alamofire', 'github']\n",
+        "['fjswhl', 'starred', 'robb', 'cartography', 'github']\n",
+        "['fjswhl', 'starred', 'duemunk', 'async', 'github']\n",
+        "['fjswhl', 'starred', 'reactkit', 'reactkit', 'github']\n",
+        "[u'\\u597d\\u4e66', u'\\u9047\\u89c1']\n",
+        "[u'\\u597d\\u4e66', u'\\u9047\\u89c1']\n",
+        "[u'\\u61c2', u'\\u8bbe\\u8ba1', u'\\u4ea7\\u54c1', u'\\u7ecf\\u7406', u'\\u597d', u'\\u5f00\\u53d1']\n",
+        "[u'\\u6b63\\u5728', u'\\u7533\\u8bf7', u'\\u5fae\\u535a', u'\\u8ba4\\u8bc1', u'\\u8ba4\\u8bc1', u'\\u4fe1\\u606f', u'\\u817e\\u8baf', u'\\u524d\\u7aef', u'\\u9ad8\\u7ea7', u'\\u5de5\\u7a0b\\u5e08', u'\\u8bf7', u'\\u8f6c\\u53d1', u'\\u6b64\\u5fae', u'\\u535a\\u65f6', u'\\u8f93\\u5165', u'\\u786e\\u8ba4', u'\\u5e2e', u'\\u786e\\u8ba4', u'\\u8eab\\u4efd', u'\\u591a\\u8c22', 'alloyteamweb', u'materliu', u'\\u7530\\u7231\\u5a1c', u'\\u4e00\\u73cd\\u59ae\\u4e00', u'HTML5\\u68a6\\u5de5\\u573a-\\u4e8e\\u6d9bKinvix', u'\\u58a8\\u8a00_UX', u'kerry95_\\u5c0f\\u7c73']\n",
+        "[u'\\u5899', u'\\u6454', 'deviantart']\n",
+        "[u'\\u7a81\\u7136', u'\\u63a8\\u6587', u'\\u7ffb\\u51fa\\u6765']\n",
+        "[u'\\u8bf4', u'\\u770b\\u770b', u'\\u53d4\\u53d4', u'\\u670d\\u52a1\\u6001\\u5ea6', u'\\u5b89\\u5229', u'\\u4e00\\u4e2a', u'\\u6e38\\u620f', u'\\u5bb9\\u6613']\n",
+        "[u'\\u56de\\u7b54', u'\\u8bc4\\u4ef7', u'\\u96d5\\u7237', u'\\u5b5f\\u9192', u'\\u9886\\u8896', u'\\u5e74', u'\\u4f1a\\u4e0a', u'\\u8d28\\u7591', u'\\u96d5\\u7237', u'\\u725b\\u8169', u'\\u53cd\\u9a73', u'\\u53bb\\u8fc7', u'\\u96d5\\u7237', u'\\u725b\\u8169', u'\\u5f00', u'\\u859b\\u87e0', u'\\u70e4\\u4e32', u'\\u611f\\u89c9', u'\\u5473\\u9053', u'\\u4f4f', u'\\u5730\\u65b9', u'\\u697c\\u4e0b', u'\\u8def\\u8fb9\\u644a', u'\\u70e4\\u4e32', u'\\u4e00\\u6218', u'\\u627e\\u5230', u'\\u5bb6', u'\\u5473\\u9053', u'\\u627e\\u5230', u'\\u5988\\u5988', u'\\u5473\\u9053', u'\\u5355\\u51b2', u'\\u4e00\\u70b9', u'\\u96d5\\u7237', u'\\u70b9\\u4e2a', u'\\u8d5e', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u7b97\\u662f', u'\\u5f00\\u7740', u'\\u9875\\u9762', u'\\u51e0\\u5c0f\\u65f6', u'\\u4e0d\\u5173', u'\\u5bb9\\u6613', u'\\u5185\\u5b58', u'\\u6559\\u4e3b', 'bug', 'os', 'chrome', 'bit', 'win', 'chrome', 'mb']\n",
+        "[u'\\u9ad8', u'\\u73b0\\u5728', u'\\u9875\\u9762', u'\\u9759\\u6b62', u'\\u72b6\\u6001', u'\\u7b97\\u662f', u'\\u5f00\\u7740', u'\\u9875\\u9762', u'\\u51e0\\u5c0f\\u65f6', u'\\u4e0d\\u5173', u'\\u5bb9\\u6613', u'\\u5185\\u5b58', u'\\u6559\\u4e3b', 'cpu', 'bug', 'os', 'chrome', 'bit', 'win', 'chrome', 'mb']\n",
+        "[u'\\u54c8\\u54c8\\u54c8', u'\\u54c8\\u54c8\\u54c8', u'\\u5e7f\\u544a', u'\\u592a', u'\\u8282\\u64cd']\n",
+        "[u'\\u5e74', u'\\u77e5\\u4e4e', u'\\u9605\\u8bfb', u'\\u9875', u'\\u65b0\\u77e5', u'\\u6536\\u83b7', u'\\u8d5e\\u540c', u'\\u8d21\\u732e', u'\\u56de\\u7b54', 'jim', 'liu', u'\\u6700\\u597d\\u76842014']\n",
+        "[u'\\u56de\\u7b54', u'\\u7a0b\\u5e8f\\u5458', u'\\u771f\\u7684', u'\\u62ff\\u547d', u'\\u6362\\u94b1', u'\\u804c\\u4e1a', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5b57', u'\\u901f\\u8bb0', u'\\u5361\\u7247', u'\\u4f53\\u4f1a', u'\\u4f53\\u4f1a', u'\\u76d7\\u56fe']\n",
+        "[u'\\u56de\\u7b54', u'\\u5f00\\u6e90', u'\\u535a\\u5ba2', u'\\u53ef\\u884c', u'\\u5ea6', u'\\u9ad8', u'\\u8ba4\\u4e3a', u'\\u53ef\\u884c', u'\\u901a\\u5e38', u'\\u535a\\u5ba2', u'\\u4f5c\\u8005', u'\\u660e\\u786e', u'\\u8868\\u793a', u'\\u6587\\u7ae0', u'\\u5168\\u6587', u'\\u8f6c\\u8f7d', u'\\u4fee\\u6539', u'\\u4f5c\\u8005', u'\\u535a\\u5ba2', u'\\u660e\\u6587', u'\\u8868\\u793a', u'\\u8c22\\u7edd', u'\\u5168\\u6587', u'\\u8f6c\\u8f7d', u'\\u535a\\u5ba2', u'\\u4f5c\\u8005', u'\\u5206\\u4eab', u'\\u5fc3\\u6001', u'\\u56fd\\u5185', u'\\u7f72\\u540d', u'\\u76d7\\u6587', u'\\u73b0\\u8c61', u'\\u5b9e\\u5728', u'\\u592a', u'\\u4e25\\u91cd', u'\\u4f24', u'\\u4f5c\\u8005', u'\\u5fc3', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u7956\\u4f20', u'\\u4ee3\\u7801', u'\\u7956\\u4f20', u'\\u903b\\u8f91', u'\\u7956\\u4f20', u'\\u95ee', u'\\u6015\\u4e0d\\u6015', 'bug']\n",
+        "[u'\\u51cc\\u5ea6', u'\\u4ef7\\u683c', u'\\u8d76\\u4e0a']\n",
+        "[u'\\u51cc\\u5ea6', u'\\u5b9a\\u4ef7', u'\\u8d76\\u4e0a']\n",
+        "[u'\\u8bc4\\u4ef7', u'\\u641e', u'\\u60f3', u'\\u627e', u'\\u4fee\\u8fc7', u'\\u542c']\n",
+        "[u'\\u5199\\u6210', u'\\u597d', u'\\u70e6\\u8e81', 'react', 'jsx', 'class', 'classname']\n",
+        "[u'\\u7814\\u7a76', u'\\u665a\\u4e0a', u'\\u7ec8\\u4e8e', u'\\u52c9\\u52c9\\u5f3a\\u5f3a', u'\\u79fb\\u690d', u'\\u8fd9\\u8d27', u'\\u98de\\u8d77', u'\\u4f20\\u7edf', u'\\u5b9e\\u73b0', u'\\u7ec4\\u4ef6', u'\\u5e93', u'\\u517c\\u5bb9', u'\\u5b9e\\u5728', u'\\u592a', u'\\u53cb\\u597d', u'\\u7ed5', u'\\u5f2f\\u8def', u'\\u771f\\u662f', u'\\u5934\\u75bc', 'semanticui', 'modal', 'react', 'virtual', 'dom', 'dom']\n",
+        "[u'\\u6e05\\u65e9', u'\\u5934\\u75bc', u'\\u75bc\\u9192', u'\\u611f\\u5192', u'\\u53d1\\u70e7', u'\\u8bf4', u'\\u76f4\\u63a5', u'\\u5e03\\u6d1b\\u82ac', u'\\u73b0\\u5728', u'\\u597d\\u50cf', u'\\u597d']\n",
+        "[u'\\u563f\\u563f\\u563f', u'\\u53d1\\u73b0', u'\\u5b89\\u591f', u'\\u4f7f\\u7528', u'\\u6280\\u80fd', u'\\u63d0\\u9ad8', u'\\u4e00\\u70b9', 'js']\n",
+        "[u'\\u5c0f\\u7b3c\\u5305', u'\\u59d1\\u59d1', u'\\u597d\\u7f8e', u'\\u82b1\\u75f4', u'\\u6a21\\u5f0f', u'\\u5f00\\u542f']\n",
+        "[u'\\u5c0f\\u7b3c\\u5305', u'\\u59d1\\u59d1', u'\\u597d\\u7f8e', u'\\u82b1\\u75f4', u'\\u6a21\\u5f0f', u'\\u5f00\\u542f', u'\\u9673', u'\\u598d', u'\\u5e0c', 'michelle']\n",
+        "[u'\\u5dee\\u522b']\n",
+        "[u'\\u5dee\\u522b']\n",
+        "[u'\\u6218\\u4e2a', u'\\u75db', u'\\u4e00\\u4e2a', u'\\u4f2a', u'\\u524d\\u7aef', u'\\u5165\\u95e8', u'\\u5e74', u'\\u7b2c\\u4e00\\u7bc7', u'\\u535a\\u5ba2', u'\\u524d\\u7aef', u'\\u4e00\\u70b9', u'\\u5173\\u7cfb', 'go']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u5468\\u672b', u'\\u5199', u'\\u4e24\\u7bc7', u'\\u6587\\u7ae0', u'\\u4fe1', u'\\u51fd\\u6570', u'\\u518d', u'\\u4e00\\u77a5', 'es', 'generator', 'co']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u5468\\u672b', u'\\u5199', u'\\u4e24\\u7bc7', u'\\u6587\\u7ae0', u'\\u4fe1', u'\\u51fd\\u6570', u'\\u518d', u'\\u4e00\\u77a5', u'\\u8bf4\\u597d', u'\\u6709\\u751f\\u4e4b\\u5e74', 'es', 'generator', 'co']\n",
+        "[u'\\u8fd9\\u7fa4', u'\\u8d21\\u732e', u'\\u592a\\u9ad8', 'gdp']\n",
+        "[u'\\u7ffb\\u6765\\u8986\\u53bb', u'\\u7761\\u4e0d\\u7740', u'\\u597d\\u50cf', u'\\u70b9\\u4e8b']\n",
+        "[u'\\u5f04\\u574f\\u4e86', u'\\u6d4b\\u8bd5\\u73af\\u5883', u'\\u7834\\u6848', u'\\u6b63\\u786e', u'\\u6b65\\u9aa4']\n",
+        "[u'\\u5e2e', u'\\u8bca\\u65ad', u'\\u4e0b', u'\\u6536\\u5230', u'\\u4e24\\u8fb9', u'\\u76f4\\u63a5', u'\\u6dfb\\u52a0', u'\\u8d26\\u6237', u'\\u65b9\\u5f0f', u'\\u6536', u'\\u4e4b\\u524d', u'\\u826f\\u597d', u'\\u4e0a\\u6b21', u'\\u5927\\u89c4\\u6a21', u'\\u8278', u'\\u540e', u'\\u5904\\u4e8e', u'\\u5c0f', u'\\u611f\\u53f9\\u53f7', u'\\u72b6\\u6001', 'iphone', 'gmail', 'mac', 'gmail', 'mac', 'gmail']\n",
+        "[u'\\u60f3\\u5fc5', u'\\u56fd\\u5e08', u'\\u5403\\u8d27', u'\\u8d70\\u5230', u'\\u4e00\\u645e', u'\\u9a6c\\u5361\\u9f99']\n",
+        "[u'\\u4eca\\u5929', u'\\u529f\\u8bfe', u'\\u505a', u'\\u5199\\u4e0d\\u51fa', u'\\u6587\\u7ae0', u'\\u660e\\u5929']\n",
+        "[u'\\u963f\\u59e8', u'\\u6d17', u'\\u94c1\\u8def', u'\\u6d17', u'\\u94c1\\u8def', u'\\u611b', u'\\u3057', u'\\u3066', u'\\u308b', u'\\u521b\\u9020\\u529b', u'\\u771f\\u662f', 'ie']\n",
+        "[u'\\u6bcf\\u5e74', u'\\u529e', u'\\u5e74\\u8d27', u'\\u89c9\\u5f97', u'\\u5bb6\\u91cc\\u4eba', u'\\u5173\\u5fc3', u'\\u592a', u'\\u5c11', u'\\u53ea\\u80fd', u'\\u8fc7\\u5e74', u'\\u4e70\\u70b9', u'\\u4e1c\\u897f', u'\\u804a\\u4ee5', u'\\u5f25\\u8865', u'\\u771f\\u662f', u'\\u96be\\u8fc7']\n",
+        "['promise', 'anti', 'patterns']\n",
+        "[u'\\u2193', 'baba']\n",
+        "[u'\\u4ee5\\u540e', u'\\u5f3a\\u5236', u'\\u4f20\\u7edf', u'\\u4fdd\\u6301', u'\\u7edd\\u7f18', u'\\u540e\\u60a3\\u65e0\\u7a77', u'\\u8fd9\\u6837\\u4e00\\u6765', u'\\u6574\\u5408', u'\\u73b0\\u6709', u'\\u5e93', u'\\u4f1a\\u6210', u'\\u4e00\\u4ef6', u'\\u96be', u'\\u4e8b\\u60c5', 'react', 'dom', 'ui']\n",
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+        "[]\n",
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+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u6652']\n",
+        "[u'\\u8bad\\u7ec3', u'\\u6a21\\u578b', u'\\u505a', u'\\u5b8c', 'svm', 'scale']\n",
+        "[u'\\u5468\\u672b', u'\\u5c0f', u'\\u90ae\\u5c40', u'\\u4eba']\n",
+        "[u'\\u963f\\u91cc', u'\\u4e91\\u6709', u'\\u51e0\\u4e2a', u'\\u514d\\u8d39', u'\\u9879\\u76ee']\n",
+        "[u'\\u652f\\u6301', u'\\u6c99\\u7bb1', u'\\u95ee\\u9898', 'ace', 'web', 'py', 'templates']\n",
+        "[u'\\u5b66\\u4e86', u'\\u4e00\\u62db']\n",
+        "[u'\\u6c57', u'\\u624b\\u7528', u'\\u771f\\u662f', u'\\u60b2\\u5267', u'\\u952e\\u76d8', u'\\u592a', u'\\u5bb9\\u6613', u'\\u7f16\\u7a0b', u'\\u5927\\u82b1\\u8138', 'mac']\n",
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+        "['surprising', 'jan', 'money', 'goods', 'lack', 'opportunity', 'knowledge', 'boring']\n",
+        "[u'\\u8ba1\\u5212', u'\\u5199\\u5f97', u'\\u6f02\\u4eae', u'\\u95ee\\u9898', u'\\u5206\\u6790', u'\\u900f\\u5f7b', u'\\u6267\\u884c', u'\\u5374', u'\\u5768', u'\\u7fd4', u'\\u4e3a\\u5565', u'\\u7b80\\u5355', u'\\u65e0', u'\\u5173\\u4e4e', u'\\u4e27\\u949f', u'\\u9e23', u'\\u8bd7', u'\\u4e00\\u4e9b', u'\\u4eba', u'\\u81ea\\u8be9', u'\\u4eba', u'\\u8363\\u8a89\\u611f', u'\\u4e2d', u'\\u81ea\\u6211\\u9676\\u9189', u'\\u81ea\\u6211', u'\\u50ac\\u7720']\n",
+        "['dont', 'even', 'know', 'baby']\n",
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+        "[u'\\u5f20\\u5b66\\u53cb', 'feel']\n",
+        "[u'\\u4ed8\\u8d39', u'\\u4e0d\\u5b9e', u'\\u6d88\\u606f']\n",
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+        "[]\n",
+        "[u'\\u4e0a\\u4f20', u'\\u5f20', u'\\u7167\\u7247', u'\\u4e13\\u8f91', u'\\u56fe\\u5e8a']\n",
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+        "[u'\\u91d1\\u5c71', u'\\u91cd\\u88c5', u'\\u9ad8\\u624b', u'\\u652f\\u6301', u'\\u91cd\\u88c5', u'\\u5206\\u949f', u'\\u5907\\u4efd', u'\\u6570\\u636e', u'\\u4ea7\\u54c1', u'\\u52a8\\u6001', u'\\u65b0\\u95fb', u'\\u4e2d\\u5fc3', 'win']\n",
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+        "['test']\n",
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+        "[u'\\u6700\\u7ec8', u'\\u6210', u'\\u624b\\u4e0b\\u8d25\\u5c06']\n",
+        "[u'\\u6536\\u97f3\\u673a', u'\\u91cc', u'\\u542c\\u5230', u'\\u5f00\\u8f66', u'\\u559c\\u6b22', u'\\u6441', u'\\u5587\\u53ed', u'\\u5c0f\\u4eba', u'\\u5fc3\\u6001', u'\\u542c\\u540e', u'\\u52a0\\u585e', u'\\u8fdb\\u5230', u'\\u8f66\\u6d41', u'\\u540e\\u9762', u'\\u8f66', u'\\u4e00\\u9635', u'\\u72c2', u'\\u6441', u'\\u5587\\u53ed', u'\\u5fc3\\u60f3', u'\\u4eba\\u771f', u'\\u5c0f\\u4eba']\n",
+        "[u'\\u51c6\\u5907', u'\\u5168\\u9762', u'\\u4f18\\u5316', u'\\u7cfb\\u7edf', u'\\u6700\\u4f73', u'\\u5b9e\\u8df5', u'\\u65f6', u'\\u60f3\\u8d77', u'\\u804a\\u5929', u'\\u7cfb\\u7edf', u'\\u6162', u'\\u5fcd\\u53d7', u'\\u8001\\u677f', u'\\u60f3', u'\\u5e9f\\u6389', u'\\u8fd9\\u5957', u'\\u82b1\\u8d39', u'\\u51e0\\u5343', u'\\u7cfb\\u7edf', u'\\u95ee', u'\\u51fa\\u73b0', u'\\u95ee\\u9898', u'\\u65f6', u'\\u505a', u'\\u8bf4', u'\\u6280\\u672f', u'\\u91cd\\u542f', u'\\u4e00\\u4e0b', u'\\u51d1\\u5408\\u7740', u'\\u91cd\\u542f', u'\\u597d\\u50cf', u'\\u4e07\\u80fd', u'\\u836f', u'\\u6700', u'\\u6df7\\u86cb', u'\\u6839\\u672c', u'\\u5206\\u6790', u'\\u627e\\u5230', u'\\u89e3\\u51b3\\u65b9\\u6848', 'erp', 'ppt', 'cio', 'erp', 'root', 'cause']\n",
+        "[u'\\u516c\\u53f8', u'\\u6740\\u624b', u'\\u6bdb\\u6e1d\\u5357', u'\\u51fa\\u4efb', u'\\u8463\\u4e8b\\u957f', u'\\u5f15\\u53d1', u'\\u534e\\u4e09', u'\\u5458\\u5de5', u'\\u96c6\\u4f53', u'\\u62b5\\u5236']\n",
+        "['oracle', 'database', 'release', 'patchset', 'sap', 'applications', 'certified', 'supported', 'oracle', 'databases', 'microsoft', 'azure', 'environment', 'information', 'see', 'sap', 'note']\n",
+        "[u'\\u60f3', u'\\u518d', u'\\u4e0a\\u6b21', u'\\u770b\\u770b', u'\\u670b\\u53cb', u'\\u4eba', u'\\u68a6\\u60f3', 'msn', 'msn']\n",
+        "[u'\\u6280\\u672f\\u4eba\\u5458', u'\\u6709\\u65f6', u'\\u81ea\\u89c9', u'\\u6280\\u672f', u'\\u653e\\u5927', u'\\u8ba4\\u4e3a', u'\\u6280\\u672f', u'\\u725b', u'\\u4e07\\u4e8b\\u5927\\u5409', u'\\u9ed1\\u76d2\\u5b50', u'\\u5e94\\u7528', u'\\u5347\\u7ea7', u'\\u8fc1\\u79fb', u'\\u5de5\\u4f5c', u'\\u6210\\u529f', u'\\u5173\\u952e', u'\\u6b63\\u786e', u'\\u65b9\\u6cd5\\u8bba', u'\\u5408\\u9002', u'\\u76d1\\u7406', u'\\u6bcf\\u4e2a', u'\\u9636\\u6bb5', u'\\u914d\\u7f6e', u'\\u5408\\u9002', u'\\u987e\\u95ee', u'\\u4eba', u'\\u8bf4', u'\\u6570\\u636e\\u5e93', u'\\u5347\\u7ea7', u'\\u7b80\\u5355', u'\\u5c0f\\u65f6', u'\\u641e\\u5b9a', u'\\u540e\\u679c', u'\\u7532\\u65b9', u'\\u4eba', u'\\u4ee5\\u540e', u'\\u7b80\\u5355', u'\\u51c6\\u5907', u'\\u540e', u'\\u5927\\u91cf', u'\\u7eb8', u'\\u64e6\\u5c41\\u80a1', 'erp', 'erp']\n",
+        "[u'\\u4e92\\u8054\\u7f51', u'\\u505a', u'\\u4f01\\u4e1a\\u5e94\\u7528', u'\\u8fd9\\u5e2e', u'\\u4eba', u'\\u996d\\u7897', u'\\u8e22\\u7ffb', u'\\u6c89\\u6dc0', u'\\u51e0\\u5341\\u5e74', u'\\u7ecf\\u9a8c', u'\\u4e92\\u8054\\u7f51', u'\\u9762\\u524d', u'\\u5374\\u6210', u'\\u7d2f\\u8d58']\n",
+        "[u'\\u7a7f\\u8fc7', u'\\u5927\\u534a\\u4e2a', u'\\u4e2d\\u56fd', u'\\u7761', u'\\u7761', u'\\u7761', u'\\u65e0\\u975e', u'\\u4e24\\u5177', u'\\u8089\\u4f53', u'\\u78b0\\u649e', u'\\u529b', u'\\u65e0\\u975e', u'\\u8fd9\\u529b', u'\\u50ac\\u5f00', u'\\u82b1\\u6735']\n",
+        "[u'\\u73cd\\u8d35', u'\\u6bdb\\u4e3b\\u5e2d']\n",
+        "[u'\\u73b0\\u5728', u'\\u5b69\\u5b50']\n",
+        "[u'\\u9879\\u76ee', u'\\u5fd9\\u4e0d\\u8fc7\\u6765', u'\\u56fd\\u5185', u'\\u505a\\u5916', u'\\u5305', u'\\u5374', u'\\u997f', u'\\u9762\\u9ec4\\u808c\\u7626', u'\\u503c\\u5f97', u'\\u56fd\\u5185', u'\\u5b9e\\u65bd', u'\\u5546', u'\\u53cd\\u601d', 'global', 'erp']\n",
+        "[u'\\u524d', u'\\u4e9b', u'\\u65e5\\u5b50', u'\\u6280\\u672f\\u4eba\\u5458', u'\\u95f2\\u804a', u'\\u6574\\u4e2a', u'\\u8fc7\\u7a0b', u'\\u8bed\\u6c14', u'\\u4e2d', u'\\u5473\\u9053', u'\\u59cb\\u7ec8', u'\\u5076\\u53ea', u'\\u60f3', u'\\u8bf4', u'\\u5f88\\u591a\\u5e74', u'\\u524d', u'\\u81ea\\u6211', u'\\u98d8', u'\\u7ecf\\u5386', u'\\u78e8\\u96be', u'\\u81ea\\u6211\\u611f\\u89c9', u'\\u725b', u'\\u903c', u'\\u53d8\\u6210', u'\\u50bb', u'\\u903c', u'\\u505a', u'\\u50bb', u'\\u903c', u'\\u6700', u'\\u5e78\\u798f', u'\\u4e8b', 'nb']\n",
+        "[u'\\u8001\\u5e08', u'\\u6b7b', u'\\u540e', u'\\u6700', u'\\u5e0c\\u671b', u'\\u6307\\u7740', u'\\u5c38\\u4f53', u'\\u8bf4', u'\\u5c0f\\u7ea2', u'\\u4f1f\\u5927', u'\\u79d1\\u5b66\\u5bb6', u'\\u5c0f\\u521a', u'\\u4f1f\\u5927', u'\\u7269\\u7406\\u5b66\\u5bb6', u'\\u5c0f\\u660e', u'\\u4ed6\\u52a8']\n",
+        "[u'\\u83c7', u'\\u51c9\\u4eec', u'\\u770b\\u5230', u'\\u7a0b\\u5e8f', u'\\u733f', u'\\u6536', 'dba']\n",
+        "[u'\\u82f1\\u8bed', u'\\u884c', u'\\u53d1\\u5c04', u'\\u82f1\\u8bed', u'\\u8bf4', u'\\u513f', u'\\u82f1\\u8bed', u'\\u8bf4', u'\\u513f', u'\\u6454', u'\\u5730\\u4e0a', u'\\u82f1\\u8bed', u'\\u8bf4', u'\\ud83d', u'\\ude02', 'biu', 'sou', 'pia']\n",
+        "[u'\\u8bf4\\u5b9e\\u8bdd', u'\\u6628\\u5929', u'\\u542c\\u8bf4', u'\\u7cfb\\u7edf', u'\\u540d\\u5b57', u'\\u516c\\u53f8\\u51fa\\u54c1', u'\\u9879\\u76ee', u'\\u4e8b\\u52a1', u'\\u8ddf\\u8e2a', u'\\u5de5\\u5177', u'\\u5e7f\\u6cdb\\u5e94\\u7528', u'\\u7f3a\\u9677', u'\\u8ddf\\u8e2a', u'\\u5ba2\\u6237\\u670d\\u52a1', u'\\u9700\\u6c42', u'\\u6536\\u96c6', u'\\u6d41\\u7a0b', u'\\u5ba1\\u6279', u'\\u4efb\\u52a1', u'\\u8ddf\\u8e2a', u'\\u9879\\u76ee', u'\\u8ddf\\u8e2a', u'\\u654f\\u6377', u'\\u7ba1\\u7406', u'\\u5de5\\u4f5c', u'\\u9886\\u57df', 'jira', 'jira', 'atlassian', u'\\u5e2e\\u670b\\u53cb\\u627e\\u61c2Jira\\u7684\\u4eba']\n",
+        "[u'\\u6709\\u4eba', u'\\u6253\\u7b97', u'\\u6210\\u4eba', u'\\u5976', u'\\u5236', u'\\u505a\\u6210', u'\\u5976\\u7c89', u'\\u771f\\u662f', u'\\u4e92\\u8054\\u7f51', u'\\u601d\\u7ef4']\n",
+        "['lovely']\n",
+        "[u'\\u53d1\\u73b0', u'\\u540c\\u6837', u'\\u505a', u'\\u5a92\\u4f53', u'\\u4e0a\\u4e91', u'\\u8ba1\\u7b97', u'\\u5df2\\u7ecf', u'\\u5929\\u5929', u'\\u5ff5\\u53e8', u'\\u70c2', u'\\u76f8\\u5f53', u'\\u4e00\\u90e8\\u5206', u'\\u4eba', u'\\u771f\\u4e0d\\u77e5\\u9053', u'\\u4e91', u'\\u8ba1\\u7b97']\n",
+        "[u'\\u7532\\u9aa8\\u6587', u'\\u65b0', u'\\u6280\\u672f', u'\\u8fdb\\u6b65', u'\\u4f01\\u4e1a', u'\\u7528\\u6237', u'\\u5907\\u53d7', u'\\u6298\\u78e8', u'\\u6027\\u80fd', u'\\u74f6\\u9888', u'\\u4e8b', u'\\u4f01\\u4e1a\\u5e94\\u7528', u'\\u8ffd\\u8d76', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u5927\\u6f6e', u'\\u6700', u'\\u5b9e\\u9645', u'\\u8def\\u7ebf', u'\\u5148', u'\\u6539\\u9020', u'\\u5c42', 'announcement', 'exadata', 'database', 'machine', 'exalogic', 'elastic', 'cloud', 'io', 'paas']\n",
+        "[u'\\u4e00\\u5929', u'\\u6ca1\\u89c1', u'\\u5fae\\u4fe1', u'\\u7ed9\\u6211\\u53d1', u'\\u5e7f\\u544a', u'\\u592a', u'\\u6b3a\\u8d1f', u'\\u4eba']\n",
+        "[u'\\u5f80\\u5f80', u'\\u9f13', u'\\u5982\\u7c27\\u4e4b\\u820c', u'\\u63d0\\u5982', u'\\u693d', u'\\u4e4b\\u7b14', u'\\u5916\\u4f01', u'\\u67b6\\u6784\\u5e08', u'\\u552e\\u524d', u'\\u5f80\\u5f80', u'\\u6697\\u901a\\u6b3e\\u66f2', u'\\u8003\\u8bed', u'\\u8010\\u5bd2', u'\\u7a97\\u4e4b\\u82e6', u'\\u4ea4\\u6d41', u'\\u65f6', u'\\u62e8', u'\\u725b\\u4e4b\\u7434', u'\\u603b\\u662f', u'\\u53f9', u'\\u4e00\\u6b65\\u4e4b\\u9065', u'\\u65e0\\u5948', u'\\u4ee5\\u4e0b', u'\\u6458\\u5f55', u'\\u6253\\u78e8', u'\\u6211\\u53f8', u'\\u4e00\\u4f4d', u'\\u8d44\\u6df1', u'\\u67b6\\u6784\\u5e08', u'\\u968f\\u7b14', u'\\u6743\\u5f53', u'\\u8336\\u4f59', u'\\u5206\\u4eab', u'\\u58a8\\u906e\\u5c71 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u4e0d\\u5728\\u6b64\\u5217', 'cm']\n",
+        "[u'\\u9648\\u8d6b', u'\\u53ef\\u7231']\n",
+        "['oracle', 'exadata', 'certified', 'sap', 'information', 'see', 'sap', 'note']\n",
+        "[u'\\u5fae\\u535a\\u4e0a', u'\\u4e00\\u76f4', u'\\u89c2\\u5bdf', u'\\u9886\\u57df', u'\\u4e24\\u4e2a', u'\\u9635\\u8425', u'\\u53d1\\u73b0', u'\\u660e\\u663e', u'\\u4e00\\u4e9b', u'\\u4eba', u'\\u65b0\\u578b', u'\\u4e1c\\u4e1c', u'\\u8ba4\\u53ef\\u5ea6', u'\\u6bd4\\u8f83', u'\\u9ad8', u'\\u662f\\u56e0\\u4e3a', u'\\u53d1\\u5c55', u'\\u6bd4\\u8f83', u'\\u5927\\u90e8\\u5206', u'\\u4eba', u'\\u505a', u'\\u4e00\\u5b9a', u'\\u5173\\u7cfb', u'\\u4e3b\\u8981', u'\\u5e94\\u7528', u'\\u5e94\\u7528', u'\\u66f4\\u65b0', u'\\u6bd4\\u8f83\\u6162', u'\\u505a', u'\\u9879\\u76ee', u'\\u5b9e\\u65bd', u'\\u6bd4\\u8f83', u'\\u76f8\\u6bd4', u'\\u65b0\\u578b', u'\\u4e1c\\u4e1c', u'\\u63a5\\u53d7', u'\\u6162', 'oracle', 'sap', 'oracle', 'db', 'oracle', 'db', 'sap']\n",
+        "[u'\\u9a6c\\u4e91', u'\\u732a', u'\\u78b0\\u4e0a', u'\\u98ce', u'\\u98de', u'\\u98ce', u'\\u8fc7\\u53bb', u'\\u6454\\u6b7b', u'\\u732a', u'\\u732a']\n",
+        "[u'\\u5927\\u53d4', u'\\u62fc', u'\\u840c']\n",
+        "[u'\\u300e', u'\\u9a6c\\u4e91', u'\\u7231', u'\\u653f\\u5e9c', u'\\u5ac1\\u7ed9', u'\\u300f']\n",
+        "[u'\\u5fae\\u535a', u'\\u5fae\\u4fe1', u'\\u65e9', u'\\u5c0f\\u65f6', u'\\u524d', u'\\u4eba', u'\\u8bf4', u'\\u4e0b\\u96ea', u'\\u4f46\\u4e2a', u'\\u5c0f\\u65f6', u'\\u540e', u'\\u8f6e', u'\\u4e0b\\u96ea', u'\\u2744', u'\\ufe0f']\n",
+        "[u'\\u81ea\\u52c9', u'\\u4eba\\u4e0d\\u656c', u'\\u65e0', u'\\u4e0d\\u656c\\u4eba', u'\\u65e0\\u5fb7', u'\\u4eba', u'\\u4e0d\\u5bb9', u'\\u65e0\\u80fd', u'\\u4e0d\\u5bb9', u'\\u4eba', u'\\u65e0\\u91cf', u'\\u4eba\\u4e0d\\u52a9', u'\\u65e0\\u4e3a', u'\\u52a9\\u4eba', u'\\u65e0\\u5584', u'\\u51e1\\u4e8b', u'\\u4e4b\\u5fc3', u'\\u5f85\\u4eba', u'\\u51e1\\u4e8b', u'\\u4e4b\\u4e3e', u'\\u4eba', u'\\u51e1\\u4e8b', u'\\u4e4b\\u8fc7', u'\\u62a5\\u4eba', u'\\u575a\\u6301', u'\\u5185\\u5fc3', u'\\u5e73\\u548c', u'\\u4e0d\\u6025', u'\\u4e0d\\u8e81', u'\\u9a84', u'\\u591a\\u4e00\\u4efd', u'\\u96c5\\u91cf', u'\\u968f\\u7f18']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u770b\\u505a', u'\\u65e0\\u4eba\\u4e0d\\u6653', u'\\u5168\\u7403', u'\\u5076\\u50cf', u'\\u7ea7', u'\\u5927\\u5e08', u'\\u9762\\u5bb9', u'\\u68c0\\u8ba8', 'oracle', 'ebs', 'steven', 'chan']\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u53d1\\u73b0', u'\\u505a', u'\\u5a92\\u4f53', u'\\u7f16\\u8f91', u'\\u6b63\\u5e38', u'\\u516c\\u53f8', u'\\u4e0a\\u73ed', u'\\u4eba', u'\\u5fd9', u'\\u662f\\u5426', u'\\u8bf4\\u660e', u'\\u516c\\u53f8', u'\\u4e00\\u76f4', u'\\u9707\\u52a8', u'\\u65b0\\u95fb', u'\\u51fa\\u73b0']\n",
+        "[u'\\u505a', u'\\u7a0b\\u5e8f', u'\\u733f', u'\\u771f\\u5e78\\u798f', 'sap', 'abaper']\n",
+        "[u'\\u7cfb\\u7edf\\u5347\\u7ea7', u'\\u8fc1\\u79fb', u'\\u9879\\u76ee', u'\\u6700', u'\\u5934\\u75bc', u'\\u5e94\\u8be5', u'\\u5ba2\\u6237', u'\\u5316', u'\\u90e8\\u5206', u'\\u89c2\\u5bdf', u'\\u505a\\u6cd5', u'\\u505a', u'\\u82b1', u'\\u5927\\u91cf', u'\\u65f6\\u95f4', u'\\u505a', u'\\u6d4b\\u8bd5', u'\\u5ba2\\u6237', u'\\u5316', u'\\u90e8\\u5206', u'\\u5347\\u7ea7', u'\\u8fc1\\u79fb', u'\\u5b8c\\u5584', u'\\u65b9\\u6cd5\\u8bba', u'\\u6587\\u4ef6', u'\\u5347\\u7ea7', u'\\u90e8\\u5206', u'\\u5185\\u5bb9', u'\\u653e', u'\\u4f4d\\u7f6e', u'\\u7f16\\u8f91', u'\\u6b63\\u89c4', u'\\u8d70', u'\\u5148\\u6765', u'\\u4e8b\\u534a\\u529f\\u500d', u'\\u6548\\u679c', 'oracle', 'erp', 'notes', 'oracle', 'forms', 'oaf', 'self', 'service']\n",
+        "[u'\\u5c0f\\u5fd7', u'\\u4e00\\u5927\\u65e9', u'\\u627e\\u5230', u'\\u8001\\u5f20', u'\\u8bc9\\u82e6', u'\\u975e\\u8981', u'\\u5ab3\\u5987\\u513f', u'\\u79bb\\u5a5a', u'\\u8001\\u5f20', u'\\u95ee', u'\\u95f9\\u817e', u'\\u4e00\\u5927\\u65e9', u'\\u597d\\u597d', u'\\u8fc7\\u65e5\\u5b50', u'\\u5c0f\\u5fd7', u'\\u8bf4', u'\\u6628\\u665a', u'\\u8bb2\\u4e2a', u'\\u7b11\\u8bdd', u'\\u6ca1\\u7b11', u'\\u8001\\u5f20', u'\\u8bf4', u'\\u8fd9\\u662f', u'\\u5565\\u4e8b', u'\\u626f\\u6de1', u'\\u5c0f\\u5fd7', u'\\u54ed', u'\\u6ca1\\u7b11', u'\\u5988', u'\\u5e8a', u'\\u5e95\\u4e0b', u'\\u4e00\\u4e2a', u'\\u7537\\u6ef4', u'\\u618b\\u4e0d\\u4f4f', u'\\u7b11', u'\\u5a31\\u4e50']\n",
+        "[u'\\u76ee\\u6807', u'\\u8ba1\\u5212', u'\\u91cd\\u8981', 'action']\n",
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+        "[u'\\u732b', u'\\u7802', u'\\u5feb\\u9012', u'\\u4e22', u'\\u7269\\u4e1a', u'\\u642c', u'\\u4e0a\\u697c', u'\\u597d\\u5fe7\\u6851']\n",
+        "[u'\\u4e0d\\u597d\\u73a9', 'blender']\n",
+        "[u'\\u5b85\\u5bb6', u'\\u7761', u'\\u4e00\\u5929', u'\\u6709\\u4eba', u'\\u4e00\\u8d77', u'\\u5341\\u4e07\\u4e2a', u'\\u51b7\\u7b11', u'\\u8bdd']\n",
+        "[u'\\u5206\\u4eab', u'\\u771f\\u55e3\\u540c\\u5b66', u'\\u6cab\\u6cab\\u5927\\u7b28\\u86cb ']\n",
+        "[u'\\u5e74\\u5e95', u'\\u4e00\\u7fa4', u'\\u4eba', u'\\u5ba3\\u626c', u'\\u6253\\u5305', u'\\u90aa\\u6559']\n",
+        "[u'\\u65e9\\u4e0a', u'\\u51fa\\u95e8', u'\\u672c\\u6765', u'\\u7ed1', u'\\u53cc', u'\\u9a6c\\u5c3e', u'\\u4e24\\u4e2a', u'\\u6bdb\\u7403', u'\\u4e00\\u4e2a', u'\\u597d\\u50cf', u'\\u8def\\u4e0a', u'\\u6389', u'\\u53ea\\u597d', u'\\u6539\\u6210']\n",
+        "[u'\\u597d\\u4e45\\u6ca1', u'\\u8bd5', u'\\u5468\\u672b', u'\\u65e9', u'\\u8d77\\u5e8a', u'\\u88d5', u'\\u6ce2']\n",
+        "[u'\\u968f\\u4fbf', u'\\u6e29\\u7279', u'\\u8001\\u6e7f', u'\\u8bb2', u'\\u968f\\u4fbf', 'ppt']\n",
+        "[u'\\u611f\\u89c9', u'\\u5fae\\u535a', u'\\u5ba2\\u6237\\u7aef', u'\\u6709\\u4e2a', u'\\u6d82\\u9e26', u'\\u529f\\u80fd', u'\\u597d', u'\\u65b9\\u4fbf', u'\\u53d1', u'\\u5947\\u602a', u'\\u4e1c\\u897f', u'\\u65f6', u'\\u9a6c\\u8d5b\\u514b']\n",
+        "[u'\\u4eac\\u4e1c', u'\\u9001\\u8d27', u'\\u901f\\u5ea6', u'\\u5fc3\\u60c5', u'\\u597d', u'\\u4e00\\u70b9']\n",
+        "[u'\\u7ec6\\u83cc', u'\\u79f0\\u4e3a', u'\\u840c', u'\\u55b5', u'\\u9f3b\\u8840', u'\\u521a\\u521a', u'\\u5929\\u5185', u'\\u6d88\\u706d', u'\\u5168\\u4e16\\u754c', 'plagueinc']\n",
+        "[u'\\u7ec6\\u83cc', u'\\u79f0\\u4e3a', u'\\u55b5', u'\\u55b5', u'\\u521a\\u521a', u'\\u5929\\u5185', u'\\u6d88\\u706d', u'\\u5168\\u4e16\\u754c', 'plagueinc']\n",
+        "[u'\\u6301\\u7eed', u'\\u7ec3\\u4e60', u'\\u6f14\\u8bb2', u'\\u6280\\u80fd']\n",
+        "[u'\\u9694\\u4e09\\u5dee\\u4e94', u'\\u5c31\\u8981', u'\\u751f\\u7406', u'\\u5468\\u671f', u'\\u640f\\u6597', u'\\u5403', u'\\u597d\\u591a', u'\\u54b8', u'\\u4e1c\\u897f', 'orz']\n",
+        "[u'\\u8fd9\\u96c6', u'\\u627f\\u5305', u'\\u627f\\u5305', u'\\u4e2a\\u5e01', u'\\u4e07\\u4e2a', u'\\u5c0f\\u4f19\\u4f34', u'\\u8282\\u7701', u'\\u4eba\\u751f', u'\\u2267', u'\\u2207', u'\\u2266', u'\\u77e5\\u9053', u'\\u8fd9\\u662f', u'\\u9b3c', u'\\u597d\\u50cf', u'\\u5389\\u5bb3', u'\\u6837\\u5b50', u'\\u65b0\\u756a\\u627f\\u5305\\u8ba1\\u5212']\n",
+        "[u'\\u638c\\u63e1', u'\\u996d', u'\\u716e\\u719f', u'\\u6280\\u80fd', u'\\u70ed\\u8877\\u4e8e', u'\\u4e00\\u5806', u'\\u5947\\u602a', u'\\u4e1c\\u897f', u'\\u6254', u'\\u4e00\\u8d77', u'\\u716e', u'\\u716e', u'\\u716e']\n",
+        "[u'\\u672c\\u6765', u'\\u60f3', u'\\u716e\\u7ca5', u'\\u7d2f\\u89c9', u'\\u4e0d\\u7231']\n",
+        "[u'\\u611f\\u89c9', u'\\u597d\\u50cf', u'\\u5389\\u5bb3']\n",
+        "[u'\\u5403', u'\\u5403', u'\\u5403']\n",
+        "[u'\\u9119\\u5382', u'\\u65b0']\n",
+        "[u'\\u90e8\\u95e8', u'\\u805a\\u9910']\n",
+        "[u'\\u5347', u'\\u7b49\\u7ea7', u'\\u798f\\u5229', u'\\u4eab', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u60f3\\u60f3', u'\\u6709\\u70b9', u'\\u5c0f', u'\\u6fc0\\u52a8', u'\\u5c0f\\u4f19\\u4f34', u'\\u513f\\u4eec', u'\\u901f\\u6765', u'\\u56f4\\u89c2', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u300e', u'\\u5b50', u'\\u67e5\\u8be2', u'\\u4f18\\u5316', u'\\u8be6\\u89e3', u'\\u90a3\\u6d77', u'\\u84dd\\u84dd\\u7684', u'\\u65e5\\u5fd7', u'\\u7f51\\u6613', u'\\u535a\\u5ba2', u'\\u300f', 'mysql']\n",
+        "[u'\\u300e', u'\\u4fc3\\u8fdb', u'\\u8f6f\\u4ef6\\u5f00\\u53d1', u'\\u9886\\u57df', u'\\u77e5\\u8bc6', u'\\u521b\\u65b0', u'\\u4f20\\u64ad', u'\\u300f', 'infoq']\n",
+        "[u'\\u5206\\u4eab', u'\\u5de6\\u8033\\u6735\\u8017\\u5b50 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u300e', u'\\u300f', 'tcpdump', 'tutorial', 'primer']\n",
+        "[]\n",
+        "[u'\\u4e0d\\u5351\\u4e0d\\u4ea2', u'\\u4e0d\\u614c\\u4e0d\\u5fd9', u'\\u4e5f\\u8bb8', u'\\u751f\\u6d3b', u'\\u5e94\\u8be5', u'\\u5206\\u4eab', u'\\u90dd\\u4e91', u'\\u5355\\u66f2', u'\\u6d3b\\u7740', u'\\u6765\\u81ea', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u540e', u'\\u7aef', u'\\u5f00\\u53d1', u'\\u6d89\\u53ca', u'\\u9ad8\\u7ea7', u'\\u7b97\\u6cd5', u'\\u8bf4\\u5230\\u5e95', u'\\u4f20\\u8f93', u'\\u6570\\u636e', u'\\u5b58\\u50a8', u'\\u8bbf\\u95ee', u'\\u903b\\u8f91', u'\\u641e\\u5b9a', u'\\u6570\\u636e', u'\\u4f18\\u5316', u'\\u65b9\\u5f0f', u'\\u67b6\\u6784', u'\\u81ea\\u7136', u'\\u7075\\u6d3b', u'\\u9ad8', u'\\u53ef\\u7528']\n",
+        "[u'\\u4e0a\\u6d77', u'\\u5916\\u6ee9', u'\\u4eba\\u4eec', u'\\u7406\\u667a', u'\\u4e00\\u70b9']\n",
+        "['docker', 'lxc', 'chroot', 'cgroup']\n",
+        "[u'\\u4e00\\u5e74', u'\\u7b14\\u8bb0', u'\\u4ece\\u6761', u'\\u589e\\u52a0', u'\\u6761', 'evernote']\n",
+        "[u'\\u516c\\u53f8', u'\\u4e00\\u76f4', u'\\u5f3a\\u8c03', u'\\u56e2\\u961f', u'\\u60f3', u'\\u9879\\u76ee', u'\\u4e00\\u5230', u'\\u4e24\\u4e2a', u'\\u521b\\u59cb\\u4eba', u'\\u5e76\\u4e0d\\u77db\\u76fe']\n",
+        "[]\n",
+        "[u'\\u4e0b\\u96ea', u'\\u5317\\u4eac2015']\n",
+        "[u'\\u4e0b\\u96ea']\n",
+        "[u'\\u5317\\u4eac2015\\u4e0b\\u96ea']\n",
+        "[u'\\u505a', u'\\u6280\\u672f\\u4eba\\u5458', u'\\u6280\\u672f', u'\\u624b\\u6bb5', u'\\u89e3\\u51b3', u'\\u4e00\\u4e9b', u'\\u73b0\\u5b9e', u'\\u4e2d', u'\\u5b9e\\u9645', u'\\u95ee\\u9898', u'\\u6700\\u597d']\n",
+        "[u'\\u516c\\u53f8', u'\\u5973\\u540c\\u4e8b', u'\\u6b63\\u5728', u'\\u4eab\\u53d7', u'\\u516c\\u53f8', u'\\u798f\\u5229', u'\\u4fee\\u6307\\u7532']\n",
+        "[u'\\u6700\\u8fd1', u'\\u6bd4\\u8f83\\u5fd9', u'\\u56de\\u60f3', u'\\u4e00\\u4e0b', u'\\u65f6\\u95f4', u'\\u5e2e', u'\\u540c\\u4e8b', u'\\u627e', u'\\u65f6\\u95f4', u'\\u5b8c\\u5584', u'\\u9700\\u6c42', u'\\u6539', 'bug', 'bug']\n",
+        "[u'\\u77e5\\u4e4e', u'\\u6302', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5fae\\u4fe1', u'\\u516c\\u5171', u'\\u53f7', u'\\u6587\\u7ae0', u'\\u91cc', u'\\u7ecf\\u5e38\\u51fa\\u73b0', u'\\u4e00\\u4e2a', u'\\u6076\\u5fc3', u'\\u56fe\\u7247']\n",
+        "[u'\\u53d1\\u73b0', u'\\u4fdd\\u6301', u'\\u4e00\\u9897', u'\\u5e74\\u8f7b', u'\\u5fc3', u'\\u91cd\\u8981', u'\\u6211\\u957f', u'\\u91cc', u'\\u5e74\\u7eaa', u'\\u7a0d\\u957f', u'\\u540c\\u4e8b', u'\\u6ca1\\u7528\\u8fc7', u'\\u5fae\\u4fe1', u'\\u652f\\u4ed8', u'\\u6700', u'\\u4e3b\\u8981', u'\\u5382', u'\\u505a', u'\\u5fae\\u4fe1', u'\\u652f\\u4ed8', u'\\u6069', u'\\u624b\\u673a', u'\\u91cc\\u88c5', u'\\u4e00\\u4e2a', u'\\u54d4\\u54e9', u'\\u54d4\\u54e9', u'\\u52a8\\u753b', 'zhang']\n",
+        "[u'\\u767e\\u5ea6', u'\\u6210', u'\\u8d5e\\u52a9\\u5546', 'oracle']\n",
+        "[u'']\n",
+        "['asdf']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u5165\\u5e93', 'sku', 'low']\n",
+        "[u'\\u5fae', u'\\u7535\\u5f71', u'\\u89e6\\u52a8', u'\\u4eba\\u5fc3', u'\\u4eca\\u5929', u'\\u4ee5\\u8c8c\\u53d6\\u4eba', u'\\u4e3b', u'\\u67ab\\u53f6', u'\\u54d4\\u54e9\\u54d4\\u54e9\\u52a8\\u753b']\n",
+        "[u'\\u8d60', u'\\u5206\\u949f', u'\\u8bdd\\u8d39', u'\\u56fd\\u5185', u'\\u7535\\u8bdd', u'\\u514d\\u8d39', u'\\u547c']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6700', u'\\u671f\\u5f85', u'\\u7535\\u89c6\\u5267', u'\\u6295\\u7ed9', u'\\u514b\\u62c9', u'\\u604b\\u4eba', u'\\u5510\\u5ae3', u'\\u7f57\\u664b', u'\\u9009\\u9879', u'\\u8868\\u6001', 'rain', u'\\u7504\\u5fc3\\u8bd7\\u610f']\n",
+        "[u'\\u6cbb\\u6108', u'\\u5730\\u7403', u'\\u4eba', u'\\u4e0d\\u53d8', u'\\u4f7f\\u547d', u'\\u55b5', u'\\u661f\\u4eba', u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u732b\\u54aa', u'\\u5c01\\u9762', u'\\u56fe', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u7248', u'\\u66f4\\u65b0', u'\\u540e', u'\\u592a\\u723d\\u4e86', u'\\u5206\\u4eab', 'iphone', u'\\u6355\\u9c7c\\u8fbe\\u4eba', u'\\u6355\\u9c7c\\u8fbe\\u4eba\\u6e38\\u620f']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u652f\\u4ed8\\u5b9d', u'\\u73a9', u'\\u9017', u'\\u7ea2\\u5305', u'\\u968f\\u4fbf', u'\\u731c', u'\\u5143', u'\\u4e00\\u8d77', u'\\u73a9\\u5427']\n",
+        "[u'\\u4e07\\u4e07', u'\\u6ca1\\u60f3\\u5230', u'\\u731c\\u4e2d', u'\\u5143', u'\\u652f\\u4ed8\\u5b9d', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u73a9\\u5427']\n",
+        "[u'\\u6765\\u81ea', u'\\u7845\\u8c37', u'\\u5b75\\u5316\\u5668', u'\\u521b\\u4e1a\\u9879\\u76ee', u'\\u521b\\u59cb\\u4eba', u'\\u5206\\u4eab', u'\\u521b\\u4e1a', u'\\u7ecf\\u9a8c', u'\\u5bfc\\u5e08', u'\\u56e2\\u7ed9', u'\\u6700\\u5927', u'\\u5e2e\\u52a9', u'\\u4e24\\u4e2a', u'\\u516c\\u53f8', u'\\u6253\\u5de5', u'\\u521b\\u4e1a', u'\\u516c\\u53f8', u'\\u8f6c\\u578b', u'\\u6a21\\u5f0f', u'\\u5feb\\u901f', u'\\u8fed\\u4ee3', u'\\u4ea7\\u54c1', u'\\u8ba4\\u4e3a', u'\\u6df1\\u5733', u'\\u667a\\u80fd', u'\\u786c\\u4ef6', u'\\u4f9b\\u5e94\\u94fe', u'\\u7845\\u8c37', u'\\u6210\\u719f', u'\\u4ea7\\u54c1', u'\\u66f4\\u65b0', 'ycombinator', 'datanitro', 'yc', 'mvp', u'CSDN CTO\\u4ff1\\u4e50\\u90e8']\n",
+        "[u'\\u5e74', u'\\u8d70\\u8fdb', u'\\u7cfb\\u5217', u'\\u7b2c\\u4e00\\u573a', u'\\u8fdb\\u884c', u'\\u4e2d', u'\\u4e4c\\u4e91', u'\\u5e73\\u53f0', u'\\u591a\\u4f4d', u'\\u8054\\u5408', u'\\u521b\\u59cb\\u4eba', u'\\u5c0f\\u987f', u'\\u5e73\\u53f0', u'\\u6280\\u672f', u'\\u603b\\u76d1', u'\\u4ea7\\u54c1', u'\\u8fd0\\u8425', u'\\u8d1f\\u8d23\\u4eba', u'\\u6f14\\u8bb2', u'\\u8d85\\u8fc7', u'\\u4f4d', u'\\u884c\\u4e1a', u'\\u5b89\\u5168', u'\\u6280\\u672f\\u4e3b\\u7ba1', u'\\u53c2\\u52a0', u'\\u62a5\\u8fc7', u'\\u7f51\\u7ad9', u'\\u4eba', u'\\u6848\\u4f8b', u'\\u89e6\\u76ee\\u60ca\\u5fc3', u'\\u611f\\u89c9', u'\\u8eab\\u8fb9', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u6f0f\\u6d1e', u'\\u98ce\\u9669', u'\\u65e0\\u5904\\u4e0d\\u5728', 'fenggou', u'CSDN CTO\\u4ff1\\u4e50\\u90e8', u'\\u8d70\\u8fd1\\u4e4c\\u4e91']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u671d\\u9c9c', u'\\u592e\\u89c6', u'\\u4e24\\u4e2a', u'\\u89e3\\u8bf4', u'\\u5b8c\\u5168', u'\\u81a8\\u80c0', u'\\u4e0d\\u884c', u'\\u674e\\u91d1\\u7fbd', u'\\u56fd', u'\\u8db3', u'\\u4e0a\\u534a\\u573a', u'\\u5b8c\\u5168', u'\\u6253\\u51fa', u'\\u5df4\\u8428', u'\\u6c34\\u5e73', u'\\u5df4\\u8428', u'\\u5dc5\\u5cf0', u'\\u65f6', u'\\u72b6\\u6001', 'vs']\n",
+        "[u'\\u4e2d\\u56fd\\u5de5\\u7a0b\\u9662', u'\\u90ac\\u8d3a\\u94e8', u'\\u9662\\u58eb', u'\\u4e2d\\u56fd', u'\\u4f01\\u4e1a', u'\\u4e92\\u8054\\u7f51', u'\\u4ea7\\u503c', u'\\u5e74', u'\\u8d76\\u4e0a', u'\\u7f8e\\u56fd', u'2015\\u4f01\\u4e1a\\u4e92\\u8054\\u7f51\\u5927\\u4f1a']\n",
+        "[u'\\u6700\\u8fd1', u'\\u53e0\\u52a0', u'\\u5206\\u6790', u'\\u73a9', u'\\u8d3c', u'\\u6e9c', u'\\u901a\\u900f']\n",
+        "[u'\\u8111\\u6d1e', u'\\u6253\\u5f00']\n",
+        "[u'\\u89c6\\u9891', u'\\u5b9e', u'\\u62cd\\u5356', u'\\u68c9\\u82b1', u'\\u7cd6', u'\\u5927\\u53d4', u'\\u79c0', u'\\u592a\\u7a7a', u'\\u821e\\u6b65', u'\\u5c0f\\u5b69', u'\\u4e89\\u76f8', u'\\u8d2d\\u4e70', u'\\u65b0\\u95fb', u'\\u89c6\\u9891']\n",
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+        "[u'\\u521a\\u521a', u'\\u7528\\u4ee5', u'\\u516c\\u91cc', u'\\u901f\\u5ea6', u'\\u8dd1', u'\\u516c\\u91cc', 'nike', u'nikerunning #nikeplus:']\n",
+        "[u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u7f8e', u'\\u56fe', u'\\u795e\\u5668', u'\\u5929\\u5929', u'\\u56fe', u'\\u6548\\u679c', u'\\u8d85\\u8d5e', u'\\u8bd5']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u7528\\u5feb', u'\\u6253\\u8f66', u'\\u8f7b\\u677e', u'\\u6253\\u5230', u'\\u8f66', u'\\u5168\\u56fd', u'\\u591a\\u4e2a', u'\\u57ce\\u5e02', u'\\u652f\\u6301', u'\\u5f3a\\u70c8\\u63a8\\u8350', u'\\u6253\\u8f66', u'\\u8d5a', u'\\u79ef\\u5206', u'\\u6362\\u8c6a\\u793c', u'\\u6253\\u8f66', u'\\u8def\\u8fb9', u'\\u9177\\u4e0d\\u9177', u'\\u8bd5\\u8bd5', u'\\u77e5\\u9053', u'\\u679c\\u65ad', u'\\u4e00\\u53d1']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u8d5e\\u540c', u'\\u5176\\u4ed6\\u4eba', u'\\u8bc4\\u4ef7', u'\\u6bcf\\u5929', u'\\u5206\\u6790', u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5b9e\\u60e0', u'\\u514d\\u8d39', u'\\u798f\\u5229', u'\\u5929\\u5929', u'\\u9886', u'\\u4f4e\\u4ef7', u'\\u6298\\u6263', u'\\u4eab', u'\\u4f18\\u60e0', u'\\u751f\\u6d3b', u'\\u670d\\u52a1', u'\\u8fd1\\u8ddd\\u79bb', u'\\u7acb\\u5373', u'\\u4e0b\\u8f7d', u'\\u4f53\\u9a8c']\n",
+        "[u'\\u5b66\\u4e60', u'\\u6b32\\u671b', u'\\u884c\\u52a8', u'\\u543c\\u543c', u'\\u4e0b\\u8f7d', u'\\u6155\\u8bfe', u'\\u7f51']\n",
+        "[u'\\u597d\\u4e66', u'\\u9047\\u89c1']\n",
+        "['sunny', 'today', 'high', 'low']\n",
+        "['sunny', 'today', 'high', 'low']\n",
+        "['partly', 'cloudy', 'today', 'high', 'low']\n",
+        "['sunny', 'today', 'high', 'low']\n",
+        "[u'\\u4e00\\u8d77', u'\\u65e5\\u5b50', u'\\u5f00\\u5fc3', u'\\u4e00\\u8d77', u'\\u5206\\u4eab', u'\\u5c5e\\u4e8e', u'\\u5c0f', u'\\u79d8\\u5bc6', u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u79d8\\u5bc6', u'\\u5c01\\u9762', u'\\u56fe', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u5b66\\u4e60\\u6210\\u7ee9']\n",
+        "[u'\\u8054\\u901a', u'\\u6c83\\u5bbd', u'\\u83b7\\u5f97', u'\\u63d0\\u901f', u'\\u65f6', u'\\u957f', u'\\u653b\\u7565', u'\\u7f51\\u9f84', u'\\u5151\\u6362', u'\\u63d0\\u901f', u'\\u65f6', u'\\u957f', u'\\u505a', u'\\u4efb\\u52a1', u'\\u6323', u'\\u79ef\\u5206', u'\\u5151\\u6362', u'\\u65f6', u'\\u957f', u'\\u8bd5', u'\\u73a9\\u6e38\\u620f', u'\\u4e2d\\u5fc3', u'\\u4e00\\u6b3e', u'\\u6e38\\u620f', u'\\u83b7\\u5f97', u'\\u65f6', u'\\u957f', u'\\u70b9\\u51fb', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', u'\\u6c83\\u5bbd', u'\\u5b98\\u65b9', u'\\u5fae\\u535a']\n",
+        "[u'\\u770b\\u770b', u'\\u64cd\\u86cb', u'\\u6302\\u53f7\\u4fe1', u'\\u56fd\\u5b50', u'\\u5f00\\u5934', u'\\u786e\\u5b9e', u'\\u5f31\\u5f31', u'\\u95ee', u'\\u4e00\\u53e5', u'\\u6109\\u5feb', u'\\u5199\\u4fe1', u'\\u4ea4\\u670b\\u53cb', 'diao', u'\\u5979\\u8bf4\\u5b50\\u6f84V', u'\\u5f90\\u5c0f\\u7f8exm', u'Michael\\u738b\\u535a']\n",
+        "[u'\\u6211\\u60c5', u'\\u4f55\\u4ee5\\u582a', u'\\u62db\\u5546\\u94f6\\u884c', u'\\u62db\\u5546\\u94f6\\u884c\\u4fe1\\u7528\\u5361']\n",
+        "[u'\\u4e00\\u8def', u'\\u8d70', u'\\u597d', u'\\u9001\\u522b\\u59da\\u8d1d\\u5a1c']\n",
+        "[u'\\u5206\\u4eab', u'\\u963f\\u91cc', u'\\u6280\\u672f', u'\\u8d28\\u91cf\\u90e8', u'\\u6dd8', u'\\u6d4b\\u8bd5', u'\\u6587\\u7ae0']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eca\\u5929', u'\\u5bbd\\u5e26', u'\\u4e0a\\u7f51', u'\\u8d26\\u53f7', u'\\u4fdd\\u5b58', u'\\u65f6\\u5149', u'\\u673a\\u91cc', u'\\u4e0b\\u6b21', u'\\u4e70', u'\\u65b0', u'\\u8def\\u7531\\u5668', u'\\u5fd8\\u8bb0', u'\\u8d26\\u53f7', u'\\u968f\\u65f6', u'\\u53ec\\u5524', u'\\u56de\\u6765', u'\\u7ec8\\u4e8e', u'\\u76f8\\u4fe1', u'\\u65f6\\u95f4', u'\\u9006\\u8f6c', u'\\u8bb0\\u5fc6', u'\\u6062\\u590d', u'\\u8def\\u7531\\u5668', u'\\u536b\\u58eb', u'\\u5f00\\u542f']\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u6253\\u8f66', u'\\u795e\\u5668', u'\\u91cc', u'\\u652f\\u4ed8\\u5b9d', u'\\u4ed8', u'\\u8f66\\u8d39', u'\\u8d85', u'\\u65b9\\u4fbf', u'\\u8001\\u5b50', u'\\u6253\\u8f66', u'\\u4e0d\\u5e26', u'\\u94b1', u'\\u5c0f\\u4f19\\u4f34', u'\\u6233', u'\\u4e0b\\u8f7d', u'\\u795e\\u5668', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5de5\\u7a0b\\u5e08', u'\\u5199', u'\\u4e00\\u4e2a', u'\\u4e2d\\u6587', u'\\u5b66\\u4e60\\u6307\\u5357', 'twitter', 'nice', 'scala']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u597d', u'\\u7cfb\\u7edf', u'\\u4ecb\\u7ecd', 'tachyon']\n",
+        "[u'\\u597d', u'\\u8bed\\u8a00', u'\\u706b', u'\\u8bf4', u'\\u6298\\u817e', u'\\u60f3', u'\\u66ff\\u4ee3', u'\\u5206\\u5e03\\u5f0f', u'\\u6570\\u636e\\u5904\\u7406', u'\\u8bed\\u8a00', u'\\u540c\\u5b66', u'\\u8d76\\u7d27', u'\\u6d17\\u6d17', u'\\u7761', 'apache', 'pig', 'sql']\n",
+        "[u'\\u4f7f\\u7528', u'\\u65b0', u'\\u7ec4\\u4ef6', u'\\u4e00\\u4e2a', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u4efb\\u52a1', u'\\u6574\\u4e2a', u'\\u6d41\\u7a0b', u'\\u6253\\u901a', u'\\u4f7f\\u7528', u'\\u6570\\u636e', u'\\u8868\\u793a', u'\\u4f7f\\u7528', u'\\u505a', u'\\u6a21\\u578b', u'\\u8bad\\u7ec3', 'spark', 'ml', 'pipeline', 'schemardd', 'feature', 'mllib']\n",
+        "['restful', 'service', 'running', 'spark', 'sql', 'shark', 'queries', 'top', 'spark']\n",
+        "['spark', 'parquet', 'avro']\n",
+        "[]\n",
+        "['deep', 'learning', 'hadoop']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u5df2', u'\\u7387\\u5148', u'\\u83b7\\u5f97', u'\\u5185\\u6d4b', u'\\u8d44\\u683c', u'\\u6de1\\u6de1\\u7684', u'\\u6d41\\u5f0a', u'\\u4e4b\\u60c5', u'\\u6ea2\\u4e8e\\u8a00\\u8868', u'\\u4f4e\\u8c03', u'\\u5929\\u732b\\u7279\\u6b8a\\u670d\\u52a1']\n",
+        "[]\n",
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+        "['dance', 'remember', 'dance', 'forget']\n",
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+        "[]\n",
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+        "[u'\\u65e0\\u58f0', 'maroon']\n",
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+        "[u'\\u7ae5\\u978b', u'\\u9700\\u8981', u'\\u6ef4\\u6765', u'\\u5e0c\\u671b', u'\\u5e2e\\u52a9', u'\\u5b9a\\u4f4d\\u95ee\\u9898', 'eskil', 'compile', 'output', u'\\u9f50\\u4eae-Cavendish']\n",
+        "[u'\\u534f\\u8bae', u'\\u754c\\u9762', u'\\u505a', u'\\u592a\\u6f02\\u4eae', u'\\u54af', 'qqstarts', u'\\u5c0f\\u767d\\u8111\\u5b50\\u653e\\u4e86\\u4e2a\\u5c41', u'\\u6821\\u957fUbuntu \\u96e8\\u540e\\u661f\\u8fb0']\n",
+        "[u'\\u6a21\\u4eff', u'\\u266b', u'\\u6b63\\u5728', u'\\u6536\\u542c', u'\\u8fd9\\u9996', u'\\u5355\\u66f2', u'\\u674e\\u8363\\u6d69', u'\\u6a21\\u7279', u'\\u266b', u'\\u97f3\\u4e50', 'eason', 'live']\n",
+        "[u'\\u521b\\u610f', u'\\u7ca4\\u8bed', u'\\u53d1\\u97f3', u'\\u8bf4', u'\\u5531', u'\\u9e1f\\u8bed', u'\\u4e0d\\u51c6', u'\\u5c0f\\u90aa\\u517d_\\u7426', u'LIMIT_WONG', u'\\u4e5e\\u4e10\\u4ea6\\u5f02']\n",
+        "['run', 'qtwayland', 'examples', 'qml', 'compositor', 'qwindow', 'compositor', 'weston', 'another', 'weston', 'compositor', 'running', 'papyros', u'\\u51b0\\u96ea\\u806a\\u660e\\u7433\\u4e4b\\u98ce how to']\n",
+        "[u'\\u7ae5\\u978b', u'\\u6ef4', 'giucam', 'orbital']\n",
+        "['orbital']\n",
+        "[u'\\u6dfb\\u52a0', u'\\u652f\\u6301', 'orbital', 'compositor', 'xdg', 'shell', 'protocol', u'\\u51b0\\u96ea\\u806a\\u660e\\u7433\\u4e4b\\u98ce']\n",
+        "['orbital', 'launch', 'weston', 'launch', 'orbital', 'orbital', 'launcher', u'\\u51b0\\u96ea\\u806a\\u660e\\u7433\\u4e4b\\u98ce']\n",
+        "['super']\n",
+        "[u'\\u8c22\\u8c22', u'\\u6211\\u7231\\u7b28\\u5154\\u5154ibentutu']\n",
+        "[u'\\u4e0d\\u9519', 'glfw']\n",
+        "[u'\\u524d\\u7aef', u'\\u7248', u'\\u53d1\\u5e03', 'xcb', 'wayland', u'\\u5c0f\\u767d\\u8111\\u5b50\\u653e\\u4e86\\u4e2a\\u5c41', u'openSUSE\\u5a18 \\u5fae\\u4fe1']\n",
+        "[u'\\u5b58\\u50a8', u'\\u6700\\u5927', u'\\u957f\\u5ea6', 'varchar']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6700', u'\\u60f3', u'\\u56fd\\u884c', u'\\u73a9', u'\\u6e38\\u620f', u'\\u6295\\u7ed9', u'\\u5149\\u73af', u'\\u9009\\u9879', u'\\u8868\\u6001', 'xboxone', u'\\u65b0\\u6d6a\\u5355\\u673a\\u7535\\u89c6\\u6e38\\u620f']\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
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+        "[u'\\u5927\\u536b', u'\\u82ac\\u5947', u'\\u5e74\\u5ea6', u'\\u529b\\u4f5c', u'\\u8fd9\\u90e8', u'\\u4f5c\\u54c1', u'\\u6700\\u6709', u'\\u6df1\\u5ea6', u'\\u63ed\\u793a', u'\\u5a5a\\u59fb', u'\\u6740\\u624b', u'\\u76f8\\u4e92', u'\\u63a7\\u5236', u'\\u5bf9\\u65b9', u'\\u7231', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u5e94\\u8be5', u'\\u7231', u'\\u6240\\u6709', u'\\u4e45\\u800c\\u4e45\\u4e4b', u'\\u7231\\u4eba', u'\\u60f3\\u8c61', u'\\u6210', u'\\u63a7\\u5236', u'\\u6b32', u'\\u4e5f\\u8bb8', u'\\u4eba\\u6027', u'\\u5a5a\\u59fb', u'\\u53e6\\u4e00\\u9762', u'\\u7f3a\\u4e4f', u'\\u5b89\\u5168\\u611f', u'\\u53d8\\u5f97', u'\\u654f\\u611f', u'\\u751c\\u8a00\\u871c\\u8bed', u'\\u8c0e\\u8a00', u'\\u6b3a\\u9a97', u'\\u51fa\\u8f68', u'\\u53d1\\u751f', u'\\u6e90\\u81ea', u'\\u4eba', u'\\u5185\\u5fc3', u'\\u6050\\u60e7', u'\\u5bfc\\u81f4', u'\\u5148\\u4eba', u'\\u4e00\\u6b65', u'\\u505a', u'\\u80cc\\u53db', u'\\u4e8b', u'\\u83b7\\u5f97', u'\\u5185\\u5fc3', u'\\u5b89\\u5168', 'ta', u'\\u6d88\\u5931\\u7684\\u7231\\u4eba']\n",
+        "[u'\\u524d\\u534a\\u6bb5', u'\\u60c5\\u8282', u'\\u62d6\\u6c93', u'\\u540e\\u534a\\u6bb5', u'\\u5347\\u534e', u'\\u4e3b\\u9898', u'\\u620f\\u5982', u'\\u4eba\\u751f', u'\\u91cd\\u8981', u'\\u91cd\\u8981', u'\\u8ba4\\u4e3a', u'\\u6210\\u529f', u'\\u540e\\u4f1a', u'\\u8d34', u'\\u6807\\u7b7e', u'\\u5f88\\u96be', u'\\u8d85\\u8d8a', u'\\u89d2\\u8272', u'\\u6d3b\\u5728', u'\\u8bc4\\u4ef7', u'\\u4e2d\\u662f', u'\\u75db\\u82e6', u'\\u5df2\\u7ecf', u'\\u6b7b', u'\\u5b58\\u5728', u'\\u611f', u'\\u827a\\u672f\\u5bb6', u'\\u751f\\u547d', u'\\u4e2d', u'\\u75db\\u82e6', u'\\u4e0d\\u65ad', u'\\u8d85\\u8d8a\\u81ea\\u6211', u'\\u65e0\\u6cd5', u'\\u518d\\u6b21', u'\\u8d85\\u8d8a', u'\\u6b7b', u'\\u6700\\u597d', u'\\u89e3\\u8131', u'\\u65b9\\u5f0f', u'\\u9e1f\\u4eba']\n",
+        "[u'\\u5b8c', u'\\u7535\\u5f71', u'\\u4e00\\u79cd', u'\\u8bf4\\u4e0d\\u51fa', u'\\u6ecb\\u5473', u'\\u4e0d\\u50cf', u'\\u52b1\\u5fd7', u'\\u770b\\u7740', u'\\u538b\\u6291', u'\\u771f\\u662f', u'\\u75af\\u9b54', u'\\u6210\\u6d3b', u'\\u7206\\u88c2\\u9f13\\u624b']\n",
+        "[u'\\u7535\\u5f71', u'\\u5267\\u60c5', u'\\u592a', u'\\u5355\\u8c03', u'\\u56fe\\u7075', u'\\u8ba1\\u7b97\\u673a', u'\\u4eba\\u5de5\\u667a\\u80fd', u'\\u9f3b\\u7956', u'\\u8fd9\\u4f4d', u'\\u5929\\u624d', u'\\u4e3e\\u4e16\\u77a9\\u76ee', u'\\u6210\\u5c31', u'\\u7834\\u89e3', u'\\u5fb7\\u519b', u'\\u5bc6\\u7801', u'\\u7f29\\u77ed', u'\\u4e8c\\u6218', u'\\u7ed3\\u675f', u'\\u65f6\\u95f4', u'\\u63d0\\u51fa', u'\\u56fe\\u7075\\u673a', u'\\u6f14\\u53d8\\u6210', u'\\u7535\\u8111', u'\\u63d0\\u51fa', u'\\u56fe\\u7075', u'\\u6d4b\\u8bd5', u'\\u4eba\\u5de5\\u667a\\u80fd', u'\\u5960\\u57fa\\u8005', u'\\u56fe\\u7075', u'\\u540c\\u6027\\u604b', u'\\u88ab\\u5224', u'\\u72af\\u7f6a', u'\\u6700\\u540e', u'\\u81ea\\u6740\\u8eab\\u4ea1', u'\\u5929\\u624d', u'\\u751f\\u547d', u'\\u4f3c', u'\\u6d41\\u661f', u'\\u5212\\u8fc7', u'\\u5929\\u7a7a', u'\\u8f6c\\u77ac\\u5373\\u901d', 'gay', u'\\u6a21\\u4eff\\u6e38\\u620f']\n",
+        "[u'\\u771f\\u5fc3', u'\\u597d\\u4e8b', u'\\u7f51\\u6613', u'\\u81ea\\u8425', u'\\u6b63\\u54c1', u'\\u6d77\\u6dd8', u'\\u4ef7\\u683c', u'\\u4fbf\\u5b9c', u'\\u6d3b\\u52a8', u'\\u65f6', u'\\u5212\\u7b97', u'\\u52a0\\u5165', u'\\u5408\\u4f19\\u4eba', u'\\u8ba1\\u5212', u'\\u6d88\\u8d39', u'\\u8fd4\\u5229', u'\\u6ce8\\u518c', u'\\u8d26\\u53f7', u'\\u5c31\\u884c', u'\\u4e0d\\u62ff\\u767d', u'\\u597d']\n",
+        "[u'\\u58a8\\u8ff9', u'\\u5929\\u6c14']\n",
+        "[u'\\u6d66\\u4e1c\\u65b0\\u533a', u'\\u5468\\u56db', u'\\u2103', u'\\u6674', u'\\u5468\\u4e94', u'\\u2103', u'\\u6674', u'\\u5468\\u516d', u'\\u2103', u'\\u6674', u'\\u58a8\\u8ff9\\u5929\\u6c14']\n",
+        "[u'\\u4e39\\u9633', u'\\u5468\\u56db', u'\\u2103', u'\\u6674', u'\\u897f\\u5317\\u98ce', u'\\u7ea7', u'\\u5468\\u4e94', u'\\u2103', u'\\u6674', u'\\u4e1c\\u5317\\u98ce', u'\\u7ea7', u'\\u5468\\u516d', u'\\u2103', u'\\u591a\\u4e91', u'\\u4e1c\\u5357\\u98ce', u'\\u7ea7', u'\\u53d1\\u5e03', u'\\u58a8\\u8ff9\\u5929\\u6c14']\n",
+        "[u'\\u4e39\\u9633', u'\\u5468\\u56db', u'\\u2103', u'\\u6674', u'\\u5468\\u4e94', u'\\u2103', u'\\u6674', u'\\u5468\\u516d', u'\\u2103', u'\\u591a\\u4e91', u'\\u58a8\\u8ff9\\u5929\\u6c14']\n",
+        "[u'\\u4e39\\u9633', u'\\u5468\\u516d', u'\\u2103', u'\\u6674', u'\\u5468\\u65e5', u'\\u2103', u'\\u6674', u'\\u5468\\u4e00', u'\\u2103', u'\\u591a\\u4e91', u'\\u58a8\\u8ff9\\u5929\\u6c14']\n",
+        "[u'\\u6d66\\u4e1c\\u65b0\\u533a', u'\\u5468\\u65e5', u'\\u2103', u'\\u6674', u'\\u5468\\u4e00', u'\\u2103', u'\\u6674', u'\\u5468\\u4e8c', u'\\u2103', u'\\u591a\\u4e91', u'\\u58a8\\u8ff9\\u5929\\u6c14']\n",
+        "[u'\\u6d66\\u4e1c\\u65b0\\u533a', u'\\u5468\\u4e00', u'\\u2103', u'\\u591a\\u4e91', u'\\u5468\\u4e8c', u'\\u2103', u'\\u5c0f\\u96e8', u'\\u5468\\u4e09', u'\\u2103', u'\\u9634', u'\\u58a8\\u8ff9\\u5929\\u6c14']\n",
+        "[u'\\u6d66\\u4e1c\\u65b0\\u533a', u'\\u5468\\u4e8c', u'\\u2103', u'\\u5c0f\\u96e8', u'\\u5468\\u4e09', u'\\u2103', u'\\u9634', u'\\u5468\\u56db', u'\\u2103', u'\\u591a\\u4e91', u'\\u58a8\\u8ff9\\u5929\\u6c14']\n",
+        "[u'\\u6d66\\u4e1c\\u65b0\\u533a', u'\\u5468\\u4e09', u'\\u2103', u'\\u591a\\u4e91', u'\\u5468\\u56db', u'\\u2103', u'\\u6674', u'\\u5468\\u4e94', u'\\u2103', u'\\u591a\\u4e91', u'\\u58a8\\u8ff9\\u5929\\u6c14']\n",
+        "[u'\\u6d66\\u4e1c\\u65b0\\u533a', u'\\u5468\\u56db', u'\\u2103', u'\\u6674', u'\\u5468\\u4e94', u'\\u2103', u'\\u6674', u'\\u5468\\u516d', u'\\u2103', u'\\u591a\\u4e91', u'\\u58a8\\u8ff9\\u5929\\u6c14']\n",
+        "[u'\\u6d66\\u4e1c\\u65b0\\u533a', u'\\u5468\\u4e94', u'\\u2103', u'\\u6674', u'\\u5468\\u516d', u'\\u2103', u'\\u591a\\u4e91', u'\\u5468\\u65e5', u'\\u2103', u'\\u6674', u'\\u58a8\\u8ff9\\u5929\\u6c14']\n",
+        "[u'\\u538b\\u529b', u'\\u597d\\u5927', u'\\u9ad8\\u5bcc\\u5e05', u'\\u7ade\\u4e89', u'\\u5c4c\\u4e1d', u'\\u6625\\u5929']\n",
+        "[u'\\u6d66\\u4e1c\\u65b0\\u533a', u'\\u5468\\u516d', u'\\u2103', u'\\u591a\\u4e91', u'\\u5468\\u65e5', u'\\u2103', u'\\u6674', u'\\u5468\\u4e00', u'\\u2103', u'\\u591a\\u4e91', u'\\u58a8\\u8ff9\\u5929\\u6c14']\n",
+        "[u'\\u71ac\\u591c', u'\\u5fae\\u4fe1', u'\\u5e73\\u53f0', u'\\u641e\\u5b9a']\n",
+        "[u'\\u5f00\\u6e90', u'\\u4e2d\\u56fd', u'\\u8f6f\\u4ef6', u'\\u5206\\u4eab']\n",
+        "[u'\\u6d66\\u4e1c\\u65b0\\u533a', u'\\u5468\\u4e00', u'\\u2103', u'\\u591a\\u4e91', u'\\u5468\\u4e8c', u'\\u2103', u'\\u5c0f\\u96e8', u'\\u5468\\u4e09', u'\\u2103', u'\\u5c0f\\u96e8', u'\\u58a8\\u8ff9\\u5929\\u6c14']\n",
+        "[u'\\u6d66\\u4e1c\\u65b0\\u533a', u'\\u5468\\u4e09', u'\\u2103', u'\\u4e2d\\u96e8', u'\\u5468\\u56db', u'\\u2103', u'\\u9634', u'\\u5468\\u4e94', u'\\u2103', u'\\u591a\\u4e91', u'\\u58a8\\u8ff9\\u5929\\u6c14']\n",
+        "['ceshi']\n",
+        "[u'\\u4e0d\\u987a']\n",
+        "[u'\\u56f0\\u4e86']\n",
+        "[u'\\u6d66\\u4e1c\\u65b0\\u533a', u'\\u5468\\u56db', u'\\u2103', u'\\u591a\\u4e91', u'\\u5468\\u4e94', u'\\u2103', u'\\u591a\\u4e91', u'\\u5468\\u516d', u'\\u2103', u'\\u591a\\u4e91', u'\\u58a8\\u8ff9\\u5929\\u6c14']\n",
+        "[u'\\u56de', u'\\u65e0\\u9521']\n",
+        "[u'\\u56de\\u5f52', u'\\u6700\\u521d', u'\\u7f8e\\u597d']\n",
+        "[u'\\u7b2c\\u4e8c\\u6b21', u'\\u5b8c\\u5584', 'cfly']\n",
+        "[u'\\u5c3e\\u5df4', u'\\u6b7b\\u4ea1', 'weicopro']\n",
+        "[u'\\u6211\\u670d', u'\\u8bba\\u575b', u'\\u56e2\\u961f', u'\\u725b', u'\\u903c', u'\\u4e0d\\u884c', u'\\u72c2\\u5954', u'\\u8717\\u725b', u'\\u4e28', 'nubia']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5439\\u4e2a', u'\\u725b']\n",
+        "[u'\\u261e', u'\\u773c\\u4e2d', u'\\u4eba', u'\\u522b\\u653e', u'\\u5fc3\\u4e0a']\n",
+        "[u'\\u754c\\u9762', u'\\u559c\\u6b22']\n",
+        "[u'\\u7533\\u5361', u'\\u906d\\u62d2', u'\\u4e0d\\u5229']\n",
+        "[u'\\u770b\\u770b']\n",
+        "[u'\\u4f24\\u4e0d\\u8d77']\n",
+        "[u'\\u813e\\u6c14', u'\\u66b4\\u8e81', u'\\u4eba', u'\\u60f9', u'\\u4eba', u'\\u4e0d\\u72af', u'\\u72af\\u4eba', u'\\u4eba\\u82e5\\u72af', u'\\u540e\\u679c\\u81ea\\u8d1f']\n",
+        "[u'\\u4e5f\\u8bb8', u'\\u592a\\u5929\\u771f', u'\\u5bf9\\u4e0d\\u8d77', u'\\u6253\\u6270', u'\\u8717\\u725b', u'\\u541b', u'\\u516d\\u53e3', u'\\u5df2\\u7ecf', u'\\u72c2\\u5954\\u8717\\u725b\\u4e28']\n",
+        "[u'\\u4e39\\u9633', u'\\u5468\\u4e8c', u'\\u2103', u'\\u96e8\\u5939\\u96ea', u'\\u4e1c\\u5317\\u98ce', u'\\u7ea7', u'\\u5468\\u4e09', u'\\u2103', u'\\u5c0f\\u96ea', u'\\u4e1c\\u5317\\u98ce', u'\\u7ea7', u'\\u5468\\u56db', u'\\u2103', u'\\u5927\\u96ea', u'\\u4e1c\\u5317\\u98ce', u'\\u7ea7', u'\\u53d1\\u5e03', u'\\u58a8\\u8ff9\\u5929\\u6c14']\n",
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+        "[u'\\u633a', u'\\u5b8c\\u7f8e']\n",
+        "['john', 'lennon', 'elvis', 'elvis', 'nothing', 'happy', 'birthday', 'king']\n",
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+        "['hello']\n",
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+        "[]\n",
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+        "[u'\\u5206\\u4eab', u'\\u4e00\\u4e2a', u'\\u5e94\\u7528', u'\\u8ffd\\u5bfb', u'\\u98ce\\u8ff9', u'\\u7f51', u'\\u53f0\\u98ce', u'\\u5e94\\u7528', u'\\u5f00\\u53d1', u'\\u7248', u'\\u4e24\\u4e2a', u'\\u7248\\u672c', 'webgis', 'gis', 'arcgis', 'api', 'flex', 'javascript']\n",
+        "[u'\\u4e39\\u4f5b', u'\\u5927\\u5b66\\u6821\\u56ed', u'\\u5728\\u7ebf', u'\\u5730\\u56fe', u'\\u7cfb\\u7edf', 'google', 'map']\n",
+        "[u'\\u4e39\\u4f5b', u'\\u5927\\u5b66', u'\\u5728\\u7ebf', u'\\u6821\\u56ed', u'\\u5730\\u56fe', u'\\u7cfb\\u7edf', 'google', 'map']\n",
+        "['openstreetmap', 'japan']\n",
+        "[u'\\u5317\\u4eac', u'\\u5de5\\u4f5c', u'\\u540c\\u5b66', u'\\u4e92\\u8054\\u7f51', u'\\u884c\\u4e1a', u'\\u804a\\u5929', u'\\u4e00\\u5e74', u'\\u65f6\\u95f4', u'\\u611f\\u89c9', u'\\u5708\\u5b50', u'\\u773c\\u754c', u'\\u5dee\\u8ddd', u'\\u5f88\\u5927', u'\\u7ee7\\u7eed', u'\\u52aa\\u529b', u'\\u673a\\u4f1a', u'\\u603b\\u662f', u'\\u7559\\u7ed9', u'\\u505a\\u597d', u'\\u51c6\\u5907', u'\\u4eba', u'\\u2196', u'\\u03c9', u'\\u2197']\n",
+        "[u'\\u505a', u'\\u4e00\\u4e2a', u'\\u5168\\u65b0', u'\\u793e\\u533a', u'\\u5168\\u65b9\\u4f4d', u'\\u5b66\\u4e60', u'\\u4e86\\u89e3', u'\\u8ba4\\u8bc6', u'\\u4f7f\\u7528', u'\\u793e\\u533a', u'\\u76ee\\u524d', u'\\u5206\\u4e3a', u'\\u4ee5\\u4e0b', u'\\u51e0\\u4e2a', u'\\u677f\\u5757', u'\\u95ee\\u7b54', u'\\u6570\\u636e', u'\\u8f6f\\u4ef6\\u6280\\u672f', u'\\u79d1\\u7814', u'\\u884c\\u4e1a', u'\\u62db\\u8058', u'\\u79fb\\u52a8', u'\\u7aef', u'\\u6b63\\u5f0f\\u7248', u'\\u53d1\\u5e03', u'\\u5fae\\u4fe1', u'\\u5168\\u65b9\\u4f4d', u'\\u8986\\u76d6', u'\\u626b\\u63cf', u'\\u4e8c\\u7ef4\\u7801', u'\\u4e0b\\u8f7d', u'\\u6b22\\u8fce', u'\\u5206\\u4eab', u'\\u5b66\\u4e60', 'thinkgis', 'gis', 'gis', 'gis', 'thinkgis', 'android', 'ios', 'webapp', 'app', 'thinkgis']\n",
+        "[u'\\u5206\\u4eab', u'\\u6765\\u81ea', u'\\u8bdd\\u9898', u'\\u5468\\u520a', u'\\u7b2c\\u5341\\u4e09', u'\\u671f', u'\\u878d\\u5408', u'\\u591a\\u8fb9\\u5f62', u'\\u521b\\u5efa', u'\\u7279\\u5f81', u'\\u7ebf', u'\\u7ea6\\u675f', u'\\u5e03\\u5c40', u'\\u4e2d', u'\\u6dfb\\u52a0', u'\\u62a5\\u8868', u'\\u56fe\\u8868', 'thinkgis', 'giserclub', 'tin', 'excel', u'ThinkingGIS ', u'GISerClub']\n",
+        "[u'\\u5b66\\u4e60', u'\\u6559\\u7a0b', u'\\u5e95\\u5c42', u'\\u5b66\\u4e60', u'\\u63a2\\u7a76', u'\\u672c\\u8d28', u'\\u5e72\\u8d27', u'\\u5047\\u671f', u'\\u770b\\u770b', u'\\u53d7\\u76ca\\u532a\\u6d45', u'\\u5b66\\u4e60', u'\\u65b9\\u5411', u'\\u56f0\\u60d1', u'\\u540c\\u5b66', u'\\u770b\\u770b', u'\\u7b2c\\u4e00\\u7bc7', u'\\u5f00\\u7bc7', u'\\u5b66\\u4e60', u'\\u8c08', u'\\u7b14\\u8005', u'\\u5199', u'\\u76f8\\u5f53', u'\\u7cbe\\u5f69', 'webgis', 'webgis', 'gis', 'webgis', u'GISer\\u8d85\\u957f\\u5bd2\\u5047\\u5927\\u8fdb\\u8865']\n",
+        "[u'\\u521a\\u521a', u'\\u542c\\u8bf4', u'\\u5c0f\\u7c73', u'\\u53d1\\u5e03', u'\\u82f1\\u5bf8', u'\\u5927\\u5c4f', u'\\u65d7\\u8230\\u673a', u'\\u673a\\u8eab', u'\\u8d85\\u8584', u'\\u5c4f\\u5e55', u'\\u6548\\u679c', u'\\u8d85\\u597d', u'\\u9633\\u5149', u'\\u4e0b', u'\\u4f9d\\u7136', u'\\u770b\\u6e05', u'\\u5c4f\\u5e55', u'\\u6027\\u80fd', u'\\u51fa\\u8272', u'\\u652f\\u6301', u'\\u53cc\\u5361', u'\\u53cc\\u5f85', u'\\u4e00\\u90e8', u'\\u624b\\u673a', u'\\u652f\\u6301', u'\\u79fb\\u52a8', u'\\u8054\\u901a', u'\\u592a\\u68d2\\u4e86', u'\\u9996\\u53d1', u'\\u5143\\u8d77', u'\\u5df2', u'\\u6210\\u529f', u'\\u9884\\u7ea6', u'\\u5206\\u4eab', u'\\u5730\\u5740', u'\\u5206\\u4eab', u'\\u5730\\u5740', u'\\u5c0f\\u7c73Note', u'\\u5c0f\\u7c73\\u624b\\u673a']\n",
+        "[u'\\u5e74', u'\\u6d82', u'\\u9633\\u5149', u'\\u77e5\\u4e4e', u'\\u9605\\u8bfb', u'\\u9875', u'\\u65b0\\u77e5', u'\\u6536\\u83b7', u'\\u8d5e\\u540c', u'\\u8d21\\u732e', u'\\u56de\\u7b54', u'\\u6700\\u597d\\u76842014']\n",
+        "[u'\\u56fd\\u738b', u'\\u997c', u'\\u591f', u'\\u5403', u'\\u4e00\\u5468', u'\\u5403', u'\\u997c', u'\\u56fd\\u738b', u'\\u611f\\u811a']\n",
+        "[u'\\u6253\\u4e0d\\u5f00', u'\\u6c42', u'\\u89e3\\u91ca', u'\\u7b2c\\u4e00\\u5929', u'\\u5d29\\u6e83', u'\\u767e\\u5ea6', u'\\u6297\\u8861', u'\\u7814\\u7a76', u'\\u534f\\u4f1a', u'\\u7f51', u'\\u521b\\u59cb\\u4eba', u'\\u67f4\\u6f47', 'haosou', 'seo']\n",
+        "[u'\\u4eba\\u5747', u'\\u6b27', u'\\u5de6\\u53f3', u'\\u5c0f\\u4e24\\u53e3\\u513f', u'\\u6d6a\\u6f2b', u'\\u4e00\\u4e0b', u'\\u63a8\\u8350', u'\\u8fd9\\u5bb6', u'\\u5e97', u'\\u6c34\\u679c', u'\\u4e38', u'\\u4e38', 'la', 'civelle', u'Clarinette_KaiYANG']\n",
+        "[u'\\u6628\\u665a', u'\\u6c34', u'\\u716e', u'\\u725b\\u8089', u'\\u716e', u'\\u957f\\u5bff\\u9762', u'\\u53d1\\u73b0', u'\\u6628\\u665a', u'\\u771f', u'\\u5e94\\u8be5', u'\\u505a', u'\\u7c73\\u996d', u'\\u51ef\\u54e5', u'\\u4e0b\\u6b21', u'\\u5c71\\u897f', u'\\u9762', u'\\u7f8e\\u5473', u'\\u6c34\\u679c', u'\\u4e38', u'\\u4e38', u'Clarinette_KaiYANG']\n",
+        "[u'\\u751f\\u65e5\\u5feb\\u4e50']\n",
+        "[u'\\u70b8\\u88c2', u'\\u521a\\u60f3', u'\\u53d1\\u73b0', u'\\u4e0a\\u6b21', u'\\u4e70', u'\\u53cc\\u9891', u'\\u7f51\\u5361', u'\\u5988', u'\\u5783\\u573e', u'\\u6254', 'ghz', 'ghz']\n",
+        "[u'\\u73b0\\u5728', u'\\u6253\\u5f00', u'\\u5341\\u4e2a', u'\\u7f51\\u7ad9', u'\\u4e5d\\u4e2a', u'\\u73a9\\u610f', u'\\u5e7f\\u544a']\n",
+        "[]\n",
+        "[u'\\u706b\\u7bad', u'\\u53d1\\u5c04', u'\\u9a6c\\u65af\\u514b', u'\\u6539\\u53d8', u'\\u822a\\u5929\\u53f2', u'\\u4eca\\u5e74', u'\\u7b2c\\u4e00\\u6b21', u'\\u53d1\\u5c04', u'\\u8bd5\\u9a8c', u'\\u7b2c\\u4e00\\u7ea7', u'\\u706b\\u7bad', u'\\u5782\\u76f4', u'\\u964d\\u843d', u'\\u6d77\\u4e0a', u'\\u6d6e\\u52a8', u'\\u56de\\u6536', u'\\u5e73\\u53f0', u'\\u771f', u'\\u4ed6\\u5988\\u7684', u'\\u9177\\u70ab', 'spacex', 'spacex']\n",
+        "[u'\\u62bd\\u98ce', 'cloudflare']\n",
+        "[u'\\u6362', u'\\u4e00\\u4e2a', u'\\u9875\\u9762']\n",
+        "[u'{', u'}', u'{', u'}', 'megane', 'true', 'face', 'value', 'face', 'value', 'else', 'face', 'value', 'face', 'value']\n",
+        "[u'\\u7d22\\u5c3c', u'\\u7535\\u8111', u'\\u5a31\\u4e50', u'\\u673a', u'\\u4e00\\u4e2a', u'\\u661f\\u671f', u'\\u53d1\\u552e', u'\\u5c4f\\u5e55', u'\\u592a\\u6e23', u'\\u63a5\\u53e3', u'\\u53e6\\u914d', u'\\u8f6c\\u63a5\\u7ebf', u'\\u4e70', u'\\u4e00\\u4e2a', u'\\u97f3\\u9891', u'\\u8f93\\u51fa', u'\\u663e\\u793a\\u5c4f', 'hdmi', 'hdmi', 'dac']\n",
+        "[u'\\u5c4c', u'\\u70b8', u'\\u4eca\\u665a', u'\\u8bd5\\u5c04', u'\\u53ef\\u56de\\u6536', u'\\u706b\\u7bad', u'\\u79d1\\u5b66', u'\\u63a2\\u7d22', 'spacex', 'cnbeta', 'cnbeta', 'com']\n",
+        "[u'\\u8fd9\\u7834', u'\\u6e38\\u620f', u'\\u73a9', u'\\u51e0\\u767e\\u4e2a', u'\\u949f\\u5934', u'\\u8010\\u73a9', u'\\u4e00\\u4e2a', u'\\u539f\\u56e0', 'mod']\n",
+        "[u'\\u6700\\u8fd1', u'\\u6df1\\u591c', u'\\u5165\\u7761', u'\\u524d', u'\\u559c\\u6b22', u'\\u7075\\u5f02', u'\\u8282\\u76ee', u'\\u80c6\\u751f', u'\\u6bdb']\n",
+        "[u'\\u56de\\u7b54', u'\\u6709\\u4eba', u'\\u613f\\u610f', u'\\u82b1', u'\\u4e0a\\u4e07', u'\\u914d\\u7f6e', u'\\u7535\\u8111', u'\\u73a9', u'\\u5355\\u673a', u'\\u613f\\u610f', u'\\u82b1\\u591a', u'\\u4e70', u'\\u5367\\u69fd', u'\\u54ea\\u6761', u'\\u738b\\u6cd5', u'\\u89c4\\u5b9a', u'\\u4e70', u'\\u5927\\u7d22\\u6cd5', u'\\u4e70', u'\\u4e70', u'\\u4e07\\u5143', u'\\u914d\\u7f6e', u'\\u641e', u'\\u64cd\\u5fc3', u'\\u4e70', u'\\u4e3b\\u673a', u'\\u4e8b\\u60c5', u'\\u95ee\\u9898', u'\\u95ee', u'\\u5730\\u4e3b\\u5bb6', u'\\u4eca\\u5929', u'\\u5403', u'\\u767d\\u7c73\\u996d', 'ps', 'ps', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u660e\\u5929', u'\\u4eca\\u665a', u'\\u6ce8\\u5b9a', u'\\u901a\\u5bb5', 'deadline']\n",
+        "[u'\\u73a9', u'\\u8131']\n",
+        "[u'\\u9ed1\\u4e1c', u'\\u7535\\u8111', u'\\u5a31\\u4e50', u'\\u673a', u'\\u5c3e\\u6b3e', u'\\u652f\\u4ed8', u'\\u63d0\\u524d', u'\\u4e00\\u5929']\n",
+        "[u'\\u5f69\\u8679', u'\\u7cd6\\u771f', u'\\u597d\\u5403']\n",
+        "[u'\\u8d31\\u4eba', u'\\u4eca\\u665a', u'\\u5168\\u5bb6', u'\\u62a5\\u6848', u'\\u7533\\u8bf7', u'\\u4fdd\\u62a4']\n",
+        "[u'\\u56de\\u7b54', u'\\u8bc4\\u4ef7', u'\\u5218', u'\\u777f\\u54f2', u'\\u4eba', u'\\u8ba1\\u7b97\\u673a', u'\\u7c7b\\u522b', u'\\u7533\\u62a5', u'\\u539f\\u5219\\u4e0a', u'\\u9501\\u533a', u'\\u89c4\\u5b9a', u'\\u95f9', u'\\u4e00\\u51fa', u'\\u8bf4', u'\\u5185\\u56e0', u'\\u5218', u'\\u777f\\u54f2', u'\\u5f00', u'\\u4e00\\u4e2a', u'\\u5148\\u4f8b', u'\\u4ee5\\u540e', u'\\u6570\\u7801', u'\\u7535\\u5b50', u'\\u8f6f\\u786c\\u4ef6', u'\\u4ea7\\u54c1', u'\\u5f3a\\u8c03', u'\\u9501\\u533a', u'\\u6982\\u5ff5', u'\\u7535\\u8111', u'\\u53ea\\u80fd', u'\\u5b89\\u88c5', u'\\u767d\\u540d\\u5355', u'\\u91cc', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u8f6f\\u4ef6', u'\\u9879\\u76ee', 'ps', u'\\u77e5\\u4e4e']\n",
+        "['found']\n",
+        "[u'\\u987a\\u5fb7\\u4eba', u'\\u6700', u'\\u5c4c', u'\\u4e13\\u6cbb', u'\\u8fdc\\u5149', u'\\u72d7', u'\\u4e0d\\u670d', u'\\u6218\\u4e2a', u'\\u75db']\n",
+        "[u'\\u56de\\u7b54', u'\\u8bc4\\u4ef7', u'\\u6e38\\u620f', u'\\u574e', u'\\u5df4\\u62c9', u'\\u592a\\u7a7a', u'\\u8ba1\\u5212', u'\\u597d\\u73a9', u'\\u8010\\u73a9', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5927\\u574e\\u661f', u'\\u4eba', u'\\u6210\\u529f', u'\\u5428', u'\\u8f7d\\u8377', u'\\u8f6f\\u7740\\u9646', u'\\u661f', u'\\u987a\\u5229', u'\\u8fd4\\u56de', u'\\u4e0b\\u6b21', u'\\u6311\\u6218', u'\\u96be\\u5ea6', u'\\u6700\\u9ad8', u'\\u661f', 'duna', 'eve', u'\\u574e\\u5df4\\u62c9\\u592a\\u7a7a\\u8ba1\\u5212# #KSP']\n",
+        "[u'\\u8fd9\\u53e0', u'\\u949e\\u7968', u'\\u8d85\\u5e02', u'\\u4e70', u'\\u4e1c\\u897f', u'\\u77e5\\u9053', u'\\u6536\\u4e0d\\u6536']\n",
+        "[u'\\u9519\\u8fc7', u'\\u53d1\\u5c04', u'\\u76f4\\u64ad', u'\\u5f55\\u50cf', u'\\u597d', u'\\u8c8c\\u4f3c', u'\\u7b2c\\u4e00\\u7ea7', u'\\u706b\\u7bad', u'\\u56de\\u6536', u'\\u5931\\u8d25', u'\\u7838', u'\\u4e2d', u'\\u6d77\\u4e0a', u'\\u5e73\\u53f0', 'crs']\n",
+        "[u'\\u624b\\u6b8b', u'\\u6ca1\\u836f', u'\\u533b']\n",
+        "[u'\\u4eca\\u5929', u'\\u4efb\\u52a1', u'\\u53d1\\u5c04', u'\\u5f55\\u50cf', u'\\u5728\\u7ebf', u'\\u89c2\\u770b', u'\\u5730\\u5740', u'\\u777e\\u6e05', 'spacex', 'crs']\n",
+        "[u'\\u4eca\\u5929', u'\\u4efb\\u52a1', u'\\u53d1\\u5c04', u'\\u5f55\\u50cf', u'\\u5728\\u7ebf', u'\\u89c2\\u770b', u'\\u5730\\u5740', u'\\u777e\\u6e05', 'spacex', 'crs']\n",
+        "[u'\\u4eca\\u5929', u'\\u4efb\\u52a1', u'\\u53d1\\u5c04', u'\\u5f55\\u50cf', u'\\u5728\\u7ebf', u'\\u89c2\\u770b', u'\\u5730\\u5740', u'\\u777e\\u6e05', 'spacex', 'crs']\n",
+        "[u'\\u53d1\\u5c04', u'\\u4efb\\u52a1', u'\\u5f55\\u50cf', u'\\u5730\\u5740', 'spacex', 'crs']\n",
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+        "[]\n",
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+        "['tset']\n",
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+        "[]\n",
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+        "[]\n",
+        "[]\n",
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+        "[u'\\u6dd8\\u5b9d', u'\\u5185\\u90e8', u'\\u5206\\u4eab', u'\\u8df3\\u51fa', u'\\u5927\\u5751', 'mysql', 'csdn', 'net']\n",
+        "[u'\\u5206\\u4eab', u'\\u4e91\\u9002\\u914d \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u300e', u'\\u539f\\u7406', u'\\u300f', 'spring', 'ioc', 'importnew']\n",
+        "[u'\\u6295\\u7968', u'\\u540c\\u610f', u'\\u9648\\u8d6b', u'\\u9000\\u51fa', u'\\u8dd1', u'\\u7537', u'\\u633a\\u8d5e', u'\\u5148', u'\\u8f6c\\u7ed9', u'\\u5e2e', u'\\u6295\\u4e00\\u7968', u'\\u9648\\u8d6b\\u9000\\u51fa\\u8dd1\\u7537']\n",
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+        "[u'\\u75af\\u72c2', u'\\u4e16\\u754c']\n",
+        "[u'\\u6b62\\u4e0d\\u4f4f', u'\\u55b7\\u568f', u'\\u8fce\\u6765', u'\\u7b2c\\u4e00\\u5929']\n",
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+        "[u'\\u8001\\u7f8e', u'\\u96f6\\u98df', u'\\u7bc7', u'\\u770b\\u8001\\u7f8e', u'\\u8bd5\\u5403', u'\\u8fa3\\u6761', u'\\u9c7c\\u76ae', u'\\u82b1\\u751f', u'\\u7ae5\\u5e74', u'\\u96f6\\u98df', u'\\u4e3b', u'\\u5f20\\u9017', u'\\u5f20\\u82b1', u'\\u54d4\\u54e9\\u54d4\\u54e9\\u52a8\\u753b']\n",
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+        "[u'\\u4e0b', u'\\u7897\\u9762', u'\\u5403']\n",
+        "[u'\\u63d0', u'\\u4e09\\u4e2a', 'bug']\n",
+        "[u'\\u4e70', u'\\u7535\\u63a8\\u5b50']\n",
+        "[u'\\u4eba', u'\\u73b0\\u5728', u'\\u6b63\\u5728', u'\\u8ba8\\u8bba', u'\\u62a5\\u9519', u'\\u5e0c\\u671b', u'\\u518d', u'\\u6539\\u56de\\u6765', 'tc', 'string', 'symbol']\n",
+        "['issue', 'attribute', 'properties', 'typed', 'arrays', 'false']\n",
+        "[u'\\u4e0d\\u60f3', u'\\u88c5', u'\\u903c', 'ipad']\n",
+        "[u'\\u516c\\u4ea4\\u8f66', u'\\u8dd1', u'\\u4e24\\u6b65', u'\\u54ee\\u5598', u'\\u72af', u'\\u4e00\\u53e3\\u6c14', u'\\u53ea\\u80fd', u'\\u5438\\u5165', u'\\u5e73\\u65f6', u'\\u4e00\\u534a', u'\\u7a7a\\u6c14']\n",
+        "[u'\\u5357\\u65b9', u'\\u51ac\\u5929', u'\\u88f8\\u7761', u'\\u4e0d\\u884c']\n",
+        "[u'\\u676d\\u5dde', u'\\u4eca\\u5929', u'\\u4e2d\\u5348']\n",
+        "[u'\\u7f8e\\u56fd', u'\\u8857\\u5934', u'\\u884c\\u8d70', u'\\u5341\\u5c0f\\u65f6', u'\\u5973\\u5b50', u'\\u642d\\u8baa', u'\\u8d85', u'\\u767e\\u6b21', u'\\u5206\\u4eab', u'\\u641c\\u72d0\\u89c6\\u9891\\uff09']\n",
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+        "[u'\\u5927\\u90e8\\u5206', u'\\u4eba', u'\\u4e60\\u60ef', u'\\u4ee3\\u7801', u'\\u7247\\u6bb5', u'\\u4e2d\\u5199', u'\\u82e6\\u607c', u'\\u5efa\\u8bae', u'\\u4e00\\u4e0b', u'\\u52a0\\u4e2a', u'\\u51fd\\u6570', u'\\u5b9e\\u73b0', u'\\u95ee\\u9898', 'console', 'log', 'print', 'sm', 'shell']\n",
+        "[u'\\u5b9a\\u65f6\\u5668', u'\\u5b9a\\u65f6', u'\\u63d2\\u5ea7', u'\\u53a8\\u623f', u'\\u5b9a\\u65f6', u'\\u5f00\\u5173\\u63d2\\u5ea7', u'\\u7535\\u5b50', u'\\u8ba1\\u65f6\\u5668', u'\\u54c1\\u76ca', u'\\u5305\\u90ae', 'al']\n",
+        "[u'\\u6587\\u6863', u'\\u9875\\u9762', 'mdn', 'javascript']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u5a18', u'\\u65e5\\u672c', u'\\u541b', u'\\u5410', u'\\u69fd', u'\\u7535\\u53f0', u'\\u7b2c\\u671f', u'\\u4e3b', u'\\u5c0f', 'shourei', u'\\u54d4\\u54e9\\u54d4\\u54e9\\u52a8\\u753b']\n",
+        "[u'\\u697c\\u4e0a', u'\\u5e8a', u'\\u52a0\\u56fa', u'\\u603b', u'\\u560e\\u5431', u'\\u560e\\u5431', u'\\u54cd']\n",
+        "[u'\\u51fd\\u6570', u'\\u5c5e\\u6027', u'\\u4e0b', u'\\u4e00\\u4e2a', u'\\u5c5e\\u6027', u'\\u91cc', u'\\u4e24\\u4e2a', u'\\u6539\\u52a8', u'\\u6709\\u8da3', u'\\u91cc', u'\\u5c5e\\u6027', 'length', 'configurable', 'name', 'configurable', 'es', 'es', 'name']\n",
+        "[u'\\u5b9e\\u73b0', u'\\u6c42', u'\\u5e42', u'\\u8fd0\\u7b97\\u7b26', 'firefox']\n",
+        "[u'\\u7535\\u8111', u'\\u516c\\u53f8', u'\\u5e26\\u56de\\u5bb6', u'\\u540e', u'\\u8fde\\u4e0d\\u4e0a', u'\\u5bb6\\u91cc', u'\\u5148', u'\\u5173\\u95ed', u'\\u7535\\u8111', u'\\u91cd\\u542f', u'\\u8def\\u7531\\u5668', u'\\u518d', u'\\u6253\\u5f00', u'\\u4e09\\u6b65', u'\\u64cd\\u4f5c', u'\\u540e', u'\\u7834', 'wifi', 'wifi', 'wifi']\n",
+        "[u'\\u7535\\u8111', u'\\u516c\\u53f8', u'\\u5e26\\u56de\\u5bb6', u'\\u540e', u'\\u8fde\\u4e0d\\u4e0a', u'\\u5bb6\\u91cc', u'\\u5148', u'\\u5173\\u95ed', u'\\u7535\\u8111', u'\\u91cd\\u542f', u'\\u8def\\u7531\\u5668', u'\\u518d', u'\\u6253\\u5f00', u'\\u4e09\\u6b65', u'\\u64cd\\u4f5c', u'\\u540e', u'\\u7834', u'\\u7535\\u8111', u'\\u6bdb\\u75c5', 'wifi', 'wifi', 'wifi']\n",
+        "[u'\\u73b0\\u5728', u'\\u5468\\u672b']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5185\\u90e8', u'\\u5de5\\u7a0b\\u5e08', u'\\u7ffb\\u5899', 'bat', 'google']\n",
+        "[u'\\u770b\\u5230', u'\\u957f', u'\\u5934', u'\\u6bd4\\u524d', u'\\u96be', 'review', 'comment']\n",
+        "['bug', 'self', 'host', 'regexp', 'prototype', 'flags']\n",
+        "[u'\\u3068', u'\\u3067', u'\\u7570', u'\\u306a', u'\\u308b', u'\\u3068', u'\\u306e', u'\\u9055', u'\\u3044', u'\\u7b26\\u5408\\u89c4\\u8303', 'firefox', 'chrome', 'date', 'regexp']\n",
+        "[u'\\u90e8\\u95e8', u'\\u56fe\\u4e66', u'\\u91c7\\u8d2d\\u5458', u'\\u8fd9\\u70b9', u'\\u6743\\u529b', u'\\u6ee5\\u7528', u'\\u4e00\\u4e0b']\n",
+        "[u'\\u5f53\\u5f53', u'\\u652f\\u4ed8', u'\\u754c\\u9762', u'\\u4eba', u'\\u8d39\\u89e3', u'\\u652f\\u4ed8', u'\\u5b8c', u'\\u641e\\u6e05\\u695a', u'\\u4e24\\u4e2a', u'\\u652f\\u4ed8\\u5b9d', u'\\u9009\\u9879', u'\\u533a\\u522b']\n",
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+        "[u'\\u4e1c\\u897f', u'\\u7f8e\\u5e1d', u'\\u4e2d\\u56fd', u'\\u4e86\\u89e3', u'\\u5b9e\\u5728', u'\\u592a', u'\\u4e27\\u5fc3\\u75c5\\u72c2', u'\\u4e3b', u'\\u4e1c\\u897f', 'kandongsee', u'\\u54d4\\u54e9\\u54d4\\u54e9\\u52a8\\u753b']\n",
+        "[u'\\u53d1', u'\\u77e5\\u9053', u'\\u59b9\\u5b50', u'\\u56de', u'\\u53d1\\u5b8c', u'\\u4e4b\\u540e', 'issue']\n",
+        "[]\n",
+        "[u'\\u63d0', 'io', 'js', 'pr']\n",
+        "[u'\\u8dd1', u'\\u6d4b\\u8bd5', u'\\u8dd1', u'\\u5f3a\\u5236', u'\\u4ee3\\u7801', u'\\u98ce\\u683c', u'\\u7b2c\\u4e00\\u4e2a', u'\\u4e60\\u60ef', u'\\u53cc\\u5f15\\u53f7', u'\\u7b2c\\u4e8c\\u4e2a', u'\\u6bcf\\u884c', u'\\u957f\\u5ea6', u'\\u5927\\u4e8e', u'\\u4e2a\\u5b57\\u7b26', 'io', 'js', 'closure', 'linter']\n",
+        "[u'\\u6210\\u4e3a', u'\\u8d21\\u732e\\u8005', 'io', 'js']\n",
+        "[u'\\u914d\\u5408', u'\\u4e0d\\u884c', u'\\u8111\\u74dc\\u5b50', u'\\u75bc', 'yield', 'return', 'throw', 'finally']\n",
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+        "[u'\\u8eab\\u4f53\\u5065\\u5eb7', u'\\u5938\\u5f20', u'\\u8bb2', u'\\u505a', u'\\u5927\\u90e8\\u5206', u'\\u4e8b\\u60c5', u'\\u6548\\u7387', u'\\u81f3\\u5c11', u'\\u63d0\\u5347', u'\\u4e09\\u500d']\n",
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+        "[]\n",
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+        "[u'\\u9189']\n",
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+        "['test', 'kindle', 'shafe']\n",
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+        "[]\n",
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+        "['moto']\n",
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+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u53d1\\u5e03\\u4f1a', u'\\u54ea\\u4e00\\u70b9', u'\\u6700', u'\\u6295\\u7ed9', u'\\u9009\\u9879', u'\\u8868\\u6001', 'windows', 'high', 'hololens', u'WPDang']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u7528\\u5feb', u'\\u6253\\u8f66', u'\\u8f7b\\u677e', u'\\u6253\\u5230', u'\\u8f66', u'\\u5168\\u56fd', u'\\u591a\\u4e2a', u'\\u57ce\\u5e02', u'\\u652f\\u6301', u'\\u5f3a\\u70c8\\u63a8\\u8350', u'\\u6253\\u8f66', u'\\u8d5a', u'\\u79ef\\u5206', u'\\u6362\\u8c6a\\u793c', u'\\u6253\\u8f66', u'\\u8def\\u8fb9', u'\\u9177\\u4e0d\\u9177', u'\\u8bd5\\u8bd5', u'\\u77e5\\u9053', u'\\u679c\\u65ad', u'\\u4e00\\u53d1']\n",
+        "[u'\\u767e\\u5ea6', u'\\u94b1\\u5305', u'\\u5206\\u94b1', u'\\u4e13\\u4eab', u'\\u5e73\\u53f0', u'\\u53c2\\u4e0e', u'\\u767e\\u5ea6', u'\\u94b1\\u5305', u'\\u4f1a\\u5458', u'\\u514d\\u8d39', u'\\u62bd\\u5956', u'\\u6d3b\\u52a8', u'\\u571f\\u8c6a', u'\\u91d1', u'\\u667a\\u80fd', u'\\u624b\\u73af', u'\\u514d\\u8d39', u'\\u62bd', u'\\u5c0f\\u4f19\\u4f34', u'\\u53c2\\u4e0e', 'iphone', 'misfit', 'shine']\n",
+        "[u'\\u5e74', u'\\u5341\\u5927', u'\\u7f16\\u7a0b\\u8bed\\u8a00', u'\\u5f00\\u6e90', u'\\u4e2d\\u56fd', u'\\u793e\\u533a']\n",
+        "[u'\\u5f90\\u6c49\\u5f6c', u'\\u6027\\u80fd', u'\\u4e4b\\u4e89', 'php', 'hhvm', 'php', 'chinaunix', 'net']\n",
+        "[u'\\u8bc4\\u8bba', u'\\u5e16\\u5b50', u'\\u5b98\\u65b9', u'\\u4e2d\\u6587\\u7248', u'\\u5b89\\u88c5', u'\\u65b9\\u6cd5', u'\\u7834\\u89e3', u'\\u4e0d\\u9519', u'\\u4e0d\\u9519', u'\\u597d', u'\\u4e1c\\u897f', 'edius', 'pro']\n",
+        "[u'\\u770b\\u4e2a', u'\\u5fae\\u535a', u'\\u5f00', u'\\u84dd\\u7259']\n",
+        "[u'\\u6253\\u5b57', u'\\u8001\\u5d29', u'\\u641c\\u72d7\\u8f93\\u5165\\u6cd5']\n",
+        "[u'\\u4e0b\\u73ed', u'\\u906d\\u9047', u'\\u7535\\u68af', u'\\u7ef4\\u4fee']\n",
+        "[u'\\u5237', u'\\u5fae\\u535a', u'\\u6279\\u9605', u'\\u594f\\u7ae0']\n",
+        "[u'\\u6587\\u7ae0', u'\\u8fd0\\u7ef4\\u4e4b\\u8def', u'\\u7cbe\\u5f69', u'\\u6253\\u8d4f', u'\\u5143', u'\\u4ee5\\u8d44\\u9f13\\u52b1', u'\\u5fae\\u535a\\u6253\\u8d4f', u'\\u9646\\u6587\\u4e3e']\n",
+        "[u'\\u8f6c']\n",
+        "[u'\\u6587\\u7ae0', u'\\u8fd0\\u7ef4\\u4e4b\\u8def', u'\\u7cbe\\u5f69', u'\\u6253\\u8d4f', u'\\u5143', u'\\u4ee5\\u8d44\\u9f13\\u52b1', u'\\u54ed', u'\\u529d', u'\\u5fae\\u535a\\u6253\\u8d4f', u'\\u9646\\u6587\\u4e3e']\n",
+        "[u'\\u5c4c\\u4e1d', u'\\u9006\\u88ad', u'\\u91d1\\u699c\\u9898\\u540d', u'\\u65f6', u'\\u767e\\u5ea6', u'\\u4f17\\u6d4b', u'\\u70b9\\u4eae', u'\\u4f17\\u6d4b', u'\\u65b0\\u661f', u'\\u52cb\\u7ae0', u'\\u540d\\u6c14', u'\\u5927\\u6da8', u'\\u514d\\u8d39', u'\\u8d62', u'\\u5927\\u793c', u'\\u767e\\u5ea6', u'\\u4f17\\u6d4b']\n",
+        "[u'\\u5c4c\\u4e1d', u'\\u9006\\u88ad', u'\\u91d1\\u699c\\u9898\\u540d', u'\\u65f6', u'\\u767e\\u5ea6', u'\\u4f17\\u6d4b', u'\\u70b9\\u4eae', u'\\u65b0', u'\\u624b\\u4e0a', u'\\u8def', u'\\u52cb\\u7ae0', u'\\u540d\\u6c14', u'\\u5927\\u6da8', u'\\u514d\\u8d39', u'\\u8d62', u'\\u5927\\u793c', u'\\u767e\\u5ea6', u'\\u4f17\\u6d4b']\n",
+        "['test', 'iftt', 'via', 'twitter']\n",
+        "['rt', 'wonderfully', 'blunt', 'unreserved', 'talks', u'smdiehl: Eric Meijer gives']\n",
+        "['answer', 'functional', 'languages', 'handle', 'random', 'numbers']\n",
+        "['rt', u'julienXX: Write you a Haskell']\n",
+        "[u'\\u6392\\u961f', u'\\u5e94\\u7528', u'\\u6d45\\u6790', 'erlangsformula', u'capacityplanning ']\n",
+        "[u'\\u96c6\\u7fa4', u'\\u88c5\\u6709', u'\\u5927\\u8d5e', 'cmu', 'ghc']\n",
+        "[u'\\u30a4', u'\\u30e9', u'\\u30b9', u'\\u30c8', u'\\u4ed9\\u4eba\\u638c', u'\\u5148\\u751f', u'\\u672c\\u6587', u'\\u306f', u'\\u307c', u'\\u304f', u'\\u3068', u'\\u3055', u'\\u304c', u'\\u3089', u'\\u7dcf', u'\\u3067', u'\\u6bba', u'\\u3059', u'\\u305e', u'\\u8b1d', u'\\u3063', u'\\u3066', u'\\u5e30', u'\\u3063', u'\\u3066', u'\\u306a', u'\\u3093', u'\\u3066', u'\\u8a00', u'\\u3044', u'\\u5408', u'\\u3044', u'\\u4ef2\\u826f', u'\\u304f', u'\\u5171\\u8457', u'\\u3057', u'\\u305f', u'\\u300e', u'\\u30af', u'\\u30ba', u'\\u3068', u'\\u91d1\\u8ca8', u'\\u306e', u'\\u30af', u'\\u30aa', u'\\u30ea', u'\\u30c7', u'\\u30a3', u'\\u30a2', u'\\u300f', u'\\u4eca\\u9031\\u91d1', u'\\u66dc', u'\\u767a', u'\\u58f2', u'\\u3067', u'\\u3059', u'\\u3044', u'\\u3063', u'\\u3071', u'\\u3044', u'\\u30b5', u'\\u30a4', u'\\u30f3', u'\\u66f8', u'\\u3044', u'\\u305f', u'\\u3055', u'\\u304c', u'\\u3089', u'\\u7dcf', u'\\u304c', 'rt', u'watariwataru:']\n",
+        "['rt', 'considered', 'harmful', 'found', 'via', 'twitter', u'raganwald: \\u201cIO Monad\\u201d']\n",
+        "['rt', 'far', 'book', 'relevant', 'applicable', 'approachable', 'infra', 'eng', u'tsantero: I\\u2019m only 145 pages']\n",
+        "['really', 'excellent', 'book', 'best', 'part', 'exercise', 'questions', 'much', 'harder', 'looks']\n",
+        "[u'\\u964d', u'\\u901f\\u5ea6', u'\\u5347', u'\\u4e0b\\u964d', u'\\u6027\\u80fd', u'\\u73a9\\u610f', 'cache', 'miss', 'rate']\n",
+        "[u'\\u671f\\u5f85', u'\\u5927\\u6625\\u7269\\u671f', u'\\u5148\\u884c', u'\\u56fe', u'\\u6765\\u81ea', u'\\u767e\\u5ea6\\u8d34\\u5427]']\n",
+        "['rt', 'abstract', 'interpretation', u'biboudis: Introduction to']\n",
+        "['implementing', 'understanding', 'type', 'classes']\n",
+        "['monads', 'racket']\n",
+        "[u'\\u53d1\\u73b0', u'\\u73b0\\u5728', u'\\u627e', u'\\u5df2\\u7ecf', u'\\u7b97', u'\\u6bd4\\u8f83', u'\\u665a', u'\\u4e3a\\u5565', u'\\u627e', u'\\u5de5\\u4f5c', u'\\u603b\\u662f', u'\\u6162\\u4e00\\u62cd', u'\\u4ed4\\u7ec6', u'\\u60f3\\u60f3', u'\\u5e94\\u8be5', u'\\u4e60\\u60ef', u'\\u89c9\\u609f', u'\\u95ee\\u9898', u'\\u597d\\u50cf', u'\\u5927\\u5b66', u'\\u540e', u'\\u53d8\\u5f97', u'\\u8d8a\\u6765\\u8d8a', u'\\u968f\\u610f', u'\\u61d2\\u6563', u'\\u4e1c\\u897f', u'\\u633a', u'\\u5728\\u4e4e', u'\\u63d0\\u4e0d\\u8d77', u'\\u5e72\\u52b2', u'\\u75c5', u'\\u5f97\\u6cbb', 'summery', 'intern']\n",
+        "[u'\\u2013', 'rt', 'composing', 'contracts', 'adventure', 'financial', 'engineering', u'bitemyapp: Simon Peyton-Jones:']\n",
+        "[u'\\u30ac', u'\\u30a4', u'\\u30eb', u'\\u7d9a', u'\\u3000', u'\\u5f3e', 'pv']\n",
+        "[u'\\u6295\\u4e86', u'\\u591a\\u5bb6', u'\\u516c\\u53f8', u'\\u9762\\u8bd5', u'\\u901a\\u77e5', u'\\u95f9']\n",
+        "[u'\\u8bf4', u'\\u5f3a\\u70c8\\u8981\\u6c42', u'\\u5e73\\u53f0', u'\\u652f\\u4ed8\\u5b9d', u'\\u94b1\\u5305', u'\\u51fa\\u626b\\u7801', u'\\u652f\\u4ed8', u'\\u624b\\u673a', u'\\u5b9d\\u4ee4', u'\\u529f\\u80fd', u'\\u6362', u'\\u624b\\u673a', 'wp', u'\\u652f\\u4ed8\\u5b9d\\u94b1\\u5305']\n",
+        "[u'\\u7ffb\\u5899', u'\\u540e', u'\\u8bbf\\u95ee', u'\\u82e5\\u5e72', u'\\u8fdd\\u6cd5', u'\\u7f51\\u7ad9', u'\\u540e', u'\\u4f7f\\u52b2', u'\\u60f3', u'\\u5e73\\u65f6', u'\\u8bbf\\u95ee', u'\\u7f51\\u7ad9', u'\\u8d76\\u7d27', u'\\u8bbf\\u95ee', u'\\u4e0b']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u62db', u'\\u4e00\\u6279', u'\\u4e92\\u8054\\u7f51', u'\\u7ecf\\u9a8c', u'\\u7ea7\\u522b', u'\\u4ee5\\u4e0a', u'\\u5de5\\u7a0b\\u5e08', u'\\u7f8e\\u56fd', u'\\u5e74', u'\\u540e', u'\\u5317\\u4eac', u'\\u4e0a\\u6d77', u'\\u96c6\\u4e2d', u'\\u9762\\u8bd5', u'\\u60f3', u'\\u8eb2\\u907f', u'\\u96fe', u'\\u973e', u'\\u65e9\\u70b9', u'\\u4e0b\\u73ed', u'\\u7ae5\\u978b', u'\\u6b22\\u8fce', u'\\u79c1\\u4fe1', u'\\u8054\\u7cfb', u'\\u60f3', u'\\u53d1\\u5927\\u8d22', u'\\u8ffd\\u6c42', u'\\u8d22\\u52a1', u'\\u81ea\\u7531', u'\\u8d70', u'\\u7ba1\\u7406', u'\\u8def\\u7ebf', u'\\u7ae5\\u978b', u'\\u8bf7', u'\\u679c\\u65ad', u'\\u65e0\\u89c6', 'twitter', 'senior', 'staff', 'onsite']\n",
+        "[u'\\u4ed4\\u7ec6', u'\\u4e00\\u5c01', u'\\u90ae\\u4ef6', u'\\u63a8', u'\\u4e00\\u4e00', u'\\u56de\\u590d', u'\\u4e0d\\u597d\\u610f\\u601d', u'\\u4e4b\\u524d', u'\\u8bf4', u'\\u6e05\\u695a', u'\\u8fd9\\u6b21', u'\\u62db', u'\\u4ee5\\u4e0a', u'\\u4e92\\u8054\\u7f51', u'\\u5de5\\u4f5c', u'\\u7ecf\\u9a8c', u'\\u670b\\u53cb', u'\\u8981\\u6c42', u'\\u5e94\\u8be5', u'\\u4f4e\\u4e8e', u'\\u4e09\\u5e74', u'\\u4ee5\\u4e0a', u'\\u5927\\u578b', u'\\u4e92\\u8054\\u7f51', u'\\u516c\\u53f8', u'\\u5de5\\u4f5c', u'\\u7ecf\\u9a8c', u'\\u8ba4\\u4e3a', u'\\u5bf9\\u5e94', u'\\u767e\\u5ea6', u'\\u963f\\u91cc', u'\\u817e\\u8baf', u'\\u5e94\\u8be5', u'\\u767e\\u5ea6', u'\\u4ee5\\u4e0a', u'\\u963f\\u91cc', u'\\u817e\\u8baf', u'\\u4e86\\u89e3', 'senior', 'senior', 'senior', 'staff']\n",
+        "[u'\\u6536\\u5230', u'\\u90ae\\u4ef6', u'\\u670b\\u53cb', u'\\u4e4b\\u540e', u'\\u8054\\u7cfb', u'\\u9762\\u8bd5', u'\\u96c6\\u4e2d', u'\\u6708\\u5e95', u'\\u9762\\u8bd5', u'\\u8d70', u'\\u5b8c', u'\\u6d41\\u7a0b', u'\\u4e4b\\u540e', u'\\u62ff\\u5230', u'\\u516c\\u53f8', u'\\u6307\\u5b9a', u'\\u5f8b\\u5e08', u'\\u5e2e\\u52a9', u'\\u7533\\u8bf7', u'\\u7b7e\\u8bc1', u'\\u6709\\u5e78', u'\\u62ff\\u5230', u'\\u7b7e\\u8bc1', u'\\u540e', u'\\u4eca\\u5e74', u'\\u5341\\u6708', u'\\u4e00\\u65e5', u'\\u4e4b\\u540e', u'\\u8d74\\u7f8e', u'\\u5de5\\u4f5c', u'\\u516c\\u53f8', u'\\u5b89\\u6392', u'\\u627f\\u62c5', u'\\u5bb6\\u5ead', u'\\u914d\\u5076', u'\\u5b50\\u5973', u'\\u76f8\\u5173', u'\\u670d\\u52a1', u'\\u8d39\\u7528', 'recruiter', 'onsite', 'offer', 'relocation']\n",
+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u975e', u'\\u7a0b\\u5e8f\\u5458', u'\\u8def', u'\\u8c46\\u82bd\\u513f', u'\\u9ad8\\u7aef', u'\\u4eba\\u624d', u'\\u6210\\u957f', u'\\u793e\\u533a', 'powered', 'edusoho']\n",
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+        "[u'\\u6ca1\\u6263', u'\\u623f\\u8d37', u'\\u6bcf\\u4e2a', u'\\u51e0\\u5929']\n",
+        "[u'\\u8336\\u4f59\\u996d\\u540e', u'\\u5b66\\u4e60']\n",
+        "[u'\\u6df7', u'\\u4e0d\\u9519']\n",
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+        "['via', 'instagram']\n",
+        "['baby', 'via', 'instagram', u'corgi #cute #dogs #little ']\n",
+        "['daddy', 'baby', 'via', 'instagram']\n",
+        "[u'\\u6295\\u7ed9', u'\\u6797', u'\\u4e66\\u8c6a', u'\\u79d1\\u6bd4', u'\\u5e03\\u83b1\\u6069\\u7279', u'\\u4eb2\\u4eec', u'\\u53c2\\u52a0', u'2015\\u5b89\\u8e0fNBA\\u5168\\u660e\\u661f\\u6295\\u7968']\n",
+        "[u'\\u540c\\u4e8b', u'\\u8ba8\\u8bba', u'\\u9152\\u5e97', u'\\u9694\\u97f3', u'\\u95ee\\u9898', u'\\u7a81\\u7136', u'\\u5c0f\\u4f19\\u513f', u'\\u8bf4', u'\\u53e5', u'\\u4ee5\\u524d', u'\\u4f4f', u'\\u4e00\\u4e2a', u'\\u9152\\u5e97', u'\\u9065\\u63a7', u'\\u677f', u'\\u9065\\u63a7', u'\\u9694\\u58c1', u'\\u7535\\u89c6', u'\\u8dea\\u670d']\n",
+        "[u'\\u6e2f\\u5a92', u'\\u5468\\u6c38\\u5eb7', u'\\u66fe', u'\\u8584\\u7199\\u6765', u'\\u5bc6\\u8c08', u'\\u5927\\u5e72\\u4e00\\u573a', u'\\u6700\\u65b0', u'\\u4e00\\u671f', u'\\u51e4\\u51f0', u'\\u5468\\u520a', u'\\u520a\\u53d1', u'\\u5c01\\u9762', u'\\u62a5\\u9053', u'\\u4e2d\\u5171', u'\\u7ed3\\u515a\\u8425\\u79c1', u'\\u5ba3\\u6218', u'\\u5468\\u6c38\\u5eb7', u'\\u516d\\u5927', u'\\u7f6a\\u72b6', u'\\u89e3\\u6790', u'\\u89e3\\u5bc6', u'\\u5b98\\u65b9', u'\\u7248\\u672c', u'\\u5468\\u6c38\\u5eb7', u'\\u516d\\u5927', u'\\u7f6a\\u72b6', u'\\u5206\\u4eab', u'\\u51e4\\u51f0\\u7f51\\uff09']\n",
+        "[u'\\u53d1\\u8868', u'\\u4e00\\u7bc7', u'\\u8f6c\\u8f7d', u'\\u535a\\u6587', u'\\u817e\\u8baf', u'\\u6e38\\u620f', u'\\u6570\\u503c', u'\\u7b56\\u5212']\n",
+        "[u'\\u5206\\u4e0d\\u6e05', u'\\u70ae\\u5a18', u'\\u5a18\\u70ae', u'\\u8bf4\\u660e', u'\\u5df2\\u7ecf']\n",
+        "[u'\\u65b0', u'\\u7535\\u8111', u'\\u4e4b\\u540e', u'\\u6700', u'\\u8270\\u96be', u'\\u90e8\\u5206', u'\\u6210\\u4eba\\u7247', u'\\u6740\\u75c5\\u6bd2', u'\\u5faa\\u73af', 'sickipedia']\n",
+        "[u'\\u5e74', u'\\u89c6\\u89c9', u'\\u8bbe\\u8ba1\\u5e08', u'\\u89e3\\u91ca', u'\\u8f9e\\u804c', u'\\u9009\\u62e9', u'\\u4e00\\u79cd', u'\\u5408\\u9002', u'\\u84dd', u'\\u989c\\u8272', u'\\u6574\\u4e2a', u'\\u56e2\\u961f', u'\\u6d4b\\u8bd5', u'\\u79cd', u'\\u8272\\u8c03', u'\\u8981\\u6c42', u'\\u5199\\u51fa', u'\\u7406\\u7531', u'\\u8fb9\\u6846', u'\\u5bbd\\u5ea6', u'\\u50cf\\u7d20', u'\\u597d', u'\\u50cf\\u7d20', u'\\u50cf\\u7d20', u'\\u65e0\\u6cd5', u'\\u8fd9\\u79cd', u'\\u73af\\u5883', u'\\u5de5\\u4f5c', u'\\u5b9e\\u5728', u'\\u538c\\u5026', u'\\u5fae\\u4e0d\\u8db3\\u9053', u'\\u8bbe\\u8ba1', u'\\u4e89\\u8bba', u'\\u4e16\\u754c', u'\\u6709\\u8da3', u'\\u8bbe\\u8ba1', u'\\u503c\\u5f97', u'\\u505a', 'google', 'douglas', 'bowman']\n",
+        "[u'\\u4e2d\\u56fd\\u961f', u'\\u52a0\\u6cb9', u'\\u671d\\u9c9c', u'\\u5d14\\u6210', u'\\u6d69']\n",
+        "[u'\\u5317\\u671d\\u9c9c', u'\\u52a0\\u6cb9', u'\\u601d\\u5bc6\\u8fbe', u'\\u4f5c\\u5bb6', u'\\u5d14\\u6210', u'\\u6d69']\n",
+        "[u'\\u56de\\u5bb6', u'\\u4e24\\u5929', u'\\u8d70', u'\\u5fe7\\u4f24']\n",
+        "[u'\\u4e0b\\u5348', u'\\u505a', u'\\u51b3\\u5b9a']\n",
+        "[u'\\u8bfb', u'\\u4ee3\\u7801', u'\\u771f\\u662f', u'\\u4e00\\u79cd', u'\\u6467\\u6b8b']\n",
+        "['dying', 'sun']\n",
+        "[u'\\u9ad8\\u5174', u'\\u7ec8\\u4e8e', u'\\u6062\\u590d', u'\\u4e94\\u5929', u'\\u5de5\\u4f5c\\u5236']\n",
+        "[u'\\u652f\\u4ed8\\u5b9d', u'\\u73a9', u'\\u9017', u'\\u7ea2\\u5305', u'\\u968f\\u4fbf', u'\\u731c', u'\\u5143', u'\\u673a\\u4f1a', u'\\u731c', u'\\u5206\\u94b1', u'\\u4e00\\u8d77', u'\\u73a9']\n",
+        "[u'\\u6b64\\u79cd', u'\\u795e\\u5668', u'\\u672c\\u5bab', u'\\u613f', u'\\u575a\\u6301', u'\\u51e0\\u65e5', u'\\u867d\\u4f1a', u'\\u6ee1\\u8111\\u5b50', u'\\u5355\\u8bcd', u'\\u5012', u'\\u4e0d\\u8d1f', u'\\u6069\\u6cfd', u'\\u62d3\\u8bcd\\u65e5\\u62a5']\n",
+        "[u'\\u300e', u'\\u300f', 'image', 'video', 'matting', 'iccv', 'tutorial']\n",
+        "[u'\\u5b69\\u5b50', u'\\u4eca\\u5929', u'\\u5c31\\u8981', u'\\u89c1\\u9762', u'\\u5f00\\u5fc3']\n",
+        "[u'\\u8f7b\\u5355', u'\\u4eba\\u4eec', u'\\u5e94\\u8be5', u'\\u65f6\\u95f4', u'\\u82b1', u'\\u4e8b\\u60c5', u'\\u5bfb\\u627e', u'\\u4e8b\\u60c5', u'\\u89e3\\u51b3\\u65b9\\u6848', u'\\u4e8b\\u60c5', u'\\u5305\\u62ec', u'\\u505a', u'\\u4e00\\u9053', u'\\u83dc', u'\\u542c\\u9996', u'\\u5f20\\u5b66\\u53cb', u'\\u7ecf\\u5178', u'\\u6b4c\\u66f2', u'\\u5317\\u4eac', u'\\u4e0d\\u9760', u'\\u4ee3\\u7406', u'\\u6ce8\\u518c', u'\\u4e00\\u5bb6', u'\\u516c\\u53f8', u'\\u8f7b\\u5355', u'\\u7f51', u'\\u6240\\u6709', u'\\u4e8b\\u60c5', u'\\u53d8\\u5f97', u'\\u8f7b\\u677e', u'\\u7b80\\u5355', u'\\u4e00\\u4e2a', u'\\u66f4\\u8f7b', u'\\u4e16\\u754c']\n",
+        "[u'\\u8bf4', u'\\u8bf4', u'\\u51e0\\u4e2a', u'\\u5173\\u952e\\u8bcd', u'\\u770b\\u5230', u'\\u592a', u'\\u4e0d\\u9760', u'\\u8c31', u'\\u4fe1\\u606f', u'\\u8f6f\\u6587', u'\\u626f\\u6de1', u'\\u8a00\\u8bba', u'\\u9f50\\u98de', u'\\u5199', u'\\u4e00\\u4e0b', u'\\u89c2\\u5bdf', u'\\u611f\\u53d7', u'\\u96f7\\u540c', u'\\u80af\\u5b9a', u'\\u6284', 'ces', 'ces']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u8f7b\\u5355', u'\\u5c0f', u'\\u4f17', u'\\u8f6f\\u4ef6']\n",
+        "[u'\\u5206\\u4eab', u'\\u5806', u'\\u7cd6', u'\\u6536\\u96c6', u'\\u5f00\\u542f', u'\\u4e00\\u4e2a', u'\\u66f4\\u8f7b', u'\\u4e16\\u754c', u'\\u8f7b\\u5355', u'\\u4e0a\\u7ebf', u'\\u6b22\\u8fce', u'\\u4f53\\u9a8c', 'dofy']\n",
+        "[u'\\u5206\\u4eab', u'\\u5806', u'\\u7cd6', u'\\u6536\\u96c6', u'\\u5f00\\u542f', u'\\u4e00\\u4e2a', u'\\u66f4\\u8f7b', u'\\u4e16\\u754c', u'\\u8f7b\\u5355', u'\\u4e0a\\u7ebf', u'\\u6b22\\u8fce', u'\\u4f53\\u9a8c', 'dofy']\n",
+        "[u'\\u6700', u'\\u559c\\u7231', u'\\u56fd\\u5916', u'\\u6b4c\\u624b', u'\\u597d', u'\\u542c\\u7684\\u6b4c', u'\\u771f\\u662f', u'\\u767e\\u542c\\u4e0d\\u538c', u'\\u6b4c', u'\\u53ea', u'\\u542c', u'\\u524d\\u594f', u'\\u51e0\\u4e2a', u'\\u5c0f\\u8282', u'\\u5df2\\u7ecf', u'\\u6df1\\u6df1\\u5730', u'\\u5438\\u5f15']\n",
+        "[]\n",
+        "[u'\\u8f7b\\u5355', u'\\u597d', u'\\u5206\\u4eab', u'\\u597d', u'\\u7ecf\\u9a8c', u'\\u4e00\\u4efd', u'\\u7ed3\\u6784\\u5316', u'\\u8f7b\\u5355', 'next']\n",
+        "[u'\\u770b\\u8fc7', u'\\u5e78\\u798f', u'\\u6572\\u95e8']\n",
+        "[u'\\u6781\\u5ba2', u'\\u516c\\u56ed', u'\\u521b\\u65b0', u'\\u5927\\u4f1a', u'\\u6700', u'\\u4e0d\\u8be5', u'\\u9519\\u8fc7', u'\\u8f7b\\u5355', u'\\u540c\\u5b66', u'\\u4f1a\\u573a']\n",
+        "['gif']\n",
+        "[u'\\u8f7b\\u5355', u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u66f4\\u8f7b', u'\\u4e16\\u754c', u'\\u73b0\\u5df2', u'\\u5168\\u7ad9', u'\\u52a0\\u5bc6', u'\\u670d\\u52a1\\u5668', u'\\u4ea6', u'\\u5927\\u5e45', u'\\u5347\\u7ea7', u'\\u7528\\u6237', u'\\u4efb\\u6027', u'\\u6b22\\u8fce', u'\\u5fd7\\u540c\\u9053\\u5408', u'\\u540c\\u5b66', u'\\u52a0\\u5165', u'\\u8f7b\\u5355', u'\\u4e00\\u8d77', u'\\u4efb\\u6027', u'\\u8d77\\u98de', u'\\u8f7b\\u5355']\n",
+        "[u'\\u8f7b\\u5355']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u75db\\u4ef0', u'\\u4e50\\u961f', u'\\u516c\\u8def', u'\\u4e4b\\u6b4c', u'\\u771f\\u5fc3', u'\\u597d\\u542c']\n",
+        "[u'\\u770b\\u8fc7', u'\\u970d\\u6bd4\\u7279', u'\\u4eba', u'\\u4e94\\u519b', u'\\u4e4b\\u6218', u'\\u65f6\\u95f4', u'\\u6709\\u70b9', u'\\u77ed']\n",
+        "[u'\\u751f\\u6d3b', u'\\u4e00\\u4e2a', u'\\u6709\\u610f\\u601d', u'\\u661f\\u7403', u'\\u8f7b\\u5355']\n",
+        "[u'\\u770b\\u8fc7', u'\\u5fc3\\u82b1', u'\\u8def\\u653e', u'\\u76ee\\u77aa\\u53e3\\u5446', u'\\u771f\\u68d2']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7fa4\\u661f', u'\\u5927\\u7406', u'\\u6765\\u81ea', u'\\u6652', u'\\u592a\\u9633', u'\\u7761\\u4e2a', u'\\u5348\\u89c9', 'live', u'\\u867e\\u7c73\\u97f3\\u4e50)  // \\u542c\\u7740\\u6b4c']\n",
+        "[u'\\u5206\\u4eab', u'\\u4e00\\u4e0b', u'\\u6536\\u85cf\\u5939', 'chrome', u'\\u8f7b\\u5355']\n",
+        "[u'\\u6d4e\\u5357', u'\\u5468\\u4e00', u'\\u2103', u'\\u5c0f\\u96e8', u'\\u5fae\\u98ce', u'\\u7ea7', u'\\u5468\\u4e8c', u'\\u2103', u'\\u6674', u'\\u5fae\\u98ce', u'\\u7ea7', u'\\u5468\\u4e09', u'\\u2103', u'\\u6674', u'\\u5357\\u98ce', u'\\u7ea7', u'\\u53d1\\u5e03', u'\\u58a8\\u8ff9\\u5929\\u6c14']\n",
+        "[u'\\u6d4e\\u5357', u'\\u5468\\u4e00', u'\\u2103', u'\\u9634', u'\\u5317\\u98ce', u'\\u7ea7', u'\\u5468\\u4e8c', u'\\u2103', u'\\u6674', u'\\u5317\\u98ce', u'\\u7ea7', u'\\u5468\\u4e09', u'\\u2103', u'\\u6674', u'\\u5357\\u98ce', u'\\u7ea7', u'\\u53d1\\u5e03', u'\\u58a8\\u8ff9\\u5929\\u6c14']\n",
+        "[u'\\u62a5\\u6570', u'\\u7535\\u8bdd', u'\\u5360\\u7ebf', u'\\u65e0\\u4eba', u'\\u63a5\\u542c', u'\\u65b9\\u4fbf', u'\\u63a5\\u542c', u'\\u7559\\u7535\\u8bdd', u'\\u6bdb\\u7528', u'\\u6d4e\\u5357\\u6e2f\\u534e\\u71c3\\u6c14']\n",
+        "[u'\\u5a01\\u6d77', u'\\u96e8', u'\\u96ea']\n",
+        "[u'\\u53d1\\u5e03', u'\\u597d\\u5feb', 'fedora']\n",
+        "[u'\\u5ba2\\u6237', u'\\u5347\\u7ea7', u'\\u5b8c', u'\\u95ee\\u9898', 'mcu']\n",
+        "[u'\\u8ba9\\u4f60\\u5728', u'\\u7535\\u8111', u'\\u79fb\\u52a8', u'\\u8bbe\\u5907', u'\\u95f4', u'\\u4f20\\u9001', u'\\u56fe\\u7247', u'\\u6587\\u4ef6', u'\\u97f3\\u4e50', u'\\u53d8\\u5f97', u'\\u7b80\\u5355', u'\\u4e94\\u661f', u'\\u63a8\\u8350', u'\\u4e0b\\u8f7d', u'AirDroid 3']\n",
+        "[u'\\u53d1\\u73b0', u'\\u52a0', u'\\u8d8a\\u6765\\u8d8a', u'\\u63a8\\u7279', u'\\u6c11\\u6597', u'\\u516c\\u77e5']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u8de8\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u8de8\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
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+        "[]\n",
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+        "[u'\\u4eca\\u5929', u'\\u5468\\u56db', u'\\u4e0b\\u5468\\u4e00', u'\\u5f00\\u6e90', u'\\u9879\\u76ee', u'\\u5b9e\\u73b0', u'\\u539f\\u7406', u'\\u89e3\\u6790', u'\\u7b2c\\u4e00\\u671f', u'\\u6b63\\u5f0f', u'\\u5bf9\\u5916', u'\\u4e13\\u95e8', u'\\u7f51\\u7ad9', u'\\u671f', u'\\u5206\\u6790', u'\\u5305\\u542b', u'\\u4e2a\\u5e93', u'\\u76ee\\u524d', u'\\u4e24\\u4e09\\u7bc7', u'\\u5206\\u6790', u'\\u6587\\u6863', u'\\u6700\\u540e', u'\\u4ed4\\u7ec6', 'android', 'check', u'Android\\u5f00\\u6e90']\n",
+        "[u'\\u5f00\\u6e90', u'\\u4ea4\\u6d41', u'\\u4e24\\u4e2a', u'\\u7fa4\\u5185', u'\\u5206\\u4eab', u'\\u4e24\\u4e2a', u'\\u63d2\\u4ef6', u'\\u5316', u'\\u6846\\u67b6', u'\\u5174\\u8da3', u'\\u770b\\u770b', u'\\u539f\\u7406', 'android', 'pluginmanager']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u51fa\\u73b0', u'\\u8377\\u5170', u'\\u9a7b\\u9a6c\\u5e97']\n",
+        "[u'\\u5d14', u'\\u5927\\u5e08', u'\\u60ca\\u5947', u'\\u4e00\\u751f', u'\\u89c6\\u9891', u'\\u6653\\u677e', u'\\u5947\\u8c08', u'\\u79bb\\u9a9a', u'\\u4e0b', u'\\u5206\\u4eab', u'\\u7231\\u5947\\u827a\\uff09']\n",
+        "[u'\\u56de\\u9996', u'\\u54c8\\u5f17\\u5171', u'\\u9500\\u552e', u'\\u4e07\\u8f86', u'\\u54c8\\u5f17', u'\\u54c1\\u724c', u'\\u7a33\\u5750', u'\\u9886\\u5bfc\\u8005', u'\\u5b9d\\u5ea7', u'\\u6311\\u6218', u'\\u81ea\\u4e3b', u'\\u54c1\\u724c', u'\\u5929\\u82b1\\u677f', u'\\u54c8\\u5f17', u'\\u4e0a\\u5e02', u'\\u7b2c\\u4e00\\u4e2a', u'\\u8d62\\u5f97', u'\\u9500\\u91cf', u'\\u611f\\u6069', u'\\u56de\\u9988', u'\\u54c8\\u5f17', u'\\u8fce\\u65b0', u'\\u9001', u'\\u597d', u'\\u793c', u'\\u6d3b\\u52a8', u'\\u706b\\u529b', u'\\u5f00\\u542f', 'suv', 'suv', 'suv', u'\\u54c8\\u5f17H9\\u767e\\u53d1\\u767e\\u4e2d']\n",
+        "[]\n",
+        "[u'\\u5c0f\\u7968', u'\\u7167\\u7247', u'\\u6253\\u5370']\n",
+        "[u'\\u59d1\\u5a18', u'\\u6587\\u7b14', u'\\u4e0d\\u9519', u'\\u7ea6', u'\\u5206\\u4eab']\n",
+        "[u'\\u4e0b\\u51b3\\u5fc3', u'\\u6362\\u4e2a', u'\\u786c\\u76d8', u'\\u63d0\\u5347', u'\\u6548\\u7387', u'\\u7f8e\\u5149\\u82f1', u'\\u777f\\u8fbe', u'\\u7cfb\\u5217', u'\\u82f1\\u5bf8', u'\\u56fa\\u6001', u'\\u786c\\u76d8', u'\\u5206\\u4eab', 'crucial', 'sataiii', 'gb', 'ssd', 'ct', 'ssd', u'\\u4e9a\\u9a6c\\u900a\\uff09']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u8fdb\\u6b65\\u6751\\u7684\\u5927\\u59d1\\u5a18']\n",
+        "[u'\\u8f6c\\u884c', u'\\u5c0f\\u8bf4', u'\\u5206\\u4eab']\n",
+        "[u'\\u5728\\u5916', u'\\u5403\\u996d', u'\\u88e4\\u5b50', u'\\u626f', u'\\u4f18\\u96c5', u'\\u56de\\u53bb', u'\\u5728\\u7ebf', u'\\u7740\\u6025']\n",
+        "[u'\\u4e4b\\u524d', u'\\u89c9\\u5f97', u'\\u8695\\u4e1d', u'\\u9762\\u819c', u'\\u666e\\u901a', u'\\u9762\\u819c', u'\\u533a\\u522b', u'\\u4eca\\u513f', u'\\u7b97\\u662f', u'\\u53d1\\u73b0', u'\\u8695\\u4e1d', u'\\u9762\\u819c', u'\\u6577\\u4e0a', u'\\u4e4b\\u540e', u'\\u5413\\u4eba']\n",
+        "[u'\\u6709\\u4eba', u'\\u8ba8\\u8bba', u'\\u5f00\\u64ad', u'\\u5267', u'\\u6211\\u5bb6', u'\\u5148\\u751f', u'\\u4e00\\u91cd', u'\\u5f00\\u64ad', u'\\u7cbe\\u8f9f', u'\\u6ef4', u'\\u53cd\\u9988', u'\\u5927\\u80f8', u'\\u4f20\\u5947', u'\\u53d8', u'\\u5927\\u5934', u'\\u4f20\\u5947', u'\\u73b0\\u5728', u'\\u8f6c', u'\\u5c0f\\u5b9d', u'\\u4f20\\u5947']\n",
+        "[u'\\u8003\\u8bd5\\u6210\\u7ee9', u'\\u5dee\\u5206', u'\\u4e0b\\u56de', u'\\u8003\\u524d', u'\\u91cd\\u89c6', u'\\u4ece\\u5934\\u5230\\u5c3e', u'\\u597d\\u597d', u'\\u770b\\u770b', u'\\u4e00\\u5b9a', u'\\u6ef4', u'\\u8d8a\\u632b\\u8d8a\\u52c7']\n",
+        "[u'\\u4eba\\u751f', u'\\u82e6\\u77ed', u'\\u978b\\u8ddf', u'\\u77ed', u'\\u54c8\\u54c8\\u4e00\\u7b11']\n",
+        "[u'\\u4ee3\\u7801', u'\\u597d\\u597d', u'\\u5bf9\\u9f50', u'\\u771f\\u7d2f', u'\\u4e00\\u5927\\u5806', u'\\u6ef4', 'loop', u'\\u770b\\u4ee3\\u7801']\n",
+        "[u'\\u73a9\\u513f', u'\\u624b\\u673a', u'\\u73a9\\u513f', u'\\u4e8c\\u6b21\\u5143', u'\\u65f6\\u95f4', u'\\u7528\\u6765', u'\\u5b66\\u4e60', u'\\u83b7\\u53d6', u'\\u4e00\\u76f4', u'\\u60f3\\u8981', u'\\u6280\\u80fd', u'\\u77e5\\u8bc6', u'\\u53ef\\u4f1a\\u5c11', u'\\u4e50\\u8da3', u'\\u65f6\\u95f4\\u5462']\n",
+        "[u'\\u4e00\\u79cd', u'\\u5e78\\u8fd0', u'\\u4e89\\u53d6', u'\\u534f\\u8c03', u'\\u800c\\u6765', u'\\u6ef4', u'\\u65e5\\u5e38\\u6709\\u611f']\n",
+        "[u'\\u505a', u'\\u4e45\\u6ef4', u'\\u900f\\u660e\\u4eba', u'\\u73b0\\u5728', u'\\u77e5\\u9053', u'\\u900f\\u660e']\n",
+        "[u'\\u5988', u'\\u7b28']\n",
+        "[u'\\u6628\\u65e5', u'\\u95ee', u'\\u4ea4\\u6d41', u'\\u4e00\\u77e5\\u534a\\u89e3', u'\\u529e', u'\\u4e00\\u5feb', u'\\u6293\\u4e0d\\u4f4f', u'\\u5bf9\\u65b9', u'\\u540e\\u9762', u'\\u8bf4', u'\\u65e5\\u8bed', u'\\u4e1c\\u897f', u'\\u542c\\u5230', u'\\u6700\\u540e', u'\\u610f\\u601d', u'\\u5b8c\\u5168']\n",
+        "['fall', 'pit', 'gain', 'wit']\n",
+        "[u'\\u5973\\u4eba', u'\\u6210\\u719f', u'\\u6807\\u5fd7', u'\\u65e0\\u8c13', u'\\u4e3a\\u96be', u'\\u61c2\\u5f97', u'\\u7231\\u60dc', u'\\u4e86\\u89e3', u'\\u4e16\\u754c', u'\\u591a\\u4e48', u'\\u52bf\\u5229', u'\\u6218\\u6597\\u529b', u'\\u906d\\u5230', u'\\u804c\\u573a', u'\\u767e\\u5206\\u767e', u'\\u629b\\u5f03', u'\\u53ea\\u6709\\u533b\\u751f\\u77e5\\u9053']\n",
+        "[u'\\u7ea2\\u4e0e\\u9ed1', u'\\u5973\\u4eba', u'\\u8ffd\\u6c42', u'\\u7231\\u60c5', u'\\u7537\\u4eba', u'\\u60f3\\u7740', u'\\u5f81\\u670d', u'\\u597d\\u591a', u'\\u5fc3\\u7406', u'\\u63cf\\u8ff0', 'yy']\n",
+        "[u'\\u9519', u'\\u9519', u'\\u518d\\u4e5f', u'\\u89e3\\u91ca', u'\\u7406\\u7531', u'\\u80fd\\u884c', u'\\u8bc1\\u660e', u'\\u5de5\\u4f5c', u'\\u5bfc\\u5411']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4eba\\u751f', u'\\u6253\\u6298', u'\\u6211\\u8981', u'\\u73b0\\u5728', u'\\u5c31\\u8981']\n",
+        "[u'\\u89c4\\u5b9a', u'\\u4ee3\\u7801', u'\\u5c4f\\u5e55', u'\\u98de', u'\\u51d1\\u6570', 'case', 'tr', 'th', 'td']\n",
+        "[u'\\u5fe7\\u4f24', u'\\u77e5\\u9053', u'\\u575a\\u6301', u'\\u5f00\\u51fa', u'\\u7eda\\u70c2', u'\\u82b1']\n",
+        "[u'\\u5fc3\\u6240\\u613f', u'\\u529b\\u5fc5', u'\\u65e0\\u6240\\u754f\\u60e7']\n",
+        "[u'\\u65e0\\u5c3d', u'\\u5239\\u90a3', u'\\u751f\\u706d', u'\\u60b2\\u559c']\n",
+        "[u'\\u597d', u'\\u60f3', u'\\u4e70', u'\\u6b63\\u88c5', u'\\u597d', u'\\u60f3', u'\\u7a7f', u'\\u9ad8\\u8ddf\\u978b']\n",
+        "[u'\\u81ea\\u7531', u'\\u3068', u'\\u306f', u'\\u4ed6\\u8005', u'\\u304b', u'\\u3089', u'\\u5acc', u'\\u308f', u'\\u308c', u'\\u308b', u'\\u3053', u'\\u3068', u'\\u3067', u'\\u3042', u'\\u308b', u'\\u306b', u'\\u597d', u'\\u304b', u'\\u308c', u'\\u3088', u'\\u3046', u'\\u304c', u'\\u5acc', u'\\u308f', u'\\u308c', u'\\u3088', u'\\u3046', u'\\u304c', u'\\u305d', u'\\u308c', u'\\u306f', u'\\u304c', u'\\u6c7a', u'\\u3081', u'\\u308b', u'\\u3053', u'\\u3068', u'\\u3067', u'\\u3042', u'\\u308b', u'\\u5206', u'\\u304c', u'\\u9078', u'\\u3076', u'\\u30e9', u'\\u30a4', u'\\u30d5', u'\\u30b9', u'\\u30bf', u'\\u30a4', u'\\u30eb', u'\\u306b', u'\\u52c7', u'\\u6c17', u'\\u3092', u'\\u6301', u'\\u3066', u'\\u5acc', u'\\u308f', u'\\u308c', u'\\u308b', u'\\u3053', u'\\u3068', u'\\u305d', u'\\u306e', u'\\u3082', u'\\u306e', u'\\u306b', u'\\u52c7', u'\\u6c17', u'\\u3092', u'\\u6301', u'\\u3064', u'\\u306e', u'\\u3067', u'\\u306f', u'\\u3042', u'\\u308a', u'\\u307e', u'\\u305b', u'\\u3093', u'\\u5206', u'\\u304c', u'\\u9078', u'\\u3076', u'\\u306e', u'\\u3042', u'\\u308a', u'\\u306b', u'\\u52c7', u'\\u6c17', u'\\u3092', u'\\u6301', u'\\u3064']\n",
+        "[u'\\u8349\\u8393', u'\\u597d', u'\\u597d\\u5403', u'\\u7f8e\\u98df']\n",
+        "[u'\\u8d85\\u7ea7', u'\\u8ba8\\u538c', u'\\u56de', u'\\u5475\\u5475']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u533b\\u5b66', u'\\u8bf4', u'\\u4e03\\u5e74', u'\\u4eba', u'\\u5168\\u8eab', u'\\u9aa8\\u9abc', u'\\u7ec6\\u80de', u'\\u8840\\u6db2', u'\\u91cd\\u65b0', u'\\u81ea\\u6211', u'\\u66f4\\u65b0', u'\\u5b8c\\u6210', u'\\u4e00\\u6b21', u'\\u60f3', u'\\u5916\\u8c8c', u'\\u6c14\\u8d28', u'\\u5168\\u90e8', u'\\u8131\\u80ce\\u6362\\u9aa8', u'\\u4e03\\u5e74', u'\\u5468\\u671f', u'\\u5851\\u9020', u'\\u4e03\\u5e74', u'\\u4e4b\\u540e', u'\\u518d\\u4e16', u'\\u4eba']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u5973\\u5b69\\u5b50', u'\\u4e0d\\u5728\\u610f', u'\\u9001', u'\\u793c\\u7269', u'\\u4e00\\u4efd', u'\\u5fc3\\u610f', u'\\u4e00\\u4efd', u'\\u6652', u'\\u5fc3\\u60c5']\n",
+        "[u'\\u4e0b\\u96ea']\n",
+        "[u'\\u5076\\u6ef4', u'\\u795e', u'\\u73b0\\u5728', u'\\u6ef4', u'\\u5356\\u840c', u'\\u65b0', u'\\u65f6\\u4ee3']\n",
+        "[u'\\u8bc4\\u8bba', u'\\u535a\\u6587', u'\\u5f00\\u53d1', u'\\u89c6\\u9891\\u6559\\u7a0b', u'\\u5168\\u96c6', u'\\u4e0b\\u8f7d', u'\\u7b2c\\u4e00\\u5b63', u'\\u7b2c\\u4e94', u'\\u5b63', u'\\u6765\\u8fc7', u'\\u8c22\\u8c22', u'\\u5206\\u4eab', u'\\u67e5\\u770b', u'\\u539f\\u6587', 'mars', 'android', u'\\u4e07\\u6b4c\\u5fb7\\u8f6f\\u4ef6\\u5f00\\u53d1']\n",
+        "[u'\\u8fc7\\u5e74', u'\\u9886', u'\\u73b0\\u91d1', u'\\u54af', u'\\u65b0\\u5e74', u'\\u7b2c\\u4e00\\u4e2a', u'\\u5c0f', u'\\u8d22\\u795e\\u7237', u'\\u53d1\\u7ea2\\u5305', u'\\u9886', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u9c8d\\u6a52']\n",
+        "[u'\\u5f00\\u901a', u'\\u7f51\\u6613', u'\\u4ee5\\u540e', u'\\u5199\\u5199', u'\\u6587\\u7ae0', u'\\u53d1\\u53d1\\u56fe', u'\\u5730\\u5740', 'lofter', 'lofter']\n",
+        "[u'\\u4eca\\u5929', u'\\u542c', u'\\u670b\\u53cb', u'\\u5efa\\u8bae', u'\\u88c5', u'\\u786e\\u5b9e', u'\\u6bd4\\u597d', u'\\u4ee5\\u540e', 'phpstorm', 'eclipse']\n",
+        "[u'\\u8d60', u'\\u5206\\u949f', u'\\u8bdd\\u8d39', u'\\u56fd\\u5185', u'\\u7535\\u8bdd', u'\\u514d\\u8d39', u'\\u547c']\n",
+        "[u'\\u5173\\u952e\\u8bcd', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u300e', u'\\u6700', u'\\u52c7\\u731b', u'\\u589e\\u5f3a', u'\\u89c6\\u89c9', u'\\u8ba1\\u7b97\\u673a', u'\\u89c6\\u89c9', u'\\u589e\\u5f3a', u'\\u73b0\\u5b9e', u'\\u300f', 'cvpr', 'rebuttal']\n",
+        "[u'\\u667a\\u53d6\\u5a01\\u864e\\u5c71']\n",
+        "[u'\\u667a\\u53d6\\u5a01\\u864e\\u5c71-\\u8c22\\u94c1\\u9a8a']\n",
+        "[]\n",
+        "['test', u'pagefeed\\u9876\\u5e16\\u6d4b\\u8bd5']\n",
+        "['test', u'pagefeed\\u9876\\u5e16\\u6d4b\\u8bd5']\n",
+        "['test', 'fa', u'pagefeed\\u9876\\u5e16\\u6d4b\\u8bd5']\n",
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+        "[u'\\u65af\\u5766\\u798f\\u5927\\u5b66', u'\\u4e0a\\u7ebf', u'\\u7528\\u6237', u'\\u514d\\u8d39', u'\\u89c2\\u770b', u'\\u5b66\\u4e60', u'\\u8bfe\\u7a0b', u'\\u4e3b\\u8981', u'\\u5305\\u62ec', u'\\u7528\\u6237\\u754c\\u9762', u'\\u8bbe\\u8ba1', u'\\u89e6\\u70b9', u'\\u4e0b', u'\\u7528\\u6237', u'\\u4ea4\\u4e92', u'\\u6a21\\u5f0f', u'\\u9762\\u5411\\u5bf9\\u8c61', u'\\u8bbe\\u8ba1', u'\\u5185\\u5b58', u'\\u7ba1\\u7406', u'\\u8bed\\u8a00', u'\\u7f51\\u7edc', u'\\u6027\\u80fd', u'\\u4f18\\u5316', u'\\u8f6c\\u9700', 'developing', 'ios', 'apps', 'swift', 'itunes', 'ios', 'sdk', 'mvc', 'swift']\n",
+        "[u'\\u5e94\\u7528', u'\\u6570\\u636e', u'\\u5b58\\u50a8', u'\\u5f00\\u53d1', u'\\u90e8\\u7f72', u'\\u5bb9\\u5668', u'\\u529b\\u91cf', u'\\u4f7f\\u7528', u'\\u4f7f\\u7528', u'\\u7b80\\u5355', u'\\u8fd0\\u884c', u'\\u7bc7\\u6587\\u7ae0', u'\\u4e2d', u'\\u4ecb\\u7ecd', u'\\u4e00\\u4e9b', u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u5148\\u8fdb', u'\\u5b9e\\u7528', u'\\u67b6\\u6784', u'\\u4f7f', u'\\u5de5\\u4f5c', u'\\u7b80\\u5355', 'docker', 'cockroachdb', 'docker', 'dockerfiles']\n",
+        "[u'\\u5f00\\u6e90', u'\\u9632\\u706b\\u5899', u'\\u8f6f', u'\\u8def\\u7531', u'\\u53d1\\u5e03', u'\\u7248', u'\\u4e00\\u4e2a', u'\\u4e13', u'\\u9632\\u706b\\u5899', u'\\u8def\\u7531\\u5668', u'\\u529f\\u80fd', u'\\u5b9a\\u5236', u'\\u5f00\\u6e90', u'\\u7248\\u672c', u'\\u53ef\\u9760\\u6027', u'\\u8457\\u79f0', u'\\u63d0\\u4f9b', u'\\u5f80\\u5f80', u'\\u53ea', u'\\u5b58\\u5728', u'\\u6602\\u8d35', u'\\u5546\\u4e1a', u'\\u9632\\u706b\\u5899', u'\\u5177\\u6709', u'\\u7279\\u6027', u'\\u8fd9\\u6b21', u'\\u5347\\u7ea7', u'\\u4e3b\\u8981', u'\\u6027\\u80fd', u'\\u6539\\u5584', u'\\u786c\\u4ef6', u'\\u652f\\u6301', u'\\u8be6\\u89c1', u'\\u4e2d\\u56fd', 'pfsense', 'pfsense', 'freebsd']\n",
+        "['steve', 'jobs', 'giving', 'ibm', 'finger', u'\\u8001\\u7167\\u7247']\n",
+        "[u'\\u4eba\\u5de5\\u667a\\u80fd', u'\\u7cbe\\u9009', 'awesome', 'ai']\n",
+        "[u'\\u5730\\u65b9', u'\\u53ef\\u7f16\\u7a0b', u'\\u6323\\u94b1', u'\\u5168\\u7403', u'\\u521b\\u4e1a', u'\\u516c\\u53f8', u'\\u8fdc\\u7a0b', u'\\u804c\\u4f4d', u'\\u63ed\\u79d8']\n",
+        "[u'\\u5feb\\u5982\\u95ea\\u7535', u'\\u4ee3\\u7801', u'\\u641c\\u7d22', u'\\u5f00\\u6e90', u'\\u5de5\\u5177', u'\\u4e2d\\u56fd', u'\\u597d', u'\\u4e1c\\u897f', u'\\u4f20\\u9001\\u95e8', 'hound']\n",
+        "[u'\\u7889\\u5821', u'\\u5b57\\u8282', u'\\u521b\\u5efa', u'\\u8ba1\\u7b97\\u673a', u'\\u56fd\\u9645\\u8c61\\u68cb', u'\\u6253\\u7834', u'\\u5e74', u'\\u4e16\\u754c', u'\\u8bb0\\u5f55', u'\\u4e2d\\u56fd']\n",
+        "[u'\\u5927\\u89c4\\u6a21', u'\\u7cfb\\u7edf', u'\\u4e0b', u'\\u7f16\\u7a0b', u'\\u5b9e\\u8df5', u'\\u597d', u'\\u4e1c\\u897f', u'\\u4f20\\u9001\\u95e8', 'haskell', u'\\u5e72\\u8d27\\u5206\\u4eab']\n",
+        "[u'\\u5f00\\u53d1', u'\\u5de5\\u5177\\u7bb1', u'\\u591f', u'\\u5168', 'net']\n",
+        "[u'\\u5f00\\u53d1', u'\\u5de5\\u5177\\u7bb1', u'\\u591f', u'\\u5168', 'net']\n",
+        "[u'\\u5ba3\\u79f0', u'\\u89c6\\u9891', u'\\u6280\\u672f', u'\\u8fce\\u6765', u'\\u9ec4\\u91d1', u'\\u65f6\\u671f', u'\\u7f3a\\u7701', u'\\u89c6\\u9891\\u683c\\u5f0f', 'youtube', 'html']\n",
+        "[u'\\u53ef\\u89c6\\u5316', u'\\u4ee3\\u7801', u'\\u98ce\\u683c', u'\\u4e2d\\u56fd', u'\\u4f2f\\u4e50', u'\\u5934\\u6761', 'scala']\n",
+        "[u'\\u7f16\\u5199', u'\\u5f00\\u6e90', u'\\u7f16\\u5199', u'\\u4e00\\u4e2a', u'\\u5c0f\\u5de7', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u8f6c\\u9700', 'mezzano', 'common', 'lisp', 'os']\n",
+        "[u'\\u6df1\\u5165\\u6d45\\u51fa', u'\\u53d1\\u5e03', u'\\u5e74', u'\\u7528\\u4ee5', u'\\u7ba1\\u7406', u'\\u96c6\\u7fa4', u'\\u62bd\\u8c61', u'\\u4e00\\u4e2a', u'\\u865a\\u62df', u'\\u6574\\u4f53', u'\\u66b4\\u9732', u'\\u7528\\u6237', u'\\u67b6\\u6784', u'\\u547d\\u4ee4', u'\\u6bd4\\u8f83\\u7b80\\u5355', u'\\u5e0c\\u671b', u'\\u7ba1\\u7406', u'\\u96c6\\u7fa4', u'\\u7231\\u597d\\u8005', u'\\u964d\\u4f4e', u'\\u5b66\\u4e60', u'\\u4f7f\\u7528', u'\\u95e8\\u69db', 'docker', 'swarm', 'swarm', 'dockercon', 'docker', 'docker', 'docker']\n",
+        "[u'\\u4ece\\u4e8b', u'\\u517c\\u804c', u'\\u5de5\\u4f5c', u'\\u6280\\u5de7', u'\\u4e2d\\u56fd', u'\\u597d', u'\\u4e1c\\u897f', u'\\u4f20\\u9001\\u95e8', u'\\u4f2f\\u4e50\\u5934\\u6761']\n",
+        "[u'\\u5468\\u672b', u'\\u6b23\\u8d4f', u'\\u9a6c\\u8fbe\\u52a0\\u65af\\u52a0', u'\\u8d1d\\u9a6c', u'\\u62c9\\u54c8', u'\\u56fd\\u5bb6', u'\\u516c\\u56ed', u'\\u96c4\\u4f1f', u'\\u5ca9\\u77f3', u'\\u5947\\u89c2', u'\\u4e00\\u4e2a', u'\\u597d', u'\\u5fc3\\u60c5', 'gua']\n",
+        "[u'\\u57fa\\u7840', u'\\u6620\\u50cf', u'\\u4e2d\\u56fd', u'\\u4f2f\\u4e50', u'\\u5934\\u6761', 'passenger', 'docker', 'ruby', 'python', 'node', 'js', 'meteor', 'web', 'app', 'docker']\n",
+        "[u'\\u4e2d', u'\\u8ba1\\u7b97', u'\\u51e0\\u4f55', u'\\u4e2d\\u56fd', u'\\u767e\\u5ea6', u'\\u6280\\u672f', u'\\u6c99\\u9f99', 'python', u'\\u4f2f\\u4e50\\u5934\\u6761', u'\\u597d\\u4e1c\\u897f\\u4f20\\u9001\\u95e8']\n",
+        "[u'\\u5904\\u7406', u'\\u589e\\u957f', u'\\u6765\\u81ea', u'\\u6280\\u5de7', u'\\u4e2d\\u56fd', u'\\u597d', u'\\u4e1c\\u897f', u'\\u4f20\\u9001\\u95e8', 'postgres', 'instagram']\n",
+        "[u'\\u6280\\u672f', u'\\u96f7\\u8fbe', u'\\u5e74', u'\\u7248', u'\\u53d1\\u5e03', u'\\u4e2d\\u56fd', u'\\u767e\\u5ea6', u'\\u6280\\u672f', u'\\u6c99\\u9f99', 'thoughtworks', 'technology', 'radar', u'\\u597d\\u4e1c\\u897f\\u4f20\\u9001\\u95e8']\n",
+        "[u'\\u266a', u'\\xb4', u'\\u03b5', u'\\uff40']\n",
+        "[u'\\u5c0f\\u7f16', u'\\u641c', u'\\u56fe', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u96f7\\u86c7', u'\\u9f20\\u6807', u'\\u9a71\\u52a8', u'\\u771f', u'\\u6bcf\\u6b21', u'\\u5f00\\u673a', u'\\u540c\\u6b65', u'\\u8bbe\\u7f6e', u'\\u5b8c', u'\\u9f20\\u6807', u'\\u901f\\u5ea6', u'\\u6b63\\u5e38', u'\\u540c\\u6b65', u'\\u901f\\u5ea6\\u6162', u'\\u7a0b\\u5e8f', u'\\u6b7b', u'\\u6389', u'\\u7535\\u8111', u'\\u9f20\\u6807', u'\\u8c03', u'\\u6700\\u6162', u'\\u8d85\\u5feb', u'\\u9a71\\u52a8', u'\\u88c5', u'\\u88c5', 'sb', 'sb']\n",
+        "[u'\\u5f04\\u4e2a', u'\\u4e4c\\u4e91', u'\\u9080\\u8bf7', u'\\u7801\\u597d', u'\\u96be', u'\\u62a5', u'\\u51e0\\u4e2a']\n",
+        "[u'\\u5fae\\u535a\\u53bb', u'\\u65c5\\u884c', u'\\u5fae\\u535a\\u53bb', u'\\u65c5\\u884c', u'\\u5fae\\u535a\\u53bb', u'\\u65c5\\u884c']\n",
+        "[u'\\u6ca1\\u89c1', u'\\u4e2d\\u56fd\\u94f6\\u884c', 'sb']\n",
+        "[u'\\u626b\\u63cf', u'\\u5b9d', u'\\u597d\\u7528']\n",
+        "[u'\\u4e3a\\u5565', u'\\u601d\\u806a\\u5e74', u'\\u53d1\\u94b1', u'\\u5fae\\u535a', u'\\u6316\\u51fa\\u6765']\n",
+        "[u'\\u5199', u'\\u603b\\u7ed3', u'\\u6b63\\u5e38', u'\\u6ca1\\u4e8b', u'\\u5199', u'\\u603b\\u7ed3', u'\\u592a']\n",
+        "[u'\\u7a81\\u7136', u'\\u8fd9\\u4f55', u'\\u8427\\u9ed8', u'\\u8f6e\\u756a', u'\\u8f70\\u70b8']\n",
+        "[u'\\u7528\\u4e2a', u'\\u96be', 'rss']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u65b9\\u4fbf', u'\\u70b9', u'\\u9605\\u8bfb\\u5668', u'\\u641e\\u4e86\\u534a\\u5929', u'\\u7f51\\u6613', u'\\u4e91', u'\\u9605\\u8bfb', u'\\u53d1\\u73b0', u'\\u6bcf\\u4e2a', u'\\u6e90\\u8981', u'\\u5206\\u522b', u'\\u70b9', 'rss']\n",
+        "[u'\\u4f5c\\u6b7b', u'\\u641c', u'\\u4e0b', u'\\u8d44\\u6599', u'\\u8d76\\u7d27', u'\\u518d', u'\\u641c', u'\\u641c']\n",
+        "[u'\\u77e5\\u9053', u'\\u4e00\\u5e74', u'\\u5e9f', 'goagent']\n",
+        "[u'\\u65b0\\u7248', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50', u'\\u84dd\\u7259', u'\\u64ad\\u653e', u'\\u662f\\u4e0d\\u662f', u'\\u95ee\\u9898', u'\\u4e4b\\u524d', u'\\u597d\\u597d', u'\\u66f4\\u65b0', u'\\u5728\\u7ebf', u'\\u653e', u'\\u7f13\\u5b58', u'\\u653e', u'\\u5168\\u6709', u'\\u6742\\u97f3', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50']\n",
+        "[u'\\u5403', u'\\u7070', u'\\u4e45', u'\\u9b54\\u9b3c', u'\\u8bad\\u7ec3\\u8425', u'\\u5b66\\u4e86']\n",
+        "[u'\\u7761', u'\\u4eae\\u70b9']\n",
+        "[u'\\u5947\\u8469', u'\\u8bba\\u575b', u'\\u5185\\u5bb9', u'\\u5706\\u5f62', u'\\u5b57', u'\\u4e71\\u7801', 'dz']\n",
+        "[]\n",
+        "[u'\\u8054\\u901a', u'\\u6709\\u75c5', u'\\u77ed\\u4fe1', u'\\u5929\\u5929', u'\\u4e00\\u6761', u'\\u95ee', u'\\u95ee', u'\\u8bf4', u'\\u53d1\\u4e2a', u'\\u64cd', 'vip']\n",
+        "[u'\\u641e', u'\\u5b89\\u5168', u'\\u4e3a\\u5565', u'\\u4e00\\u773c', u'\\u8ba4\\u5f97', u'\\u5927\\u5c0f\\u5199', u'\\u63d2', u'\\u51e0\\u4e2a', u'\\u6570\\u5b57', 'id']\n",
+        "[u'\\u81e7\\u667a\\u6e0a', u'\\u662f\\u4e0d\\u662f', u'\\u5c0f\\u7c73']\n",
+        "[u'\\u5b98\\u7f51', u'\\u4e0b', u'\\u63d0\\u793a', u'\\u6709\\u6bd2', 'filezilla']\n",
+        "[u'\\u660e\\u661f', u'\\u633a', u'\\u60e8', u'\\u4eba', u'\\u8ddf\\u7740', u'\\u62cd']\n",
+        "[u'\\u5df2', u'\\u6536\\u85cf', u'\\u63a8\\u8350', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u660e\\u5c3c\\u82cf\\u8fbe\\u5dde', u'\\u6559\\u80b2', u'\\u4e2d\\u5fc3', u'\\u516c\\u5f00\\u8bfe', u'\\u5a74\\u513f', u'\\u53d1\\u5c55', u'\\u91cc\\u7a0b\\u7891', u'\\u52a9', u'\\u6210\\u957f', u'\\u65b0\\u751f\\u513f']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u59da\\u8d1d\\u5a1c']\n",
+        "['sdfdsfdsf', 'test', 'dsfdsfdsf']\n",
+        "[u'\\u6b66\\u5a9a\\u5a18', u'\\u6000\\u5b55', u'\\u539f\\u56e0', u'\\u63ed\\u5bc6', u'\\u771f\\u76f8', u'\\u773c\\u754c', u'\\u5927\\u5f00', u'\\u8f6c\\u53d1', u'\\u6b64\\u5fae\\u535a', u'\\u673a\\u4f1a', u'\\u8d62\\u5143', u'\\u73b0\\u91d1', u'\\u5927\\u5956', u'\\u7b2c\\u4e09\\u65b9', u'\\u62bd\\u5956', u'\\u5e73\\u53f0', u'\\u62bd\\u5956', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u6b66\\u5a9a\\u5a18\\u4f20\\u5947', u'\\u75af\\u72c2\\u9020\\u4eba']\n",
+        "[u'\\u5df2', u'\\u6536\\u85cf', u'\\u63a8\\u8350', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u5e74', u'\\u4e2d\\u56fd\\u79d1\\u5b66\\u9662', u'\\u5730\\u7406', u'\\u79d1\\u5b66', u'\\u8d44\\u6e90', u'\\u7814\\u7a76\\u6240', u'\\u5143\\u65e6\\u665a\\u4f1a', u'\\u9ec4\\u91d1\\u65f6\\u4ee3', 'part']\n",
+        "[u'\\u5df2', u'\\u6536\\u85cf', u'\\u63a8\\u8350', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u5317\\u5e08\\u5927', u'\\u6821\\u7814\\u4f1a', u'\\u5e74', u'\\u7814\\u8bed', u'\\u91d1\\u58f0', u'\\u5143\\u65e6\\u665a\\u4f1a', u'\\u4eca\\u591c', u'\\u6709\\u620f', u'\\u5f71\\u5b50', u'\\u79c0']\n",
+        "[u'\\u6210\\u5409\\u601d\\u6c57', u'\\u5b89\\u606f', u'\\u4e4b\\u5730', u'\\u4e00\\u4e2a', u'\\u5e74', u'\\u672a\\u89e3', u'\\u8c1c\\u56e2', u'\\u9675\\u5893', u'\\u4f4d\\u4e8e', u'\\u8499\\u53e4', u'\\u5317\\u90e8', u'\\u5408\\u52d2\\u6566\\u5c71', u'\\u9644\\u8fd1', u'\\u76ee\\u524d', u'\\u4e07\\u591a', u'\\u4f4d', u'\\u5fd7\\u613f\\u8005', u'\\u4ed4\\u7ec6', u'\\u7b5b\\u9009', u'\\u5f20\\u8be5', u'\\u5730\\u533a', u'\\u536b\\u661f', u'\\u7167\\u7247', u'\\u6700\\u7ec8', u'\\u9274\\u522b', u'\\u5904', u'\\u9057\\u5740', u'\\u6210\\u5409\\u601d\\u6c57', u'\\u9675\\u5893', u'\\u6240\\u5728\\u5730', u'\\u8003\\u53e4\\u5b66\\u5bb6', u'\\u8868\\u793a', u'\\u76ee\\u524d', u'\\u8ddd\\u79bb', u'\\u53d1\\u73b0', u'\\u6210\\u5409\\u601d\\u6c57', u'\\u9675\\u5893', u'\\u66f4\\u8fd1', u'\\u4e00\\u6b65', 'burkhan', 'khaldun', 'mountain']\n",
+        "[u'\\u9876', u'\\u63a8\\u8350', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u5927\\u8bb2\\u5802', u'\\u6c83\\u5c14\\u6c83', u'\\u73af\\u5883', u'\\u5956', u'\\u5168\\u7403', u'\\u73af\\u5883', u'\\u53d8\\u5316', u'\\u65b0', u'\\u6311\\u6218', u'\\u79e6\\u5927\\u6cb3', u'\\u5206\\u4eab', u'\\u4f18\\u9177\\u6559\\u80b2']\n",
+        "[u'\\u5df2', u'\\u6536\\u85cf', u'\\u63a8\\u8350', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u5927\\u8bb2\\u5802', u'\\u6c83\\u5c14\\u6c83', u'\\u73af\\u5883', u'\\u5956', u'\\u5168\\u7403', u'\\u73af\\u5883', u'\\u53d8\\u5316', u'\\u65b0', u'\\u6311\\u6218', u'\\u79e6\\u5927\\u6cb3']\n",
+        "[]\n",
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+        "['hello', 'ibm', 'taiwan']\n",
+        "[u'\\u6b63\\u5728', u'\\u6709\\u4efd', u'\\u770b\\u770b', u'\\u6211\\u80fd', u'\\u9886\\u5230', u'\\u51c6\\u5907', u'\\u8fc7\\u51ac', u'\\u4fdd\\u62a4', u'\\u6696', u'\\u6696', u'\\u54d2', u'\\u9886\\u5427', u'\\u9886\\u9632\\u5bd2\\u4fdd\\u6696\\u8d39']\n",
+        "['amd', 'already', 'taped', 'radeon', 'gpu', 'amd', 'employee', 'lists', 'development', 'hbm', 'gpu', 'soc']\n",
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+        "[u'\\u5206\\u4eab', u'IXDC \\u7684\\u6587\\u7ae0']\n",
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+        "[u'\\u5b8c\\u5168', u'\\u5374', u'\\u5bf9\\u7acb\\u9762', u'\\u5b8c\\u5168', u'\\u652f\\u6301', u'\\u6628\\u665a', u'\\u5b8c', u'\\u795e\\u4eec', u'\\u72c4\\u5c3c\\u68ee', u'\\u503c\\u5f97', u'\\u5b66\\u4e60', u'\\u6709\\u4e2a', u'\\u6700\\u5927', u'\\u7f3a\\u9677', u'\\u4e2d', u'\\u66b4\\u9732', u'\\u6211\\u4fee', u'\\u5374\\u662f', u'\\u601d\\u60f3', 'thunks', 'promise', 'thunks', 'promise', 'promise', 'co', 'co', 'bug', 'callback', 'johnhax']\n",
+        "[u'\\u53ea', u'\\u5f53\\u524d', u'\\u9700\\u6c42', u'\\u8bbe\\u8ba1', u'\\u7a0b\\u5e8f', u'\\u7801\\u519c', u'\\u597d', u'\\u5de5\\u7a0b\\u5e08']\n",
+        "[u'\\u6a21\\u5757', 'toa', 'json', 'web', 'token', 'jwt']\n",
+        "[u'\\u5e74', u'\\u8ba1\\u5212', u'\\u5b8c\\u5584', u'\\u6846\\u67b6', u'\\u751f\\u6001', u'\\u516c\\u53f8', u'\\u91cc', u'\\u6b63', u'\\u5f00\\u53d1', u'\\u6587\\u4ef6', u'\\u5b58\\u50a8\\u7cfb\\u7edf', u'\\u7528\\u6237', u'\\u793e\\u533a', u'\\u7cfb\\u7edf', u'\\u5b9e\\u73b0', u'\\u4e00\\u4e2a', u'\\u7c7b', u'\\u6846\\u67b6', 'toa', 'web', 'server', 'toa', 'haskell', 'toa', 'github', 'com', 'toajs', 'toa']\n",
+        "[u'\\u51fd\\u6570', u'\\u4e2d', u'\\u8c03\\u7528', u'\\u7ec8\\u6b62', u'\\u5f53\\u524d', u'\\u4efb\\u52a1', 'thunks', 'thunk', 'stop', 'stopmessage', 'thunk', u'2.7.0 \\u5b9e\\u73b0 cancelable']\n",
+        "[u'\\u51e0\\u4e2a', u'\\u7279\\u522b', u'\\u7528\\u4e0d\\u7740', u'\\u6d4b\\u8bd5', u'\\u5df2\\u7ecf', u'\\u5b8c\\u6210', u'\\u5df2\\u7ecf', u'\\u4fe1\\u5fc3', u'\\u7528\\u4e8e', u'\\u751f\\u4ea7', u'\\u73af\\u5883', u'\\u660e\\u5929', u'\\u518d', u'\\u6dfb\\u52a0', u'\\u8f93\\u51fa', u'\\u652f\\u6301', u'\\u9ad8\\u5f3a\\u5ea6', u'\\u6df7\\u4e71', u'\\u6d4b\\u8bd5', 'thunk', 'redisredis', 'commands', 'promise', 'benchmark', u'0.4.0 release\\uff01\\u8d85\\u8fc7150\\u4e2a']\n",
+        "[u'\\u51e0\\u4e2a', u'\\u7279\\u522b', u'\\u7528\\u4e0d\\u7740', u'\\u6d4b\\u8bd5', u'\\u5df2\\u7ecf', u'\\u5b8c\\u6210', u'\\u5df2\\u7ecf', u'\\u4fe1\\u5fc3', u'\\u7528\\u4e8e', u'\\u751f\\u4ea7', u'\\u73af\\u5883', u'\\u660e\\u5929', u'\\u518d', u'\\u6dfb\\u52a0', u'\\u8f93\\u51fa', u'\\u652f\\u6301', u'\\u9ad8\\u5f3a\\u5ea6', u'\\u6df7\\u4e71', u'\\u6d4b\\u8bd5', 'thunk', 'redisredis', 'commands', 'promise', 'benchmark', u'0.4.0 release\\uff01\\u8d85\\u8fc7150\\u4e2a']\n",
+        "[u'\\u521a\\u521a', u'\\u6210\\u529f', u'\\u7eed\\u8d39', u'\\u57df\\u540d', u'\\u770b\\u770b', u'\\u65e0\\u5e95\\u6d1e', u'\\u6bcf\\u5e74', u'\\u586b', 'jsgen', 'com', 'bdyun', 'com', 'li', 'com', 'qqsip', 'com', 'cnsip', 'net', 'cnsip', 'org', u'\\u6613\\u540d\\u4e2d\\u56fd']\n",
+        "[u'\\u4e07\\u4e2a', u'\\u5e76\\u53d1', u'\\u547d\\u4ee4', u'\\u521d\\u6b65', u'\\u6d4b\\u8bd5', u'\\u6bd4\\u5feb', u'\\u5de6\\u53f3', u'\\u5468\\u672b', u'\\u518d', u'\\u5199\\u4e2a', u'\\u5b8c\\u6574', 'thunk', 'redis', 'node', 'redis', 'benchmark']\n",
+        "['primise']\n",
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+        "[u'\\u5206\\u4eab', u'Zoewood \\u7684\\u6587\\u7ae0']\n",
+        "[]\n",
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+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u97e9\\u5e9a']\n",
+        "[u'\\u90ed\\u5fb7\\u7eb2', u'\\u8650\\u5fc3', u'\\u8650\\u8033', u'\\u6e38\\u620f', u'\\u51fa\\u7089', 'zuo', 'die', 'try', u'\\u9ad8\\u5fb7\\u5730\\u56fe']\n",
+        "[u'\\u4eca\\u5929', u'\\u6210\\u529f', u'\\u9886\\u53d6', u'\\u79ef\\u5206', u'\\u5fae\\u535a\\u63a7', u'\\u7ea2\\u5305', u'\\u683c\\u74e6\\u62c9\\u751f\\u6d3b\\u7f51']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u8de8\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u90ed\\u5fb7\\u7eb2', u'\\u8650\\u5fc3', u'\\u8650\\u8033', u'\\u6e38\\u620f', u'\\u51fa\\u7089', 'zuo', 'die', 'try', u'\\u9ad8\\u5fb7\\u5730\\u56fe']\n",
+        "[u'\\u76f8\\u58f0\\u754c', u'\\u7537\\u795e', u'\\u9996\\u6b3e', u'\\u8de8\\u754c', u'\\u6e38\\u620f', u'\\u66dd\\u5149', u'\\u4e92\\u8054\\u7f51', u'\\u5927\\u4f6c', u'\\u5c3f', u'\\u9ad8\\u5fb7\\u5730\\u56fe']\n",
+        "[u'\\u76f8\\u58f0\\u754c', u'\\u7537\\u795e', u'\\u9996\\u6b3e', u'\\u8de8\\u754c', u'\\u6e38\\u620f', u'\\u66dd\\u5149', u'\\u4e92\\u8054\\u7f51', u'\\u5927\\u4f6c', u'\\u5c3f', u'\\u9ad8\\u5fb7\\u5730\\u56fe']\n",
+        "[u'\\u76f8\\u58f0\\u754c', u'\\u7537\\u795e', u'\\u9996\\u6b3e', u'\\u8de8\\u754c', u'\\u6e38\\u620f', u'\\u66dd\\u5149', u'\\u4e92\\u8054\\u7f51', u'\\u5927\\u4f6c', u'\\u5c3f', u'\\u9ad8\\u5fb7\\u5730\\u56fe']\n",
+        "[u'\\u8d85', u'\\u5e78\\u798f', u'\\u7cfb\\u5217', u'\\u6652', u'\\u73a9', u'\\u5e78\\u798f', u'\\u4f55\\u7085', u'\\u9a6c\\u4e3d']\n",
+        "[u'\\u767e\\u5ea6', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u89c6\\u9891', u'\\u7f51\\u7ad9', u'\\u5929\\u5929', u'\\u767d\\u9001', u'\\u521a\\u521a', u'\\u62a2', u'\\u4e00\\u5f20', u'\\u7279\\u6743', u'\\u5361', u'\\u767e\\u5ea6', u'\\u89c6\\u9891', u'\\u5168\\u90e8', u'\\u514d', u'\\u5e7f\\u544a', u'\\u5929', u'\\u53d1\\u5361', u'\\u4e07\\u5f20', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', 'vip', 'pptv', 'pptv', u'\\u767e\\u5ea6\\u770b\\u89c6\\u9891\\u6ca1\\u5e7f\\u544a']\n",
+        "[u'\\u767e\\u5ea6', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u89c6\\u9891', u'\\u7f51\\u7ad9', u'\\u5929\\u5929', u'\\u767d\\u9001', u'\\u521a\\u521a', u'\\u62a2', u'\\u4e00\\u5f20', u'\\u7279\\u6743', u'\\u5361', u'\\u767e\\u5ea6', u'\\u89c6\\u9891', u'\\u5168\\u90e8', u'\\u514d', u'\\u5e7f\\u544a', u'\\u5403', u'\\u8089', u'\\u559d\\u6c64', u'\\u524d', u'\\u4e24\\u4f4d', u'\\u4e2d\\u5956\\u7387', 'vip', 'pptv', 'pptv', u'\\u767e\\u5ea6\\u770b\\u89c6\\u9891\\u6ca1\\u5e7f\\u544a']\n",
+        "[u'\\u8d70\\u8def', u'\\u65f6\\u5206\\u79d2', u'\\u5927\\u5361', u'\\u5e0c\\u671b', u'\\u7cbe\\u5f69', 'km', u' \\u5495\\u549a\\u753b\"\\u5706\\u86cb\"']\n",
+        "[u'\\u521a\\u6362', u'\\u7eb8\\u98de\\u673a', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u611f\\u89c9', u'\\u9a97\\u4eba', u'\\u5c0f\\u7c73\\u624b\\u673a', u'\\u96f7\\u519b']\n",
+        "[u'\\u51e0\\u4e2a', u'\\u524d', u'\\u542c', u'\\u674e\\u5c0f\\u6587', u'\\u9662\\u58eb', u'\\u8bb2\\u5ea7', u'\\u9662\\u957f', u'\\u7a81\\u7136', u'\\u674e\\u8001\\u5e08', u'\\u8d70', u'\\u597d', u'\\u5e03\\u978b\\u9662\\u58eb\\u75c5\\u901d']\n",
+        "[u'\\u5e94\\u8be5', u'\\u674e\\u5c0f\\u6587', u'\\u8001\\u5e08', u'\\u7f51\\u4e0a', u'\\u7559\\u4e0b', u'\\u6700\\u540e', u'\\u4e00\\u53e5', u'\\u5e03\\u978b\\u9662\\u58eb\\u75c5\\u901d']\n",
+        "[]\n",
+        "[u'\\u957f\\u6625', u'\\u65b0\\u95fb\\u5e7f\\u64ad', u'\\u592e\\u89c6', u'\\u65b0\\u95fb']\n",
+        "[u'\\u957f\\u6625', u'\\u65b0\\u95fb\\u5e7f\\u64ad', u'\\u592e\\u89c6', u'\\u65b0\\u95fb']\n",
+        "[u'\\u4eba\\u4e4b\\u521d', u'\\u6027\\u672c\\u6076']\n",
+        "[]\n",
+        "[u'\\u4eba\\u54c1', u'\\u4eba\\u54c1', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u8de8\\u5e74', u'\\u7b54\\u8c22', u'\\u5361\\u5238', u'\\u62a2', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u7ea2\\u5305', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u80e1\\u5e86\\u6587', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u7ea2\\u5305', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u80e1\\u5e86\\u6587', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u7ea2\\u5305', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6700\\u5f3a\\u5927\\u8111']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6700\\u5f3a\\u5927\\u8111\\u5468\\u7d2b\\u5349']\n",
+        "[u'\\u5fae\\u535a', u'\\u5237\\u65b0', u'\\u65f6\\u95f4', u'\\u5f80\\u524d', u'\\u8dd1', u'\\u9189']\n",
+        "[u'\\u5929', u'\\u964d', u'\\u7ea2\\u5305', u'\\u4e00\\u5927', u'\\u6ce2', u'\\u6211\\u521a', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u518d', u'\\u62a2', u'\\u673a\\u4f1a', u'\\u55bd', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u5b59\\u8679\\u70e8', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u56fd\\u8d38', u'\\u8de8\\u5e74', u'\\u65b0\\u5e74', u'\\u5012\\u8ba1\\u65f6', u'\\u4e34\\u573a', u'\\u53d6\\u6d88', u'\\u98ce\\u666f', u'\\u5012', u'\\u4e0d\\u9519']\n",
+        "[u'\\u65e9\\u4e0a\\u597d']\n",
+        "[u'\\u53cb\\u60c5', u'\\u63d0\\u9192', u'\\u95f9\\u949f']\n",
+        "[u'\\u518d\\u8d77', u'\\u539f\\u578b', u'\\u6d41\\u51fa', u'\\u4e00\\u76f4', u'\\u5173\\u6ce8', u'\\u82f9\\u679c\\u516c\\u53f8', u'\\u4ea7\\u54c1', u'\\u5e94\\u8be5', u'\\u77e5\\u9053', u'\\u53bb\\u5e74', u'\\u8bf4', u'\\u4e00\\u6b3e', u'\\u5bf8', u'\\u5c4f\\u5e55', u'\\u52a0\\u5927', u'\\u7801', u'\\u6b63\\u5728', u'\\u79d8\\u5bc6', u'\\u7814\\u53d1', u'\\u4e2d', u'\\u6b3e', u'\\u4ea7\\u54c1', u'\\u65b0', u'\\u51fa\\u73b0', u'\\u4e00\\u5f20', u'\\u96f6\\u4ef6', u'\\u52a0\\u5de5', u'\\u56fe', u'\\u6765\\u81ea', u'\\u5bcc\\u58eb\\u5eb7', u'\\u5de5\\u5382', u'\\u6765\\u6e90', u'\\u65b0\\u6d6a', u'\\u79d1\\u6280', 'ipad', 'pro', 'ipad']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u5408\\u540c', u'\\u63a5\\u6d3d', u'\\u5408\\u540c', u'\\u786e\\u8ba4', u'\\u63a5\\u8fd1', u'\\u5929', u'\\u4e94\\u5341', u'\\u51e0\\u5929', u'\\u8d70', u'\\u6d41\\u7a0b', u'\\u73b0\\u5728', u'\\u8d70', u'\\u5b8c', u'\\u5361\\u4f4f', 'ps']\n",
+        "[u'\\u5341\\u4e00\\u70b9\\u534a', u'\\u89c9\\u5f97', u'\\u56f0\\u4e86', u'\\u95ed\\u773c', u'\\u8111\\u888b', u'\\u6e05\\u9192', u'\\u7761\\u4e0d\\u7740', u'\\u6263', u'\\u624b\\u673a', u'\\u5341\\u4e8c\\u70b9', u'\\u89c9\\u5f97', u'\\u56f0\\u4e86', u'\\u95ed\\u773c', u'\\u8111\\u888b', u'\\u6e05\\u9192', u'\\u7761\\u4e0d\\u7740', u'\\u6263', u'\\u624b\\u673a', u'\\u5341\\u4e8c\\u70b9', u'\\u5faa\\u73af', u'\\u534a\\u5c0f\\u65f6', u'\\u73b0\\u5728', u'\\ud83d', u'\\ude16', u'\\ud83d', u'\\ude16']\n",
+        "[u'\\u8d60', u'\\u5206\\u949f', u'\\u8bdd\\u8d39', u'\\u56fd\\u5185', u'\\u7535\\u8bdd', u'\\u514d\\u8d39', u'\\u547c']\n",
+        "[u'\\u501f\\u7740', u'\\u5e74\\u4f1a', u'\\u5f69\\u6392', u'\\u5148', u'\\u53c2\\u89c2', u'\\u53c2\\u89c2', u'\\ud83d', u'\\ude1d', u'\\ud83d', u'\\ude1d', u'\\ud83d', u'\\ude1d', u'\\u73b0\\u5728', u'\\u4f4d\\u7f6e', u'\\u5c42', u'\\u968f\\u624b\\u62cd\\u84dd\\u5929', u'\\u671b\\u4eacSOHO \\u58543']\n",
+        "[u'\\u603b\\u7b97', u'\\u6709\\u90e8', u'\\u5c0f\\u9f99\\u5973', u'\\u6bc1', u'\\u4e09\\u89c2', u'\\u4f55\\u4ee5\\u7b19\\u7bab\\u9ed8']\n",
+        "[u'\\u5403', u'\\u8d21', u'\\u67d1', u'\\u518d', u'\\u5403', u'\\u666e\\u901a', u'\\u82a6\\u67d1', u'\\u771f', u'\\u63a5\\u53d7', u'\\u660e\\u513f', u'\\u518d', u'\\u4e70', u'\\u4e00\\u7bb1', u'\\u8d21\\u67d1']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u5e74\\u4f1a', u'\\u5fd9', u'\\u7ffb', u'\\u4eba', u'\\u76f4\\u63a5', u'\\u529e\\u5e74', u'\\u94b1', u'\\u76f4\\u63a5', u'\\u53d1\\u4e86', u'\\u6700', u'\\u5b9e\\u60e0']\n",
+        "[u'\\u6302', u'\\u53d1', u'\\u5fae\\u4fe1\\u516c\\u4f17\\u5e73\\u53f0']\n",
+        "[u'\\u6628\\u5929', u'\\u7231\\u7406\\u4e0d\\u7406', u'\\u4eca\\u5929', u'\\u9ad8\\u6500\\u4e0d\\u8d77']\n",
+        "[u'\\u69fd', u'\\u5410', u'\\u5b8c', u'\\u5410\\u5410', u'\\u69fd', u'\\u5fc3\\u60c5', u'\\u66f4\\u597d']\n",
+        "[u'\\u8d8a\\u957f\\u8d8a', u'\\u6b6a', u'\\u771f\\u7684', u'\\u597d']\n",
+        "[u'\\u6628\\u5929\\u665a\\u4e0a', u'\\u7814\\u7a76', u'\\u7cfb\\u7edf', u'\\u4e2d', u'\\u8ba1\\u6b65\\u5668', u'\\u8f6f\\u4ef6', u'\\u597d\\u7528', u'\\u53d1\\u73b0', u'\\u8bc4\\u4ef7', u'\\u8ba1\\u7b97', u'\\u4e0d\\u51c6', u'\\u9501\\u5c4f', u'\\u65e0\\u6cd5', u'\\u8bb0\\u6b65', u'\\u95ee\\u9898', u'\\u6252\\u624b', u'\\u73af', u'\\u5927\\u540c\\u5c0f\\u5f02', u'\\u592a\\u5927', u'\\u5dee\\u522b', u'\\u6682\\u65f6', u'\\u653e\\u5f03', u'\\u4eca\\u65e9', u'\\u770b\\u5230', u'\\u5237\\u5237', u'\\u624b\\u73af', u'\\u51b3\\u5b9a', u'\\u5356', u'\\u4e70', u'\\u4e00\\u4e2a', u'\\u4e0d\\u7528', u'\\u516c\\u4ea4', u'\\u5361', 'android']\n",
+        "[u'\\u7f51\\u53cb', u'\\u592a\\u5fd9', u'\\u51d1\\u4e2a', u'\\u70ed\\u95f9', u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u516b\\u5366_\\u6211\\u5b9e\\u5728\\u662f\\u592aCJ\\u4e86']\n",
+        "[u'\\u6700', u'\\u5173\\u952e', u'\\u5185\\u5bb9', u'\\u670d\\u52a1', u'\\u505a', u'\\u4e0d\\u597d', u'\\u60c5\\u51b5', u'\\u4e0b', u'\\u60f3', u'\\u4e00\\u5806', u'\\u82b1\\u8fb9', u'\\u771f\\u7684', u'\\u597d', u'\\u771f\\u662f', u'\\u4e0d\\u60f3', u'\\u5410']\n",
+        "[u'\\u6539\\u53d8', u'\\u8303\\u51b0\\u51b0', u'\\u770b\\u6cd5', u'\\u771f', u'\\u82b1\\u74f6']\n",
+        "[u'\\u5e95\\u5c42', u'\\u505a\\u8d77', u'\\u5e95\\u5c42', 'debug']\n",
+        "[u'\\u5b66\\u4e60', u'\\u8bb0\\u5fc6', 'pattern']\n",
+        "[u'\\u601d\\u60f3', u'\\u719f', u'\\u8bfb', u'\\u4ee3\\u7801', u'\\u771f\\u662f', 'oo']\n",
+        "[u'\\u5c71\\u91cd\\u6c34\\u590d', u'\\u7591\\u65e0\\u8def', u'\\u67f3\\u6697\\u82b1\\u660e\\u53c8\\u4e00\\u6751']\n",
+        "['high', 'performance', 'computing', 'nomad', 'labs']\n",
+        "['python', 'non', 'ascii', 'characters', 'matplotlib', 'stack', 'overflow']\n",
+        "['color', 'prompt', 'prompt', 'proper', 'cmd', 'exe', 'powershell', 'stack', 'overflow']\n",
+        "[u'\\u6587\\u5e93', 'python', 'byte']\n",
+        "[u'\\u6f14', u'\\u53ef\\u7231', 'hattie', 'mcdaniel']\n",
+        "[u'\\u6ce8\\u610f', u'\\u6536\\u96c6', u'\\u9ed1\\u9b54\\u6cd5']\n",
+        "['issue', 'pickle', 'bit', 'ready', 'python', 'tracker']\n",
+        "['failure', 'write', 'large', 'dataframe', 'file', 'systemerror', 'error', 'return', 'without', 'exception', 'set', 'issue', 'pydata', 'pandas']\n",
+        "['cudpp', 'cuda', 'data', 'parallel', 'primitives', 'library']\n",
+        "['mind', 'goes', 'first', 'record', 'text', 'followed', 'code']\n",
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+        "[]\n",
+        "[u'\\u4e89\\u53d6', u'\\u660e\\u5e74', u'\\u56de\\u53bb']\n",
+        "[u'\\u6709\\u65f6\\u5019', u'\\u60f3\\u7740', u'\\u60f3\\u7740', u'\\u60f3\\u7740', u'\\u60f3\\u7740']\n",
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+        "[]\n",
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+        "[u'\\u4eba', u'\\u603b\\u5f97', u'\\u8001\\u53bb']\n",
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+        "[u'\\u592a']\n",
+        "[u'\\u771f', u'\\u53ef\\u6015', u'\\u7cbe\\u795e\\u75c5\\u4eba\\u906d\\u533b\\u751f\\u66b4\\u6253']\n",
+        "[u'\\u4e0b\\u5348', u'\\u7814\\u7a76', u'\\u73b0\\u5728', u'\\u4e00\\u4e2a', u'\\u53c2\\u6570', u'\\u89e3\\u51b3']\n",
+        "[u'\\u5206\\u4eab', u'\\u8bbe\\u60f3', u'\\u4e0b', u'\\u5973', u'\\u8bb0\\u8005', u'\\u4e4b\\u524d', u'\\u60f3\\u6765', u'\\u7b2c\\u4e00', u'\\u53cd\\u5e94', u'\\u8d2a\\u5a6a', u'\\u660e\\u786e', u'\\u73b0\\u5728', u'\\u8d22\\u65b0\\u7f51 \\u7684\\u6587\\u7ae0 ']\n",
+        "[u'\\u6d3b\\u7740', u'\\u597d\\u597d', u'\\u52a0\\u6cb9']\n",
+        "[u'\\u8d8a\\u6765\\u8d8a', u'\\u60f3', u'\\u56de\\u53bb']\n",
+        "[u'\\u60f3\\u6cd5', u'\\u603b\\u662f', u'\\u63a5\\u89e6', u'\\u4e16\\u754c', u'\\u53d1\\u73b0']\n",
+        "[]\n",
+        "[u'\\u8d2a\\u5a6a']\n",
+        "[u'\\u7ffb\\u8bd1', u'\\u8bed\\u97f3\\u8f93\\u5165', u'\\u518d\\u4e5f', u'\\u62c5\\u5fc3', u'\\u53d1\\u97f3', u'\\u4e0d\\u51c6', 'google', 'nice']\n",
+        "[u'\\u7ea2\\u7c73', u'\\u53cd', u'\\u4eba\\u7c7b', u'\\u624b\\u673a']\n",
+        "['back']\n",
+        "[u'\\u4ee5\\u540e', u'\\u70b9\\u524d', u'\\u7761']\n",
+        "[u'\\u8d70', u'\\u697c\\u4e0b', u'\\u611f\\u89c9', u'\\u9501\\u95e8', u'\\u56de\\u6765', u'\\u4e0b', u'\\u6728\\u6709', u'\\u9501']\n",
+        "[u'\\u65b0', u'\\u4e00\\u5e74', u'\\u52a0\\u6cb9']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5e78\\u8fd0', u'\\u6211\\u5bb6', u'\\u9886\\u5230', u'\\u9001', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u8de8\\u5e74', u'\\u7b54\\u8c22', u'\\u5361\\u5238', u'\\u8bd5\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u6211\\u521a', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u8de8\\u5e74', u'\\u7b54\\u8c22', u'\\u5361\\u5238', u'\\u592a', u'\\u5e78\\u8fd0', u'\\u8bd5\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[]\n",
+        "[u'\\u505a\\u68a6', u'\\u68a6\\u89c1', u'\\u4e00\\u79cd', u'\\u529b\\u91cf', u'\\u5438\\u5f15', u'\\u6709\\u70b9\\u50cf', u'\\u78c1\\u529b', u'\\u8fd9\\u79cd', u'\\u529b\\u91cf', u'\\u5f3a\\u5927', u'\\u8d70\\u52a8', u'\\u8d70\\u52a8', u'\\u539f\\u5730', u'\\u81ea\\u8f6c']\n",
+        "[u'\\u5206\\u4eab', u'\\u5468\\u6770\\u4f26', u'\\u8d85\\u7ea7', u'\\u9762\\u5bf9\\u9762', u'\\u7b2c\\u671f', u'\\u5468\\u6770\\u4f26', u'\\u5a5a', u'\\u4f9d\\u7136', u'\\u5468\\u6770\\u4f26', u'\\xa0', u'\\xa0', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50', 'mv']\n",
+        "[u'\\u665a\\u4e0a', u'\\u518d\\u4e5f', u'\\u7761', u'\\u665a', u'\\u4f24\\u809d', u'\\u4f24\\u80be']\n",
+        "[u'\\u6700\\u8fd1', u'\\u4e00\\u5199', u'\\u4ee3\\u7801', u'\\u505c\\u4e0d\\u4e0b\\u6765', u'\\u63a5\\u8fd1', u'\\u53d1\\u72c2', u'\\u5730\\u6b65']\n",
+        "[u'\\u5929', u'\\u964d', u'\\u7ea2\\u5305', u'\\u4e00\\u5927', u'\\u6ce2', u'\\u6211\\u521a', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u518d', u'\\u62a2', u'\\u673a\\u4f1a', u'\\u55bd', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u9ec4\\u534e\\u57fa', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u5feb\\u62a2', u'\\u5206\\u4eab']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u9ec4\\u534e\\u57fa', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u7ea2\\u5305', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u80e1\\u5e86\\u6587', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6700\\u5f3a\\u5927\\u8111\\u80e1\\u5e86\\u6587']\n",
+        "[u'\\u4f4e', u'\\u6295\\u5165', u'\\u9ad8\\u56de\\u62a5', u'\\u5927\\u8f6c\\u76d8', u'\\u6d3b\\u52a8', u'\\u600e\\u53ef\\u5c11', u'\\u79d1\\u5b66', u'\\u62fc', u'\\u4eba\\u54c1', u'\\u8f6c\\u76d8', u'\\u8f6c', u'\\u5927\\u5956', u'\\u5feb\\u5230', u'\\u7897', u'\\u91cc', u'\\u53c2\\u52a0', u'\\u6d3b\\u52a8', u'\\u65b0\\u5e74', u'\\u7ea2\\u5305', u'\\u6d3e\\u9001', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14']\n",
+        "[u'\\u63d0\\u73b0', u'\\u73b0\\u91d1', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u62a2\\u5230', u'\\u53c2\\u52a0', u'\\u5143', u'\\u6dd8', u'\\u5145\\u503c\\u5361', u'\\u9001', u'\\u4e0d\\u505c', u'\\u5e78\\u8fd0', u'\\u8f6c\\u76d8', u'\\u62bd\\u5956', u'\\u6d3b\\u52a8', u'\\u8bd5\\u8bd5', u'\\u529b', u'\\u4e8c\\u6dd8\\u7f51', u'\\u65b0', u'\\u7528\\u6237\\u6ce8\\u518c', u'\\u9001\\u4e8c', u'\\u6dd8', u'\\u5145\\u503c\\u5361']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6700\\u5f3a\\u5927\\u8111\\u9c8d\\u6a52']\n",
+        "[u'\\u71ac\\u591c', u'\\u7b49\\u4e8e', u'\\u6162\\u6027', u'\\u81ea\\u6740', u'\\u4ee5\\u540e', u'\\u56de\\u5f52', u'\\u4f20\\u7edf', u'\\u4e60\\u60ef', u'\\u70b9', u'\\u4e0a\\u5e8a\\u7761\\u89c9']\n",
+        "[u'\\u89c4\\u8303', 'psr']\n",
+        "[u'\\u5f00\\u53d1', u'\\u7f16\\u7801', u'\\u89c4\\u8303', u'\\u7f16\\u7801', u'\\u89c4\\u8303', u'\\u767e\\u5ea6', u'\\u6587\\u5e93', u'\\u5206\\u4eab', 'php', 'psr', u'\\u767e\\u5ea6\\u6587\\u5e93\\uff09']\n",
+        "[u'\\u6b63\\u5728', u'\\u89c2\\u770b', u'\\u5e74\\u4f1a', u'\\u6280\\u672f', u'\\u4ea7\\u54c1\\u90e8', u'\\u5206\\u4eab', 'pptv', 'young', u'PPTV \\u7f51\\u7edc\\u7535\\u89c6', u'Raffaroffa  \\u8df3\\u7684\\u592a\\u68d2\\u4e86\\uff01', u'PPTV\\u805a\\u529b']\n",
+        "[u'\\u6700\\u8fd1', u'\\u9677\\u5165', u'\\u4e00\\u4e2a', u'\\u602a\\u5708', u'\\u4e2d\\u5348', u'\\u7761\\u4f1a', u'\\u778c\\u7761', u'\\u5389\\u5bb3', u'\\u6574\\u4e2a', u'\\u4e0b\\u5348', u'\\u660f\\u660f\\u6c89\\u6c89', u'\\u4e2d', u'\\u5348\\u7761', u'\\u4e4b\\u540e', u'\\u665a\\u4e0a', u'\\u5c3c\\u739b', u'\\u8eba', u'\\u5e8a\\u4e0a', u'\\u7761\\u4e0d\\u7740', u'\\u5931\\u7720']\n",
+        "[u'\\u521a\\u7528', u'\\u4f1a\\u5458', u'\\u5b8c', u'\\u7535\\u5f71', u'\\u8d85\\u4f53', u'\\u592a', u'\\u597d\\u770b', u'\\u540e\\u6094', u'\\u7535\\u5f71\\u9662', u'\\u5b8c\\u5168', u'\\u8111\\u6d1e', u'\\u5927\\u5f00', 'pptv', 'amazing']\n",
+        "[u'\\u6000\\u7591', u'\\u4e0a\\u6d77', u'\\u4eba\\u6c11\\u5e7f\\u573a', u'\\u514d\\u8d39', u'\\u5b89\\u5168\\u6f0f\\u6d1e', u'\\u4eba', u'\\u52ab\\u6301', u'\\u6211\\u521a', u'\\u6536\\u5230', u'\\u767b\\u9646', u'\\u77ed\\u4fe1', u'\\u9a8c\\u8bc1\\u7801', u'\\u6536\\u5230', u'\\u597d\\u51e0\\u6761', u'\\u623f\\u4e1c', u'\\u6253\\u6b3e', u'\\u4ea4', u'\\u623f\\u79df', u'\\u8bc8\\u9a97', u'\\u77ed\\u4fe1', 'wifi', 'shanghai']\n",
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+        "[]\n",
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+        "[]\n",
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+        "[]\n",
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+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u5f00\\u8fd0', u'\\u7b7e']\n",
+        "[u'\\u63d0', u'\\u4e00\\u4e2a', u'\\u95ee\\u9898', u'\\u533a\\u522b', 'ihour', 'systematic', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5206\\u4eab', u'\\u4e00\\u9996', u'\\u5355\\u66f2', u'\\u6765\\u81ea', 'lloyd', 'cole', 'mister', 'wrong', u'\\u9177\\u72d7\\u97f3\\u4e50iPhone\\u7248']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "['advanced', 'topics', 'machine', 'learning', 'probabilistic', 'inference', 'mlpi', 'course', 'focuses', 'theoretical', 'discussion', 'learning', 'inference', 'methods', 'dahua', 'lin']\n",
+        "['deep', 'learning', 'simon', 'winder']\n",
+        "[u'\\u6df1\\u5ea6', u'\\u5b66\\u4e60', u'\\u5e94\\u7528', u'\\u573a\\u666f', u'\\u4e30\\u5bcc', u'\\u52a0\\u5165', u'\\u521b\\u4e1a', u'\\u516c\\u53f8', u'\\u63a8\\u51fa', u'\\u5f00\\u653e', u'\\u6846\\u67b6', u'\\u6b64\\u524d', u'\\u66fe', u'\\u5f00\\u6e90', u'\\u6df1\\u5ea6', u'\\u5b66\\u4e60', u'\\u5de5\\u5177', u'\\u4e00\\u4e9b', u'\\u652f\\u6301', u'\\u6df1\\u5ea6', u'\\u5b66\\u4e60', u'\\u6570\\u636e', u'\\u96c6', 'facebook', 'torch', 'caffe', 'skymind', 'deeplearning', 'goolge', 'word', 'vec']\n",
+        "['deeplearning', 'first', 'commercial', 'grade', 'deep', 'learning', 'library', 'written', 'java', 'meant', 'used', 'business', 'environments', 'deeplearning', 'helpful', 'solving', 'distinct', 'problems', 'like', 'identifying', 'faces', 'voices', 'spam', 'commerce', 'fraud']\n",
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+        "[u'\\u6a21\\u5f0f\\u8bc6\\u522b', u'\\u8fd1\\u90bb', u'\\u5206\\u7c7b', u'\\u7b97\\u6cd5', u'\\u5c0f\\u9b4f', u'\\u4fee\\u884c', u'\\u8def', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'knn', 'csdn', 'net']\n",
+        "[u'\\u60f3\\u8bfb', u'\\u667a\\u80fd', u'\\u65f6\\u4ee3']\n",
+        "[u'\\u60f3\\u8bfb', u'\\u667a\\u80fd', u'\\u65f6\\u4ee3']\n",
+        "[u'\\u60f3\\u8bfb', u'\\u8de8\\u754c']\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u6570\\u636e\\u6316\\u6398', u'\\u5341\\u5927', u'\\u7ecf\\u5178', u'\\u7b97\\u6cd5', u'\\u6734\\u7d20', u'\\u8d1d\\u53f6\\u65af', u'\\u5206\\u7c7b\\u5668', u'\\u83ab\\u7b49\\u95f2', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'naive', 'bayes', 'csdn', 'net']\n",
+        "[u'\\u6e05\\u534e\\u5927\\u5b66', u'\\u6a21\\u5f0f\\u8bc6\\u522b', u'\\u516c\\u5f00\\u8bfe']\n",
+        "[u'\\u5e94\\u7528', u'\\u521b\\u5efa', u'\\u90e8\\u7f72', u'\\u8fc7\\u7a0b', 'python', 'sae']\n",
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+        "[u'\\u8d5e', u'\\u5934\\u50cf', u'\\u76f8\\u518c', u'\\u7167\\u7247', u'Miss_\\u4f1f\\u5927\\u7684\\u6dfc\\u6dfc ']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'lecun', 'unreasonable', 'effectiveness', u'\\u5fae\\u76d8', u'\\u7231\\u53ef\\u53ef-\\u7231\\u751f\\u6d3b']\n",
+        "[u'\\u968f\\u673a', u'\\u68af\\u5ea6', u'\\u4e0b\\u964d', u'\\u6279\\u91cf', u'\\u68af\\u5ea6', u'\\u4e0b\\u964d', u'\\u516c\\u5f0f', u'\\u5bf9\\u6bd4', u'\\u5b9e\\u73b0', u'\\u5bf9\\u6bd4', u'\\u7389\\u5fc3', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'stochastic', 'gradient', 'descent', 'batch', 'gradient', 'descent', 'sober', 'csdn', 'net']\n",
+        "[u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u4e2d', u'\\u8303\\u6570', u'\\u89c4\\u5219\\u5316', u'\\u8303\\u6570', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'zouxy', 'csdn', 'net']\n",
+        "[u'\\u667a\\u80fd\\u5bb6\\u5c45', u'\\u96be\\u4ee5', u'\\u706b\\u7206']\n",
+        "[u'\\u5b66\\u4e60', u'\\u6700\\u4f73', u'\\u8303\\u4f8b', 'hmm']\n",
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+        "[u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u8ba1\\u7b97\\u673a', u'\\u89c6\\u89c9', u'\\u5fc5\\u9700', u'\\u6570\\u5b66', u'\\u57fa\\u7840', u'\\u2013', u'\\u4e00\\u725b\\u4eba', u'\\u6570\\u5b66', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u4e2d', u'\\u4f5c\\u7528', u'\\u8bc4\\u8ff0', u'\\u5199', u'\\u5b9e\\u9645', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u8ba1\\u7b97\\u673a', u'\\u89c6\\u89c9', u'\\u591a\\u79cd', u'\\u6570\\u5b66', u'\\u4ea4\\u6c47', u'\\u573a', 'mit']\n",
+        "[u'\\u6570\\u636e\\u5904\\u7406', u'\\u4e4b\\u9053', u'\\u5b66', u'\\u6280\\u672f', u'\\u65b9\\u6848', 'python', u'\\u5927\\u6570\\u636e\\u8d44\\u8baf \\uff08\\u5206\\u4eab\\u81ea', u'\\u5927\\u6570\\u636e\\u8d44\\u8baf\\uff09']\n",
+        "[u'\\u4e2d', u'\\u5165\\u95e8', u'\\u535a\\u5ba2\\u56ed', 'python', 'beautifulsoup', 'yupeng']\n",
+        "[u'\\u4e2d', u'\\u7b2c\\u4e09\\u65b9', u'\\u7528\\u4e8e', u'\\u89e3\\u6790', u'\\u5e93', 'python', 'html', 'beautifulsoup']\n",
+        "[u'\\u5b66\\u4e60', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\u4e00\\u4e2a', u'\\u7528\\u6765', u'\\u89e3\\u6790', u'\\u5e93', u'\\u559c\\u6b22', u'\\u65b9\\u5f0f', u'\\u89e3\\u6790', u'\\u6587\\u4ef6', u'\\u67e5\\u627e', u'\\u4fee\\u6539', u'\\u89e3\\u6790', u'\\u6811', u'\\u597d', u'\\u5904\\u7406', u'\\u89c4\\u8303', u'\\u6807\\u8bb0', u'\\u751f\\u6210', u'\\u5256\\u6790', u'\\u6811', 'python', 'beautifulsoup', 'beautiful', 'soup', 'html', 'xml', 'python', 'parse']\n",
+        "[u'\\u5b66\\u4e60', u'\\u6587\\u4ef6\\u76ee\\u5f55', u'\\u64cd\\u4f5c', u'\\u5408\\u96c6', u'\\u884c\\u4e14', u'\\u7801\\u4e14', u'\\u601d\\u4e14', u'\\u5a31', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'python', 'csdn', 'net']\n",
+        "[u'\\u4ee3\\u7801', u'\\u7f16\\u8f91\\u5668', u'\\u5b66\\u4e60', u'\\u8fc7\\u7a0b', u'\\u5c11\\u4e0d\\u4e86', u'\\u4ee3\\u7801', u'\\u7f16\\u8f91\\u5668', u'\\u96c6\\u6210', u'\\u5f00\\u53d1', u'\\u7f16\\u8f91\\u5668', u'\\u5f00\\u53d1\\u5de5\\u5177', u'\\u5e2e\\u52a9', u'\\u5f00\\u53d1\\u8005', u'\\u52a0\\u5feb', u'\\u4f7f\\u7528', u'\\u5f00\\u53d1', u'\\u901f\\u5ea6', u'\\u63d0\\u9ad8\\u6548\\u7387', u'\\u9ad8\\u6548', u'\\u4ee3\\u7801', u'\\u7f16\\u8f91\\u5668', u'\\u5e94\\u8be5', u'\\u63d0\\u4f9b', u'\\u63d2\\u4ef6', u'\\u5de5\\u5177', u'\\u5e2e\\u52a9', u'\\u5206\\u4eab', 'python', 'ide', 'python', 'ide', 'ide', 'python', 'python', 'ide', u'\\u4f2f\\u4e50\\u5728\\u7ebf\\u5b98\\u65b9\\u5fae\\u535a\\uff09']\n",
+        "[u'\\u5206\\u4eab', u'\\u5e38\\u7528\\u547d\\u4ee4', u'\\u559c\\u6b22', u'\\u4f7f\\u7528', u'\\u65b9\\u5f0f', u'\\u73b0\\u5728', u'\\u61d2\\u5f97\\u52a8', u'\\u9f20\\u6807', u'\\u5c0f\\u751f', u'\\u76ee\\u6807', u'\\u591a\\u5e74', u'\\u540e', u'\\u73a9', u'\\u5f39\\u94a2\\u7434', u'\\u65e0\\u9650', u'\\u4e2d', u'\\u6765\\u81ea', 'emrippe', 'vim', 'vim', 'vim', 'yy', u'\\u5934\\u6761\\u535a\\u5ba2) -']\n",
+        "[u'\\u73af\\u5883', u'\\u4e0b', u'\\u914d\\u7f6e', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'windows', 'vim', 'python', 'ide', 'cg', 'animation', 'csdn', 'net']\n",
+        "[u'\\u7f16\\u8f91\\u5668', u'\\u8be6\\u7ec6', u'\\u914d\\u7f6e', u'\\u8fc7\\u7a0b', u'\\u840c\\u840c', u'\\u4eba', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'vim', 'python', 'based', 'ubuntu', 'lts', 'www', 'itmmd', 'com', 'csdn', 'net']\n",
+        "[u'\\u4e0b', u'\\u5927\\u5c0f', u'\\u76ee\\u5f55', u'\\u6269\\u5927', u'\\u5b9d\\u5b9d', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'ubuntu', 'home', 'csdn', 'net']\n",
+        "[u'\\u56fe\\u8868', u'\\u7ed8\\u5236', u'\\u7ed8', u'\\u56fe\\u5e93', u'\\u5165\\u95e8', 'python', 'matplotlib']\n",
+        "[u'\\u6570\\u636e\\u5206\\u6790', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u9886\\u57df', u'\\u5175\\u5668\\u8c31', 'python']\n",
+        "[u'\\u65f6\\u5e38', u'\\u60f3', u'\\u79bb\\u5f00', u'\\u9ad8\\u6821', u'\\u5de5\\u4f5c', u'\\u73af\\u5883', u'\\u5e72\\u4ec0\\u4e48', u'\\u9002\\u5e94', u'\\u5f53\\u4eca', u'\\u4e92\\u8054\\u7f51', u'\\u53d1\\u5c55', u'\\u8d8b\\u52bf', u'\\u4fdd\\u6301', u'\\u77e5\\u8bc6', u'\\u9965\\u6e34', u'\\u4fdd\\u6301', u'\\u68a6\\u60f3', u'\\u8ffd\\u6c42', u'\\u522b\\u4ee5\\u4e3a', u'\\u4e00\\u4e2a', u'\\u6240\\u8c13', u'\\u91d1\\u996d\\u7897', u'\\u9ad8\\u6795\\u65e0\\u5fe7', u'\\u5f53\\u521d', u'\\u56fd\\u4f01\\u6539\\u9769', u'\\u7236\\u8f88', u'\\u77ac\\u95f4', u'\\u5931\\u4e1a', u'\\u8fd9\\u4ef6', u'\\u4e8b', u'\\u53d1\\u751f', u'\\u8eab\\u4e0a', u'\\u4fdd\\u6301', u'\\u7ade\\u4e89\\u529b']\n",
+        "['matplotlib', 'bar', 'scatter', 'histogram', 'plots']\n",
+        "['matplotlib']\n",
+        "[u'\\u521a\\u6362', u'\\u9ed8\\u8ba4', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u652f\\u6301', u'\\u6295\\u7ed9', u'\\u652f\\u6301', u'\\u94c1\\u8def\\u5c40', u'\\u89c4\\u5b9a', u'\\u4e0d\\u5408\\u7406', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u6d59\\u6c5f\\u6d88\\u4fdd\\u59d4\\u8d77\\u8bc9\\u4e0a\\u94c1', u'\\u6d59\\u6c5f\\u6d88\\u4fdd\\u59d4\\u8d77\\u8bc9\\u4e0a\\u94c1']\n",
+        "[]\n",
+        "[u'\\u5e74\\u5ea6', u'\\u5927\\u4f17', u'\\u559c\\u7231', u'\\u79cd', u'\\u56fe\\u4e66', u'\\u7968\\u9009', u'\\u53c2\\u4e0e', u'\\u6211\\u521a', u'\\u4e07\\u4e07', u'\\u6ca1\\u60f3\\u5230', u'\\u7406\\u5de5\\u79d1', u'\\u601d\\u7ef4', u'\\u7406\\u89e3', u'\\u4e16\\u754c']\n",
+        "[u'\\u5c0f\\u5e42', u'\\u624b\\u673a', u'\\u5220\\u5e16', u'\\u592a\\u5feb', u'\\u65b0\\u6d6a', u'\\u5fae\\u535a', u'\\u5371\\u673a', u'\\u5904\\u7406', u'\\u90e8\\u95e8', u'\\u7acb\\u529f']\n",
+        "[u'\\u4e4b\\u524d', u'\\u4e00\\u76f4', u'\\u4ee5\\u4e3a', u'\\u5fae\\u535a', u'\\u5220\\u5e16', u'\\u5de5\\u4fe1\\u90e8', u'\\u538b\\u529b', u'\\u539f\\u6765', u'\\u7ed9\\u94b1', u'\\u5220']\n",
+        "[u'\\u4e66\\u7c4d', u'\\u7231\\u597d\\u8005', u'\\u56ed\\u5730', u'\\u5fae\\u4fe1\\u7248', 'kindle', u'\\u8bfb\\u8fdc']\n",
+        "[u'\\u5e74', u'\\u8bfb\\u8fc7', u'\\u8fb9\\u57ce', u'\\u6c7d\\u8f66', u'\\u8dd1', u'\\u5174\\u8da3', u'\\u4e0b', u'\\u7f8e\\u597d', u'\\u767e\\u79d1', u'\\u7403\\u72b6', u'\\u95ea\\u7535', u'\\u53bb\\u5e74', u'\\u5b8c\\u4e09\\u4f53', u'\\u4e00\\u76f4', u'\\u5218\\u5199', u'\\u63a8\\u8350', u'\\u5e9f', u'\\u559c\\u6b22', u'\\u7ed3\\u5c40', u'\\u611f\\u89c9', u'\\u6709\\u70b9', u'\\u7070\\u6697', u'\\u4e00\\u53e5', u'\\u9876', u'\\u4e00\\u4e07\\u53e5', u'\\u8bb0\\u4f4f', u'\\u4e00\\u53e5', u'\\u8bdd', u'\\u751f\\u6d3b', u'\\u8bdd\\u9898', u'\\u5e74\\u7ec8', u'\\u8bfb\\u4e66', u'\\u603b\\u7ed3', u'\\u56de\\u590d', u'\\u8bfb\\u8fdc', 'via']\n",
+        "[u'\\u59dc\\u6606', u'\\u76f8\\u58f0']\n",
+        "[u'\\u771f\\u5fc3', u'\\u7406\\u89e3', u'\\u673a\\u4f1a', u'\\u63a5\\u89e6', u'\\u4e00\\u95e8', u'\\u65b0', u'\\u6280\\u672f', u'\\u591a\\u4eba', u'\\u5ffd\\u60a0', u'\\u4ee5\\u4e3a', u'\\u5b66', u'\\u4e22', u'\\u996d\\u7897', u'\\u592a', u'\\u72ed\\u9698']\n",
+        "[u'\\u65f6\\u95f4', u'\\u6d41\\u901d', u'\\u6d41\\u901d', u'\\u6700\\u8fd1', u'\\u9e21\\u6c64', u'\\u597d\\u591a', u'\\u665a\\u5b89']\n",
+        "[u'\\u7f3a\\u7231', u'\\u79bb\\u5f00', u'\\u5c11', u'\\u4e00\\u4e2a', u'\\u4e60\\u60ef']\n",
+        "[u'\\u4e16\\u754c', u'\\u4e0a\\u6015', u'\\u8ba4\\u771f', u'\\u4e8c\\u5b57', u'\\u4eba', u'\\u793e\\u4f1a', u'\\u6597\\u4e89', u'\\u603b', u'\\u7ed3\\u5c40', u'\\u4e5f\\u8bb8', u'\\u4e2d\\u5eb8', u'\\u8ba4\\u771f', u'\\u968f\\u4fbf', u'\\u91c7\\u83ca', u'\\u4e1c\\u7bf1', u'\\u4e0b', u'\\u60a0\\u7136', u'\\u5357\\u5c71', u'\\u6709\\u94b1', u'\\u5bfb\\u4e00\\u9189', u'\\u65e0\\u94b1', u'\\u5bfb', u'\\u7761', u'\\u65e0\\u4e89', u'\\u968f\\u9047\\u800c\\u5b89', u'\\u8def\\u9065', u'\\u5e73\\u51e1', u'\\u4e16\\u754c']\n",
+        "[u'\\u65e9\\u4e0a\\u597d', u'\\u78b0', u'\\u4e0d\\u5230', u'\\u795d', u'\\u4e0b\\u5348', u'\\u597d', u'\\u665a\\u4e0a', u'\\u597d', u'\\u795d', u'\\u665a\\u5b89', u'\\u695a\\u95e8', u'\\u4e16\\u754c']\n",
+        "[u'\\u90e8', u'\\u9707\\u64bc', u'\\u72d9\\u51fb\\u624b', u'\\u7535\\u5f71', u'\\u2460', u'\\u72d9\\u51fb', u'\\u7535\\u8bdd\\u4ead', u'\\u2461', u'\\u751f\\u6b7b', u'\\u963b\\u51fb', u'\\u2462', u'\\u654c\\u4eba', u'\\u8363\\u8a89', u'\\u2463', u'\\u5175\\u4e34\\u57ce\\u4e0b', u'\\u2464', u'\\u5168', u'\\u91d1\\u5c5e\\u5916\\u58f3', u'\\u2465', u'\\u5feb\\u67aa\\u624b', u'\\u2466', u'\\u53cc', u'\\u72d9\\u4eba', u'\\u2467', u'\\u6740\\u624b', u'\\u60b2\\u6b4c', u'\\u2468', u'\\u4e00\\u53f7', u'\\u901a\\u7f09\\u4ee4', u'\\u2469', u'\\u6700\\u540e', u'\\u523a\\u5ba2', u'\\u6700', u'\\u7231', u'\\u751f\\u6b7b', u'\\u963b\\u51fb']\n",
+        "[u'\\u5206\\u4eab', u'mywiz']\n",
+        "[u'\\u8001\\u54e5', u'\\u5e2e', u'\\u706b', u'\\u4e00\\u628a', u'\\u6700', u'\\u75db\\u6068', u'\\u8fd9\\u79cd', u'\\u5b66\\u6821', u'\\u6b3a\\u8d1f', u'\\u4eba', u'\\u8d27\\u8272']\n",
+        "[u'\\u4e0a\\u4f20', u'\\u89c6\\u9891', u'\\u654f\\u513f', u'\\u597d', u'\\u4e91', 'wedding']\n",
+        "[u'\\u63a8\\u8350', u'\\u6587\\u7ae0', u'\\u547d\\u4ee4', u'\\u5927\\u5168', u'\\u547d\\u4ee4', u'\\u67e5\\u770b', u'\\u5bc6\\u7801', u'\\u5730\\u5740', u'\\u8bbe\\u5907', u'\\u4fe1\\u606f', u'\\u64cd\\u4f5c', u'\\u6587\\u4ef6', u'\\u67e5\\u770b', u'\\u6587\\u4ef6', u'\\u65e5\\u5fd7', u'\\u4fe1\\u606f', u'\\u5378\\u8f7d', u'\\u542f\\u52a8', u'\\u5b89\\u88c5', u'\\u5206\\u4eab', 'android', 'adb', 'adb', 'wifi', 'mac', 'apk', u'\\u7b80\\u4e66']\n",
+        "[u'\\u5988\\u86cb', u'\\u652f\\u4ed8\\u5b9d', u'\\u94b1\\u5305', u'\\u5347\\u7ea7', u'\\u6700\\u65b0\\u7248', u'\\u540e', u'\\u8bbe\\u7f6e', u'\\u5934\\u50cf', u'\\u4e0d\\u8ba9', u'\\u5f3a\\u5978', u'\\u7528\\u6237']\n",
+        "[u'\\u7b97\\u4e0d\\u7b97', u'\\u975e\\u6cd5', u'\\u6539\\u88c5', u'\\u8ffd\\u5c3e', u'\\u6210\\u4e3a', u'\\u8ffd', u'\\u7406\\u7531', u'\\u8bc4\\u8bba', u'\\u540e\\u9762', u'\\u5927\\u54e5', u'\\u770b\\u770b', u'\\u6fc0\\u5149', u'\\u540e', u'\\u96fe\\u706f', 'geekcar']\n",
+        "['www', 'baidu', 'com']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u6bb5\\u5b50', u'\\u4eca\\u5929', u'\\u670b\\u53cb', u'\\u95ee', u'\\u62bd\\u70df', u'\\u795e', u'\\u56de\\u590d', u'\\u4e00\\u6b21', u'\\u55d3\\u5b50', u'\\u8212\\u670d', u'\\u533b\\u9662', u'\\u533b\\u751f', u'\\u8bf4\\u5c11', u'\\u62bd', u'\\u70b9\\u70df', u'\\u597d', u'\\u8d70\\u4e0a', u'\\u5438\\u70df', u'\\u4e0d\\u5f52\\u8def']\n",
+        "[u'\\u5df2', u'\\u6536\\u85cf', u'\\u63a8\\u8350', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u8d85', u'\\u82f1\\u96c4', u'\\u9ad8\\u6e05', u'\\u5b57\\u5e55\\u7248', 'heroes']\n",
+        "[u'\\u82cf\\u73ca', u'\\u5b66', u'\\u751f\\u6d3b', u'\\u7f8e\\u8bed', u'\\u6311\\u9009', u'\\u65c5\\u884c\\u793e', u'\\u559c\\u6b22', u'\\u542c\\u542c', u'\\u5206\\u4eab', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
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+        "['disambiguating', 'databases', 'acm', 'queue']\n",
+        "['scalability', 'techniques', 'practical', 'synchronization', 'primitives', 'acm', 'queue']\n",
+        "['nonblocking', 'algorithms', 'scalable', 'multicore', 'programming', 'acm', 'queue']\n",
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+        "[u'\\u521d\\u4ee3', u'\\u65e5\\u672c', u'\\u5f00\\u552e', u'\\u9189', 'gundam']\n",
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+        "[u'\\u5f04', u'\\u56fd\\u5185', u'\\u7248', 'firebase']\n",
+        "['excited', 'part', 'project', 'almost', 'ready', 'send', 'data', 'cloud', u'Data Canvas(sense your city)']\n",
+        "[u'\\u5c1d\\u8bd5', u'\\u62ff\\u5230', u'\\u6570\\u636e', u'\\u505a\\u6210', u'\\u7a7a\\u6c14\\u8d28\\u91cf', u'\\u56fe', u'd3# \\u548c #react']\n",
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+        "['somehow', 'feel', 'proud', 'makefile', 'project', 'actual', 'code']\n",
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+        "[u'\\u7248', u'\\u4e0a\\u7ebf', u'\\u65b0\\u7248', u'\\u4e0a\\u7ebf', u'\\u53d1\\u73b0', u'\\u9891\\u9053', u'\\u627e\\u5230', u'\\u5f53\\u524d', u'\\u6700', u'\\u70ed\\u95e8\\u8bdd\\u9898', u'\\u7cbe\\u9009', u'\\u5fae\\u535a', u'\\u611f\\u5174\\u8da3', u'\\u4eba', u'\\u8d76\\u7d27', u'\\u4e0b\\u8f7d', u'\\u5fae\\u535a\\u684c\\u97622015']\n",
+        "['hello']\n",
+        "[u'\\u8de8\\u5e74', u'\\u80fd\\u9886', u'\\u73b0\\u91d1', u'\\u65b0\\u5e74', u'\\u7b2c\\u4e00\\u4e2a', u'\\u5c0f', u'\\u8d22\\u795e\\u7237', u'\\u53d1\\u7ea2\\u5305', u'\\u9886', u'\\u5954\\u8dd1\\u54272015', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u62bd\\u5230', u'\\u8fd8\\u8981', u'\\u6512', u'\\u4eba\\u54c1']\n",
+        "[u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u6211\\u521a', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u8de8\\u5e74', u'\\u7b54\\u8c22', u'\\u5361\\u5238', u'\\u592a', u'\\u5e78\\u8fd0', u'\\u8bd5\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u8de8\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "['hello']\n",
+        "[u'\\u5143\\u65e6', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u5143\\u65e6', u'\\u7ea2\\u5305', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u53f2\\u4fca\\u6052', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u7f16\\u7801', u'\\u6d4b\\u8bd5', u'\\u8bc4\\u5ba1', u'\\u4e0a\\u7ebf', u'\\u7801\\u519c', u'\\u95e8', u'\\u529f\\u8bfe']\n",
+        "['test']\n",
+        "['test']\n",
+        "['test']\n",
+        "['test']\n",
+        "[u'\\u4eba\\u54c1', u'\\u4eba\\u54c1', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u62a2', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u6797\\u5efa\\u4e1c']\n",
+        "[u'\\u58ee\\u54c9', u'\\u5927\\u7801', u'\\u519c', u'\\u805a\\u96c6\\u5730', u'\\u4f30\\u8ba1', u'\\u4ea7\\u54c1', u'\\u52a0', u'\\u6d3b\\u513f', u'\\u56de\\u9f99\\u89c2', u'\\u4e00\\u591c', u'\\u767e\\u8f86', u'\\u8f66\\u80ce', u'\\u624e', u'\\u5206\\u4eab', u'\\u4eca\\u65e5\\u5934\\u6761 )']\n",
+        "[u'\\u6d6a\\u5ba2\\u5251\\u5fc3', u'\\u5b8c\\u7ed3\\u7bc7', u'\\u8bc4\\u5206']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u6052\\u5927', u'\\u521b\\u7eaa\\u5f55', u'\\u4ef7\\u7b7e', u'\\u5df4\\u897f', u'\\u91d1\\u7403', u'\\u5f97\\u4e3b']\n",
+        "[u'\\u4e70\\u56fd\\u8db3\\u8f93', u'\\u56fd\\u8db3', u'\\u8d62', u'\\u4e70\\u56fd\\u8db3', u'\\u8d62', u'\\u56fd\\u8db3\\u8f93', u'\\u8279']\n",
+        "[u'\\u5e74\\u5e95', u'\\u7ef4\\u6743', u'\\u6210\\u90fd', u'\\u7ea2\\u6811\\u6e7e', u'\\u4e1a\\u4e3b', u'\\u7ef4\\u6743']\n",
+        "[u'\\u53f7', u'\\u5b98\\u7f51', u'\\u8ba2\\u8d2d', u'\\u4e00\\u4e2a', u'\\u8033\\u673a', u'\\u652f\\u4ed8\\u5b9d', u'\\u663e\\u793a', u'\\u6263\\u6b3e', u'\\u6210\\u529f', u'\\u5b98\\u7f51', u'\\u65e0\\u6cd5', u'\\u67e5', u'\\u8ba2\\u5355', u'\\u4fe1\\u606f', u'\\u5df2\\u7ecf', u'\\u5ba2\\u670d', u'\\u6c9f\\u901a', u'\\u8fc7\\u6b21', u'\\u5ba2\\u670d', u'\\u6001\\u5ea6', u'\\u86ee\\u6a2a', u'\\u5b9e\\u9645', u'\\u89e3\\u51b3\\u95ee\\u9898', u'\\u6001\\u5ea6', u'\\u8bf7\\u95ee', u'\\u4ee5\\u540e', u'\\u4e70', u'\\u4e1c\\u897f', u'\\u652f\\u4ed8\\u5b9d', u'\\u8ba2\\u5355', u'\\u5df2\\u7ecf', u'\\u53d1\\u7ed9', u'\\u8d85\\u8fc7', u'\\u5c0f\\u65f6', u'\\u6536\\u5230', u'\\u56de\\u4fe1', u'\\u6c42', u'\\u5e2e', u'\\u6269\\u6563', 'ep', 'hd', 'tangjiahao', 'meizu', 'com', u'\\u9b45\\u65cf\\u79d1\\u6280', u'\\u9ec4\\u7ae0', u'\\u674e\\u6960\\u6216kkk']\n",
+        "[u'\\u8bfb\\u8fc7', u'\\u53e4\\u8463', u'\\u5c40\\u4e2d\\u5c40']\n",
+        "[u'\\u6bcd\\u5a74', u'\\u7279\\u5356', u'\\u5e73\\u53f0', u'\\u8d1d\\u8d1d\\u7f51', u'\\u5ba3\\u5e03', u'\\u5b8c\\u6210', u'\\u4ebf\\u7f8e\\u5143', u'\\u8f6e', u'\\u878d\\u8d44', u'\\u4f30\\u503c', u'\\u63a5\\u8fd1', u'\\u4ebf\\u7f8e\\u5143', u'\\u5206\\u4eab', u'\\u4eca\\u65e5\\u5934\\u6761 )']\n",
+        "[u'\\u6307\\u7eb9', u'\\u5f55\\u5165', u'\\u6309\\u538b', u'\\u65f6\\u95f4', u'\\u592a\\u77ed', u'\\u5bfc\\u81f4', u'\\u8bc6\\u522b\\u7387', u'\\u4e0d\\u9ad8', u'\\u91cd\\u65b0', u'\\u5f55\\u5165', u'\\u4ee5\\u540e', u'\\u8bc6\\u522b\\u7387', u'\\u76f4\\u7ebf', u'\\u4e0a\\u5347', u'\\u4f7f\\u7528', u'\\u59ff\\u52bf', 'mx', 'pro']\n",
+        "[u'\\u95ee', u'\\u4e00\\u53e5', u'\\u7ea2\\u5305', u'\\u4e3a\\u5565', u'\\u4e0d\\u53d1', u'\\u997f', u'\\u5b8c\\u6210', u'\\u4ebf\\u7f8e\\u5143', u'\\u8f6e', u'\\u878d\\u8d44', u'\\u4f30\\u8ba1', u'\\u8d85', u'\\u4ebf\\u7f8e\\u5143', u'\\u5df2\\u53d1', u'\\u5185\\u90e8', u'\\u90ae\\u4ef6', u'\\u5206\\u4eab', 'ceo', u'\\u4eca\\u65e5\\u5934\\u6761 )']\n",
+        "[u'\\u91cd\\u65b0', u'\\u5f55', u'\\u4e00\\u4e0b', u'\\u6307\\u7eb9', u'\\u89e3\\u9501', u'\\u6210\\u529f\\u7387\\u9ad8', u'\\u51e0\\u4e2a', u'\\u6863\\u6b21', u'\\u723d', u'\\u591a\\u82b1', u'\\u5757\\u94b1', u'\\u529f\\u80fd', u'\\u5343\\u5143', u'\\u5c4c\\u4e1d', u'\\u533a\\u5206', u'\\u5f00\\u6765', u'\\u8bf7', u'\\u80be', u'\\u540a', u'\\u9b45\\u65cf', u'\\u79d1\\u6280']\n",
+        "[u'\\u8001\\u516c', u'\\u5bb6', u'\\u6ca1\\u7eb8', u'\\u7968', u'\\u773c\\u7785', u'\\u7535\\u5f71', u'\\u5c31\\u8981', u'\\u6709\\u4eba', u'\\u5904\\u7406', u'\\u5c4c\\u4e1d', u'\\u770b\\u4e2a', u'\\u4fbf\\u5b9c', u'\\u65e9\\u573a', u'\\u5bb9\\u6613', u'\\u738b\\u601d\\u806a', 'imax']\n",
+        "[u'\\u4f24\\u4e0d\\u8d77', u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u5f3a\\u8feb\\u75c7', u'\\u786e\\u8ba4', u'\\u9501\\u95e8', u'\\u4e00\\u5957', u'\\u62f3']\n",
+        "[u'\\u98ce\\u8d77', u'\\u9647\\u897f', u'\\u8bc4\\u5206']\n",
+        "[u'\\u8150\\u8d25\\u5206\\u5b50', u'\\u5c55\\u793a', u'\\u7eaa\\u59d4', u'\\u653f\\u6cd5\\u7cfb\\u7edf', u'\\u4e24\\u4e2a', u'\\u5200\\u628a\\u5b50', u'\\u5916', u'\\u89e3\\u653e\\u519b', u'\\u5200\\u628a\\u5b50', u'\\u7262\\u7262\\u5730', u'\\u638c\\u63e1', u'\\u515a\\u548c\\u4eba\\u6c11', u'\\u624b\\u4e2d']\n",
+        "[u'\\u8bf4', u'\\u5047\\u8bbe', u'\\u5f00\\u53d1', u'\\u65f6\\u95f4', u'\\u65e0\\u9650', u'\\u957f', u'\\u6570', u'\\u8d8b', u'\\u8fd1\\u4e8e\\u96f6', 'bug', u'\\u6211\\u547c\\u547c\\u5927\\u7761\\u554a ']\n",
+        "[u'\\u8bf4', u'\\u53ea\\u80fd', u'\\u4fee\\u590d', u'\\u53d1\\u73b0', u'\\u5269\\u4e0b', u'\\u53ea\\u80fd', u'\\u7948\\u7977', u'\\u53d1\\u73b0', 'bug', 'bug', u'\\u6211\\u547c\\u547c\\u5927\\u7761\\u554a']\n",
+        "[u'\\u4e70\\u624b\\u673a', u'\\u4e0d\\u8ba9', u'\\u8d2d\\u4e70', u'\\u610f\\u5916', u'\\u4fdd', u'\\u4eca\\u5929', u'\\u770b\\u5230', u'\\u610f\\u5916', u'\\u4fdd', u'\\u5374\\u8bf4', u'\\u53ea\\u80fd', u'\\u4e70\\u624b\\u673a', u'\\u5929\\u5185', u'\\u4e70', u'\\u610f\\u5916', u'\\u4fdd', u'\\u5feb\\u9012', u'\\u5929', u'\\u653e\\u51fa', u'\\u610f\\u5916', u'\\u4fdd', u'\\u63d0\\u9192', u'\\u5f53\\u521d', u'\\u8d2d\\u4e70\\u8005', u'\\u9690\\u7792', u'\\u73a9\\u513f', u'\\u6d88\\u8d39\\u8005', u'\\u6709\\u610f\\u601d', u'\\u9ec4\\u7ae0', u'\\u9b45\\u65cf\\u79d1\\u6280', u'\\u674e\\u6960\\u6216kkk']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u7ea2\\u5305', u'\\u4e00\\u8d77\\u53d1\\u7ea2\\u5305\\u5427', u'\\u6765\\u53bb\\u4e4b\\u95f4', u'liudaoru']\n",
+        "[u'\\u82e6\\u624d', u'\\u4eba\\u751f', u'\\u5751', 'code', u'\\u6211\\u547c\\u547c\\u5927\\u7761\\u554a \\u8bf4:']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u675c\\u5b50\\u5efa']\n",
+        "[u'\\u643d', u'\\u5e73\\u4e86']\n",
+        "['sunny', 'today', 'high', 'low']\n",
+        "['sunny', 'today', 'high', 'low']\n",
+        "['sunny', 'today', 'high', 'low']\n",
+        "['mostly', 'sunny', 'today', 'high', 'low']\n",
+        "['partly', 'cloudy', 'today', 'high', 'low']\n",
+        "['mostly', 'sunny', 'today', 'high', 'low']\n",
+        "['mostly', 'cloudy', 'today', 'high', 'low']\n",
+        "[u'\\u633a\\u840c']\n",
+        "['sunny', 'today', 'high', 'low']\n",
+        "['mostly', 'sunny', 'today', 'high', 'low']\n",
+        "['mostly', 'sunny', 'today', 'high', 'low']\n",
+        "['clouds', 'pm', 'sun', 'today', 'high', 'low']\n",
+        "['rain', 'today', 'high', 'low']\n",
+        "['rain', 'today', 'high', 'low']\n",
+        "['sunny', 'today', 'high', 'low']\n",
+        "['sunny', 'today', 'high', 'low']\n",
+        "['sunny', 'today', 'high', 'low']\n",
+        "['sunny', 'today', 'high', 'low']\n",
+        "['sunny', 'today', 'high', 'low']\n",
+        "['sunny', 'today', 'high', 'low']\n",
+        "['sunny', 'today', 'high', 'low']\n",
+        "['sunny', 'today', 'high', 'low']\n",
+        "['sunny', 'today', 'high', 'low']\n",
+        "[u'\\u89c6\\u9891', u'\\u674e\\u767d', u'\\u8700\\u9053', u'\\u96e3', u'\\u4e2d\\u53e4', u'\\u6f22\\u8a9e', u'\\u6717\\u8b80', u'\\u5206\\u4eab', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u8bc4\\u4ef7', u'\\u6b3e', u'\\u4ea7\\u54c1', u'\\u6d69\\u6d69', u'\\u5f15\\u7528', u'\\u5ba3\\u4f20', u'\\u89c6\\u9891', u'\\u91cc\\u9762', u'\\u4e00\\u53e5', u'\\u8bdd', u'\\u5b8c', u'\\u4ee5\\u540e', u'\\u7b2c\\u4e00', u'\\u65f6\\u95f4', u'\\u771f\\u7684', u'\\u9707\\u64bc', u'\\u51b7\\u9759\\u4e0b\\u6765', u'\\u4ee5\\u540e', u'\\u4ed4\\u7ec6', u'\\u63a8\\u6572', u'\\u4e00\\u4e0b', u'\\u5206\\u4eab', 'microsoft', 'hololens', 'science', 'fiction', 'brings', 'science', 'fact', u'\\u77e5\\u4e4e']\n",
+        "['sunny', 'today', 'high', 'low']\n",
+        "['mostly', 'sunny', 'today', 'high', 'low']\n",
+        "['partly', 'cloudy', 'today', 'high', 'low']\n",
+        "['partly', 'cloudy', 'today', 'high', 'low']\n",
+        "['mostly', 'sunny', 'today', 'high', 'low']\n",
+        "['partly', 'cloudy', 'today', 'high', 'low']\n",
+        "[u'\\u521a\\u521a', u'\\u7f8e\\u56fd', u'\\u4e9a\\u7c73', u'\\u7f51\\u4e70', u'\\u4e1c\\u897f', u'\\u611f\\u89c9', u'\\u751f\\u6d3b\\u54c1\\u8d28', u'\\u63d0\\u9ad8', u'\\u751f\\u6d3b', u'\\u7f8e\\u56fd', u'\\u4e9a\\u6d32', u'\\u4eba', u'\\u611f\\u53d7', u'\\u5230\\u5bb6', u'\\u6e29\\u6696', u'\\u4e9a\\u6d32', u'\\u98df\\u54c1', u'\\u97e9\\u7f8e', u'\\u5986', u'\\u5bb6\\u7535', u'\\u767e\\u8d27', u'\\u4e00\\u8d77', u'\\u63a2\\u7d22', u'\\u5bb6\\u4e61', u'\\u5473\\u9053']\n",
+        "['mostly', 'sunny', 'today', 'high', 'low']\n",
+        "[u'\\u7528\\u505a', u'\\u4e00\\u6b21', u'\\u4f5c\\u4e1a', 'google', 'drive']\n",
+        "['lenovo', 'talks', 'yoga', 'tablet', 'anypen', 'ceslive', 'ces', 'ces']\n",
+        "['partly', 'cloudy', 'today', 'high', 'low']\n",
+        "['partly', 'cloudy', 'today', 'high', 'low']\n",
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+        "[u'\\u9177']\n",
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+        "[u'\\u76d6\\u6d1b\\u666e', u'\\u4f18\\u52bf', u'\\u8bc6\\u522b\\u5668']\n",
+        "[u'\\u6559\\u7a0b', u'\\u592a\\u7ed9\\u529b', 'digitalocean']\n",
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+        "[u'\\u674e\\u542f', u'\\u6690', 'apicloud']\n",
+        "[u'\\u5199', u'\\u4ee3\\u7801', u'\\u6284\\u6765\\u6284\\u53bb', u'\\u6df7\\u5728', u'\\u4ee3\\u7801', u'\\u4e2d', u'\\u53d1\\u73b0', u'\\u8fd9\\u6bb5', 'leancloud']\n",
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+        "[u'\\u6302', u'\\u8fde\\u63a5', u'\\u4e0d\\u4e0a', 'appstore']\n",
+        "[u'\\u8fdf\\u5230', u'\\u53ef\\u6015', u'\\u53ef\\u6015', u'\\u8fdb', u'\\u7535\\u68af', u'\\u53d1\\u73b0', u'\\u8001\\u677f', u'\\u7535\\u68af', u'\\u91cc']\n",
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+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'?????']\n",
+        "[u'\\u4eca\\u5929', u'\\u6709\\u4e2a', u'\\u610f\\u5916', u'\\u6536\\u83b7', u'\\u53d1\\u73b0', u'\\u8bbe\\u8ba1', u'\\u4e00\\u4e2a', u'\\u95ee\\u9898', 'api']\n",
+        "[]\n",
+        "[u'\\u67e5\\u770b', u'\\u4e00\\u4e2a', u'\\u5e93', u'\\u6d4f\\u89c8\\u5668', u'\\u517c\\u5bb9\\u6027', 'js']\n",
+        "[u'\\u4e0b\\u9762', u'\\u505a', u'\\u4e0a\\u4f20', u'\\u6587\\u4ef6', 'ie', 'cross', 'domain', 'ajax']\n",
+        "[u'\\u5c01\\u9762\\u8bbe\\u8ba1', u'\\u633a', u'\\u597d']\n",
+        "[u'\\u63a5\\u53e3', u'\\u6709\\u610f\\u601d', u'\\u5b9e\\u73b0', u'\\u63a5\\u53e3', u'\\u8981\\u6c42', u'\\u65b9\\u6cd5', u'\\u5b9e\\u73b0', u'\\u63a5\\u53e3', 'go']\n",
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+        "[u'\\u714e\\u71ac']\n",
+        "[u'\\u73b0\\u5728', u'\\u63a8\\u5e7f', u'\\u90ae\\u4ef6', u'\\u5e26\\u4e0a', u'\\u73a9\\u610f']\n",
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+        "[u'\\u641e\\u641e']\n",
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+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50', 'ooz', 'leq', 'iiu', 'pit', 'lqr', 'lmq', 'ym', 'asq', 'lqg', 'ym', 'om', 'zue', 'ul', 'bm', 'lqg', 'sweet', 'connection', 'need', 'passion']\n",
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+        "[]\n",
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+        "[u'\\u77e5\\u9053', u'\\u6bd4\\u8f83', u'\\u6210\\u529f', u'\\u5e02\\u573a\\u8425\\u9500', u'\\u6848\\u4f8b', u'\\u5206\\u4eab', u'\\u4e00\\u4e2a', u'\\u4e0d\\u9519', u'\\u6848\\u4f8b', u'\\u6848\\u4f8b', u'\\u6b63\\u6587', u'\\u8fd9\\u662f', u'\\u4e00\\u4e2a', u'\\u516c\\u53f8', u'\\u5185\\u90e8', u'\\u521b\\u4e1a', u'\\u6545\\u4e8b', u'\\u5f53\\u5e74', u'\\u5927\\u4f17', u'\\u70b9\\u8bc4', u'\\u8f6f\\u4ef6', u'\\u516c\\u53f8', u'\\u5de5\\u4f5c', u'\\u8d1f\\u8d23', u'\\u56db\\u6708', u'\\u516d\\u6708', u'\\u6bb5\\u65f6\\u95f4', u'\\u91cc', u'\\u70b9\\u8bc4', u'\\u6253\\u54cd', u'\\u5206\\u4eab', 'shangye', 'jiepou', 'marketing', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u641c\\u72d0', u'\\u4e00\\u53f0', u'\\u7535\\u8111', u'\\u7231\\u5fc3', u'\\u63a5\\u529b']\n",
+        "[u'\\u66f9\\u56fd\\u4f1f', u'\\u52a0\\u4e2a']\n",
+        "[u'\\u4eca\\u5929', u'\\u4e00\\u4e2a', u'\\u7a0b\\u5e8f\\u5458', u'\\u8bf4', u'\\u516c\\u53f8', u'\\u914d', u'\\u6211\\u5b9a', u'\\u914d\\u7f6e', u'\\u633a\\u5feb', 'mac', 'fusion']\n",
+        "[u'\\u8bc4\\u4ef7', u'\\u8f7b\\u5355', u'\\u8bc4\\u4ef7', u'\\u8f7b\\u5355', u'\\u521b\\u4e1a', u'\\u6ce8\\u610f', u'\\u6c34\\u519b', u'\\u4e00\\u4e2a', u'\\u8f7b\\u5355', u'\\u7f51', u'\\u521b\\u59cb\\u4eba', u'\\u60f3', u'\\u8c08\\u8c08', u'\\u4ea7\\u54c1', u'\\u7406\\u89e3', u'\\u4eca\\u5e74', u'\\u72c2', u'\\u5fd9\\u788c', u'\\u4e00\\u5468', u'\\u540e', u'\\u7b2c\\u4e00\\u4ef6', u'\\u773c\\u524d\\u4e00\\u4eae', u'\\u4e50\\u4e8b', u'\\u5173\\u6ce8', u'\\u540c\\u5b66', u'\\u5206\\u4eab', 'goocarlos', 'kr', 'next', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u731c', u'\\u5fae\\u4fe1', u'\\u7f51\\u9875', u'\\u63a5\\u53e3', u'\\u52a0\\u5267', u'\\u5bb9\\u5668', u'\\u788e\\u7247', u'\\u5316\\u800c', u'\\u6539\\u5584', u'\\u788e\\u7247', u'\\u5316', 'js']\n",
+        "[u'\\u6d4f\\u89c8\\u5668', u'\\u63d0\\u4f9b', u'\\u4e00\\u81f4', u'\\u63a5\\u53e3', u'\\u771f\\u6b63', u'\\u597d\\u6d88\\u606f', 'qq']\n",
+        "[u'\\u5fae\\u4fe1', u'\\u5bb9\\u5668', u'\\u4f9d\\u8d56', u'\\u6253\\u5305', 'os', 'webview', 'webkit', 'chromium']\n",
+        "[u'\\u4f9d\\u8d56', u'\\u7cfb\\u7edf', u'\\u771f', u'\\u505a\\u5230', u'\\u5b8c\\u5168\\u4e00\\u81f4', u'\\u80fd\\u529b', 'webview', 'ios', 'android']\n",
+        "[u'\\u597d\\u5947', u'\\u6709\\u6ca1\\u6709', u'\\u4eba', u'\\u7edf\\u8ba1', u'\\u5fae\\u4fe1', u'\\u79fb\\u52a8', u'\\u6d4f\\u89c8\\u5668', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u767e\\u5206\\u6bd4', 'webview']\n",
+        "[u'\\u4f53\\u9a8c', u'\\u6d4f\\u89c8\\u5668', u'\\u62cd\\u7167', u'\\u4e0a\\u4f20', u'\\u5f88\\u5927', u'\\u51e0\\u7387', u'\\u5f15\\u53d1', u'\\u5d29\\u6e83', u'\\u5fae\\u4fe1', u'\\u53e6\\u8f9f\\u8e4a\\u5f84', u'\\u89e3\\u51b3', u'\\u7c7b\\u4f3c', u'\\u95ee\\u9898', 'ios', 'chrome']\n",
+        "[u'\\u567b', u'\\u8f66\\u4e3b', u'\\u6709\\u798f', u'\\u6cb9\\u4ef7', u'\\u6216\\u8fce', u'\\u4eca\\u5e74', u'\\u9996\\u8dcc', u'\\u964d\\u5143\\u5428', u'\\u56fd\\u9645', u'\\u4ef7\\u683c', u'\\u8dcc\\u5e45', u'\\u4e13\\u5bb6', u'\\u524d\\u63d0', u'\\u65e0', u'\\u5b98\\u65b9', u'\\u5e72\\u9884', u'\\u5206\\u4eab', u'\\u641c\\u72d0\\u65b0\\u95fb\\u5ba2\\u6237\\u7aef']\n",
+        "[u'\\u6d4b\\u8bd5']\n",
+        "[u'\\u6d4b\\u8bd5']\n",
+        "['www', 'quirksmode', 'org', 'blog', 'archives', 'problem', 'wit', 'html']\n",
+        "[u'\\u771f\\u7684', u'\\u4f5c\\u6076', u'\\u5b59\\u5b50', u'\\u7fd4', u'\\u8bf4', u'\\u4e00\\u4ef6', u'\\u77e5\\u9053', u'\\u4e00\\u4ef6', u'\\u8c37\\u6b4c', u'\\u4e11\\u4e8b', u'\\u8c37\\u6b4c', u'\\u5e7f\\u544a', u'\\u90e8\\u95e8', u'\\u5229\\u6da6', u'\\u4e3b\\u52a8', u'\\u5e2e\\u52a9', u'\\u5356', u'\\u5047\\u836f', u'\\u89c4\\u907f', u'\\u516c\\u53f8', u'\\u5408\\u89c4', u'\\u5ba1\\u67e5', u'\\u5927\\u91cf', u'\\u5047\\u836f', u'\\u8d70\\u79c1', u'\\u5904\\u65b9\\u836f', u'\\u975e\\u6cd5', u'\\u836f\\u7269', u'\\u7c7b\\u56fa\\u9187', u'\\u5e7f\\u544a', u'\\u7f51\\u9875', u'\\u957f\\u65f6\\u95f4', u'\\u5145\\u65a5', u'\\u641c\\u7d22', u'\\u672c\\u6848', u'\\u8c03\\u67e5', u'\\u51e0\\u5e74', u'\\u524d', u'\\u5206\\u4eab', 'google', 'fbi', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5e74', u'\\u4e4b\\u524d', u'\\u7ebd\\u4ea4\\u6240', u'\\u63a5\\u53d7', u'\\u6295\\u7968\\u6743', u'\\u80a1\\u7968', u'\\u516c\\u53f8', u'\\u6700', u'\\u641e', u'\\u4f18\\u5148', u'\\u6295\\u7968\\u6743', u'\\u628a\\u620f', u'\\u5a92\\u4f53', u'\\u516c\\u53f8', u'\\u4fdd\\u62a4', u'\\u62a5\\u5bfc', u'\\u72ec\\u7acb\\u6027', u'\\u4e3a\\u540d', u'\\u73b0', u'\\u79d1\\u6280', u'\\u516c\\u53f8', u'\\u53d1\\u626c\\u5149\\u5927', 'google']\n",
+        "[u'\\u8bc4\\u4ef7', u'\\u6b3e', u'\\u4ea7\\u54c1', u'\\u6d69\\u6d69', u'\\u5f15\\u7528', u'\\u5ba3\\u4f20', u'\\u89c6\\u9891', u'\\u91cc\\u9762', u'\\u4e00\\u53e5', u'\\u8bdd', u'\\u5b8c', u'\\u4ee5\\u540e', u'\\u7b2c\\u4e00', u'\\u65f6\\u95f4', u'\\u771f\\u7684', u'\\u9707\\u64bc', u'\\u51b7\\u9759\\u4e0b\\u6765', u'\\u4ee5\\u540e', u'\\u4ed4\\u7ec6', u'\\u63a8\\u6572', u'\\u5206\\u4eab', 'microsoft', 'hololens', 'science', 'fiction', 'brings', 'science', 'fact', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u52aa\\u529b', u'\\u6a21\\u4eff', u'\\u5fae\\u535a']\n",
+        "[u'\\u77e5\\u9053', u'\\u5bb6\\u4f19', u'\\u7ade\\u9009', u'\\u603b\\u7edf', 'gates', 'annual', 'letter']\n",
+        "['late', 'thursday', 'price', 'wasn', 'final', 'still', 'subject', 'change', 'value', 'box', 'would', 'carry', 'market', 'capitalization', 'billion']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u9ed1', u'\\u79d1\\u6280', 'new', 'amazing', 'metal', 'hydrophobic', 'makes', 'water', 'bounce', 'like', 'magic']\n",
+        "[u'\\u9ed1', u'\\u79d1\\u6280']\n",
+        "[u'\\u6d4b\\u8bd5', u'\\u4e3b\\u9875', u'\\u83cc', u'\\u8bf4', u'\\u5b66\\u751f', u'\\u9002\\u5408', u'\\u7f8e\\u56fd', u'\\u5dde\\u7acb\\u5927\\u5b66', u'\\xa0', u'\\xa0', u'\\u7f8e\\u56fd', u'\\u5927\\u5b66', u'\\u5206\\u4e3a', u'\\u516c\\u7acb\\u5b66\\u6821', u'\\u79c1\\u7acb', u'\\u5927\\u5b66', u'\\u5dde\\u7acb\\u5927\\u5b66', u'\\u5c5e\\u4e8e', u'\\u516c\\u7acb', u'\\u5927\\u5b66', u'\\u4e00\\u7c7b', u'\\u9009\\u62e9', u'\\u5b66\\u6821', u'\\u9009\\u62e9', u'\\u60f3', u'\\u5206\\u4eab', u'\\u641c\\u72d0\\u65b0\\u95fb\\u5ba2\\u6237\\u7aef']\n",
+        "[u'\\u5c06\\u6765', u'\\u5b8c\\u5168', u'\\u5173\\u95ed', u'\\u7aef\\u53e3', u'\\u662f\\u4e0d\\u662f', u'\\u5e94\\u8be5', u'\\u641e\\u4e2a', 'shadowsock', 'imap']\n",
+        "[u'\\u4ee5\\u540e', u'\\u51fa\\u73b0', u'\\u8d2b\\u56f0\\u5730\\u533a', u'\\u5b66\\u6821', u'\\u6350\\u8d60', u'\\u4e8b\\u8ff9', 'vpn']\n",
+        "[u'\\u8fde\\u63a5', u'\\u7528\\u6237', u'\\u670d\\u52a1', u'\\u65b9\\u9762', u'\\u5fae\\u4fe1', u'\\u8fd9\\u79cd', u'\\u5c01\\u95ed', u'\\u4f53\\u7cfb', u'\\u7c7b\\u6bd4', u'\\u662f\\u5426\\u662f', u'\\u6700', u'\\u6709\\u6548\\u7387', u'\\u65b9\\u5f0f', 'apple']\n",
+        "[]\n",
+        "['youtube', 'defaults', 'html', 'video']\n",
+        "[u'\\u5361\\u5185\\u57fa', u'\\u6885\\u9686', u'\\u5927\\u5b66', u'\\u5b66\\u4e60', u'\\u8ba1\\u7b97\\u673a', u'\\u611f\\u89c9', u'\\u9648\\u709c', u'\\u5370\\u8c61', u'\\u6700\\u6df1', u'\\u6d53\\u539a', u'\\u7f16\\u7a0b\\u8bed\\u8a00', u'\\u7814\\u7a76', u'\\u6c1b\\u56f4', u'\\u540d\\u6821', u'\\u91cc', u'\\u5386\\u4efb', u'\\u4e3b\\u4efb', u'\\u91cc', u'\\u5206\\u4eab', 'cmu', 'cmu', 'school', 'computer', 'science', 'peter', 'lee', 'randy', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5b66\\u4e60', u'\\u5b66\\u4e60', u'\\u79f0\\u4e3a', u'\\u65e5\\u672c', u'\\u4e50\\u575b', u'\\u6bd2\\u7624', u'\\u5df2', u'\\u5220\\u9664', u'\\u8bef', u'\\u627e\\u5bfb', u'\\u4e00\\u4e2a', u'\\u5730\\u56fe', u'\\u70ae', u'\\u70b8\\u51fa', u'\\u672c\\u8d28', u'\\u996d', u'\\u95ee\\u9898', u'\\u518d', u'\\u53d1\\u9175', u'\\u51e0\\u5929', u'\\u4f30\\u8ba1', u'\\u8981\\u6210', u'\\u672c\\u8d28', u'\\u996d', u'\\u767d\\u5ad6\\u65b0\\u89c4', u'\\u6495', u'\\u903c', u'\\u5927\\u6218', u'\\u5de8\\u8aaa', u'\\u597d', u'\\u95dc\\u9375', u'\\u65bc', u'\\u9019\\u9ebc', u'\\u591a\\u8853', u'\\u8a9e\\u5708', u'\\u5167', u'\\u55e8', u'\\u5708\\u5916', u'\\u770b\\u4e0d\\u61c2', u'\\u6211\\u4f86', u'\\u7ffb', u'\\u5206\\u4eab', 'akb', u'Shimizumint', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u9ea6\\u8fea', u'\\u79d2', u'\\u5206\\u65f6', u'\\u4e3e\\u52a8', u'\\u9ea6\\u8fea', u'\\u65f6\\u523b', u'\\u81ea\\u4fe1', u'\\u5f15\\u53d1', u'\\u5b64\\u6ce8\\u4e00\\u63b7', u'\\u7834\\u7f50\\u7834\\u6454', u'\\u4e0d\\u8d1f\\u8d23\\u4efb', u'\\u5f20\\u4f73\\u73ae', u'\\u8c22\\u9080', u'\\u5148', u'\\u6055\\u6211\\u76f4\\u8a00', u'\\u4e00\\u53e5', u'\\u6b64\\u9898', u'\\u9898\\u4e3b', u'\\u4e0b\\u9762', u'\\u76f8\\u5f53', u'\\u56de\\u7b54', u'\\u6709\\u70b9\\u513f', u'\\u60f3', u'\\u6bd4\\u8d5b', u'\\u5148', u'\\u7b80\\u7b54', u'\\u95ee\\u9898', u'\\u9ea6\\u8fea', u'\\u505a', u'\\u5206\\u4eab', 'nba', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u662f\\u4e0d\\u662f', u'\\u9a8c\\u8bc1', u'\\u670d\\u52a1\\u5668', u'\\u8eab\\u4efd', u'\\u529f\\u80fd', u'\\u7406\\u8bba', u'\\u4e5f\\u8bb8', u'\\u62e8\\u53f7', u'\\u6210\\u529f', u'\\u5b9e\\u9645', u'\\u8fde\\u63a5', u'\\u5c5e\\u4e8e', u'\\u5899', u'\\u670d\\u52a1\\u5668', 'pptp', u'\\u5357\\u975e\\u8718\\u86db', u'\\u51ef\\u6587']\n",
+        "[u'\\u9057\\u61be', u'\\u53d1\\u73b0', u'\\u5df2\\u7ecf', u'\\u4e00\\u4e2a', 'app', 'biu']\n",
+        "[u'\\u6628\\u665a', u'\\u8c8c\\u4f3c', u'\\u6f0f\\u6d1e', u'\\u4e2d\\u62db', 'itunes', 'connection']\n",
+        "[u'\\u5957\\u4ef6', u'\\u5df2\\u7ecf', u'\\u8868\\u683c', u'\\u56fe\\u7247', u'\\u5d4c\\u5165', u'\\u529f\\u80fd']\n",
+        "['nike', 'fuelband', 'se', 'ble', 'protocol', 'reversed']\n",
+        "[u'\\u9b54\\u6cd5\\u95e8', u'\\u82f1\\u96c4\\u65e0\\u654c', u'\\u7248', 'ipad']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u59da\\u8d1d\\u5a1c']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u5546\\u4f83Kiwi']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u5546\\u4f83Kiwi']\n",
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+        "[u'\\u8d70\\u8fd1', u'\\u5f00\\u53d1\\u8005', 'linux', 'sarah', 'sharp', 'linux', 'story']\n",
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+        "[u'\\u6bd4\\u5361', u'\\u5185\\u5b58', u'\\u4f7f\\u7528', 'android', 'ios']\n",
+        "[u'\\u5185\\u5b58', u'\\u4e00\\u4e9b', u'\\u4e8b\\u60c5', u'\\u6280\\u672f', u'\\u5b66\\u4e60', u'\\u5b66\\u4e60', u'\\u8fdb\\u6b65', 'linux', 'free', 'linux']\n",
+        "[u'\\u6811\\u8393', u'\\u6d3e', u'\\u4f7f\\u7528', u'\\u5c0f\\u8bb0', u'\\u53d1\\u73b0', u'\\u6280\\u672f', u'\\u5b66\\u4e60', u'\\u5b66\\u4e60', u'\\u8fdb\\u6b65', 'raspberry', 'pi']\n",
+        "[u'\\u4f7f\\u7528', u'\\u706b\\u7130', u'\\u56fe', u'\\u5206\\u6790', u'\\u6027\\u80fd', u'\\u56de\\u9000', u'\\u95ee\\u9898', u'\\u6280\\u672f', 'cpu']\n",
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+        "['yangyangwithgnu', 'use', 'vim', 'ide', 'github']\n",
+        "['vim', 'ide', 'yangyangwithgnu', 'use', 'vim', 'ide', 'github']\n",
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+        "[]\n",
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+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
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+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u4e00\\u4e50 \\u7684\\u6587\\u7ae0']\n",
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+        "[u'\\u7261\\u4e39\\u6c5f\\u6d77\\u6d6a\\u673a\\u573a']\n",
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+        "[u'\\u7535\\u89c6\\u5267', u'\\u89c2\\u4f17', u'\\u53e3\\u5473', u'\\u62a5\\u544a']\n",
+        "[u'MongoDB\\u4e2d\\u56fd']\n",
+        "[u'\\u5e74', u'\\u8d5b\\u4e8b', u'\\u7ec8\\u6781', u'\\u624b\\u518c', u'\\u4e00\\u5f20', u'\\u56fe', u'\\u8bb0\\u4f4f', u'\\u8db3\\u7403\\u5927\\u8d5b', u'\\u65f6\\u95f4\\u8868']\n",
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+        "[u'\\u667a\\u80fd', u'\\u76d1\\u63a7', u'\\u89e3\\u51b3\\u65b9\\u6848', u'\\u65c1\\u89c2\\u8005', u'\\u535a\\u5ba2\\u56ed', 'statsd', 'graphite', u'\\u7814\\u53d1\\u89e3\\u51b3\\u65b9\\u6848\\u4ecb\\u7ecd']\n",
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+        "[u'\\u7ebf\\u4e0a', u'\\u5e94\\u7528', u'\\u6392\\u67e5', u'\\u8bca\\u65ad', u'\\u89c4\\u8303', u'\\u65c1\\u89c2\\u8005', u'\\u535a\\u5ba2\\u56ed', 'java']\n",
+        "[u'\\u5f00\\u53d1', u'\\u57fa\\u672c\\u51c6\\u5219', u'\\u5b9e\\u5f55', u'\\u8bbf\\u95ee', u'\\u5b89\\u5168', u'\\u65c1\\u89c2\\u8005', u'\\u535a\\u5ba2\\u56ed', 'web', 'web']\n",
+        "[u'\\u53d1\\u73b0', u'\\u4e00\\u7bc7', u'\\u725b', u'\\u725b', u'\\u6587\\u7ae0', u'\\u5206\\u4eab', u'\\u633d\\u6551', u'\\u7167\\u7247', u'\\u54ea\\u5bb6', u'\\u5f3a', u'\\u62db\\u52a9', u'\\u5316\\u8150\\u673d\\u4e3a\\u795e\\u5947', u'\\u5206\\u4eab', 'zol', u'ZOL\\u725b\\u6587\\u5206\\u4eab', u'ZOL\\u4e2d\\u5173\\u6751\\u5728\\u7ebf\\uff09']\n",
+        "[u'\\u5e74\\u8f7b', u'\\u5c11', u'\\u7fa1\\u6155', u'\\u865a\\u8363', u'\\u52aa\\u529b']\n",
+        "[u'\\u4f20\\u56fe']\n",
+        "[u'\\u60f3', u'\\u54cd\\u5e94', u'\\u5f0f', u'\\u5e03\\u5c40', u'\\u89e3\\u51b3', u'\\u79fb\\u52a8', u'\\u5316', u'\\u5de5\\u7a0b\\u5e08', u'\\u610f\\u6deb']\n",
+        "[u'\\u7ea2\\u5305']\n",
+        "[u'\\u540c\\u4e8b', u'\\u5b9d\\u5251']\n",
+        "[u'\\u88c5', u'\\u9053\\u5fb7', u'\\u538b\\u51fa\\u6765', u'\\u7a33\\u5b9a', u'\\u5fcd', u'\\u548c\\u7766', u'\\u5e78\\u798f']\n",
+        "[u'\\u88c5', u'\\u9053\\u5fb7', u'\\u538b\\u51fa\\u6765', u'\\u7a33\\u5b9a', u'\\u5fcd', u'\\u548c\\u7766', u'\\u5e78\\u798f']\n",
+        "[u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\u5237\\u5c4f', u'\\u8fd9\\u662f', u'\\u4e1c\\u897f', 'timeline']\n",
+        "[u'\\u597d\\u50cf', u'\\u817e\\u8baf', u'\\u8857\\u666f', u'\\u8f66', u'\\u62cd']\n",
+        "[u'\\u521a\\u521a', u'\\u597d\\u50cf', u'\\u817e\\u8baf', u'\\u8857\\u666f', u'\\u8f66', u'\\u62cd']\n",
+        "[u'\\u611f\\u89c9', u'\\u5730\\u9707']\n",
+        "[u'\\u8b66\\u5bdf', u'\\u53d4\\u53d4', u'\\u770b\\u7740\\u529e', u'\\u9a97', u'\\u70b9\\u51fb']\n",
+        "[u'\\u7a81\\u7136', u'\\u53d1\\u73b0', u'\\u4e4b\\u524d', u'\\u5fae\\u535a', u'\\u6635\\u79f0', u'\\u4e00\\u4e2a', u'\\u59b9\\u5b50', u'\\u62a2', u'\\u4e38\\u5b50']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u4eba', u'\\u5947\\u5899']\n",
+        "[u'\\u611f\\u8c22', u'\\u8d2d\\u7269', u'\\u5361', u'\\u4e70', u'\\u6a31\\u6843', u'\\u817e\\u8baf\\u5b89\\u5168\\u5e94\\u6025\\u54cd\\u5e94\\u4e2d\\u5fc3']\n",
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+        "[u'\\u5fae\\u4fe1', u'\\u56e2\\u961f']\n",
+        "[u'\\u5fae\\u4fe1', u'\\u540e\\u53f0', u'\\u9650\\u5236', u'\\u57df\\u540d', u'\\u5f04', u'\\u8ba4\\u8bc1', u'\\u505a', 'oauth']\n",
+        "[u'\\u5fae\\u4fe1', u'\\u540e\\u53f0', u'\\u9650\\u5236', u'\\u57df\\u540d', u'\\u5f04', u'\\u8ba4\\u8bc1', u'\\u505a', 'js', 'api', 'oauth']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
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+        "[u'\\u6bcf\\u4e2a', u'\\u7528\\u6237', u'\\u5b9a\\u5236', u'\\u542f\\u52a8', u'\\u56fe\\u5c42', u'\\u4f4d\\u7f6e', u'\\u7f29\\u653e', u'\\u7ea7\\u522b']\n",
+        "[u'\\u5206', u'\\u56fe\\u5c42', u'\\u7c7b\\u578b', u'\\u4e3b\\u8981', u'\\u74e6\\u7247', u'\\u7c7b\\u578b', u'\\u56db\\u79cd', u'\\u670d\\u52a1', u'\\u5b9a\\u5236', u'\\u4e24\\u79cd', u'\\u56fe\\u5c42', 'xyz', 'wms', 'wmts', 'geojson', 'geojson', 'heatmap', 'layer', 'cluster', 'layer']\n",
+        "[u'\\u70ed', u'\\u529b\\u56fe', u'\\u5b9a\\u5236', u'\\u65b9\\u5f0f', 'xyz', 'wmts', 'wms']\n",
+        "[u'\\u65e0\\u6cd5', u'\\u5b9a\\u5236', u'\\u641e', u'\\u4e00\\u5957', u'\\u5207\\u7247', u'\\u89c4\\u5219', u'\\u5730\\u56fe', u'\\u6e90', u'\\u8bb8\\u591a', u'\\u5730\\u56fe', u'\\u6e90', u'\\u771f\\u662f', u'\\u8981\\u547d']\n",
+        "[u'\\u6548\\u679c', u'\\u597d', u'\\u5929\\u7406', 'map', 'dwebgis']\n",
+        "[u'\\u4eca\\u5929', u'\\u665a\\u4e0a', u'\\u636f', u'\\u996c', u'\\u4e00\\u4e0b', u'\\u73b0\\u5728', u'\\u5df2\\u7ecf', u'\\u652f\\u6301', u'\\u74e6\\u7247', u'\\u5404\\u7c7b', u'\\u56fe\\u5c42', u'\\u74e6\\u7247', u'\\u5f71\\u50cf', u'\\u52a8\\u6001\\u56fe', u'\\u5c42', u'\\u8981\\u7d20', u'\\u56fe\\u5c42', u'\\u6700\\u540e', u'\\u4e00\\u4e2a', u'\\u56fe\\u5c42', u'\\u7b2c\\u4e09\\u5f20', u'\\u70ed', u'\\u529b\\u56fe', u'\\u6765\\u81ea', u'\\u4e2d\\u56fd', 'wms', 'wmts', 'xyz', 'geojson', 'geojson', 'heatmaplayer', 'clusterlayer', 'arcgis', 'geojson', 'arcgis', 'online']\n",
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+        "[]\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0', u'\\u7b56']\n",
+        "[]\n",
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+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u641e', u'\\u4e00\\u4e2a', u'\\u72af\\u4e8c', 'bug']\n",
+        "['economic', 'machine', 'works']\n",
+        "[u'\\u5468\\u672b', u'\\u4e0b\\u5348', u'\\u56fe\\u4e66\\u9986', u'\\u5446', u'\\u534a\\u5929', u'\\u633a\\u4e0d\\u9519']\n",
+        "[u'\\u4eca\\u5929', u'\\u6253\\u7403', u'\\u611f\\u89c9', u'\\u4e0d\\u9519']\n",
+        "[u'\\u53f2\\u5bc6\\u65af', u'\\u592b\\u5987', 'joe', 'strummer', 'mescaleros', 'mondo', 'bongo']\n",
+        "[u'\\u8c8c\\u4f3c', u'\\u4e0d\\u9519', u'\\u6837\\u5b50', 'windows']\n",
+        "['yann', 'tiersen', 'le', 'jour', 'avant']\n",
+        "[u'\\u6253\\u7403', u'\\u592a\\u5e05', u'\\u7231\\u6b7b']\n",
+        "['sissel', 'matter']\n",
+        "[u'\\u4e0b\\u96ea']\n",
+        "[u'\\u6c34\\u679c', u'\\u5229\\u6da6', u'\\u8425\\u6536', u'\\u4e0d\\u7ed9\\u529b', 'ms', 'ms']\n",
+        "[u'\\u5e2e', u'\\u5bb6\\u4eba', u'\\u4e70', u'\\u8054\\u901a', u'\\u624b\\u673a', u'\\u79fb\\u52a8', u'\\u5361', u'\\u63d2\\u8fdb\\u53bb', u'\\u4f7f\\u7528', u'\\u79fb\\u52a8', u'\\u6253\\u7535\\u8bdd', u'\\u95ee', u'\\u5ba2\\u670d', u'\\u539f\\u6765', u'\\u8054\\u901a', u'\\u79fb\\u52a8', u'\\u9891\\u6bb5', u'\\u91cd\\u5408', u'\\u4e0d\\u660e', u'\\u89c9\\u5389']\n",
+        "[u'\\u6740\\u624b', u'\\u73a9\\u6cd5', u'\\u6700', u'\\u4e30\\u5bcc', u'\\u7248\\u672c', u'\\u6700\\u591a', u'\\u6740\\u4eba', u'\\u6e38\\u620f', u'\\u5e73\\u53f0', u'\\u5df2', u'\\u66f4\\u65b0', u'\\u521b\\u65b0', u'\\u7248', u'\\u5feb\\u4e50', u'\\u5927\\u672c\\u8425', u'\\u5367\\u5e95', u'\\u6e38\\u620f', u'\\u5929\\u9ed1\\u8bf7', u'\\u95ed\\u773c', u'\\u4f53\\u9a8c', u'\\u7f8e\\u5973', u'\\u6740\\u624b', u'\\u5e05\\u54e5', u'\\u8b66\\u5bdf', u'\\u60ca\\u9669', u'\\u8f83\\u91cf', u'\\u4e0b\\u8f7d', u'\\u731b\\u51fb', u'\\u6740\\u4eba', u'\\u6e38\\u620f', 'online']\n",
+        "[u'\\u5c0f\\u533a', u'\\u53d1\\u751f', u'\\u62a2\\u52ab\\u6848', u'\\u53d1\\u751f', u'\\u6d41\\u8840', u'\\u4e8b\\u4ef6', u'\\u5e74\\u5e95', u'\\u6ce8\\u610f\\u5b89\\u5168', u'\\u5e73\\u5b89\\u5317\\u4eac']\n",
+        "[u'\\u5c0f', u'\\u95fa\\u5973', u'\\u5b66\\u4f1a', u'\\u4e24\\u4f4d\\u6570', u'\\u52a0\\u6cd5', u'\\u8001\\u5e08', u'\\u771f', u'\\u597d']\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u9e7f\\u9f0e\\u8bb0', u'\\u4e8c\\u70ae', u'\\u624b', u'\\u7504', u'\\u5b1b', u'\\u519c\\u6c11', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
+        "[u'\\u89c1\\u8d24\\u601d\\u9f50', u'\\u4e0d\\u8d24', u'\\u81ea\\u7701']\n",
+        "[u'\\u73b0\\u5728', u'\\u5199', u'\\u4e1c\\u897f', u'\\u300e', u'\\u65e5\\u4f9b', u'\\u5341\\u884c', u'\\u4e0d\\u671f', u'\\u901f\\u6210', u'\\u300f', u'\\u8fdb\\u5ea6', u'\\u597d\\u6162']\n",
+        "[u'\\u73b0\\u5728', u'\\u5199', u'\\u4e1c\\u897f', u'\\u300e', u'\\u62f1', u'\\u5341\\u884c', u'\\u4e0d\\u671f', u'\\u901f\\u6210', u'\\u300f', u'\\u8fdb\\u5ea6', u'\\u597d\\u6162']\n",
+        "[u'\\u62db\\u5546\\u94f6\\u884c']\n",
+        "[u'\\u6d88\\u8d39', u'\\u5143', u'\\u8d85\\u8fc7', u'\\u5c0f\\u7c73', u'\\u7528\\u6237', u'\\u4efb\\u6027', u'\\u770b\\u770b', u'\\u8d26\\u5355', u'\\u5206\\u4eab', u'2014\\u5c0f\\u7c73\\u5e74\\u5ea6\\u5927\\u6570\\u636e', u'\\u5c0f\\u7c73\\u624b\\u673a']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u56fe\\u96c6', u'\\u7855\\u58eb', u'\\u7537\\u5077\\u4e2a', u'\\u95e8\\u628a\\u624b', u'\\u88c5\\u4fee', u'\\u623f\\u5b50', u'\\u6d3b\\u8be5', u'\\u4e00\\u8f88\\u5b50', u'\\u51e4\\u51f0', u'\\u7537']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u56fe\\u96c6', u'\\u7855\\u58eb', u'\\u7537\\u5077\\u4e2a', u'\\u95e8\\u628a\\u624b', u'\\u88c5\\u4fee', u'\\u623f\\u5b50', u'\\u6d3b\\u8be5', u'\\u4e00\\u8f88\\u5b50', u'\\u51e4\\u51f0', u'\\u7537']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u56fe\\u96c6', u'\\u7855\\u58eb', u'\\u7537\\u5077\\u4e2a', u'\\u95e8\\u628a\\u624b', u'\\u88c5\\u4fee', u'\\u623f\\u5b50', u'\\u6d3b\\u8be5', u'\\u4e00\\u8f88\\u5b50', u'\\u51e4\\u51f0', u'\\u7537']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u56fe\\u96c6', u'\\u7855\\u58eb', u'\\u7537\\u5077\\u4e2a', u'\\u95e8\\u628a\\u624b', u'\\u88c5\\u4fee', u'\\u623f\\u5b50', u'\\u6d3b\\u8be5', u'\\u4e00\\u8f88\\u5b50', u'\\u51e4\\u51f0', u'\\u7537']\n",
+        "['test']\n",
+        "['test']\n",
+        "['test']\n",
+        "[u'\\u901f\\u5ea6']\n",
+        "[u'\\u300e', u'\\u5c0f\\u7c73', u'\\u25cf', u'\\u5c0f\\u76d2\\u5b50', u'\\u300f', u'\\u53ea\\u7f3a', u'\\u4e1c\\u897f', u'\\u5b8c\\u7f8e', u'\\u53e3', u'\\u6709\\u4e2a', u'\\u53e3', u'\\u5360\\u7528', u'\\u7a7a\\u95f4', u'\\u89e3\\u51b3', u'\\u95ee\\u9898', u'\\u8865\\u5145', u'\\u7f3a\\u61be', u'\\u4e0d\\u7ed9\\u529b', u'\\u5ef6\\u5c55', u'\\u7f51\\u5361', u'\\u76f4', u'\\u63d2', u'\\u64ad\\u653e', u'\\u9ad8\\u6e05', u'\\u89c6\\u9891', u'\\u4e70', u'\\u5c0f\\u7c73', u'\\u76d2\\u5b50', 'usb', 'micro', 'usb', 'otg', 'usb', 'wifi', 'usb', 'usb']\n",
+        "[u'\\u7b2c\\u56db\\u5b63', u'\\u96c6', u'\\u7591\\u72af', u'\\u8ffd\\u8e2a', u'\\u91cc', u'\\u54c8\\u7f57\\u5fb7', u'\\u7a33\\u5b9a', u'\\u91d1\\u878d\\u5e02\\u573a', u'\\u6d3e', u'\\u4eba', u'\\u690d\\u5165', u'\\u75c5\\u6bd2', u'\\u4ea4\\u6613\\u6240', u'\\u7cfb\\u7edf', u'\\u5c4f\\u5e55', u'\\u7279\\u5199', u'\\u53bb\\u5e74', u'\\u66dd', u'\\u7cfb\\u5217', u'\\u6f0f\\u6d1e', u'\\u5410', u'\\u7cdf\\u70b9', u'\\u5728\\u4e8e', u'\\u65f6\\u95f4', u'\\u7d27\\u5f20', u'\\u6d4b\\u8bd5\\u4ee3\\u7801', u'\\u6f0f\\u6d1e', u'\\u8be6\\u60c5', u'\\u8dd1', 'cve', 'gnu', 'linux', 'bash']\n",
+        "[u'\\u5e03\\u5e03\\u4ee3\\u8d2d']\n",
+        "[u'\\u987a\\u4e30\\u901f', u'\\u8fd0\\u5b98', u'\\u5fae']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u62d2\\u5a5a', u'\\u653b\\u7565', u'\\u4e00\\u53e5', u'\\u8bdd', u'\\u7ec8\\u7ed3', u'\\u6625\\u8282', u'\\u903c\\u5a5a']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u9999\\u6e2f', u'\\u6d77\\u5cb8', u'\\u51fa\\u73b0', u'\\u84dd\\u8272', u'\\u8367\\u5149', u'\\u6d77\\u6ee9', u'\\u7626\\u9a7c']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u8ddf\\u8d34', u'\\u7814\\u7a76', u'\\u79f0\\u591a', u'\\u7761', u'\\u5c0f\\u65f6', u'\\u5de5\\u8d44', u'\\u589e\\u52a0']\n",
+        "[u'\\u4e3a\\u5565', u'\\xab', u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\xbb', u'\\u5927\\u5b66', u'\\u65f6\\u4ee3', u'\\u627e', u'\\u73ed', u'\\u4eba\\u6765\\u6f14', u'\\u4e24\\u4e2a', u'\\u7248\\u672c']\n",
+        "[u'\\u6c5f\\u9634', u'\\u7535\\u4fe1', u'\\u5df2\\u7ecf', u'\\u90e8\\u7f72', u'\\u4ee5\\u540e', u'\\u516c\\u7f51', u'\\u5730\\u5740', u'\\u8bf4', u'\\u518d\\u89c1', 'nat']\n",
+        "[u'\\u4e2d', u'\\u8fd0\\u8425\\u5546', u'\\u7ea7\\u522b', 'nat', u'NAT444']\n",
+        "[u'\\u4e2d', u'\\u8fd0\\u8425\\u5546', u'\\u7ea7\\u522b', 'nat', u'NAT444']\n",
+        "[u'\\u62e8', u'\\u6b63\\u5e38', u'\\u8bf4\\u670d', u'\\u7535\\u4fe1', u'\\u516c\\u7f51', 'vpn', 'ip', u'\\u70ba\\u4f55\\u54a9']\n",
+        "[u'\\u6253\\u7535\\u8bdd', u'\\u7535\\u4fe1', u'\\u5ba2\\u670d', u'\\u804a', u'\\u4e00\\u4e0b', u'\\u987a\\u5229', u'\\u7b56\\u7565', u'\\u4e2d', u'\\u79fb\\u9664', u'\\u4e00\\u4f1a', u'\\u91cd\\u542f', u'\\u8bbe\\u5907', u'\\u516c\\u7f51', u'\\u5730\\u5740', 'ok', u'NAT444']\n",
+        "[]\n",
+        "[u'\\u9ad8\\u6548', u'\\u751f\\u6d3b', u'Doit.im\\u6652\\u6210\\u7ee9\\u8d62Pro', u'Doit.im\\u5b98\\u65b9\\u5ba2\\u670d']\n",
+        "[u'\\u9ad8\\u6548', u'\\u751f\\u6d3b', u'Doit.im\\u6652\\u6210\\u7ee9\\u8d62Pro', u'Doit.im\\u5b98\\u65b9\\u5ba2\\u670d']\n",
+        "[u'\\u5e02\\u573a', u'\\u73b0\\u5728', u'\\u9700\\u8981', u'\\u4e00\\u4e2a', u'\\u66ff\\u4ee3', u'\\u4ea7\\u54c1', u'\\u5929\\u65f6', u'\\u5df2\\u7ecf', u'\\u76ee\\u524d', u'\\u6ca1\\u4eba', u'\\u505a', 'evernote']\n",
+        "[u'\\u65e9\\u4e0a', u'\\u516d\\u70b9', u'\\u7761', u'\\u5341\\u70b9', u'\\u73b0\\u5728', u'\\u56f0\\u6b7b']\n",
+        "[u'\\u6574\\u7406', u'\\u684c\\u5b50', u'\\u7ffb\\u51fa\\u6765', u'\\u611f\\u52a8', u'\\u54ed']\n",
+        "[u'\\u5c5e\\u4e8e', u'\\u4e0d\\u9760', u'\\u8c31', u'\\u7f51\\u7ad9', u'\\u8bf7', u'\\u8c28\\u614e', 'hai']\n",
+        "[u'\\u6253\\u7b97', u'\\u4e70', u'\\u4e00\\u4e2a', u'\\u652f\\u6301', u'\\u4e00\\u4e0b', u'\\u8db3\\u591f', u'\\u6b7b\\u6d3b', u'\\u8df3', u'\\u65e5\\u672c', u'\\u7f51\\u7ad9', u'\\u770b\\u4e0d\\u61c2', 'xmind', 'pro', 'free']\n",
+        "[u'\\u4e00\\u4e2a\\u6708', u'\\u65f6\\u95f4', u'\\u94bb']\n",
+        "[u'\\u5783\\u573e', u'\\u8d70\\u8def', u'\\u82cf\\u5dde', u'\\u8d70', u'\\u676d\\u5dde', 'ems']\n",
+        "[u'\\u73b0\\u5728', u'\\u62db', u'\\u4eba', u'\\u4e0b\\u624b', u'\\u6162', u'\\u751f\\u7c73', u'\\u716e', u'\\u6210\\u719f', u'\\u996d']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u627e\\u56de', u'\\u94b1\\u5305', u'\\u6574\\u4e2a', u'\\u4eba', u'\\u8f7b\\u677e', u'\\u770b\\u5230', u'\\u90a3\\u4e00\\u523b', u'\\u611f\\u89c9', u'\\u96be\\u4ee5\\u5f62\\u5bb9', u'\\u5b8c\\u5168', u'\\u6ca1\\u770b', u'\\u5361', u'\\u94b1', u'\\u62ff\\u5230', u'\\u624b', u'\\u7d27\\u7d27', u'\\u62fd', u'\\u4f4f', u'\\u751f\\u6015', u'\\u4e22']\n",
+        "[u'\\u7acb\\u529f', u'\\u4e00\\u53f0', u'\\u65b0\\u88c5', u'\\u7cfb\\u7edf', u'\\u673a\\u5668', u'\\u7a81\\u7136', u'\\u544a\\u8bc9', u'\\u786c\\u76d8', 'mac', 'qq']\n",
+        "[u'\\u5fae\\u7c73', u'\\u5fae\\u7c73', u'\\u5708\\u4f4f', u'\\u793e\\u4ea4\\u5708', u'\\u81ea\\u7531\\u81ea\\u5728', u'\\u6df7\\u8ff9', u'\\u5708\\u5b50', u'\\u7545\\u5feb', u'\\u8868\\u8fbe', u'\\u518d', u'\\u65e0\\u62d8\\u675f', u'\\u5b89\\u88c5', u'\\u5fae\\u7c73', u'\\u5fd7\\u540c\\u9053\\u5408', u'\\u4eba', u'\\u4e00\\u8d77', u'\\u5206\\u4eab', u'\\u7545\\u804a', u'\\u4eb2', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', 'hold', u'\\u4e00\\u8d77\\u7fa4\\u5f00\\u5fc3']\n",
+        "[u'\\u4e8b\\u60c5', u'\\u5df2\\u7ecf', u'\\u8d85\\u8fc7', u'\\u60f3\\u8c61\\u529b']\n",
+        "[u'\\u65e9\\u4e0a', u'\\u4e03\\u70b9', u'\\u5e72\\u5230', u'\\u70b9', u'\\u9189']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247', u'\\u7a0b\\u5e8f\\u5458', u'\\u5e38\\u53bb', u'\\u9876\\u7ea7', u'\\u5f00\\u53d1', u'\\u793e\\u533a', u'Get\\u793e\\u533a \\u300d']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u5ba4\\u5185', u'\\u5b9a\\u4f4d']\n",
+        "[u'\\u4e00\\u74f6', u'\\u7ea2\\u725b', u'\\u559d\\u4e0b\\u53bb', u'\\u7761\\u4e0d\\u7740', u'\\u7761\\u4e0d\\u7740', u'\\u80fd\\u91cf', u'\\u8d85\\u4e4e', u'\\u60f3\\u50cf']\n",
+        "[u'\\u5693\\u5693', u'\\u5693', u'\\u4e0d\\u8be5', u'\\u7761\\u89c9', u'\\u65f6\\u95f4', u'\\u522b\\u7761\\u4e86', u'\\u7761\\u4e0d\\u7740', u'\\u6ca1\\u4e8b\\u513f', u'\\u518d', u'\\u4e00\\u96c6', 'sb', 'breaking', 'bad']\n",
+        "[u'\\u4e00\\u53d1', u'\\u4e8c\\u53d1', u'\\u540c\\u6837', u'\\u8282\\u594f', u'\\u4e0d\\u53cc\\u8bef']\n",
+        "[u'\\u518d\\u89c1', u'\\u8001\\u767d']\n",
+        "['check', u\"cnnbrk's Tweet:\"]\n",
+        "[u'\\u5fd9', u'\\u5929\\u660f\\u5730\\u6697']\n",
+        "[u'\\u7eb3\\u8c46']\n",
+        "['root']\n",
+        "[]\n",
+        "[u'\\u6bd4\\u8d5b', u'\\u7ed3\\u675f', u'\\u53cc\\u65b9', u'\\u63e1\\u624b', u'\\u8bf4\\u4e9b', 'congratulations']\n",
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+        "[u'\\u62c9\\u5965', u'\\u5c3c\\u5947', u'\\u53d1\\u7403', u'\\u592a', 'imba']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
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+        "[u'\\u7f8e\\u56e2', u'\\u5916\\u5356', u'\\u591a\\u4e45', u'\\u5403\\u996d']\n",
+        "[u'\\u4e00\\u4e2a\\u6708', u'\\u5148\\u53d1', u'\\u4e00\\u6b21', u'\\u5fae\\u535a', u'\\u6ce5\\u57a2']\n",
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+        "[u'\\u62c5\\u5f53', u'\\u90ed\\u6d9b', u'\\u5b58\\u50a8', u'\\u4e16\\u754c', u'\\u6280\\u672f', u'\\u535a\\u5ba2', 'cio', 'cto']\n",
+        "[u'\\u5b58\\u50a8', u'\\u53cc\\u6d3b', u'\\u4fdd', u'\\u4e1a\\u52a1', u'\\u6c38\\u7eed', u'\\u90ed\\u6d9b', u'\\u5b58\\u50a8', u'\\u4e16\\u754c', u'\\u6280\\u672f', u'\\u535a\\u5ba2', 'cto']\n",
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+        "[u'\\u8363\\u4e4b\\u8054', u'\\u73b0\\u5728', u'\\u8f6c\\u578b', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u6700\\u4f73\\u65f6\\u673a', u'\\u90ed\\u6d9b', u'\\u5b58\\u50a8', u'\\u4e16\\u754c', u'\\u6280\\u672f', u'\\u535a\\u5ba2', 'cto']\n",
+        "[u'\\u8bf4', u'\\u4e2d\\u56fd', u'\\u6df7\\u5408', u'\\u4e91', u'\\u670d\\u52a1', u'\\u90ed\\u6d9b', u'\\u5b58\\u50a8', u'\\u4e16\\u754c', u'\\u6280\\u672f', u'\\u535a\\u5ba2', 'cto']\n",
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+        "[u'\\u4e91\\u53ef', u'\\u56fd\\u4ea7', u'\\u66ff\\u4ee3', u'\\u90ed\\u6d9b', u'\\u5b58\\u50a8', u'\\u4e16\\u754c', u'\\u6280\\u672f', u'\\u535a\\u5ba2', 'os', 'cto']\n",
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+        "[u'\\u670d\\u52a1', u'\\u767d\\u83dc\\u4ef7', u'\\u513f', u'\\u4e91\\u5316', u'\\u95ee\\u9898', u'\\u90ed\\u6d9b', u'\\u5b58\\u50a8', u'\\u4e16\\u754c', u'\\u6280\\u672f', u'\\u535a\\u5ba2', 'idc', 'cto']\n",
+        "[u'\\u878d\\u5408', u'\\u5b58\\u50a8', u'\\u4e4b\\u9053', u'\\u90ed\\u6d9b', u'\\u5b58\\u50a8', u'\\u4e16\\u754c', u'\\u6280\\u672f', u'\\u535a\\u5ba2', 'hp', 'cto']\n",
+        "[u'\\u707e\\u5907', u'\\u7f3a', u'\\u4e00\\u5957', u'\\u8bc4\\u4ef7', u'\\u4f53\\u7cfb', u'\\u90ed\\u6d9b', u'\\u5b58\\u50a8', u'\\u4e16\\u754c', u'\\u6280\\u672f', u'\\u535a\\u5ba2', 'cto']\n",
+        "[u'\\u62c9\\u5f00', u'\\u5546\\u7528', u'\\u5927\\u5e55', u'\\u90ed\\u6d9b', u'\\u5b58\\u50a8', u'\\u4e16\\u754c', u'\\u6280\\u672f', u'\\u535a\\u5ba2', 'hp', 'helion', 'cto']\n",
+        "[u'\\u6234\\u5c14', u'\\u6559', u'\\u4e09\\u6b65', u'\\u4e0a\\u4e91', u'\\u90ed\\u6d9b', u'\\u5b58\\u50a8', u'\\u4e16\\u754c', u'\\u6280\\u672f', u'\\u535a\\u5ba2', 'cto']\n",
+        "[u'\\u7545\\u901a', u'\\u8baf', u'\\u9996\\u5e2d', u'\\u6267\\u884c\\u5b98', u'\\u9ec4\\u5143\\u5e9a', u'\\u535a\\u58eb', u'\\u5356', u'\\u4ea7\\u54c1', u'\\u5356', u'\\u670d\\u52a1', u'\\u90ed\\u6d9b', u'\\u5b58\\u50a8', u'\\u4e16\\u754c', u'\\u6280\\u672f', u'\\u535a\\u5ba2', 'cto']\n",
+        "[u'\\u667a', u'\\u660e\\u661f', u'\\u901a\\u642d', u'\\u4e91\\u6865', u'\\u90ed\\u6d9b', u'\\u5b58\\u50a8', u'\\u4e16\\u754c', u'\\u6280\\u672f', u'\\u535a\\u5ba2', 'cto']\n",
+        "[u'\\u4e91', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u56fd\\u4ea7', u'\\u66ff\\u4ee3', u'\\u90ed\\u6d9b', u'\\u5b58\\u50a8', u'\\u4e16\\u754c', u'\\u6280\\u672f', u'\\u535a\\u5ba2', 'cto']\n",
+        "['nobody', 'said', 'easy']\n",
+        "[u'\\u89c6\\u9891', u'\\u4f60\\u5ff5', u'\\u66fe\\u7ecf', u'\\u5206\\u4eab', 'want', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u94a2\\u7434', u'\\u7248', u'\\u5206\\u4eab', 'wish', 'avril', 'lavigne', u'56\\u7f51\\uff09']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'maximilian', 'hecker', 'creep', 'fm', u'\\u79c1\\u4eba\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "['lumineers', 'slow', 'live', 'kexp']\n",
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+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
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+        "[u'\\u5466', u'\\u4e0a\\u73ed', u'\\u513f', u'\\u7761', u'\\u4e0d\\u591f']\n",
+        "[u'\\u770b\\u8fc7', u'\\u5e7b\\u5f71', u'\\u8f66\\u795e', u'\\u9b54\\u76d7', u'\\u6fc0\\u60c5', u'\\u5361', u'\\u8299', u'\\u90a3\\u6bb5', u'\\u821e', u'\\u771f\\u662f', u'\\u7889\\u5821', u'\\u5228', u'\\u5f00\\u6302', u'\\u5370\\u5ea6', u'\\u98ce\\u4e0d\\u8c08', u'\\u963f\\u7c73\\u5c14', u'\\u6c57', u'\\u771f\\u4e43\\u795e', u'\\u6f14\\u6280', 'hoooooooooly', 'crap']\n",
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+        "['write', 'paragraphs', 'tweetstorm', u'Medium, instead of a']\n",
+        "['phone', 'exclusive', 'att', 'see', 'reason', 'jeff', 'would', 'want', 'way', 'deal', 'att', u'verge', u'AustinCarr I wonder why the']\n",
+        "['ordered', 'amazonecho']\n",
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+        "['new', 'post', 'staff']\n",
+        "['new', 'post', 'staff']\n",
+        "[u'\\u53c2\\u52a0', u'\\u62bd\\u5956', u'\\u897f\\u96c5\\u56fe', u'\\u672c\\u5730', u'\\u897f\\u96c5\\u56fe', u'\\u6d77\\u9e70', u'\\u961f', u'\\u70ed\\u60c5', u'\\u6839\\u672c', u'\\u65e0\\u4eba\\u80fd\\u654c', 'seattleseahawks', 'aunque', u'\\u7ed9\\u70b9ColorCC', u'NFL\\u4e2d\\u56fd', u'\\u9c7c\\u5b50\\u9171Sandra']\n",
+        "['new', 'post', 'staff']\n",
+        "['new', 'post', 'staff']\n",
+        "['new', 'post', 'staff']\n",
+        "[u'\\u4e2d', u'\\u9886\\u53d6', u'\\u897f\\u96c5\\u56fe', u'\\u73a9\\u4e50', u'\\u653b\\u7565', u'\\u70b9', u'\\u4e94\\u9053', u'\\u5bff\\u53f8', u'\\u5373\\u8d60', u'\\u514d\\u8d39', u'\\u6f02\\u6d6e', u'\\u62b9', u'\\u8336\\u996e\\u6599', u'\\u7701\\u94b1', 'seattlegps', 'ten', 'sushi', u'\\u5fae\\u535a\\u4f18\\u60e0']\n",
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+        "['new', 'post', 'staff']\n",
+        "['new', 'post', 'staff']\n",
+        "['new', 'post', 'staff']\n",
+        "['new', 'post', 'staff']\n",
+        "['new', 'post', 'staff']\n",
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+        "[u'\\u513f\\u5b50', u'\\u73a9\\u5177\\u8f66']\n",
+        "[u'\\u4e00\\u6643', u'\\u6df7', u'\\u5e74', 'chinaunix']\n",
+        "[u'\\u52aa\\u529b', u'\\u5e0c\\u671b', u'\\u52aa\\u529b', u'\\u8fde\\u95e8']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u7b49\\u5f85', u'\\u80fd\\u591f', u'\\u770b\\u89c1', u'\\u4e0e\\u4f17\\u4e0d\\u540c', u'\\u4eba']\n",
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+        "[u'\\u7248\\u672c', u'\\u5199', u'\\u60e8\\u4e0d\\u5fcd\\u7779', u'\\u5e94\\u8be5', u'\\u6316', u'\\u8fc7\\u53bb', 'linux']\n",
+        "[u'\\u591a\\u7ebf\\u7a0b', u'\\u52a0\\u5165', u'\\u8d85\\u65f6', u'\\u529f\\u80fd', 'bash']\n",
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+        "[u'\\u8868\\u793a', u'\\u516c\\u53f8', u'\\u5e74\\u4f1a', u'\\u6ca1\\u9971\\u8fc7', u'\\u98de\\u5929', u'\\u56e2\\u5efa', u'\\u73b0\\u573a', u'\\u53d1\\u56de', u'\\u62a5\\u9053', 'wzt']\n",
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+        "[u'\\u4e00\\u6761', u'\\u54f2\\u5b66', u'\\u6bcf\\u4e2a', u'\\u547d\\u4ee4', u'\\u53ea', u'\\u5b8c\\u6210', u'\\u4e00\\u4e2a', u'\\u529f\\u80fd', u'\\u5374', u'\\u62fc', u'\\u79ef\\u6728', u'\\u7ec4\\u5408', u'\\u73b0\\u5728', u'\\u6587\\u672c', u'\\u8fdb\\u5ea6\\u6761', u'\\u76ee\\u524d', u'\\u652f\\u6301', u'\\u683c\\u5f0f', u'\\u547d\\u4ee4\\u884c', u'\\u7cbe\\u9009', u'\\u7f51', 'unix', 'bash', 'bash', 'http', 'downlaoder', 'binary', 'asic', 'linux']\n",
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+        "[u'\\u505a', u'\\u6b63\\u786e', u'\\u4e8b\\u60c5', u'\\u5f00\\u9664']\n",
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+        "[]\n",
+        "[u'\\u4e00\\u4f53\\u673a', u'\\u6574\\u5408', u'\\u5f00\\u653e\\u5e73\\u53f0', u'\\u786c\\u4ef6', u'\\u6280\\u672f', u'\\u642c', u'\\u5206\\u4eab', 'puredata', 'bluemix', 'ibm', 'systems', 'design', 'film', u'\\u4f18\\u9177']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'unity', 'unitypackage', u'\\u5fae\\u76d8', u'\\u96e8\\u677eMOMO']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5224\\u65ad', u'\\u5c04\\u7ebf', u'\\u673a', u'\\u62c9\\u8fd1', u'\\u63a8\\u8350', 'unity', 'unitypackage', u'\\u5fae\\u76d8', u'\\u96e8\\u677eMOMO']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'unity', 'unitypackage', u'\\u5fae\\u76d8', u'\\u96e8\\u677eMOMO']\n",
+        "[u'\\u56de\\u5bb6', u'\\u5076\\u7136', u'\\u7784', u'\\u773c', u'\\u66fe\\u7ecf', u'\\u4e70\\u8fc7', u'\\u6742\\u5fd7', u'\\u771f\\u662f', u'\\u767d\\u9a79', u'\\u7f1d']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u660e\\u5929', u'\\u5fd8\\u8bb0', u'\\u8bbe', u'\\u95f9\\u949f', u'\\u5662']\n",
+        "[u'\\u80cc\\u540e', u'\\u6d6a\\u6f2b', u'\\u79c0', u'\\u6069\\u7231', 'elasticsearch', u'\\u7231\\u4e5f\\u662f\\u4e00\\u79cd\\u7ef4\\u5ea6']\n",
+        "[u'\\u8fd9\\u5468', u'\\u516d\\u5929', u'\\u73ed', u'\\u597d', u'\\u4e60\\u60ef', u'\\u5916\\u52a0', u'\\u611f\\u5192', u'\\u5934\\u660f\\u773c\\u82b1', u'\\u4e0b\\u73ed', u'\\u7d2f\\u6210', u'\\u65e9\\u4e0a', u'\\u4e0d\\u60f3', u'\\u8d77\\u5e8a', u'\\u592a', u'\\u77eb\\u60c5', u'\\u6728\\u6709']\n",
+        "['bye', 'bye', 'see', 'summer']\n",
+        "[u'\\u8fd9\\u662f', u'\\u4e2d', 'memory', 'leak']\n",
+        "[u'\\u8c22\\u8c22', u'\\u4e24\\u5e74', u'\\u534a\\u6765', u'\\u966a\\u4f34', u'\\ud83d', u'\\ude18']\n",
+        "[u'\\u903c', u'\\u6211\\u52a0', u'\\u5185\\u5b58', u'\\u8282\\u594f', u'\\ud83d', u'\\ude02']\n",
+        "[u'\\u65e5\\u8bb0', u'\\u9ed8\\u9171', u'\\u7231', u'\\u6298\\u817e', u'\\u5c0f\\u767d', u'\\u64b8', u'\\u6269\\u5c55', u'\\u7a0b\\u5e8f', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', 'chrome', 'app']\n",
+        "[]\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u7acb\\u767d', u'\\u7682\\u6db2', u'\\u5fae\\u535a', u'\\u7968\\u9009', u'\\u4eba\\u6c14', u'\\u6b4c\\u738b', u'\\u6295\\u7ed9', u'\\u627e', u'\\u9009\\u9879', u'\\u8868\\u6001', 'alin', u'\\u6211\\u662f\\u6b4c\\u624b', u'\\u6211\\u662f\\u6b4c\\u624b', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "['mui', 'twkgo']\n",
+        "[u'\\u5f00\\u901a', u'\\u7f51\\u6613', u'\\u4ee5\\u540e', u'\\u5199\\u5199', u'\\u6587\\u7ae0', u'\\u53d1\\u53d1\\u56fe', u'\\u5730\\u5740', 'lofter', 'lofter']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u59da\\u8d1d\\u5a1c']\n",
+        "[u'\\u516c\\u52a1\\u5458', u'\\u8fd9\\u79cd', u'\\u5c0f\\u5b66', u'\\u6bd5\\u4e1a', u'\\u5e72', u'\\u804c\\u4e1a', u'\\u78a7\\u83b2\\u558a', u'\\u52a0\\u85aa']\n",
+        "[u'\\u8bf4', u'\\u7238\\u7238', u'\\u524d\\u7aef', u'\\u524d\\u7aef\\u673a\\u5668\\u4eba']\n",
+        "[u'\\u8bc4\\u8bba', u'\\u65b0\\u95fb', u'\\u6d59\\u6c5f', u'\\u7537\\u5b50', u'\\u5907\\u80ce', u'\\u5e74', u'\\u5a36', u'\\u5973\\u795e', u'\\u53d1\\u73b0\\u81ea\\u5df1', u'\\u5e74\\u524d', u'\\u5df2\\u559c', u'\\u5f53\\u7239', u'\\u5f53\\u521d', u'\\u6311\\u660e', u'\\u9690\\u7792', u'\\u8bf4\\u4e0d\\u5b9a', u'\\u4e24', u'\\u4e00\\u8d77']\n",
+        "[u'\\u771f', u'\\u6ca1\\u52b2', u'\\u65b0\\u5e74\\u6652\\u9996\\u5c4f']\n",
+        "[u'\\u770b\\u5230', u'\\u884c\\u4e1a', u'\\u4eba', u'\\u4e13\\u957f', u'\\u9886\\u57df', u'\\u91cc', u'\\u5982\\u9c7c\\u5f97\\u6c34', u'\\u6e38\\u5203\\u6709\\u4f59', u'\\u771f\\u662f', u'\\u7fa1\\u6155']\n",
+        "[u'\\u517c\\u804c', u'\\u4f53\\u9a8c', u'\\u73af\\u7403', u'\\u795e\\u5947', u'\\u70ab']\n",
+        "[u'\\u5fae\\u8f6f', u'\\u6ca1\\u8bf4', u'\\u8fd9\\u8bdd', u'\\u9ed1', u'\\u5fae\\u8f6f', u'\\u5efa\\u8bae', u'\\u76f4\\u63a5', u'\\u6beb\\u4e0d\\u7559\\u60c5', u'\\u5220\\u9664']\n",
+        "[u'\\u5b9e', u'\\u6d88\\u606f', u'\\u6709\\u635f', u'\\u6211\\u5927', u'\\u963f\\u62c9\\u4f2f', u'\\u5f62\\u8c61', u'\\u5efa\\u8bae', u'\\u76f4\\u63a5', u'\\u5220\\u9664']\n",
+        "[u'\\u5355\\u4eba', u'\\u73b0\\u91d1', u'\\u4e2d\\u5956', u'\\u5fae\\u535a', u'\\u7b2c\\u4e00', u'\\u90e8\\u5206', u'\\u90b1\\u6625\\u6b66', u'\\u5355\\u4eba', u'\\u73b0\\u91d1', u'\\u4e2d\\u5956', u'\\u5fae\\u535a', u'\\u7b2c\\u4e8c', u'\\u90e8\\u5206', u'\\u90b1\\u6625\\u6b66\\u8ba9\\u7ea2\\u5305\\u98de']\n",
+        "[u'\\u9648\\u6d01\\u4eea', u'\\u6dd8\\u6c70', u'\\u53ef\\u60dc']\n",
+        "[u'\\u8be5\\u6765', u'\\u7ec8\\u4e8e', u'\\u6234\\u5c14', u'\\u53d1\\u5e03', u'\\u65b0\\u6b3e', u'\\u5916\\u661f\\u4eba', u'\\u7b14\\u8bb0\\u672c', u'\\u6e38\\u4fa0\\u7f51', 'ces', 'alienware', 'ali', 'net']\n",
+        "[u'\\u5bf8', u'\\u56de\\u5f52', 'new', 'alienware', 'gaming', 'laptop', 'dell']\n",
+        "[u'\\u7efd\\u653e', u'\\u9752\\u6625', u'\\u6444\\u5f71', u'\\u56fe\\u7247', u'\\u4eba\\u50cf', u'\\u6444\\u5f71', u'\\u592a\\u5e73\\u6d0b', u'\\u7535\\u8111\\u7f51', u'\\u6444\\u5f71', u'\\u90e8\\u843d']\n",
+        "[u'\\u5e74', u'\\u62a5\\u544a', u'\\u8003\\u5bdf', u'\\u4f7f\\u7528', u'\\u6559\\u7a0b', u'\\u5b9e\\u4f8b', u'\\u52a8\\u753b', 'css', 'css', 'css', 'css', 'css', 'cplus']\n",
+        "[u'\\u6b63\\u5f0f', u'\\u5931\\u6548', 'fqroute']\n",
+        "[u'\\u4e00\\u76f4', u'\\u60f3', u'\\u5199', u'\\u4e00\\u4e0b', u'\\u5e74', u'\\u603b\\u7ed3', u'\\u65e0\\u5948', u'\\u6bcf\\u6b21', u'\\u5f00\\u5199', u'\\u5199', u'\\u4e0b\\u53bb', u'\\u5168', u'\\u5220\\u9664', u'\\u7a81\\u7136', u'\\u60f3\\u5230', u'\\u5b57', u'\\u60b2\\u6b22\\u79bb\\u5408']\n",
+        "['hellomeilishuo']\n",
+        "[u'\\u79cd', u'\\u4e00\\u9897', u'\\u5feb\\u76d8', u'\\u5e78\\u8fd0', u'\\u5c0f\\u6811', u'\\u5929\\u5929', u'\\u6d47\\u6c34', u'\\u6349\\u866b', u'\\u65bd\\u80a5', u'\\u6536\\u83b7', u'\\u679c\\u5b9e', u'\\u8d62\\u53d6', u'\\u6708\\u5149', u'\\u77f3', u'\\u79fb\\u52a8', u'\\u7535\\u6e90', u'\\u5feb\\u76d8', u'\\u8fd0\\u52a8', u'\\u6c34\\u58f6', u'\\u5927\\u5956', u'\\u6811\\u4e0a', u'\\u6389', u'\\u9985\\u997c', u'\\u5c0f\\u4f19\\u4f34', u'\\u8d76\\u7d27', u'\\u597d\\u53cb', u'\\u901f\\u6765', u'\\u9886\\u5956', 'ipad', 'mini', u'\\u5feb\\u76d8\\u7eff\\u8272\\u529e\\u516c']\n",
+        "[u'\\u300e', u'\\u0158', u'\\u016f', u'\\u0159', u'\\u300f', 'radim', 'eh', 'ek', 'making', 'sense', 'word', 'vec']\n",
+        "[u'\\u5206\\u4eab', u'\\u738b\\u5a01\\u5ec9 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u4e70\\u6765', u'\\u674e', u'\\u5c11\\u7237', u'\\u516c\\u4e3b', u'\\u559c\\u6b22', u'\\u6c34\\u679c', 'moo', u'\\u5929\\u5929\\u679c\\u56ed']\n",
+        "[u'\\u65b0\\u5e74', u'\\u5f00\\u5de5', u'\\u7b2c\\u4e00\\u5929', u'\\u5f00\\u5de5', u'\\u996d', u'\\u8001\\u677f', u'\\u9519', u'\\u9519']\n",
+        "[u'\\u5317\\u4e0a', u'\\u5e7f\\u6df1', u'\\u62db\\u8058', u'\\u9500\\u552e', u'\\u4eba\\u5458', u'\\u5e74', u'\\u4ee5\\u4e0a', u'\\u9500\\u552e', u'\\u7ecf\\u9a8c', u'\\u806a\\u660e', u'\\u884c\\u52a8\\u654f\\u6377', u'\\u826f\\u597d', u'\\u6c9f\\u901a', u'\\u8868\\u8fbe', u'\\u6280\\u80fd']\n",
+        "[u'\\u4eca\\u5929', u'\\u62e8\\u6253', u'\\u548c\\u7766\\u5bb6', u'\\u533b\\u9662', u'\\u7535\\u8bdd', u'\\u5148\\u662f', u'\\u4e45', u'\\u63a5\\u901a', u'\\u63a5\\u7ebf', u'\\u59b9\\u7eb8', u'\\u4e0d\\u8010\\u70e6', u'\\u7535\\u8bdd', u'\\u4f11', u'\\u5fae\\u4fe1', u'\\u5165\\u53e3', u'\\u53d6\\u7f14', u'\\u5317\\u4eac', u'\\u548c\\u7766\\u5bb6', u'\\u513f\\u79d1']\n",
+        "[u'\\u5954\\u8dd1', u'\\u5c0f', u'\\u96c7', u'\\u5e74', u'\\u4f1a\\u6d3e']\n",
+        "[u'\\u4e70', u'\\u4e00\\u526f', u'\\u4e54\\u5e03\\u65af', u'\\u4e54\\u7237', u'\\u559c\\u6b22', u'\\u54c1\\u724c', u'\\u773c\\u955c']\n",
+        "[u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50', u'\\u699c\\u5355', u'\\u524d\\u5341', u'\\u4e3b\\u8981', u'\\u6b4c\\u624b', u'\\u5237\\u65b0', 'orz']\n",
+        "['test']\n",
+        "[u'\\u8fd9\\u79cd', u'\\u5929\\u6c14', u'\\u8d70', u'\\u5c0f\\u65f6', u'\\u5dee\\u70b9', u'\\u6655\\u6b7b', u'\\u5916\\u9762']\n",
+        "[u'\\u5206\\u4eab', u'\\u8282\\u76ee', u'\\u518d\\u89c1', u'\\u65b0\\u95fb', u'\\u7f16\\u8f91\\u5ba4', u'\\xa0', u'\\xa0', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50', u'EDGE-RADIO']\n",
+        "[u'\\u5e74\\u5ea6', u'\\u6700\\u4f73', u'\\u8282\\u76ee', u'\\u518d\\u89c1', u'\\u65b0\\u95fb', u'\\u7f16\\u8f91\\u5ba4', u'\\xa0', u'\\xa0', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50', 'got', 'memphis', u' \\u5206\\u4eab\\u4e86#EDGE-RADIO']\n",
+        "[u'\\u5206\\u4eab', u'\\u521b\\u5efa', u'\\u6b4c\\u5355', u'\\u62ac\\u5934', u'\\u661f\\u661f', u'\\u542c', u'\\u96e8', u'\\xa0', u'\\xa0', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50']\n",
+        "[u'\\u7b2c\\u4e00\\u6b21', u'\\u9762\\u524d', u'\\u5ba2\\u6237', u'\\u5ba2\\u6237', u'\\u73b0\\u573a', u'\\u5929\\u9a6c\\u884c\\u7a7a', u'\\u60f3\\u8c61\\u529b', 'md', 'present', 'orz']\n",
+        "[u'\\u8fd9\\u79cd', u'\\u836f\\u4ee3', u'\\u65e5\\u5b50', u'\\u4ee5\\u540e', u'\\u5e94\\u8be5', u'\\u4e0d\\u591a']\n",
+        "[u'\\u641e', u'\\u4e00\\u4e2a', u'\\u7f51\\u4e0a', u'\\u8425\\u4e1a\\u5385', u'\\u5145\\u503c', u'\\u6545\\u969c', u'\\u65e0\\u6570\\u4e2a', u'\\u7535\\u8bdd', u'\\u8fc7\\u53bb', u'\\u5929', u'\\u56de\\u590d', u'\\u4e2d\\u56fd\\u8054\\u901a\\u7f51\\u4e0a\\u8425\\u4e1a\\u5385', u'\\u4e2d\\u56fd\\u8054\\u901a\\u5ba2\\u670d', u'\\u5317\\u4eac\\u8054\\u901a']\n",
+        "[u'\\u773c\\u4e2d', u'\\u6b22\\u8fce', u'\\u56f4\\u89c2', u'\\u62cd\\u7816', u'\\u50a8', u'\\u5206\\u6790', u'\\u7167\\u987e', u'\\u578b', u'\\u503c\\u5f97', u'\\u4fe1\\u8d56', u'\\u4f9d\\u9760', 'isfj']\n",
+        "[u'\\u6b63\\u5728', u'\\u89c2\\u770b', u'\\u5927\\u795e', u'\\u65b0\\u54c1', u'\\u53d1\\u5e03\\u4f1a', u'\\u76f4\\u64ad', u'\\u76f4\\u64ad', u'\\u593a\\u5b9d', u'\\u8d62', u'\\u5927\\u795e', u'\\u5e74\\u5ea6', u'\\u65d7\\u8230', u'\\u64ce\\u5929', u'\\u65b0\\u54c1', u'\\u795e\\u7801', u'\\u73b0\\u91d1', u'\\u5238', u'\\u5927\\u795e', u'\\u7231\\u663e', u'\\u94fe\\u63a5', u'\\u5730\\u5740', u'\\u5927\\u795eX7', u'\\u5927\\u795e\\u65d7\\u8230\\u5e97  ']\n",
+        "[u'\\u6b63\\u5728', u'\\u89c2\\u770b', u'\\u5927\\u795e', u'\\u65b0\\u54c1', u'\\u53d1\\u5e03\\u4f1a', u'\\u76f4\\u64ad', u'\\u76f4\\u64ad', u'\\u593a\\u5b9d', u'\\u8d62', u'\\u5927\\u795e', u'\\u5e74\\u5ea6', u'\\u65d7\\u8230', u'\\u64ce\\u5929', u'\\u65b0\\u54c1', u'\\u795e\\u7801', u'\\u73b0\\u91d1', u'\\u5238', u'\\u5927\\u795e', u'\\u7231\\u663e', u'\\u94fe\\u63a5', u'\\u5730\\u5740', u'\\u5927\\u795eX7', u'\\u5927\\u795e\\u65d7\\u8230\\u5e97  ']\n",
+        "[u'\\u4eca\\u5929', u'\\u83b7\\u5f97', u'\\u514d\\u8d39', u'\\u7a7a\\u95f4', u'\\u597d\\u8fd0', u'\\u6307\\u6570', u'\\u9897\\u661f', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u65b0\\u6d6a\\u7f51', u'\\u65d7\\u4e0b', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u7f51\\u76d8', u'\\u5fae\\u76d8\\u7b7e\\u5230', u'\\u5fae\\u76d8']\n",
+        "[u'\\u5e74\\u672b', u'\\u5929\\u732b', u'\\u6dd8\\u5b9d', u'\\u4fc3\\u9500', u'\\u5e74\\u8d27', u'\\u8282', u'\\u6dd8\\u5b9d\\u8d2d\\u7269']\n",
+        "[u'\\u5206\\u4eab', u'\\u4e00\\u4e2a', u'\\u4e0d\\u9519', u'\\u6587\\u4ef6', u'\\u5929\\u732b', u'\\u5e74\\u8d27', u'\\u8282', u'\\u7279\\u4f9b', u'\\u5e74\\u7ec8', u'\\u5927\\u4fc3', u'\\u6e05\\u5355', u'\\u770b\\u5427', 'xls', u'\\u6dd8\\u5b9d\\u8d2d\\u7269', u'\\u5fae\\u76d8']\n",
+        "[u'\\u5206\\u4eab', u'\\u4e00\\u4e2a', u'\\u4e0d\\u9519', u'\\u6587\\u4ef6', u'\\u6dd8\\u5b9d', u'\\u6700', u'\\u8d27', u'\\u4f4e\\u4ef7', u'\\u5927\\u4fc3', u'\\u6e05\\u5355', u'\\u770b\\u5427', 'xls', u'\\u6dd8\\u5b9d\\u8d2d\\u7269\\u5206\\u4eab', u'\\u5fae\\u76d8']\n",
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+        "[u'\\u5206\\u4eab', u'\\u521b\\u4e1a\\u90a6\\u6742\\u5fd7 \\u7684\\u6587\\u7ae0']\n",
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+        "[u'\\u547d\\u8fd0', u'\\u5982\\u540c', 'win', 'vista']\n",
+        "['fact', 'go', 'ring', 'fuck']\n",
+        "['cao', 'ni', 'ma', 'bu', 'jie', 'shi', 'period']\n",
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+        "[u'\\u5956\\u54c1', u'\\u6536\\u5230', u'\\u8c22\\u8c22', u'\\u6155\\u8bfe\\u7f51', u'\\u56fe\\u7075\\u793e\\u533a']\n",
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+        "[]\n",
+        "[u'\\u4e8b\\u60c5', u'\\u505a\\u5230', u'\\u514b\\u5236', u'\\u559c\\u6b22', u'\\u653e\\u8086', u'\\u7231', u'\\u514b\\u5236']\n",
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+        "[u'}', u'\\u91cd\\u5b9a\\u5411', u'\\u7b80\\u5355', 'ua', 'requests', 'redirectable', 'ua', 'requests', 'redirectable', 'post', u'requests ) push', u'{ $ua->requests_redirectable']\n",
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+        "[]\n",
+        "['topcoder']\n",
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+        "[u'\\u840c\\u840c', u'\\u54d2']\n",
+        "['good', 'morning']\n",
+        "[u'\\u5206\\u4eab', u'\\u7535\\u5f71\\u8d29 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab']\n",
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+        "[]\n",
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+        "[]\n",
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+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u82f9\\u679c', u'\\u5df2\\u6210', u'\\u4e2d\\u56fd', u'\\u5bcc\\u4eba', u'\\u9001\\u793c', u'\\u9996\\u9009']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u5f20\\u9753\\u9896']\n",
+        "[u'\\u5988\\u86cb', u'\\u6ef4\\u6ef4', u'\\u8f66', u'\\u79d1\\u5b66']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u5954\\u6ce2', u'\\u7fa4\\u804a', u'\\u59e8\\u5988', u'\\u5dfe', u'\\u8001\\u5e08', u'\\u5f53\\u6210', u'\\u5c0f\\u6284']\n",
+        "[u'\\u6628\\u665a', u'\\u70b9', u'\\u4ee5\\u540e', u'\\u6253\\u8f66', u'\\u4e00\\u76f4', u'\\u4e0d\\u5230', u'\\u8f66', u'\\u7cfb\\u7edf', u'\\u662f\\u4e0d\\u662f', u'\\u6302', u'\\u80fd\\u5426', u'\\u4e00\\u4e2a', u'\\u89e3\\u91ca', u'\\u5bb3', u'\\u8bef\\u4ee5\\u4e3a', u'\\u4e1c\\u76f4\\u95e8', u'\\u6c99\\u6cb3', u'\\u597d\\u6d3b', u'\\u6ca1\\u60f3\\u5230', u'\\u5bd2\\u98ce', u'\\u4e2d\\u7ad9', u'\\u5206\\u949f', u'\\u6ef4\\u6ef4\\u6253\\u8f66']\n",
+        "[u'\\u521a\\u521a', u'\\u6d3b\\u52a8', u'\\u4e2d', u'\\u62a2', u'\\u4e00\\u4e2a', u'\\u65e0\\u654c', u'\\u70ab', u'\\u9177\\u597d', u'\\u6635\\u79f0', u'\\u5df2\\u7ecf', u'\\u4e50', u'\\u518d\\u4e0d\\u6765', u'\\u5fc3\\u4eea', u'\\u6635\\u79f0', u'\\u62a2\\u8d70', u'\\u565c', 'cry', u'\\u62a2\\u5360\\u5fae\\u535a\\u597d\\u6635\\u79f0']\n",
+        "[u'\\u6709\\u65f6\\u5019', u'\\u60f3\\u7740', u'\\u4e00\\u4e2a', u'\\u7a7a\\u95f4', u'\\u4e8b\\u60c5', u'\\u505a\\u597d', u'\\u4e5f\\u8bb8', u'\\u6700\\u597d', u'\\u6761\\u4ef6', u'\\u5df2\\u7ecf', u'\\u5b58\\u5728', u'\\u89c9\\u5bdf\\u5230', u'\\u5b66\\u4f1a', u'\\u52a8\\u6001', u'\\u65b9\\u6cd5', u'\\u591a\\u4e2a', u'\\u89d2\\u5ea6\\u770b', u'\\u95ee\\u9898', u'\\u5b58\\u5728', u'\\u9700\\u8981', u'\\u5b66\\u4e60', u'\\u4e1c\\u897f', u'\\u52a0\\u6cb9', u'\\u770b\\u7a0b\\u5e8f\\u6709\\u611f']\n",
+        "['retrospect', 'goal', 'setting']\n",
+        "[u'\\u300e', u'\\u300f', 'blog', 'izs', 'designing', 'apis', 'asynchrony']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u535a\\u5ba2', u'\\u652f\\u6301', u'\\u4e00\\u4e0b', u'\\u6258', u'\\u603b', u'\\u53d1', u'\\u65b0\\u5e74', u'\\u52b5', u'\\u4efd', 'deploy', u'GitCafe']\n",
+        "[u'\\u9a6c\\u4e91', u'\\u6df1\\u5165', u'\\u6c11\\u5fc3']\n",
+        "[u'\\u5206\\u4eab', u'\\u5de6\\u8033\\u6735\\u8017\\u5b50 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u6536\\u5230', u'\\u5927\\u798f', u'\\u888b', u'ghosTM55', u'GitCafe']\n",
+        "[u'\\u4eca\\u5929', u'\\u7a7f', u'\\u798f\\u888b', u'\\u91cc', u'\\u8863\\u670d', u'\\u6709\\u70b9', u'\\u5c0f', u'\\u52a0\\u5927', u'\\u597d', u'\\u518d\\u5927\\u70b9', u'\\ud83d', u'\\ude03', 'logo', u'ghosTM55', u'GitCafe']\n",
+        "[u'\\u62a2', u'\\u4e24\\u4e2a', u'\\u7ea2\\u5305', u'\\u9886\\u53d6', u'\\u5206\\u4eab', u'\\u61d2\\u6295\\u8d44\\uff09']\n",
+        "[u'\\u5b89\\u5168', u'\\u4e2d\\u5fc3', u'\\u62db\\u8058', u'\\u82f1\\u8c6a', u'\\u524d\\u7aef', u'\\u540e', u'\\u7aef', u'\\u5b89\\u5168', u'\\u5f00\\u53d1', u'\\u5b89\\u5168', u'\\u8fd0\\u8425', u'\\u5b89\\u5168', u'\\u5408\\u89c4', u'\\u8be6\\u89c1', 'ucloud']\n",
+        "[u'\\u5b89\\u5168', u'\\u4e2d\\u5fc3', u'\\u62db\\u8058', u'\\u82f1\\u8c6a', u'\\u524d\\u7aef', u'\\u540e', u'\\u7aef', u'\\u5b89\\u5168', u'\\u5f00\\u53d1', u'\\u5b89\\u5168', u'\\u8fd0\\u8425', u'\\u5b89\\u5168', u'\\u5408\\u89c4', u'\\u8be6\\u89c1', 'ucloud']\n",
+        "[u'\\u5347', u'\\u7b49\\u7ea7', u'\\u798f\\u5229', u'\\u4eab', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u60f3\\u60f3', u'\\u6709\\u70b9', u'\\u5c0f', u'\\u6fc0\\u52a8', u'\\u5c0f\\u4f19\\u4f34', u'\\u513f\\u4eec', u'\\u901f\\u6765', u'\\u56f4\\u89c2', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5347\\u7ea7', u'\\u798f\\u5229', u'\\u5927\\u724c', u'\\u660e\\u661f', u'\\u7b7e\\u540d', u'\\u793c', u'\\u7efc\\u827a', u'\\u95e8\\u7968', u'\\u767e\\u4e07', u'\\u73b0\\u91d1', u'\\u5238', u'\\u5347', u'\\u7b49\\u7ea7', u'\\u4eab', u'\\u7279\\u6743', u'\\u8d70\\u4e0a', u'\\u4eba\\u751f', u'\\u5dc5\\u5cf0', u'\\u9886\\u53d6', 'macbook', 'iphone', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u6784\\u56fe', u'\\u60c5\\u611f', u'\\u53d1\\u6cc4']\n",
+        "[u'\\u65c5\\u884c', u'\\u6444\\u5f71']\n",
+        "[u'\\u7eaa\\u5b9e', u'\\u6444\\u5f71']\n",
+        "[u'\\u9759\\u7269', u'\\u6444\\u5f71']\n",
+        "[u'\\u6444\\u5f71', u'\\u8bb0']\n",
+        "[u'\\u6444\\u5f71', u'\\u8bb0']\n",
+        "[u'\\u6444\\u5f71', u'\\u8bb0']\n",
+        "[u'\\u9c7c\\u523a']\n",
+        "[u'\\u6444\\u5f71', u'\\u8bb0']\n",
+        "[u'\\u6444\\u5f71', u'\\u8bb0']\n",
+        "[u'\\u6444\\u5f71', u'\\u8bb0']\n",
+        "[u'\\u6444\\u5f71', u'\\u8bb0']\n",
+        "[u'\\u6444\\u5f71', u'\\u8bb0']\n",
+        "[u'\\u5168\\u4e16\\u754c', u'\\u597d', u'\\u4e1c\\u897f', u'\\u5c0f\\u7ea2\\u4e66']\n",
+        "[u'\\u6444\\u5f71', u'\\u8bb0']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5b59\\u949f\\u79c0', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u6559\\u7a0b', u'\\u6ce8\\u91ca', u'\\u5168', u'\\u63a8\\u8350', u'\\u5fae\\u76d8', u'\\u6e7e\\u533a\\u8bc4\\u8bba']\n",
+        "[]\n",
+        "[u'\\u63d0\\u9192', u'\\u6211\\u4e70\\u4e2a', u'\\u722a\\u673a', u'\\u5c0f\\u76d2', 'flora']\n",
+        "[u'\\u5206\\u4eab', u'\\u9648\\u5929\\u5947\\u602a \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u514d\\u8d39', u'\\u4ee3\\u7406', u'\\u611f\\u8c22', u'\\u4f5c\\u8005', u'\\u63ed', u'\\u9ed1\\u5e55']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247', 'first', 'day']\n",
+        "['first', 'day']\n",
+        "[u'\\u6ce8\\u518c', u'\\u6709\\u70b9', u'\\u610f\\u601d', u'\\u6709\\u7528', u'\\u624b\\u673a', u'\\u968f\\u8eab\\u542c', u'\\u5185\\u5bb9', u'\\u592a', u'\\u4e30\\u5bcc', u'\\u60f3', u'\\u542c', u'\\u968f\\u624b', u'\\u5f55', u'\\u4e00\\u6bb5', u'\\u7535\\u53f0', u'\\u8d76\\u7d27', u'\\u8bd5\\u8bd5', u'\\u559c\\u9a6c\\u62c9\\u96c5', u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', 'app', u'\\u559c\\u9a6c\\u62c9\\u96c5', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
+        "[]\n",
+        "[u'\\u7f8e\\u5973', u'\\u76f4\\u64ad', u'\\u5403', u'\\u98ef', u'\\u5531\\u6b4c', u'\\u5e74', u'\\u6536\\u5343\\u842c', u'\\u53f0\\u5e63']\n",
+        "[u'\\u6253\\u4e0d\\u5f00']\n",
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+        "[u'\\u52a0\\u6cb9']\n",
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+        "[u'\\u9752\\u7384', u'\\u521d\\u6b21', u'\\u767b\\u573a', u'\\u65f6', u'\\u6f14\\u5531', u'\\u6b4c\\u5267', u'\\u610f\\u5927\\u5229', u'\\u4f5c\\u66f2\\u5bb6', u'\\u666e\\u5951\\u5c3c', u'\\u6b4c\\u5267', u'\\u4e2d', u'\\u548f\\u53f9\\u8c03', u'\\u4eb2\\u7231', u'\\u7238\\u7238', 'giacomo', 'puccini', 'gianni', 'schicchi', 'mio', 'babbino', 'caro']\n",
+        "[u'\\u4e00\\u6b65\\u4e4b\\u9065', u'\\u795e\\u5267', u'\\u69fd', u'\\u70b9', u'\\u592a', u'\\u59dc\\u6587', u'\\u4e0d\\u6127', u'\\u5929\\u671d', u'\\u6700\\u6709', u'\\u7535\\u5f71', u'\\u4eba']\n",
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+        "[u'\\u64e6', u'\\u5168\\u5bb6', u'\\u6876', u'\\u543c']\n",
+        "[u'\\u7f8e\\u56fd', u'\\u6c22\\u5f39', u'\\u8f90\\u5c04', u'\\u5916\\u58f3', u'\\u91cd\\u91cf', u'\\u8f7b', u'\\u5176\\u5185', u'\\u7206', u'\\u538b\\u7f29', u'\\u7a0b\\u5ea6', u'\\u82f1\\u56fd', u'\\u9ad8', u'\\u7f8e\\u65b9', u'\\u4f18\\u52bf', u'\\u5728\\u4e8e', u'\\u9ad8\\u5ea6', u'\\u4f18\\u5316', u'\\u4e00\\u4e2a', u'\\u8bbe\\u8ba1', u'\\u6316\\u6398', u'\\u6700\\u5927', u'\\u6f5c\\u529b']\n",
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+        "[u'\\u62fc', u'\\u89c1\\u8bc6\\u4e00\\u4e0b', u'\\u4e07\\u91cc\\u957f\\u57ce', u'\\u957f', u'\\u6837\\u5b50']\n",
+        "[u'\\u62fc', u'\\u89c1\\u8bc6\\u4e00\\u4e0b', u'\\u4e07\\u91cc\\u957f\\u57ce', u'\\u5efa\\u6210']\n",
+        "[u'\\u6700', u'\\u9002\\u5408', u'\\u82f1\\u6587\\u540d', u'\\u6db5\\u4e49', u'\\u597d', u'\\u54c1\\u6027', u'\\u9ad8\\u8d35', u'\\u5973\\u5b50', u'\\u53d6\\u4e2a', u'\\u9002\\u5408', u'\\u82f1\\u6587\\u540d', u'\\u7b80\\u5355', u'\\u8f93\\u5165', u'\\u4e2d\\u6587\\u540d', u'\\u6d4b\\u8bd5', u'\\u5730\\u5740', 'camille', 'go', 'go']\n",
+        "[u'\\u54ea\\u4ef6', u'\\u4e8b', u'\\u89c9\\u5f97', u'\\u8eab\\u4e3a', u'\\u4e2d\\u56fd', u'\\u4eba', u'\\u5341\\u5206', u'\\u9a84\\u50b2', u'\\u770b\\u5230', u'\\u4e00\\u6761', u'\\u60f3', u'\\u56de\\u7b54', u'\\u60f3', u'\\u8bf4', u'\\u8bf4\\u4e0d\\u51fa\\u6765', u'\\u95ee\\u9898', u'\\u597d\\u5f00\\u5fc3', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e']\n",
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+        "[u'\\u4e2d\\u534e\\u4e66\\u5c40', u'\\u7cbe\\u88c5', u'\\u70b9', u'\\u6821\\u672c', u'\\u53f2\\u8bb0', u'\\u4fee\\u8ba2\\u7248', u'\\u53f7\\u79f0', u'\\u505a', u'\\u4f20\\u4e16', u'\\u4e66', u'\\u903c\\u6b7b', u'\\u5904\\u5973\\u5ea7', u'\\u8282\\u594f', u'\\u611f\\u89c9', u'\\u597d', u'\\u96be\\u53d7', u'\\u9644\\u56fe', u'\\u5de6', u'\\u53f2\\u8bb0', u'\\u7b2c\\u4e94', u'\\u5bf9\\u7167', u'\\u51fa\\u7248\\u793e', u'\\u7cbe\\u88c5\\u4e66', u'\\u6700\\u53f3', u'\\u5e73\\u88c5\\u672c', u'\\u9171\\u6cb9', u'\\u4e66', u'\\u767d\\u5e06', u'\\u5370\\u52a1', u'\\u6709\\u9650\\u516c\\u53f8', u'\\u5357\\u5e08\\u8d75\\u751f\\u7fa4', u'\\u5357\\u661f\\u5ba2', u'\\u4e2d\\u534e\\u4e66\\u5c40']\n",
+        "[u'\\u5143\\u65e6', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u5143\\u65e6', u'\\u7ea2\\u5305', u'\\u5954\\u8dd1\\u54272015', u'\\u674e\\u6668', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a']\n",
+        "['sentosa', 'singapore', 'share', u' VivoCity']\n",
+        "['sentosa', 'singapore', 'share']\n",
+        "[u'\\u4eca\\u5929', u'\\u8d28\\u91cf', u'\\u771f\\u8d5e', u'\\u6b63\\u786e', u'\\u5730\\u5410\\u69fd', u'\\u77e5\\u4e4e\\u65e5\\u62a5\\uff1a\\u778e\\u626f \\xb7']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u770b\\u5230', u'\\u6c34\\u6bcd', u'\\u60f3\\u5230', u'\\u7535\\u5f71', u'\\u4e03\\u78c5', u'\\u77e5\\u4e4e', u'\\u65e5\\u62a5', u'\\u6d77\\u8fb9', u'\\u89c1\\u5230', u'\\u6210\\u7fa4', u'\\u6c34\\u6bcd', u'\\u4e8b\\u60c5', u'\\u592a\\u5999']\n",
+        "[u'\\u4e0a\\u4f20', u'\\u5f20', u'\\u7167\\u7247', u'\\u4e13\\u8f91', u'\\u9ed8\\u8ba4', u'\\u4e13\\u8f91']\n",
+        "['new', 'usearch', 'version']\n",
+        "[]\n",
+        "['report', 'ibm', 'employees', 'bracing', 'massive', 'layoff', 'starting', 'next', 'week']\n",
+        "[u'IBM\\u88c1\\u5458']\n",
+        "[u'\\u767e\\u5ea6', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u89c6\\u9891', u'\\u7f51\\u7ad9', u'\\u5929\\u5929', u'\\u767d\\u9001', u'\\u521a\\u521a', u'\\u62a2', u'\\u4e00\\u5f20', u'\\u7231\\u5947\\u827a', u'\\u7279\\u6743', u'\\u5361', u'\\u767e\\u5ea6', u'\\u770b\\u7231\\u5947\\u827a', u'\\u89c6\\u9891', u'\\u5168\\u90e8', u'\\u514d', u'\\u5e7f\\u544a', u'\\u5403', u'\\u8089', u'\\u559d\\u6c64', u'\\u524d', u'\\u4e24\\u4f4d', u'\\u4e2d\\u5956\\u7387', 'vip', u'\\u767e\\u5ea6\\u770b\\u89c6\\u9891\\u6ca1\\u5e7f\\u544a']\n",
+        "[u'\\u4e0a\\u699c', u'\\u4fdd\\u536b\\u841d\\u535c2']\n",
+        "[]\n",
+        "[u'\\u8e22', u'\\u5b8c\\u6ce2', u'\\u592a\\u8208', u'\\u596e\\u8a13', u'\\u5514', u'\\u8457']\n",
+        "[u'\\u5187', u'\\u6234', u'\\u773c\\u93e1', u'\\u767c\\u73fe', u'\\u96fb\\u52d5\\u9808', u'\\u5228', u'\\u540c\\u7121\\u7dda', u'\\u9f20\\u6a19', u'\\u4e00\\u9b3c\\u6a23', u'\\u4eba\\u9ad4', u'\\u5de5\\u5b78', u'\\u52dd\\u5229']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4e00\\u6b21', u'\\u5931\\u8d25', u'\\u793e\\u5de5', u'\\u72d7\\u773c', u'\\u5df2', u'\\u778e']\n",
+        "[u'\\u03b5', u'\\u4e00\\u70b9', u'\\u5fc3\\u610f', u'\\u56db\\u6708\\u7f51']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50', 'maroon', 'goodbyes', 'lady', 'antebellum']\n",
+        "[u'\\u4e00\\u6b21', u'\\u544a\\u522b', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50', 'maroon', 'goodbyes', 'lady', 'antebellum']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50', 'cirque', 'du', 'soleil']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50', 'cirque', 'du', 'soleil']\n",
+        "[]\n",
+        "[u'\\u6628\\u665a', u'\\u7761', u'\\u4e94\\u4e2a', u'\\u949f', u'\\u73b0\\u5728', u'\\u8eba', u'\\u4e00\\u4e2a', u'\\u5c0f\\u65f6', u'\\u7761\\u4e0d\\u7740', u'\\u671f\\u672b', u'\\u7efc\\u5408\\u5f81']\n",
+        "[u'\\u5206\\u4eab', u'\\u5468\\u6770\\u4f26', u'\\u5355\\u66f2', u'\\u4e16\\u754c\\u672b\\u65e5', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab', 'miles', u'\\u97f3\\u60a6\\u53f0\\uff09']\n",
+        "[u'\\u266a', 'miles']\n",
+        "[u'{', u'}', 'void', 'fuck', 'printf', 'fuck', 'fuck']\n",
+        "[u'\\u8d70\\u8fc7', u'\\u5c81\\u6708', u'\\u7559\\u4e0b', u'\\u5fc3\\u60c5', u'\\u518d\\u89c1', u'\\u671f\\u5f85', u'\\u66f4\\u597d', u'\\u4e00\\u5e74', u'\\u5c81\\u6708', u'\\u68ad', u'\\u884c\\u4e14', u'\\u60dc', u'\\u8e49\\u8dce', u'\\u7532\\u5348', u'\\u5c81\\u672b', u'\\u56de\\u9996', u'\\u5904', u'\\u659f\\u6ee1', u'\\u5e0c\\u5180', u'\\u8d4b', u'\\u9ad8\\u6b4c']\n",
+        "[u'\\u611f\\u8c22', u'\\u5148\\u8fdb', u'\\u9662', u'\\u8001\\u5e08', u'\\u540c\\u5b66']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u6211\\u521a', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u8de8\\u5e74', u'\\u7b54\\u8c22', u'\\u5361\\u5238', u'\\u592a', u'\\u5e78\\u8fd0', u'\\u8bd5\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u6628\\u665a', u'\\u8fdc\\u7a0b', u'\\u8bbf\\u95ee', u'\\u786e\\u5b9a', u'\\u9662\\u91cc', u'\\u4eba', u'\\u7761', u'\\u665a', u'\\u8fdc\\u7a0b', u'\\u4e25\\u91cd', u'\\u7f13\\u6162', u'\\u5e26\\u5bbd', u'\\u5e73\\u5e38', u'\\u5360\\u7528', u'\\u592a', u'\\u8de8\\u5e74', u'\\u5143\\u65e6', u'\\u5feb\\u4e50', 'host', 'hpc', 'least', 'clock', 'due', 'copy', 'local']\n",
+        "[u'\\u66fe\\u6bd3\\u5bf9', u'\\u9648\\u5b5d', u'\\u6b63\\u8bf4', u'\\u4e0d\\u60f3', u'\\u770b\\u5230', u'\\u624d\\u534e', u'\\u57cb\\u6ca1', u'\\u90d1\\u5fae', u'\\u5bf9\\u6797\\u9759', u'\\u8bf4', u'\\u4e03\\u5e74', u'\\u72ed\\u9698', u'\\u4e24\\u4e2a', u'\\u4eca\\u5929', u'\\u77e5\\u9053', u'\\u60f3\\u8d77', u'\\u8bdd\\u9762']\n",
+        "[u'\\u5e74\\u7ec8\\u603b\\u7ed3', u'\\u591a\\u4e48', u'\\u4fd7\\u5957', u'\\u9898\\u540d', u'\\u610f\\u5473\\u7740', u'\\u7528\\u5fc3', u'\\u5199', u'\\u4fd7\\u5957']\n",
+        "[u'\\u673a\\u5668\\u4eba', u'\\u5b9e\\u9645\\u4e0a', u'\\u4f01\\u9e45', 'android']\n",
+        "[u'\\u60a8\\u597d', u'\\u4f7f\\u7528', u'\\u7ae5\\u978b', u'\\u7279\\u522b', u'\\u6ce8\\u610f', u'\\u8fd9\\u90e8\\u5206', u'\\u6bcf\\u4e2a', u'\\u6587\\u4ef6', u'\\u5f00\\u5934', u'\\u6dfb\\u52a0', u'\\u5341\\u516d\\u8fdb\\u5236', u'\\u5b57\\u7b26', u'\\u8bf7\\u95ee', u'\\u6587\\u672c', u'\\u524d\\u52a0', u'\\u5b57\\u7b26', u'\\u5f00\\u53d1', u'\\u65f6', u'\\u9700\\u8981', u'\\u7528\\u5230', u'\\u5199', u'\\u5b57\\u7b26\\u4e32', u'\\u6587\\u4ef6', u'\\u4e2d', u'\\u6253\\u5f00', u'\\u6587\\u4ef6', u'\\u4e4b\\u540e', u'\\u5f00\\u5934', u'\\u6709\\u4e2a', u'\\u5199', u'\\u5b57\\u7b26\\u4e32', u'\\u8fd9\\u79cd', u'\\u60c5\\u51b5', 'windows', 'xefbbbf', 'linux', 'android', 'null']\n",
+        "[u'\\u8de8\\u57df', u'\\u8bf7\\u6c42', u'\\u7eb5\\u9152', u'\\u6325\\u5200', u'\\u65a9', u'\\u4eba\\u5934', u'\\u535a\\u5ba2\\u56ed', 'javascript', 'restful', 'web', 'service']\n",
+        "[u'\\u827e\\u739b', u'\\u7cfb\\u7edf', u'\\u95ee\\u9898', u'\\u6d4f\\u89c8\\u5668', u'\\u8bbf\\u95ee', u'\\u7a81\\u7136', u'\\u6162', u'\\u94fe\\u63a5', u'\\u60c5\\u51b5', u'\\u4e09\\u4e2a', u'\\u6d4f\\u89c8\\u5668', u'\\u8bd5\\u8fc7', u'\\u4e0b', u'\\u6b63\\u5e38', u'\\u7f51\\u53e3', u'\\u62e5\\u585e', u'\\u4e00\\u4e2a', u'\\u540c\\u5b66', u'\\u8fc7\\u6765', u'\\u8bbf\\u95ee', u'\\u4e00\\u4e2a', u'\\u8bf4', u'\\u7535\\u8111', u'\\u6162', 'windows', 'linux', 'try', 'website']\n",
+        "[u'\\u539f\\u59cb', u'\\u6b32\\u671b', u'\\u4eba\\u7c7b', u'\\u6bd4\\u62df', u'\\u81ea\\u7136', u'\\u6b32\\u671b', u'\\u5347\\u534e', u'\\u5b9a\\u4e49', u'\\u6587\\u5316', u'\\u82b1\\u56ed\\u91cc', u'\\u9a6f\\u5316', u'\\u4e00\\u68f5', u'\\u679c\\u6811', u'\\u4e00\\u5757', u'\\u5927\\u7406\\u77f3', u'\\u679c\\u6811', u'\\u9a6f\\u5316', u'\\u6210', u'\\u4e00\\u682a', u'\\u7855\\u679c\\u7d2f\\u7d2f', u'\\u6811\\u738b', u'\\u4eba\\u7c7b', u'\\u65e0\\u6cd5', u'\\u540c\\u6837', u'\\u65b9\\u6cd5', u'\\u4e00\\u5757\\u513f', u'\\u5149\\u79c3\\u79c3', u'\\u5927\\u7406\\u77f3', u'\\u9a6f\\u5316', u'\\u4e00\\u5ea7', u'\\u96d5\\u50cf', 'philsophy', 'money']\n",
+        "['go', 'looking', 'mr', 'right', 'look', 'mr', 'right', 'today', 'hear', 'better', 'chinese', 'explaination', 'love', 'life']\n",
+        "[u'\\u6700', u'\\u5feb\\u4e50', u'\\u9ad8\\u4e2d', u'\\u8e22\\u7403', u'\\u6253\\u7403', u'\\u5927\\u5b66', u'\\u6bd5\\u4e1a', u'\\u5403\\u5403\\u559d\\u559d', u'\\u6253\\u6253\\u724c', u'\\u5feb\\u4e50', u'\\u65e0\\u5173']\n",
+        "[u'\\u5206\\u4eab', u'\\u4e00\\u4e50 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u73b0\\u5728', u'\\u5b66\\u4f1a', u'\\u54c1\\u8336', u'\\u7a81\\u7136', u'\\u559c\\u6b22', u'\\u8fd9\\u79cd', u'\\u611f\\u89c9', u'\\u8336', u'\\u9999\\u6c14', u'\\u9690\\u9690', u'\\u9f3b\\u524d', u'\\u98d8\\u8fc7', u'\\u6447\\u4e00\\u6447', u'\\u5477', u'\\u4e00\\u53e3', u'\\u5567\\u5567', u'\\u5477', u'\\u51e0\\u53e3', u'\\u518d', u'\\u5012', u'\\u4e00\\u70b9', u'\\u6c34', u'\\u518d', u'\\u5477', u'\\u51e0\\u53e3', u'\\u5faa\\u73af', u'\\u51e0\\u6b21', u'\\u7f8e\\u4e0d\\u80dc\\u6536']\n",
+        "[u'\\u5df2\\u7ecf', u'\\u9884\\u8ba2', u'\\u5206\\u4eab', u'\\u591a\\u5f69', u'\\u7ea4\\u8584', u'\\u9b45\\u84dd', u'\\u624b\\u673a', u'\\u9884\\u8ba2', u'\\u9875\\u9762', u'\\u8d62\\u53d6', u'\\u9b45\\u84dd', u'\\u65b0\\u54c1', u'\\u624b\\u673a', u'\\u9b45\\u84dd\\u624b\\u673a']\n",
+        "[u'\\u9a7e\\u6821', u'\\u5f55', u'\\u6307\\u7eb9', u'\\u611f\\u89c9', u'\\u6237\\u53bf', u'\\u897f\\u5b89\\u9e4f\\u7fd4\\u9a7e\\u6821']\n",
+        "[u'\\u4e0a\\u6d77', u'\\u8054\\u901a', u'\\u5df2', u'\\u63d0\\u524d', u'\\u8fdb\\u5165', u'\\u5143', u'\\u65f6\\u4ee3', u'\\u671f\\u5f85', u'\\u63a8\\u5e7f', u'\\u5168\\u56fd']\n",
+        "[u'\\u5f69\\u86cb', u'\\u8d85\\u96be', u'\\u73a9', 'android']\n",
+        "[u'\\u8dd1', u'\\u8fdc\\u6765', u'\\u5403', u'\\u725b\\u8089\\u9762', u'\\u5357\\u5e7f\\u6d4e\\u8857']\n",
+        "[u'\\u5c0f\\u91ce', u'\\u59b9\\u5b50', u'\\u5b66\\u5410\\u69fd', u'\\u5927\\u5510\\u897f\\u5e02']\n",
+        "[u'\\u6b4c\\u66f2', u'\\u8bbe\\u7f6e', u'\\u80cc\\u666f\\u97f3\\u4e50', 'jewel']\n",
+        "[u'\\u6743\\u5a01', u'\\u6307\\u5357', u'\\u8bc4\\u5206', u'\\u6280\\u672f', u'\\u56fe\\u4e66\\u9986', u'\\u5b85', u'\\u5fc5\\u5907', u'\\u4e66', 'html']\n",
+        "[u'\\u4e92\\u8054\\u7f51', u'\\u4e4b\\u5b50', u'\\u8bc4\\u5206', u'\\u5c40\\u57df\\u7f51', u'\\u4e0b', u'\\u8ba8\\u8bba', u'\\u4e92\\u8054\\u7f51', u'\\u81ea\\u7531']\n",
+        "['produce', 'baby', 'one', 'month', 'making', 'women', 'pregnant', 'start', 'make', 'one', 'women', 'pregnant', 'right', 'hesitate', 'moving', 'matter', 'tiny']\n",
+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u5355', u'\\u5355\\u66f2', u'\\u5faa\\u73af', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50', 'ylfeiu']\n",
+        "[u'\\u6625\\u7720', u'\\u4e0d\\u89c9', u'\\u6653', u'\\u80cc\\u5355\\u8bcd', u'\\u62d3', u'\\u56db\\u7ea7', u'\\u5927\\u7eb2', u'\\u9ad8\\u9891\\u8bcd', u'\\u62d3\\u8bcd']\n",
+        "[u'\\u963f\\u707f', u'\\u522b\\u95f9', u'\\u540d\\u5b57', u'\\u6539\\u56de\\u6765', 'ainulindale']\n",
+        "[u'\\u9886\\u5bfc', u'\\u505a', u'\\u4e1c\\u897f', u'\\u771f\\u7684', u'\\u4e0d\\u9760', u'\\u8c31', u'\\u6539', u'\\u9886\\u5bfc', 'bug', 'ing']\n",
+        "[u'\\u519b\\u961f', u'\\u6da8\\u5de5\\u8d44', u'\\u516c\\u52a1\\u5458', u'\\u6da8\\u5de5\\u8d44', u'\\u5c31\\u6c11\\u4eec', u'\\u6da8\\u5de5\\u8d44', u'\\u77e5\\u4e4e', u'\\u5f20\\u516c\\u5b50']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u58f0\\u97f3', u'\\u611f\\u53d7', u'\\u751f\\u6d3b', u'echo\\u56de\\u58f0']\n",
+        "[u'\\u56de\\u590d', u'\\u66f2\\u7ebf', u'\\u6551\\u5df1', u'\\u4e8b\\u60c5', u'\\u786e\\u5b9a', u'\\u4e0d\\u592a', u'\\u5bb9\\u6613', u'\\u8bf4', u'\\u6e05\\u695a', u'\\u53ea', u'\\u8bf4', u'\\u4e00\\u70b9', u'\\u770b\\u6cd5', u'\\u8fd9\\u662f', u'\\u4e00\\u4e2a', u'\\u6bd4\\u8f83', u'\\u65e9\\u5c31', u'\\u63d0\\u51fa', u'\\u6982\\u5ff5', u'\\u5e94\\u8be5', u'\\u7528\\u6765', u'\\u533a\\u5206', u'\\u6570\\u636e\\u5e93', u'\\u8bc4\\u8bba', u'\\u76d8\\u70b9', u'\\u4e2d', u'\\u7528\\u5230', u'\\u4e3b\\u8981', u'\\u6280\\u672f', u'\\u80a5', u'\\u7537\\u7231\\u8089', 'fighter', 'mpp', 'smp', 'symmetric', 'multi', 'processing', 'null', 'sql', 'hadoop']\n",
+        "[u'\\u8c22\\u8c22', u'\\u9f13\\u52b1', u'\\u5199', u'\\u7bc7\\u6587\\u7ae0', u'\\u4e3b\\u8981', u'\\u7406\\u7406', u'\\u601d\\u8def', u'\\u4e00\\u4e9b', u'\\u70b9', u'\\u6574\\u5408', u'\\u6df1\\u5ea6', u'\\u5012', u'\\u4e0d\\u6562', u'\\u8bf4', u'\\u95ee', u'\\u51e0\\u4e2a', u'\\u95ee\\u9898', u'\\u591a\\u8868', u'\\u7b56\\u7565', u'\\u672c\\u610f', u'\\u9632\\u6b62', u'\\u6570\\u636e', u'\\u91cd\\u590d', u'\\u626b\\u63cf', u'\\u8bc4\\u8bba', u'\\u76d8\\u70b9', u'\\u4e2d', u'\\u7528\\u5230', u'\\u4e3b\\u8981', u'\\u6280\\u672f', u'\\u80a5', u'\\u7537\\u7231\\u8089', 'left', 'deep', 'join', 'tree', 'join', 'correlation', 'optimizer', 'null', 'sql', 'hadoop']\n",
+        "[u'\\u56de\\u590d', u'\\u8c22\\u8c22', u'\\u9f13\\u52b1', u'\\u5199', u'\\u7bc7\\u6587\\u7ae0', u'\\u4e3b\\u8981', u'\\u7406\\u7406', u'\\u601d\\u8def', u'\\u4e00\\u4e9b', u'\\u70b9', u'\\u6574\\u5408', u'\\u6df1\\u5ea6', u'\\u5012', u'\\u4e0d\\u6562', u'\\u8bf4', u'\\u95ee', u'\\u51e0\\u4e2a', u'\\u95ee\\u9898', u'\\u591a\\u8868', u'\\u7b56\\u7565', u'\\u672c\\u610f', u'\\u9632\\u6b62', u'\\u6570\\u636e', u'\\u8bc4\\u8bba', u'\\u76d8\\u70b9', u'\\u4e2d', u'\\u7528\\u5230', u'\\u4e3b\\u8981', u'\\u6280\\u672f', u'\\u80a5', u'\\u7537\\u7231\\u8089', 'leoricklin', 'left', 'deep', 'join', 'tree', 'join', 'correlation', 'optimizer', 'null', 'sql', 'hadoop']\n",
+        "[u'\\u6d4b\\u8bd5', u'\\u8bc4\\u8bba', u'\\u76d8\\u70b9', u'\\u4e2d', u'\\u7528\\u5230', u'\\u4e3b\\u8981', u'\\u6280\\u672f', u'\\u80a5', u'\\u7537\\u7231\\u8089', 'null', 'sql', 'hadoop']\n",
+        "[u'\\u56de\\u590d', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u60a8\\u597d', u'\\u4ecb\\u7ecd', u'\\u9700\\u8981', u'\\u4e00\\u4e9b', u'\\u4fe1\\u606f', u'\\u5fae\\u535a', u'\\u79c1\\u4fe1', u'\\u804a', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u60a8\\u597d', u'\\u7f16\\u8f91', u'\\u60f3', u'\\u8f6c\\u8f7d', u'\\u6587\\u7ae0', u'\\u4e00\\u4e2a', u'\\u4ecb\\u7ecd', u'\\u8bc4\\u8bba', 'csdn', 'csdn', 'csdn', 'null']\n",
+        "[]\n",
+        "[u'\\u8bfb\\u8fc7', u'\\u767d\\u86c7']\n",
+        "[u'\\u8bfb\\u8fc7', u'\\u665a\\u6e05', u'\\u6587\\u4eba', u'\\u5987\\u5973', u'\\u89c2', u'\\u524d\\u534a\\u90e8', u'\\u8457\\u91cd', u'\\u68b3\\u7406', u'\\u5ee2\\u7e8f', u'\\u8db3', u'\\u8208\\u5973\\u6b0a', u'\\u570b', u'\\u5bb6\\u4e3b', u'\\u7fa9\\u548c\\u8ce2\\u6bcd', u'\\u826f\\u59bb', u'\\u5973\\u5b78', u'\\u5973\\u5b78\\u5802', u'\\u5973\\u5831', u'\\u767c\\u5c55', u'\\u60c5\\u6cc1', u'\\u5f8c', u'\\u534a\\u90e8', u'\\u523b\\u5283', u'\\u6797\\u754f\\u5eec', u'\\u8521\\u5143\\u57f9', u'\\u5973\\u6027', u'\\u4e3b\\u7fa9', u'\\u601d\\u60f3', u'\\u517c\\u4ee5', u'\\u6316\\u6398', u'\\u5f71\\u97ff', u'\\u4e8c\\u4eba', u'\\u6e05\\u5112', u'\\u5148\\u9a45', u'\\u4fde\\u6b63\\u71ee']\n",
+        "[u'\\u8bfb\\u8fc7', u'\\u665a\\u6e05', u'\\u6587\\u4eba', u'\\u5987\\u5973', u'\\u89c2', u'\\u524d\\u534a\\u90e8', u'\\u8457\\u91cd', u'\\u68b3\\u7406', u'\\u5ee2\\u7e8f', u'\\u8db3', u'\\u8208\\u5973\\u6b0a', u'\\u570b', u'\\u5bb6\\u4e3b', u'\\u7fa9\\u548c\\u8ce2\\u6bcd', u'\\u826f\\u59bb', u'\\u5973\\u5b78', u'\\u5973\\u5b78\\u5802', u'\\u5973\\u5831', u'\\u767c\\u5c55', u'\\u60c5\\u6cc1', u'\\u5f8c', u'\\u534a\\u90e8', u'\\u523b\\u5283', u'\\u6797\\u754f\\u5eec', u'\\u8521\\u5143\\u57f9', u'\\u5973\\u6027', u'\\u4e3b\\u7fa9', u'\\u601d\\u60f3', u'\\u517c\\u4ee5', u'\\u6316\\u6398', u'\\u5f71\\u97ff', u'\\u4e8c\\u4eba', u'\\u6e05\\u5112', u'\\u5148\\u9a45', u'\\u4fde\\u6b63\\u71ee']\n",
+        "[u'\\u770b\\u8fc7', u'\\u5c0f', u'\\u4e4c\\u9f9f', u'\\u957f\\u5927', 'love', 'heart', 'wasn', 'put', 'stay', 'love', 'isn', 'love', 'till', 'give', 'away']\n",
+        "[u'\\u770b\\u8fc7', u'\\u8fdc\\u79bb', u'\\u5c18\\u56a3', u'\\u6e23', u'\\u7537', u'\\u6e23', u'\\u5973', 'troy', 'bathsheba', 'pointless', 'farce']\n",
+        "[u'\\u770b\\u8fc7', u'\\u8fdc\\u79bb', u'\\u5c18\\u56a3', u'\\u770b\\u5230', u'\\u7b2c\\u4e09\\u96c6', u'\\u5fcd\\u4e0d\\u4f4f', u'\\u7f75', u'\\u6e23', u'\\u7537\\u6e23', u'\\u5973', u'\\u5e73\\u606f', u'\\u5f8c', u'\\u89ba\\u5f97', u'\\u53ef\\u7b11', u'\\u8aaa', u'\\u5077\\u7b11', u'\\u4eba', u'\\u9677\\u5165', u'\\u60c5\\u7dd2', u'\\u8b8a\\u5f97', u'\\u4e0d\\u53ef\\u7406\\u55bb', u'\\u7232', u'\\u653e', u'\\u9b06', u'\\u7d50', u'\\u679c', u'\\u7232', u'\\u4e2d\\u671f', u'\\u82f1\\u570b', u'\\u9109\\u6751', u'\\u4e00\\u6bb5', u'\\u7cfe\\u7e8f', u'\\u4e0d\\u6e05', u'\\u56db\\u89d2', u'\\u6200\\u800c', u'\\u751f\\u6c23', u'\\u5287\\u60c5', u'\\u903c\\u771f', u'\\u8b93', u'\\u4eba', u'\\u770b\\u6e05', u'\\u611b\\u60c5', u'\\u591a\\u9ebc', u'\\u7121\\u804a', u'\\u8a31\\u54c8\\u4ee3\\u60f3', u'\\u8aaa\\u9ed8', 'troy', 'bathsheba', 'thomas', 'hardy']\n",
+        "[u'\\u770b\\u8fc7', u'\\u56db\\u91cd\\u5531', u'\\u5f9e\\u5c0e', u'\\u6f14\\u5230', u'\\u5361\\u53f8', u'\\u8d85\\u8c6a\\u83ef\\u9663\\u5bb9', u'\\u6232\\u5916', u'\\u6f14\\u54e1', u'\\u5f71\\u53f2\\u7d1a', u'\\u4eba\\u7269', u'\\u5287\\u5167', u'\\u69ae\\u4f11', u'\\u6b4c\\u5287', u'\\u6f14\\u54e1', u'\\u4ea4\\u76f8', u'\\u8f1d\\u6620', 'feast', 'classical', 'operas', 'hail', 'dame', 'maggie', 'smith', 'long', 'live', 'lady', 'old', 'age', 'sissies', 'works', 'art', 'infinite', 'loneli']\n",
+        "[u'\\u770b\\u8fc7', u'\\u82f1\\u56fd', u'\\u56fd\\u5bb6', u'\\u5267\\u9662', u'\\u4e94\\u5341\\u5468\\u5e74', u'\\u5e86\\u5178', 'national', 'theatre', 'years', 'stage', 'need', 'say', 'special', 'attention', 'mourning', 'becomes', 'electra', 'dame', 'helen', 'mirren']\n",
+        "[u'\\u770b\\u8fc7', u'\\u4fdd\\u6301', u'\\u7f04\\u9ed8', 'song', 'solomon', 'behold', 'thou', 'art', 'fair', 'love', 'behold', 'thou', 'art', 'fair', 'thine', 'eyes', 'doves', 'behind', 'thy', 'veil', 'bible', 'full', 'sex', 'noticed', 'ms', 'make', 'laugh', 'bloody', 'death']\n",
+        "[u'\\u770b\\u8fc7', u'\\u58a8\\u7d22\\u91cc\\u5c3c', u'\\u559d\\u8336', u'\\u610f\\u5927\\u5229', u'\\u7f85', u'\\u99ac', u'\\u548c\\u6587', u'\\u85dd', u'\\u5fa9', u'\\u8208', u'\\u6df1\\u6df1', u'\\u5f71\\u97ff', u'\\u6b50\\u6d32', u'\\u6587\\u660e', u'\\u4f59\\u98a8', u'\\u60e0\\u53ca', u'\\u82f1\\u570b', u'\\u82f1\\u570b', u'\\u7f8e\\u570b', u'\\u6bcd\\u570b', u'\\u7f8e\\u570b\\u4eba', u'\\u82f1\\u570b\\u4eba', u'\\u610f\\u5927\\u5229\\u4eba', u'\\u4e00\\u8d77', u'\\u5435\\u5435', u'\\u9b27\\u9b27', u'\\u597d', u'\\u70fd\\u706b', u'\\u9023\\u5929', u'\\u4e8c\\u6230', u'\\u5b8f\\u5927', u'\\u537b', u'\\u4f4e\\u8abf', u'\\u80cc\\u666f', u'\\u896f\\u6258', u'\\u4e00\\u7fa4', u'\\u8cb4', u'\\u592b\\u4eba', u'\\u5011', u'\\u96f7\\u6253', u'\\u4e0d\\u52d5', u'\\u4e0b\\u5348\\u8336', u'\\u540c\\u6a23', u'\\u96f7\\u6253', u'\\u4e0d\\u52d5', u'\\u6587\\u5b78']\n",
+        "[u'\\u770b\\u8fc7', u'\\u53ef\\u7231', u'\\u5973\\u4eba', u'\\u7b11\\u9ede', u'\\u7537\\u4e3b\\u554f', u'\\u8ac7\\u904e', u'\\u6200\\u611b\\u6c92', u'\\u4e00\\u81c9', u'\\u771f', u'\\u8aa0', u'\\u832b\\u7136', u'\\u5f8c', u'\\u56de\\u7b54', u'\\u8aaa', u'\\u7b11\\u9ede', u'\\u6a13', u'\\u4e0b', u'\\u5077', u'\\u807d', u'\\u5c0d', u'\\u7537\\u4e3b\\u96b1', u'\\u779e', u'\\u5e74\\u9f61', u'\\u4e00\\u4e8b', 'quotes', 'perfect', 'flower', 'nearly', 'old', 'love', 'shall', 'loved', 'ms', 'sigmund', 'freud', 'ms', 'ms']\n",
+        "[u'\\u8bfb\\u8fc7', 'trauma', 'everyday', 'life', 'quote', 'buddha', 'said', 'taught', 'one', 'thing', 'one', 'thing', 'suffering', 'release', 'ea']\n",
+        "[u'\\u5347', u'\\u7b49\\u7ea7', u'\\u798f\\u5229', u'\\u4eab', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u60f3\\u60f3', u'\\u6709\\u70b9', u'\\u5c0f', u'\\u6fc0\\u52a8', u'\\u5c0f\\u4f19\\u4f34', u'\\u513f\\u4eec', u'\\u901f\\u6765', u'\\u56f4\\u89c2', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u6276', u'\\u4e03\\u4e07\\u591a', u'\\u5e73\\u7c73', u'\\u623f\\u5b50', u'\\u9633\\u53f0', u'\\u6276\\u624b', u'\\u62bd\\u7740', u'\\u70df', u'\\u601d\\u7eea\\u4e07\\u5343', u'\\u4eba', u'\\u6d3b\\u7740', u'\\u94b1', u'\\u6743', u'\\u7f8e\\u5973', u'\\u6709\\u94b1', u'\\u6709\\u6743', u'\\u4e4b\\u540e', u'\\u8eab\\u540e', u'\\u8d70\\u6765', u'\\u4e00\\u4f4d', u'\\u7f8e\\u4e3d', u'\\u53ef\\u4eba', u'\\u5c11\\u5987', u'\\u8bf4', u'\\u5e08\\u5085', u'\\u5b89\\u88c5', u'\\u7535\\u8111\\u7cfb\\u7edf', u'\\u5757']\n",
+        "[u'\\u4e00\\u5929', u'\\u6211\\u8981', u'\\u5e26\\u4f60\\u53bb', u'\\u542c', u'\\u5468\\u6770\\u4f26', u'\\u6f14\\u5531\\u4f1a', u'\\u6765\\u8bf4', u'\\u4e00\\u5b9a', u'\\u91cd\\u8981', u'\\u6211\\u8981', u'\\u542c', u'\\u6574\\u4e2a', u'\\u9752\\u6625']\n",
+        "[u'\\u9752\\u6da9', u'\\u8521\\u4f9d\\u6797', u'\\u6210\\u957f', u'\\u4faf\\u4f69\\u5c91', u'\\u627f\\u8bfa', u'\\u6606\\u51cc', u'\\u4e24\\u4e2a', u'\\u4eba', u'\\u80fd\\u5426', u'\\u8d70', u'\\u4e00\\u8d77', u'\\u65f6\\u673a', u'\\u91cd\\u8981', u'\\u51fa\\u73b0', u'\\u4e16\\u754c', u'\\u5145\\u6ee1', u'\\u597d\\u5947', u'\\u7f8e\\u591a', u'\\u4f18\\u79c0', u'\\u5f92\\u52b3', u'\\u51fa\\u73b0', u'\\u60f3\\u8981', u'\\u5b89\\u5b9a', u'\\u80dc\\u7b97', u'\\u5f88\\u5927', u'\\u7231\\u5f97', u'\\u6df1', u'\\u7231\\u5f97', u'\\u65e9', u'\\u7231\\u5f97', u'\\u521a\\u521a', u'\\u597d', 'jay']\n",
+        "[u'\\u53cb\\u60c5', u'\\u4e1c\\u897f', u'\\u73a9\\u597d', u'\\u5c0f', u'\\u65f6\\u4ee3', u'\\u73a9', u'\\u63b0', u'\\u7504', u'\\u5b1b', u'\\u4eba', u'\\u957f', u'\\u9897', u'\\u7ea2\\u697c\\u68a6', u'\\u5fc3', u'\\u5374', u'\\u751f\\u6d3b', u'\\u6c34\\u6d52', u'\\u4e16\\u754c', u'\\u60f3', u'\\u4ea4\\u4e9b', u'\\u4e09\\u56fd', u'\\u91cc', u'\\u6843\\u56ed', u'\\u5f1f\\u5144', u'\\u5374', u'\\u603b', u'\\u9047\\u5230', u'\\u897f\\u6e38\\u8bb0', u'\\u91cc', u'\\u5996\\u9b54\\u9b3c\\u602a']\n",
+        "[u'\\u4e16\\u754c', u'\\u8089', u'\\u51fa\\u73b0', u'\\u83dc', u'\\u53d8\\u6210', u'\\u4e0d\\u613f']\n",
+        "[u'\\u4eca\\u5929', u'\\u770b\\u5230', u'\\u65b0\\u95fb', u'\\u8bf4', u'\\u50a8\\u6237', u'\\u5b58\\u6b3e', u'\\u6d88\\u5931', u'\\u51e0\\u767e\\u4e07', u'\\u51e0\\u4e2a', u'\\u4ebf\\u4e0d\\u7b49', u'\\u50a8\\u6237', u'\\u7d22\\u8d54', u'\\u65e0\\u671b', u'\\u5bf9\\u6b64', u'\\u6df1\\u611f', u'\\u6050\\u60e7', u'\\u8d76\\u7d27', u'\\u9a71\\u8f66', u'\\u94f6\\u884c', u'\\u67e5\\u770b', u'\\u5361\\u91cc', u'\\u5143', u'\\u5413\\u6b7b\\u4eba', u'\\u516c\\u91cc', u'\\u8def', u'\\u534a\\u4e2a', u'\\u5c0f\\u65f6', u'\\u8e6c', u'\\u7d2f\\u6b7b', u'\\u5f80\\u540e', u'\\u518d\\u4e5f', u'\\u4e0d\\u770b', u'\\u65b0\\u95fb', u'\\u5fc3\\u597d', u'\\u7d2f']\n",
+        "[u'\\u971e\\u5149\\u6ee1\\u5929', u'\\u91cc', u'\\u8dd1', u'\\u8fdc\\u5904', u'\\u56de\\u5934', u'\\u5fae\\u7b11', u'\\u5b9a\\u683c', u'\\u76f8\\u673a', u'\\u4e0b', u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u4e07\\u91cc', u'\\u971e\\u5149', u'\\u5c01\\u9762', u'\\u56fe', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u4eca\\u5929', u'\\u7237', u'\\u80cc', u'\\u5355\\u8bcd', u'\\u80cc\\u5355\\u8bcd', u'\\u4ef6', u'\\u6700', u'\\u6027\\u683c', u'\\u4e8b', u'\\uffe3', u'\\uffe3', u'\\u80cc\\u5355\\u8bcd', 'gre', u'\\u767e\\u8bcd\\u65a9', u'\\u767e\\u8bcd\\u65a9\\u5b66\\u9738\\u8ba4\\u8bc1']\n",
+        "[u'\\u4eca\\u5929', u'\\u7237', u'\\u80cc', u'\\u5355\\u8bcd', u'\\u82f1\\u8bed', u'\\u4e0d\\u597d', u'\\u81f3\\u5c11', u'\\u5185\\u5fc3\\u6df1\\u5904', u'\\u85cf\\u6709', u'\\u4f1f\\u5927', u'\\u4eba\\u683c', u'\\u80cc\\u5355\\u8bcd', 'gre', u'\\u767e\\u8bcd\\u65a9', u'\\u767e\\u8bcd\\u65a9\\u5b66\\u9738\\u8ba4\\u8bc1']\n",
+        "[u'\\u6211\\u6765']\n",
+        "[u'\\u4e07\\u80fd', u'\\u5fae\\u535a\\u8bf7', u'\\u8d50', u'\\u624b\\u673a']\n",
+        "[u'\\u5c3c\\u739b', u'\\u4e22', u'\\u4e09\\u5757', u'\\u94b1']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'glay', 'love', 'fm', u'\\u7ea2\\u5fc3\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'green', 'day', 'wake', 'september', 'ends', 'fm', u'\\u7ea2\\u5fc3\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "['work', 'hard', 'work', 'save', 'work', 'thing', 'see']\n",
+        "['make', 'millions', 'decisions', 'mean', 'nothing', 'one', 'day', 'order', 'takes', 'changes', 'life']\n",
+        "['destiny', 'takes', 'hand']\n",
+        "['people', 'truly', 'loved', 'far', 'likely', 'love']\n",
+        "['re', 'attracted', 'someone', 'means', 'subconscious', 'attracted', 'subconscious', 'subconsciously', 'think', 'fate', 'two', 'neuroses', 'knowing', 're', 'perfect', 'match']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'james', 'blunt', 'mind', 'fm', u'\\u7ea2\\u5fc3\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'two', 'door', 'cinema', 'club', 'want', 'fm', u'\\u7ea2\\u5fc3\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
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+        "[u'\\u667a\\u53d6', u'\\u5a01\\u864e\\u5c71', u'\\u7535\\u5f71', u'\\u4e0b\\u8f7d', u'\\u9ad8\\u6e05', u'\\u8fc5\\u96f7', u'\\u79cd\\u5b50', u'\\u7f8e\\u5c14', u'\\u7535\\u5f71', u'\\u4e0b\\u8f7d', u'\\u7f51', 'bt']\n",
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+        "['fuel', 'repost']\n",
+        "['nova', 'lock']\n",
+        "[u'\\u300e', u'\\u7f51\\u7edc', u'\\u8be6\\u89e3', u'\\u6e90\\u7801', u'\\u89e3\\u8bfb', u'\\u5b9e\\u8df5', u'\\u300f', 'docker', 'pipework']\n",
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+        "[u'\\u7f51\\u53cb', u'\\u505a', u'\\u4e00\\u4e2a', u'\\u53cb\\u60c5', u'\\u7231\\u60c5', u'\\u8d5e', 'mv']\n",
+        "[u'\\u4e24\\u79cd', u'\\u4eba', u'\\u4e00\\u79cd', u'\\u65b0\\u5e74\\u5feb\\u4e50', u'\\u4e00\\u79cd', u'\\u4f60\\u597d', u'\\u4e00\\u79cd', u'\\u65e0\\u804a', u'\\u4e00\\u79cd', u'\\u5a18\\u70ae', u'\\u65e0\\u804a', u'\\u5a18\\u70ae']\n",
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+        "[u'\\u5475\\u5475', u'\\u5173\\u673a', u'\\u7761\\u89c9']\n",
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+        "[u'\\u77a7', u'\\u54e5\\u4eec', u'\\u6ca1\\u89c1', u'\\u6d41\\u91cf', u'\\u6837\\u5b50', u'\\u660e\\u5929', u'\\u542f\\u7a0b', u'\\u6536\\u62fe', u'\\u4e00\\u79cd', u'\\u6c89\\u7740', u'\\u6de1\\u5b9a', u'\\u61d2', u'\\u4e00\\u79cd', u'\\u4ece\\u5bb9', u'\\u5904\\u53d8\\u4e0d\\u60ca', u'\\u6ca1\\u5fc3\\u6ca1\\u80ba']\n",
+        "[u'\\u8863\\u51a0', u'\\u80dc\\u96ea', u'\\u6210\\u4e3a', u'\\u65b0\\u5a18', u'\\u95ed\\u53e3', u'\\u4e0d\\u63d0', u'\\u5f80\\u65e5', u'\\u75af\\u72c2', u'\\u4eea\\u4ed7', u'\\u695a\\u7136', u'\\u6210\\u4e3a', u'\\u65b0\\u90ce', u'\\u6c38\\u8fdc', u'\\u6700\\u521d', u'\\u68a6\\u60f3', u'\\u5bb9', u'\\u518d', u'\\u6279\\u53d1', u'\\u56de\\u6267', u'\\u5ff5']\n",
+        "[u'\\u5357\\u4eac', u'\\u8bdd', u'\\u542c', u'\\u96be\\u542c']\n",
+        "[u'\\u73af\\u5883', u'\\u884c', u'\\u6211\\u5fcd', u'\\u6211\\u8ba4', u'\\u4fe1\\u53f7', u'\\u56de\\u4e8b', u'\\u56de\\u4e2a', u'\\u4fe1\\u606f', u'\\u7b2c\\u4e8c\\u5929', u'\\u5c0f\\u533a', u'\\u5c3c\\u739b', u'\\u6562\\u4e0d\\u6562', u'\\u666e\\u53ca', u'\\u6751\\u6751\\u901a', 'wi', 'fi']\n",
+        "[u'\\u5c3c\\u739b', u'\\u8bd5', u'\\u904d', u'\\u6210\\u529f', u'\\u539f\\u6765', u'\\u6700\\u7f8e', u'\\u611f\\u89c9', u'\\u5982\\u91ca\\u91cd\\u8d1f']\n",
+        "[u'\\u63d0\\u524d', u'\\u4e0b\\u73ed', u'\\u611f\\u89c9', u'\\u597d']\n",
+        "[u'\\u5f97\\u745f', u'\\u4e00\\u4e0b', u'\\u7b2c\\u4e00\\u6b21', u'\\u5468\\u62a5', u'\\u586b', u'\\u9a84\\u50b2', u'\\u95ed\\u5173', 'ft']\n",
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+        "[u'\\u8349', u'\\u4e0d\\u53d1', u'\\u63d0\\u9192', u'\\u5431\\u58f0', u'\\u597d', u'\\u6b3a\\u8d1f', u'\\u77e5\\u9053', u'\\u54ac\\u4eba', u'\\u72d7', u'\\u5c3c\\u739b', u'\\u6bcf\\u6b21', u'\\u8ba4\\u8bc6']\n",
+        "[u'\\u5356\\u529b', u'\\u505a\\u597d']\n",
+        "[u'\\u5206\\u4eab', u'low_accepted \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u6050\\u9ad8\\u75c7', u'\\u614e\\u5165', u'\\u7b2c\\u4e00', u'\\u89c6\\u89d2', u'\\u611f\\u53d7', u'\\u4e16\\u754c', u'\\u6700', u'\\u53ef\\u6015', u'\\u5de5\\u4f5c', u'\\u4e3b', u'\\u6765\\u81ea', u'\\u751f\\u6d3b', u'\\u5a31\\u4e50', u'\\u9891\\u9053', 'hzc', 'acfun']\n",
+        "[u'\\u4eca\\u5929', u'\\u7f51\\u7ad9', u'\\u6b63\\u5e38', u'\\u6253\\u5f00', u'\\u9650\\u5236', u'\\u67e5\\u770b', u'\\u4e00\\u4e2a', u'\\u539f\\u6765', u'\\u8df3\\u5230', u'\\u65e5\\u672c', u'\\u7f51\\u7edc', 'ip']\n",
+        "[u'\\u597d\\u6587', u'\\u8bc4\\u8bba', u'\\u9ad8\\u7ea7', u'\\u8fd0\\u8425', u'\\u666e\\u901a', u'\\u8fd0\\u8425', u'\\u533a\\u522b', u'\\u9e1f\\u54e5', u'\\u7b14\\u8bb0', u'\\u9e1f\\u54e5\\u7b14\\u8bb0']\n",
+        "[u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u4e0d\\u9519', u'\\u5546\\u54c1', u'\\u5de5\\u4f5c', u'\\u6700\\u7ed9\\u529b', u'\\u4eac\\u4e1c', u'\\u4ef7', u'\\u611f\\u89c9', u'\\u4e0d\\u9519', u'\\u5206\\u4eab', u'\\u4e00\\u4e0b', u'\\u4eac\\u4e1c']\n",
+        "[u'\\u5206\\u4eab', u'\\u5434\\u519b\\u535a\\u58eb \\u7684\\u6587\\u7ae0']\n",
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+        "[u'\\u5e03\\u4e01\\u52a8\\u753b', u'\\u51ed\\u7269\\u8bed', u'\\u5e03\\u4e01\\u5a18 \\u4e00\\u8d77\\u8ffd ']\n",
+        "[u'\\u652f\\u6301', u'\\u7248\\u672c', 'android', 'tcpdump']\n",
+        "[u'\\u7f51\\u7edc', u'\\u611f\\u53f9\\u53f7', u'\\u4fee\\u6539', u'\\u68c0\\u6d4b', u'\\u670d\\u52a1\\u5668', u'\\u5730\\u5740', 'android', 'adb', 'shell', 'su', 'context', 'system', 'app', 'settings', 'put', 'global', 'captive', 'portal', 'server', 'xn', 'yet', 'cpd', 'xn', 'fiqs']\n",
+        "[]\n",
+        "[u'\\u7f51\\u7edc', u'\\u611f\\u53f9\\u53f7', u'\\u4fee\\u6539', u'\\u68c0\\u6d4b', u'\\u670d\\u52a1\\u5668', u'\\u5730\\u5740', 'android', 'adb', 'shell', 'su', 'context', 'system', 'app', 'settings', 'put', 'global', 'captive', 'portal', 'server', 'xn', 'yet', 'cpd', 'xn', 'fiqs']\n",
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+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u5fc3\\u7406\\u75be\\u75c5', u'\\u738b\\u57a0']\n",
+        "[]\n",
+        "[u'\\u5e26\\u4e0a', u'\\u6e90', 'fullnat', 'toa', 'ip']\n",
+        "[u'{', u'}', u'\\u521d\\u59cb\\u5316', u'\\u65f6', u'\\u8fdb\\u7a0b', u'\\u6570\\u7a0d', u'\\u8dea', u'\\u5fc5\\u8981', u'\\u5b9e\\u73b0', u'\\u8f7b\\u91cf\\u7ea7', u'\\u7248\\u672c', 'reach', 'max', 'qlen', 'init', 'gen', 'server', 'init', 'get', 'argument', 'generic', 'debug', 'gen', 'server']\n",
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+        "[u'\\u547c\\u53eb', u'\\u55b5', u'\\u661f\\u4eba', u'\\u753b\\u732b\\u840c\\u6b7b\\u72fc']\n",
+        "[u'\\u4e24\\u5929', u'\\u9020', u'\\u5c0f', u'\\u8f6e\\u5b50', u'\\u91cc', u'\\u5b9e\\u73b0', u'\\u5f02\\u6b65', u'\\u4efb\\u52a1', u'\\u961f\\u5217', u'\\u8f7b\\u677e', u'\\u4e9b', u'\\u961f\\u5217', u'\\u63a5\\u53e3', u'\\u5f00\\u653e', u'\\u76ee\\u524d', u'\\u53ea', u'\\u5199', u'\\u4e00\\u4e2a', u'\\u5b9e\\u73b0', u'\\u6709\\u7a7a', u'\\u5199\\u4e2a', u'\\u5b9e\\u73b0', u'\\u6210', u'\\u5206\\u5e03\\u5f0f', u'\\u6709\\u70b9\\u50cf', u'\\u611f\\u89c9', u'\\u592a\\u91cd', u'\\u5730\\u5740', 'go', 'jq', 'jobqueue', 'go', 'memory', 'redis', 'celery', 'celery', 'go', 'github']\n",
+        "[u'\\u65b0\\u4f5c', u'\\u8fd8\\u597d', u'\\u4e09\\u6d41', u'\\u5f31\\u6821', u'\\u51fa\\u8eab', u'\\u8fd9\\u6b21', u'\\u819d\\u76d6', u'\\u5b8c\\u597d', u'\\u738b\\u57a0', u'\\u725b\\u6821', u'\\u7efc\\u5408\\u5f81']\n",
+        "[u'\\u56fd\\u5185', u'\\u4f3c\\u4e4e', u'\\u6284', 'auth']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u770b\\u5230', u'\\u719f\\u6089', u'\\u4e2d\\u56fd\\u961f']\n",
+        "[u'\\u4e07\\u80fd', u'\\u5fae\\u535a', u'\\u80fd\\u5426', u'\\u63a8\\u8350', u'\\u4e00\\u4e2a', u'\\u667a\\u80fd', u'\\u63d2\\u5ea7', 'open', 'api']\n",
+        "[u'\\u5927\\u7a7a\\u7ffc', u'\\u9644\\u4f53']\n",
+        "[u'\\u770b\\u8fc7', u'\\u6a21\\u4eff', u'\\u6e38\\u620f', u'\\u8bb2', u'\\u7956\\u5e08\\u7237', u'\\u7247', u'\\u5dee', u'\\u8dea']\n",
+        "[u'\\u8bf4', u'\\u770b\\u7740', u'\\u9762\\u719f', u'\\u611f\\u89c9', u'\\u4f3c\\u66fe', u'\\u76f8\\u4f3c', u'\\u4eca\\u5929', u'\\u65e0\\u610f\\u95f4', u'\\u4e00\\u773c', u'\\u6ca1\\u4e8b', u'\\u5077\\u7740\\u4e50', u'\\u7ec8\\u4e8e', u'\\u627e\\u5230', u'\\u7b54\\u6848', 'andrew', 'ng']\n",
+        "[u'\\u8bc4\\u8bba', u'{', u'{', u'}', u'}', u'\\u5b88\\u671b\\u8005', 'gfdsg', 'caokee', 'hello', 'soone']\n",
+        "[u'\\u597d\\u597d\\u5b66\\u4e60', u'\\u5929\\u5929\\u5411\\u4e0a', u'\\u5929', u'\\u667a\\u80dc', u'\\u6559\\u80b2', u'\\u6211\\u8981\\u505a\\u5916\\u8bed\\u8fbe\\u4eba']\n",
+        "[u'\\u597d\\u597d\\u5b66\\u4e60', u'\\u5929\\u5929\\u5411\\u4e0a', u'\\u5929', u'\\u667a\\u80dc', u'\\u6559\\u80b2', u'\\u6211\\u8981\\u505a\\u5916\\u8bed\\u8fbe\\u4eba']\n",
+        "[u'\\u5c71\\u836f', u'\\u7389\\u7c73', u'\\u6392\\u9aa8\\u6c64', u'\\u849c\\u84c9', u'\\u7c89\\u4e1d', u'\\u84b8', u'\\u5927\\u867e', u'\\u770b\\u5230', u'\\u57fa\\u56f4', u'\\u867e', u'\\u9edd\\u9ed1', u'\\u53d8\\u6210', u'\\u7ea2\\u8272', u'\\u8fc7\\u7a0b', u'\\u597d', u'\\u795e\\u5947', u'\\u597d', u'\\u597d\\u73a9', u'\\u5c0f\\u5996\\u7231\\u53a8\\u623f']\n",
+        "[u'\\u5c0f\\u5403', u'\\u5c0f\\u5996\\u7231\\u53a8\\u623f']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'jon', 'schmidt', 'steven', 'sharp', 'nelson', 'love', 'story', 'meets', 'viva', 'la', 'vida', 'fm', u'\\u7ea2\\u5fc3\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "[u'\\u6b4c\\u624b', u'\\u4e0d\\u9519']\n",
+        "[u'\\u770b\\u8fc7', u'\\u4eb2\\u7231']\n",
+        "[u'\\u770b\\u8fc7', u'\\u970d\\u6bd4\\u7279', u'\\u4eba', u'\\u4e94\\u519b', u'\\u4e4b\\u6218']\n",
+        "[u'\\u674e\\u5b97\\u76db', u'\\u51e1\\u5c18', u'\\u8bd7\\u4eba', u'\\u5531\\u666e\\u4e16', u'\\u60c5\\u6b4c', u'\\u9996\\u53d1', u'\\u5fae\\u4fe1', u'\\u516c\\u4f17', u'\\u53f7', u'\\u5085', u'\\u8e22\\u8e22', u'\\u542c\\u5230', u'\\u670b\\u53cb', u'\\u8bf4', u'\\u674e\\u5b97\\u76db', u'\\u6f14\\u51fa', u'\\u5f88\\u706b', u'\\u56fd\\u5bb6', u'\\u4eba\\u53e3\\u8001\\u9f84\\u5316', u'\\u5f88\\u5927', u'\\u5173\\u7cfb', u'\\u4eca\\u5929', u'\\u8001\\u670b\\u53cb', u'\\u89c1\\u4e2a\\u9762', u'\\u6512', u'\\u4e00\\u4e2a', u'\\u5c40', u'\\u5f04', u'\\u674e\\u5b97\\u76db', u'\\u7ad9', u'\\u821e\\u53f0', u'\\u5df2\\u96be', u'\\u63a9', u'\\u5317\\u4eac', u'\\u53e3\\u97f3', u'\\u79bb\\u5f00', u'\\u5317\\u6295', 'futeetee']\n",
+        "[u'\\u771f\\u7684', u'\\u6709\\u4eba', u'\\u5728\\u4e16\\u754c\\u4e0a', u'\\u7edd\\u5927\\u90e8\\u5206', u'\\u4eba', u'\\u77e5\\u60c5', u'\\u60c5\\u51b5', u'\\u4e0b', u'\\u62ef\\u6551', u'\\u4e16\\u754c', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u97e9\\u7ea2', u'\\u5f80\\u4e8b', u'\\u968f\\u98ce', u'\\u9676\\u7b1b', u'\\u6f14\\u594f', u'\\u5468\\u5b50\\u96f7', u'\\u5927\\u7231']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'bandari', 'hymn', 'fm', u'\\u7ea2\\u5fc3\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "[u'\\u8fdc\\u7a0b', u'\\u4e0a\\u8bfe', u'\\u4e2d']\n",
+        "[u'\\u52a0\\u5165', 'jure', 'leskovec', 'pinterest']\n",
+        "[u'\\u5206\\u4eab', u'\\u963f\\u6728', u'\\u5355\\u66f2', u'\\u7231', u'\\u6c5f\\u5c71', u'\\u7231\\u7f8e', u'\\u4eba', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'fm', u'\\u7ea2\\u5fc3\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'alex', 'band', 'leave', 'today', 'day', 'fm', u'\\u7ea2\\u5fc3\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'secondhand', 'serenade', 'nightmares', 'fm', u'\\u7ea2\\u5fc3\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "[u'\\u719f\\u6089', u'\\u65cb\\u5f8b', u'\\u4e00\\u4ee3\\u4eba', u'\\u56de\\u5fc6', u'\\u5206\\u4eab', u'\\u6234\\u5a06', u'\\u5355\\u66f2', u'\\u6545\\u4e8b', u'\\u6545\\u4e8b', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'fm', u'\\u79c1\\u4eba\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "[u'\\u770b\\u8fc7', u'\\u6492\\u5a07', u'\\u5973\\u4eba', u'\\u6700\\u597d', u'\\u547d']\n",
+        "[u'\\u60f3', u'\\u8bf4', u'\\u53bb\\u5e74', u'\\u8ba4\\u8bc6', u'\\u4e00\\u540d', u'\\u4e56\\u5de7', u'\\u61c2\\u4e8b', u'\\u53ef\\u7231', u'\\u597d\\u73a9', u'\\u5c0f\\u5973\\u751f', u'\\u5e74', u'\\u60f3', u'\\u966a', u'\\u8d70', u'\\u4e0b\\u53bb']\n",
+        "[u'\\u4e0b\\u5348', u'\\u676d\\u56fe', u'\\u5ea6\\u8fc7']\n",
+        "[u'\\u6e56\\u8fb9', u'\\u5439', u'\\u5439\\u98ce']\n",
+        "[u'\\u6bcf\\u4e2a', u'\\u4eba', u'\\u8fc7\\u53bb', u'\\u559c\\u6b22', u'\\u7d27\\u7d27', u'\\u76ef', u'\\u8fc7\\u53bb', u'\\u5f53\\u65f6', u'\\u9519\\u8bef', u'\\u60e9\\u7f5a', u'\\u73b0\\u5728', u'\\u4e2d', u'\\u65ad\\u9001', u'\\u672a\\u6765']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u4eba\\u6c11\\u90ae\\u7535\\u51fa\\u7248\\u793e', u'\\u4fe1\\u606f\\u6280\\u672f', u'\\u5206\\u793e', u'\\u5206\\u4eab', u'\\u7f51\\u7edc\\u5206\\u6790', u'\\u7b80\\u5355', u'\\u8ff7\\u4f60', u'\\u4e66', u'\\u63a8\\u8350', 'wireshark', 'pd', u'\\u5fae\\u76d8']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5b59\\u949f\\u79c0', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u6559\\u7a0b', u'\\u6ce8\\u91ca', u'\\u5168', u'\\u63a8\\u8350', u'\\u5fae\\u76d8', u'\\u6e7e\\u533a\\u8bc4\\u8bba']\n",
+        "[u'\\u771f\\u662f', u'\\u9047\\u5230', u'\\u4e00\\u4e2a', u'\\u7279\\u522b', u'\\u7279\\u522b', u'\\u597d', u'\\u5c0f\\u4e2b\\u5934']\n",
+        "[u'\\u770b\\u770b', u'\\u7b14\\u8bb0', u'\\u60f3\\u60f3', u'\\u5f53\\u5e74', u'\\u538b\\u6839', u'\\u7ffb\\u8fc7', u'\\u771f\\u662f', u'\\u81ea\\u60ed\\u5f62\\u79fd']\n",
+        "[u'\\u53d1\\u73b0', u'\\u6709\\u529f', 'bug']\n",
+        "[u'\\u89c6\\u9891', u'\\u4eba\\u7403', u'\\u5408\\u4e00', u'\\u5927\\u795e', u'\\u8fc7\\u4eba', u'\\u73a9']\n",
+        "[u'\\u4ecb\\u610f', u'\\u4f24\\u611f', u'\\u611f\\u89c9', u'\\u4e00\\u76f4', u'\\u4ee5\\u6765', u'\\u575a\\u6301', u'\\u4e1c\\u897f', u'\\u73b0\\u5b9e', u'\\u9762\\u524d', u'\\u4e0d\\u582a\\u4e00\\u51fb', u'\\u629b\\u5f03']\n",
+        "[u'\\u7ee7\\u7eed', u'\\u52aa\\u529b']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u5b69\\u5b50', u'\\u80cc\\u8bf5', u'\\u6839\\u672c', u'\\u61c2', u'\\u53e4\\u8bd7\\u8bcd', u'\\u53e4\\u6587', u'\\u610f\\u4e49', u'\\u5c81', u'\\u5988\\u5988', u'\\u6559', u'\\u80cc', u'\\u5510\\u8bd7', u'\\u89c9\\u5f97', u'\\u75db\\u82e6', u'\\u8bd7\\u8bcd', u'\\u62bc\\u97f5', u'\\u513f\\u6b4c', u'\\u5dee', 'peng', u'mu']\n",
+        "[u'\\u6735', u'\\u76ee\\u6807', u'\\u8d8a\\u6765\\u8d8a\\u8fd1']\n",
+        "[u'\\u4eca\\u5929', u'\\u63a8\\u8350', u'\\u771f', u'\\u5e94\\u666f']\n",
+        "[u'\\u831c\\u831c']\n",
+        "[u'\\u5c0f\\u4e2b\\u5934']\n",
+        "[u'\\u7a0b\\u5e8f', u'\\u5a9b', u'\\u4e00\\u79cd', u'\\u5f88\\u840c', u'\\u751f\\u7269']\n",
+        "[u'\\u8be5\\u4e0d\\u8be5', u'\\u95ee\\u95ee', u'\\u6e05\\u695a', u'\\u95ee', u'\\u5acc', u'\\u70e6', u'\\u8ba4\\u4e3a', u'\\u5173\\u5fc3', u'\\u4ee3\\u8868', u'\\u653e\\u5f03', u'\\u6700\\u8fd1', u'\\u6bd4\\u8f83', u'\\u5931\\u843d', u'\\u592a\\u9633', u'\\u5f15\\u529b', u'\\u4f5c\\u7528', u'\\u4eba', u'\\u6b63\\u5e38', u'\\u60c5\\u7eea', u'\\u5468\\u671f', u'\\u9047\\u5230', u'\\u96be\\u9898', u'\\u5374', u'\\u4e0d\\u60f3', u'\\u8bf4', u'\\u4e24\\u4eba', u'\\u5173\\u7cfb', u'\\u5904\\u7406', u'\\u592a\\u817b', u'\\u5bb9\\u6613', u'\\u53cd\\u80c3', u'\\u592a\\u6de1', u'\\u6de1', u'\\u4e0b\\u53bb', u'\\u4e5f\\u8bb8', u'\\u89c1\\u8fc7\\u9762', u'\\u7a7a\\u4e2d\\u697c\\u9601', u'\\u57fa\\u7840', u'\\u4e0d\\u591f']\n",
+        "[u'\\u4e00\\u5929', u'\\u538b\\u529b', u'\\u6709\\u70b9']\n",
+        "[u'\\u831c\\u831c', u'\\u6700', u'\\u53ef\\u7231', u'\\u6700\\u840c', u'\\u5973\\u5b69', u'\\u5e0c\\u671b', u'\\u7167\\u987e', u'\\u559c\\u6b22', u'\\u4e00\\u8f88\\u5b50', u'\\u4e0d\\u5bb3\\u7f9e', u'\\u5bb3\\u81ca', u'\\u5220\\u5fae\\u535a', u'\\u95ee\\u5fc3\\u65e0\\u6127', u'\\u5e72\\u561b', u'\\u5220', u'\\u53ea\\u60f3', u'\\u95ee\\u95ee', u'\\u613f\\u4e0d\\u613f\\u610f', u'\\u8f69\\u8f69_\\u5c0f\\u4e2b\\u5934']\n",
+        "[u'\\u60f3', u'\\u6bcd\\u4eb2']\n",
+        "[u'\\u74e3', u'\\u540c\\u884c', u'\\u8c46\\u74e3', u'\\u89c2\\u5f71', u'\\u62a5\\u544a', u'\\u90e8', u'\\u6536\\u6210', u'\\u4e0d\\u592a\\u597d']\n",
+        "[u'\\u60f3', u'\\u63a8\\u62ff']\n",
+        "[u'\\u60f3', u'\\u9ed1\\u955c', u'\\u5723\\u8bde', u'\\u7279\\u522b\\u7bc7']\n",
+        "[u'\\u770b\\u8fc7', u'\\u8bc8\\u6b3a', u'\\u6e38\\u620f']\n",
+        "[u'\\u770b\\u8fc7', u'\\u91cd\\u8fd4', u'\\u5c81']\n",
+        "[u'\\u770b\\u8fc7', u'\\u6124\\u6012', u'\\u8461\\u8404']\n",
+        "[u'\\u770b\\u8fc7', u'\\u9ed1\\u955c', u'\\u5723\\u8bde', u'\\u7279\\u522b\\u7bc7']\n",
+        "[u'\\u770b\\u8fc7', u'\\u81ea\\u8c6a', u'\\u8363\\u8000']\n",
+        "[u'\\u770b\\u8fc7', u'\\u7f8e\\u56fd', u'\\u72d9\\u51fb\\u624b']\n",
+        "[u'\\u60f3', u'\\u6a21\\u4eff', u'\\u6e38\\u620f']\n",
+        "['test']\n",
+        "[u'\\u4e2d\\u7eaa\\u59d4', u'\\u8fde\\u6279', u'\\u4e66\\u534f', u'\\u5c0f\\u5fc3', u'\\u4eba\\u6c11\\u65e5\\u62a5', u'\\u5ba2\\u6237\\u7aef']\n",
+        "[u'\\u5341\\u56db\\u5e74']\n",
+        "[u'\\u8bf8\\u4e8b', u'\\u4e0d\\u987a', u'\\u8111\\u888b', u'\\u660f\\u6c89', u'\\u4e8b\\u513f', u'\\u903c', u'\\u5ba2\\u6237', u'\\u50bb\\u5e3d', u'\\u9762\\u762b', u'\\u65e0\\u8111', u'\\u5927\\u5802', u'\\u4ea4\\u66ff', u'\\u4e0b\\u67dc', u'\\u4f11\\u606f', u'\\u4e0d\\u8ba9', u'\\u5598\\u606f', u'\\u7a7a\\u95f2', u'\\u540c\\u4e8b', u'\\u665a\\u4e0a', u'\\u672c\\u53ef', u'\\u65e9\\u70b9', u'\\u4e0b\\u73ed', u'\\u7a7f\\u7740', u'\\u5355\\u8584', u'\\u5de5\\u88c5', u'\\u80e1\\u540c', u'\\u91cc', u'\\u4e1c\\u5954\\u897f\\u8d70', u'\\u7ec8\\u4e8e', u'\\u627e', u'\\u68d5\\u6811', u'\\u659c\\u8857', u'\\u53f7', u'\\u5927\\u5988', u'\\u8865', u'\\u7b7e\\u540d', u'\\u5927\\u5988', u'\\u770b\\u95e8\\u72d7', u'\\u5dee\\u70b9', u'\\u8dd1\\u6389', u'\\u56de\\u5230', u'\\u5bb6\\u91cc', u'\\u5403', u'\\u6ef4', u'\\u773c\\u6cea', u'\\u70ed\\u817e\\u817e', u'\\u6ce1\\u9762', u'\\u53ef\\u7b11', u'\\u65e0\\u5948', u'\\u6c14\\u6124', u'\\u6d88\\u5931', u'\\u6491\\u4e0d\\u4f4f', u'\\u6de1\\u5b9a']\n",
+        "[u'\\u4e00\\u5b9a', u'\\u94ed\\u8bb0', u'\\u5c48\\u8fb1', u'\\u5751', u'\\u906d\\u9047', u'\\u4e0d\\u4e89\\u6c14', u'\\u6539\\u53d8']\n",
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+        "[u'\\u52a0\\u5165', u'\\u6e7e\\u533a', u'\\u65e5\\u62a5', 'startup']\n",
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+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u5fae\\u4fe1', u'\\u521b\\u4e1a\\u8005', u'\\u5410\\u8840', u'\\u603b\\u7ed3', u'\\u5fae', u'\\u6307\\u5357', u'\\u4ea7\\u54c1', u'\\u7ecf\\u7406']\n",
+        "[u'\\u4e0d\\u60f3', u'\\u6536\\u5230', u'\\u516c\\u76ca', u'\\u9879\\u76ee', u'\\u4fe1\\u606f', u'\\u5e94\\u8be5', u'\\u5c4f\\u853d']\n",
+        "[u'\\u4e0d\\u60f3', u'\\u6536\\u5230', u'\\u7c7b\\u4f3c', u'\\u4fe1\\u606f']\n",
+        "[u'\\u4f11', u'\\u534a\\u4e2a', u'\\u5927\\u5047', u'\\u56de\\u5230', u'\\u516c\\u53f8', u'\\u4e00\\u5806', u'\\u90ae\\u4ef6', u'\\u76f4\\u63a5', u'\\u62d2\\u7edd\\u670d\\u52a1', u'\\u62ff\\u5230', u'\\u4e00\\u5806', u'\\u793c\\u54c1', u'\\u611f\\u8c22', u'\\u516c\\u53f8', u'\\u90e8\\u95e8', u'\\u5173\\u6000', 'rtx']\n",
+        "[u'\\u5e2e', u'\\u670b\\u53cb', u'\\u8f6c\\u53d1', u'\\u6709\\u8981', u'\\u89e3\\u51b3', u'\\u5de5\\u4f5c', u'\\u8fc7\\u6765', u'\\u5927\\u578b', u'\\u56fd\\u4f01', u'\\u89e3\\u51b3', u'\\u5317\\u4eac', u'\\u6237\\u53e3', u'\\u7537\\u751f', u'\\u7814\\u7a76\\u751f', u'\\u6bd5\\u4e1a', u'\\u7ecf\\u6d4e', u'\\u7c7b', u'\\u4e13\\u4e1a', u'\\u5e38\\u9a7b', u'\\u56fd\\u5916', u'\\u51e0\\u5e74', u'\\u4eb2\\u621a\\u670b\\u53cb', u'\\u5b69\\u5b50', u'\\u627e', u'\\u5de5\\u4f5c', u'\\u8d76\\u7d27', u'\\u627e', u'\\u65f6', u'\\u4e00\\u5468', u'\\u8fc7\\u65f6\\u4e0d\\u5019']\n",
+        "[u'\\u611b\\u662f', u'\\u6046\\u4e45', u'\\u5fcd\\u8010', u'\\u6709\\u6069\\u6148', u'\\uff0e', u'\\u611b\\u662f', u'\\u4e0d\\u5ac9\\u5992', u'\\uff0e', u'\\u611b\\u662f', u'\\u81ea\\u8a87', u'\\uff0e', u'\\u4e0d\\u5f35', u'\\u72c2', u'\\uff0e', u'\\u4f5c', u'\\u5bb3\\u7f9e', u'\\u4e8b', u'\\uff0e', u'\\u6c42', u'\\u76ca\\u8655', u'\\uff0e', u'\\u4e0d\\u8f15\\u6613', u'\\u767c\\u6012', u'\\uff0e', u'\\u4e0d\\u8a08\\u7b97', u'\\u4eba', u'\\u60e1', u'\\uff0e', u'\\u4e0d\\u559c\\u6b61', u'\\u4e0d\\u7fa9', u'\\uff0e', u'\\u53ea', u'\\u559c\\u6b61', u'\\u771f\\u7406', u'\\uff0e', u'\\u51e1\\u4e8b', u'\\u5305\\u5bb9', u'\\uff0e', u'\\u51e1\\u4e8b', u'\\u76f8\\u4fe1', u'\\uff0e', u'\\u51e1\\u4e8b', u'\\u76fc\\u671b', u'\\uff0e', u'\\u51e1\\u4e8b', u'\\u5fcd\\u8010', u'\\u611b\\u662f', u'\\u6c38\\u4e0d', u'\\u6b62\\u606f', u'\\uff0e', u'\\u6b4c\\u6797\\u591a', u'\\u524d\\u66f8']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u590d\\u6742', u'\\u7f51\\u7edc', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u5206\\u4eab', u'\\u8bfb\\u4e66\\u4f1a', u'\\u5408\\u96c6', u'\\u6253\\u5370', u'\\u7248', u'\\u63a8\\u8350', 'nietzsche', 'prml', 'pdf', u'\\u5fae\\u76d8']\n",
+        "[u'\\u4e00\\u662f', u'\\u6570\\u636e', u'\\u817e\\u8baf', u'\\u5f20\\u5c0f\\u9f99', u'\\u963f\\u91cc', u'\\u6570\\u636e\\u5206\\u6790', u'\\u9ad8\\u624b', u'\\u8f66\\u54c1', u'\\u89c9', u'\\u864e', u'\\u55c5']\n",
+        "['xsslint', 'find', 'potential', 'xss', 'vulnerabilities', 'jquery', 'spaghetti', 'beautiful', 'code']\n",
+        "[u'\\u91cc\\u9762', u'\\u597d\\u591a', u'\\u8d85\\u8d5e', u'\\u52a8\\u753b', u'\\u6548\\u679c', 'highlight', 'ui', 'animations']\n",
+        "[u'\\u8fde\\u7eed', u'\\u4e24\\u4e2a', u'\\u591a\\u6708', u'\\u665a\\u4e0a', u'\\u4e24\\u70b9', u'\\u4f11\\u606f', u'\\u65e9\\u4e0a', u'\\u516b\\u70b9', u'\\u722c\\u8d77\\u6765', u'\\u62c5\\u5fc3', u'\\u6297', u'\\u4e0d\\u5230', u'\\u7a00\\u571f', u'\\u4e0a\\u5e02', u'\\u4e00\\u5929', u'\\u053e', u'\\u2038', u'\\u053e', u'\\u6211\\u76842014']\n",
+        "[u'\\u5965\\u4f53', u'\\u5730\\u94c1\\u7ad9', u'\\u5929\\u82b1\\u677f', u'\\u88c5\\u9970', u'\\u8bb0\\u5f97', u'\\u8fd9\\u662f', u'\\u5409\\u7965\\u7269']\n",
+        "[u'\\u4e00\\u6b3e', u'\\u7ba1\\u7406', u'\\u9879\\u76ee', u'\\u5de5\\u5177', 'astral', 'github', 'star']\n",
+        "[u'\\u535a\\u5ba2', u'\\u518d', u'\\u63d0\\u4f9b', u'\\u4e00\\u679a', u'\\u65e5\\u672c', u'\\u7ebf\\u8def', u'\\u8d26\\u53f7', 'shadowsocks', 'info', 'shadowsocks', u'\\u5206\\u4eab\\u7cbe\\u5f69\\u535a\\u6587']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u53e4\\u9999\\u53e4\\u8272', u'\\u96cd\\u548c\\u5bab', u'\\u5730\\u94c1\\u7ad9']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u7c0b', u'\\u8857', u'\\u80e1\\u5927\\u5e97', u'\\u9f99\\u867e', u'\\u597d\\u5927', u'\\u4e2a\\u5934']\n",
+        "[u'\\u4e94\\u9053', u'\\u8425', u'\\u80e1\\u540c', u'\\u661f\\u5df4\\u514b', 'hutong', u'\\u80e1\\u540c #alleys ']\n",
+        "[u'\\u8fc7\\u6765']\n",
+        "[u'\\u817e\\u8baf', u'\\u5e74', u'\\u9884\\u6d4b', u'\\u4e92\\u8054\\u7f51', u'\\u6570\\u636e\\u4e2d\\u5fc3', u'\\u4e2d\\u6587', u'\\u4e92\\u8054\\u7f51', u'\\u6570\\u636e', u'\\u7814\\u7a76', u'\\u8d44\\u8baf\\u4e2d\\u5fc3']\n",
+        "[u'\\u65b0\\u589e', u'\\u5e93', u'\\u96c6\\u6210', u'\\u7b80\\u5355', u'\\u6c2a', 'google', 'maps', 'api', 'java', 'python', 'app']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u6c2a', u'\\u7a7a\\u95f4', u'\\u65b0', u'\\u840c\\u517d']\n",
+        "[u'\\u56de\\u7b54', u'\\u641c\\u72d7', u'\\u5916', u'\\u8f93\\u5165\\u6cd5', u'\\u6709\\u5c0f\\u9e64', u'\\u53cc\\u62fc', u'\\u8c37\\u6b4c', u'\\u8f93\\u5165\\u6cd5', u'\\u63a8\\u8350', u'\\u8c37\\u6b4c', u'\\u8f93\\u5165\\u6cd5', u'\\u81ea\\u5e26', u'\\u5c0f\\u9e64', u'\\u53cc\\u62fc', u'\\u8f93\\u5165', u'\\u65b9\\u6848', u'\\u63a8\\u8350', u'\\u539f\\u56e0', u'\\u662f\\u56e0\\u4e3a', u'\\u8c37\\u6b4c', u'\\u8f93\\u5165\\u6cd5', u'\\u5185\\u7f6e', u'\\u8f93\\u5165\\u6cd5', u'\\u6d41\\u7545', u'\\u7cfb\\u7edf', u'\\u4e3b\\u9898', u'\\u642d', u'\\u4e0d\\u50cf', u'\\u641c\\u72d7', u'\\u8f93\\u5165\\u6cd5', u'\\u95ea\\u9000', u'\\u53cd\\u5e94', u'\\u7f13\\u6162', 'android', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u56fd\\u4ea7', u'\\u5e94\\u7528', u'\\u79fb\\u690d', u'\\u4e00\\u76f4', u'\\u505a', u'\\u5b9e\\u4e8b', 'solidot', 'windows', 'linux', 'deepin']\n",
+        "[]\n",
+        "[u'\\u4e00\\u540d', u'\\u524d\\u7aef\\u5f00\\u53d1', u'\\u4eba\\u5458', u'\\u503c\\u5f97', u'\\u4e00\\u8bfb', u'\\u4ee3\\u7801', u'\\u4ee3\\u7801', u'\\u77ed', u'\\u5199', u'\\u5e72\\u51c0', u'\\u6e05\\u695a', u'\\u4e4b\\u540e', u'\\u4ee3\\u7801', u'\\u8d28\\u91cf', u'\\u9ad8', u'\\u6700\\u540e', u'\\u8003\\u8651', u'\\u4e00\\u4e0b', u'\\u86cb\\u75bc', u'\\u4ee3\\u7801', u'\\u592a\\u810f', u'\\u5206\\u4eab', 'js', 'underscore', 'backbone', 'angularjs', 'jquery', u'\\u67d0\\u738b\\u5148\\u751f\\uff1a\\u5148\\u770b', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u660e\\u5929', u'\\u6d3b\\u52a8', u'\\u4e0a\\u89c1', u'\\u6d3b\\u52a8', u'\\u901a\\u77e5', u'\\u7a0b\\u5e8f', u'\\u5a9b', u'\\u6559', u'\\u5b66', u'\\u7f16\\u7a0b', u'\\u5317\\u4eac', u'\\u8bba\\u575b', 'wtm', 'gdg', 'beijing', 'gdg', 'forum']\n",
+        "[u'\\u57df\\u540d', u'\\u6839', u'\\u670d\\u52a1\\u5668', u'\\u653b\\u51fb', 'cn']\n",
+        "[]\n",
+        "[u'\\u6b22\\u8fce', u'\\u52a0\\u5165', u'\\u7a00\\u571f', u'\\u63a8\\u8350', u'\\u5218\\u5c11\\u6960', u'\\u4ecb\\u7ecd', u'\\u9053', 'ethermetic', u'\\u4e54\\u5361\\u5927\\u738b', u'plidezus']\n",
+        "[]\n",
+        "[u'\\u4eca\\u5929', u'\\u641c\\u7d22', u'\\u5e94\\u7528', 'itunes']\n",
+        "[u'\\u6211\\u521a', u'\\u4e9a\\u9a6c\\u900a', u'\\u8d2d\\u4e70', u'\\u6587\\u5b66', u'\\u65b0', u'\\u8bfb\\u9986', u'\\u2022', u'\\u6700\\u4f73', u'\\u6b27\\u6d32', u'\\u5c0f\\u8bf4', u'\\u7cfb\\u5217', u'\\u5957\\u88c5', u'\\u5171\\u518c', u'\\u7535\\u5b50\\u4e66', u'\\u4e9a\\u5386\\u5c71\\u5927', u'\\u9ed1\\u8499', u'\\u5206\\u4eab', 'cn', 'kindle', u'\\u4e9a\\u9a6c\\u900a\\uff09']\n",
+        "[]\n",
+        "[u'\\u6df1\\u591c', u'\\u66f4\\u65b0', u'\\u7a00\\u571f', u'\\u6398\\u91d1', u'\\u65e5\\u62a5', u'\\u7b2c\\u5345\\u671f', u'\\u5206\\u4eab', u'\\u4f5c\\u8005', u'\\u6233', u'\\u77e5\\u4e4e \\u4e13\\u680f \\xb7', u'\\u6c5f\\u6c5f\\u4e5f\\u53ebGlowin\\uff09']\n",
+        "[u'\\u5c0f\\u7ec4\\u8d5b', u'\\u4e4b\\u540e', u'\\u6fb3\\u5927\\u5229\\u4e9a\\u961f', u'\\u653e\\u8a00', u'\\u65e0\\u89c6', u'\\u4e2d\\u56fd\\u961f', u'\\u76f4\\u63a5', u'\\u8003\\u8651', u'\\u8e22', u'\\u65e5\\u672c', u'\\u4e2d\\u56fd\\u961f', u'\\u6253\\u8138', u'\\u65e5\\u672c\\u961f', u'\\u7ed9\\u9762\\u5b50']\n",
+        "[u'\\u9648\\u8d6b', u'\\u79bb\\u5a5a', u'\\u771f\\u7684', u'\\u662f\\u56e0\\u4e3a', u'\\u8170', u'\\u4e0d\\u597d', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u8282\\u64cd', u'\\u98de\\u673a']\n",
+        "[u'\\u4eca\\u5929', u'\\u83b7\\u5f97', u'\\u514d\\u8d39', u'\\u7a7a\\u95f4', u'\\u597d\\u8fd0', u'\\u6307\\u6570', u'\\u9897\\u661f', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u65b0\\u6d6a\\u7f51', u'\\u65d7\\u4e0b', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u7f51\\u76d8', u'\\u5fae\\u76d8\\u7b7e\\u5230', u'\\u5fae\\u76d8']\n",
+        "[u'\\u897f\\u8fb9', u'\\u592a\\u9633', u'\\u5c31\\u8981', u'\\u843d\\u5c71']\n",
+        "[u'\\u9a6c\\u8d70', u'\\u6709\\u6ca1\\u6709', u'\\u6740\\u4eba']\n",
+        "[u'\\u65f6\\u95f4']\n",
+        "[u'\\u60f3', u'\\u653e\\u5047']\n",
+        "[u'\\u4e60\\u60ef\\u6210\\u81ea\\u7136', u'\\u597d', u'\\u4e60\\u60ef', u'\\u633a', u'\\u91cd\\u8981', u'\\u517b\\u6210', u'\\u597d', u'\\u4e60\\u60ef', u'\\u4ef6', u'\\u5bb9\\u6613', u'\\u4e8b', u'\\u7b2c\\u4e00\\u6b65', u'\\u603b\\u662f', u'\\u6700\\u96be', u'\\u8fc8', u'\\u4eca\\u665a', u'\\u51b3\\u5b9a', u'\\u8fc8', u'\\u4e00\\u6b65', u'\\u65e9\\u7761', u'\\u4e0d\\u597d', u'\\u4e60\\u60ef', u'\\u4f1a\\u6210', u'\\u81ea\\u7136', u'\\u9002\\u5e94\\u75c7']\n",
+        "[u'\\u8d62', u'\\u4e24\\u5c40', u'\\u540e', u'\\u6700\\u8d77\\u7801', u'\\u4e00\\u5c40', u'\\u4e0b\\u68cb', u'\\u8ffd\\u6c42', u'\\u60f3\\u8f93', u'\\u8f93', u'\\u5883\\u754c', u'\\u4eba\\u751f', u'\\u56f0', u'\\u7761', u'\\u7761\\u9192']\n",
+        "[u'\\u597d', u'\\u6587\\u7ae0', u'\\u5206\\u4eab']\n",
+        "[u'\\u51fa\\u79df\\u8f66', u'\\u516c\\u53f8', u'\\u5e72', u'\\u4e00\\u6708', u'\\u4ea4\\u7ed9', u'\\u4efd\\u5b50', u'\\u94b1', u'\\u9ad8', u'\\u4e0d\\u8981\\u8138', u'\\u571f\\u532a', u'\\u571f\\u532a', u'\\u5206\\u4eab']\n",
+        "[u'\\u4e24\\u4ef6\\u4e8b', u'\\u4e00\\u662f', u'\\u505a', u'\\u89c4\\u5219', u'\\u6d77\\u76d7', u'\\u89c4\\u5219', u'\\u81ea\\u6211', u'\\u5b8c\\u86cb', u'\\u4e8c\\u662f', u'\\u770b\\u4e66', u'\\u4e00\\u4e01\\u70b9', u'\\u6536\\u83b7', u'\\u503c\\u5f97']\n",
+        "[u'\\u6700\\u6015', u'\\u95ee\\u9898']\n",
+        "[u'\\u9189']\n",
+        "[u'\\u68a6\\u89c1', u'\\u732b', u'\\u54ac', u'\\u5230\\u624b', u'\\u60f3\\u8981', u'\\u75ab\\u82d7', u'\\u95f9', u'\\u94c3\\u54cd', u'\\u4e0b\\u6b21', u'\\u89c1\\u5230', u'\\u732b', u'\\u5ba2\\u6c14']\n",
+        "['patience', 'virtue']\n",
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+        "['nhtmn', 'lekjkv']\n",
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+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
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+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
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+        "[]\n",
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+        "[]\n",
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+        "[u'\\u8033\\u673a']\n",
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+        "[u'\\u79c1\\u4eba', u'\\u8ba2\\u5236', u'\\u8bc4\\u5206']\n",
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+        "[u'\\u89c6\\u9891', u'\\u7403\\u611f', u'\\u6781\\u597d', u'\\u6885\\u897f', u'\\u5927\\u76d8', u'\\u5e26\\u8fc7', u'\\u4eba', u'\\u5206\\u4eab', 'messi', 'agianst', 'agianst', 'oh', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u674e\\u9999\\u5170', u'\\u73b0\\u573a\\u7248', u'\\u5f20\\u5b66\\u53cb', u'\\u9ad8\\u6e05', u'\\u97f3\\u60a6\\u53f0', u'\\u5206\\u4eab', 'mv', u'\\u97f3\\u60a6\\u53f0\\uff09']\n",
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+        "[]\n",
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+        "[]\n",
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+        "[u'\\u4eca\\u5929', u'\\u83b7\\u5f97', u'\\u514d\\u8d39', u'\\u7a7a\\u95f4', u'\\u597d\\u8fd0', u'\\u6307\\u6570', u'\\u9897\\u661f', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u65b0\\u6d6a\\u7f51', u'\\u65d7\\u4e0b', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u54c1\\u724c', u'\\u8d85\\u5927', u'\\u5b58\\u50a8\\u7a7a\\u95f4', u'\\u6d77\\u91cf', u'\\u8d44\\u6e90', u'\\u4e0b\\u8f7d', u'\\u624b\\u673a', u'\\u7535\\u8111', u'\\u6570\\u636e', u'\\u540c\\u6b65', u'\\u4eba\\u624b', u'\\u4e00\\u76d8', u'\\u5fae\\u529b', u'\\u65e0\\u9650', u'\\u4f53\\u9a8c', u'\\u5fae\\u76d8\\u7b7e\\u5230', u'\\u5fae\\u76d8']\n",
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+        "[u'\\u6628\\u5929', u'\\u51fa\\u73b0', u'\\u4e24\\u4ef6', u'\\u5947\\u602a', u'\\u4e8b', u'\\u624b\\u673a', u'\\u63a7', u'\\u5341\\u516d\\u4e2a', u'\\u5c0f\\u65f6', u'\\u624b\\u673a', u'\\u5145', u'\\u8bdd\\u8d39', u'\\u6ca1\\u5145']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5b69\\u5b50', u'\\u4ea7\\u540e', u'\\u7b2c\\u4e00\\u5929', u'\\u751f', u'\\u4e0b\\u6765', u'\\u54ed', u'\\u5634\\u5df4', u'\\u4e00\\u76f4', u'\\u52a8', u'\\u60f3', u'\\u5403', u'\\u52a8\\u4f5c', u'\\u627e\\u624b', u'\\u8863\\u670d', u'\\u5403', u'\\u5438\\u5976', u'\\u54ed', u'\\u4e00\\u4e0d\\u5438', u'\\u54ed', u'\\u7741', u'\\u773c\\u775b', u'\\u7761', u'\\u65e9\\u4e0a', u'\\u4e5d\\u70b9', u'\\u4e00\\u76f4', u'\\u5438\\u5976', u'\\u665a\\u4e0a', u'\\u559d', u'\\u914d\\u65b9', u'\\u5976\\u7c89', u'\\u54ed', u'\\u4e59\\u809d\\u75ab\\u82d7', u'\\u8c22\\u8c22', u'\\u5d14\\u7389\\u6d9b']\n",
+        "['integrating', 'kafka', 'spark', 'streaming', 'code', 'examples', 'state', 'game', 'michael', 'noll']\n",
+        "[u'\\u6280\\u672f', u'\\u4eba', u'\\u653b\\u7565', u'\\u8bbf\\u8c08', u'\\u6570\\u5b66\\u5bb6', u'\\u9047\\u4e0a', u'\\u6570\\u636e']\n",
+        "[u'\\u8f6c', u'\\u80cc\\u5355\\u8bcd', u'\\u8bc0\\u7a8d', u'\\u6700\\u540e', u'\\u6311\\u6218', u'\\u4e0d\\u4e45', u'\\u53d1\\u73b0', u'\\u82f1\\u8bed', u'\\u4e16\\u754c', u'\\u91cc', u'\\u5355\\u8bcd', u'\\u4e3b\\u52a8', u'\\u8ba4\\u8bc6', 'boss']\n",
+        "[u'\\u5e74', u'\\u77e5\\u4e4e', u'\\u9605\\u8bfb', u'\\u9875', u'\\u65b0\\u77e5', 'duane', u'\\u6700\\u597d\\u76842014']\n",
+        "[u'\\u7537\\u6027', u'\\u559c\\u6b22', u'\\u8d64\\u540d\\u8389\\u9999', u'\\u77e5\\u4e4e']\n",
+        "['node', 'grunt', 'bower', 'yeoman', 'modern', 'web', 'dev', 'toolkit']\n",
+        "[u'\\u524d\\u7aef', u'\\u6280\\u672f\\u8bba\\u575b', u'\\u7efd\\u653e', u'\\u4e28', u'\\u7ae0\\u8282']\n",
+        "[u'\\u9ad8\\u6027\\u80fd', u'\\u4ea7\\u54c1', u'\\u5fc5\\u7531\\u4e4b\\u8def', u'\\u6027\\u80fd', u'\\u6d4b\\u8bd5\\u5de5\\u5177']\n",
+        "[u'\\u6570\\u636e', u'\\u5341\\u4e2a', u'\\u6280\\u672f', u'\\u524d\\u6cbf']\n",
+        "['petuum', 'source', 'code', 'read', 'initial', 'test', 'result', 'wtf', 'ai']\n",
+        "['linux', 'netcat', 'command', 'swiss', 'army', 'knife', 'networking', 'mylinuxbook']\n",
+        "['apache', 'flink', 'overview']\n",
+        "[u'\\u5065\\u5eb7', u'\\u65f6\\u95f4', u'\\u89c2\\u5ff5', u'\\u5065\\u5eb7', u'\\u65f6\\u95f4', u'\\u89c2\\u5ff5', u'\\u7f51\\u6613', u'\\u516c\\u5f00\\u8bfe', 'ted']\n",
+        "[u'\\u7b14\\u8bb0', 'learning', 'learn', 'week']\n",
+        "[u'\\u5206\\u5e03\\u5f0f\\u8ba1\\u7b97', u'\\u7edf\\u8ba1', u'\\u5b66\\u4e60', u'\\u7b97\\u6cd5', u'\\u7edf\\u8ba1', u'\\u751f\\u6d3b', u'\\u5904', 'admm']\n",
+        "[u'\\u4e13\\u520a', u'\\u4e9a\\u592a', u'\\u7814\\u7a76\\u9662', u'\\u7b2c\\u9875', u'\\u4e0b\\u8f7d', u'\\u4e13\\u9898\\u6280\\u672f', u'\\u8d44\\u6599', u'\\u514d\\u8d39', u'\\u4e0b\\u8f7d', 'spark', 'spark', 'cto']\n",
+        "[u'\\u6570\\u753b', u'\\u59b9', u'\\u5199', 'graphic', 'drawing', 'js']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5b59\\u949f\\u79c0', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u6559\\u7a0b', u'\\u6ce8\\u91ca', u'\\u5168', u'\\u63a8\\u8350', u'\\u5fae\\u76d8', u'\\u6e7e\\u533a\\u8bc4\\u8bba']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', 'thisyears', 'thissummerandaftereverysummerthisyearsandaftereveryyearsilikeyoubutihateyouiforeverr']\n",
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+        "[u'\\u6574\\u4e2a', u'\\u6c99\\u6ee9', u'\\u552f\\u4e00', u'\\u4e00\\u4e2a', u'\\u5783\\u573e', u'\\u4e2d\\u56fd', u'\\u5a03\\u54c8\\u54c8', u'\\u7eaf\\u51c0\\u6c34', u'\\u74f6\\u5b50']\n",
+        "[u'\\u652f\\u4ed8\\u5b9d', u'\\u73a9', u'\\u9017', u'\\u7ea2\\u5305', u'\\u968f\\u4fbf', u'\\u731c', u'\\u5143', u'\\u4e00\\u8d77', u'\\u73a9\\u5427']\n",
+        "[u'\\u90a3\\u53e5', u'\\u4fd7\\u8bdd', u'\\u65b0', u'\\u4e00\\u5e74', u'\\u65b0', u'\\u65b0', u'\\u535a\\u5ba2', 'first', 'anniversary', 'blog', 'pseudo', 'traveller']\n",
+        "[u'\\u535a\\u5ba2', u'\\u4e00\\u5468\\u5c81', 'first', 'anniversary', 'blog', 'pseudo', 'traveller']\n",
+        "['first', 'anniversary', 'blog', 'pseudo', 'traveller']\n",
+        "[u'\\u5317\\u534a\\u7403', u'\\u73b0\\u5728', u'\\u51ac\\u5929', u'\\u5929\\u5bd2\\u5730\\u51bb', u'\\u6700', u'\\u5571', u'\\u7747', u'\\u7747', u'\\u52a0\\u901f', u'\\u8840\\u6db2', u'\\u6d41\\u52a8', u'\\u6696', u'\\u4e0b\\u8eab', u'\\u8be6\\u60c5\\u8bf7', u'\\u641c', u'\\u5357\\u534a\\u7403', 'google']\n",
+        "[u'\\u5929\\u4e0b', u'\\u65e0\\u4e0d', u'\\u6563', u'\\u6d41\\u6c34\\u5e2d', u'\\u505a\\u4eba', u'\\u505a\\u4e8b', u'\\u4e00\\u4e2a', u'\\u9636\\u6bb5', u'\\u5b8c', u'\\u5f00\\u5c55', u'\\u4e0b', u'\\u4e00\\u4e2a', u'\\u9636\\u6bb5', u'\\u4ee5\\u6b64', u'\\u5e74', u'\\u603b\\u7ed3', 'east', 'himalaya', 'cycle', 'trip', 'pseudo', 'traveller']\n",
+        "[u'\\u6e05\\u7279\\u7f51', u'\\u5899\\u7279\\u7f51', u'\\u95ed\\u7f51', u'\\u9501\\u56fd', 'chinterner']\n",
+        "[u'\\u82b1', u'\\u51e0\\u4e2a', u'\\u4e0d\\u52a1\\u6b63\\u4e1a', u'\\u591c\\u665a', u'\\u7ec8\\u4e8e', u'\\u8bfb\\u5b8c', u'\\u81ea\\u7531', u'\\u8363\\u8000', u'\\u5e74', u'\\u5370\\u5df4', u'\\u72ec\\u7acb', u'\\u5b9e\\u5f55', u'\\u89e3\\u51b3', u'\\u4ee5\\u524d', u'\\u5386\\u53f2', u'\\u5b66\\u4e60', u'\\u9605\\u8bfb', u'\\u5730\\u56fe', u'\\u65f6', u'\\u51e0\\u4e2a', u'\\u7591\\u95ee', 'freedom', 'honor', 'partition', 'india', 'pseudo', 'traveller']\n",
+        "[u'\\u82b1', u'\\u51e0\\u4e2a', u'\\u4e0d\\u52a1\\u6b63\\u4e1a', u'\\u591c\\u665a', u'\\u7ec8\\u4e8e', u'\\u8bfb\\u5b8c', u'\\u81ea\\u7531', u'\\u8363\\u8000', u'\\u5e74', u'\\u5370\\u5df4', u'\\u72ec\\u7acb', u'\\u5b9e\\u5f55', u'\\u89e3\\u51b3', u'\\u4ee5\\u524d', u'\\u5386\\u53f2', u'\\u5b66\\u4e60', u'\\u9605\\u8bfb', u'\\u5730\\u56fe', u'\\u65f6', u'\\u51e0\\u4e2a', u'\\u7591\\u95ee', 'freedom', 'honor', 'partition', 'india', 'pseudo', 'traveller']\n",
+        "[u'\\u82b1', u'\\u51e0\\u4e2a', u'\\u4e0d\\u52a1\\u6b63\\u4e1a', u'\\u591c\\u665a', u'\\u7ec8\\u4e8e', u'\\u8bfb\\u5b8c', u'\\u81ea\\u7531', u'\\u8363\\u8000', u'\\u5e74', u'\\u5370\\u5df4', u'\\u72ec\\u7acb', u'\\u5b9e\\u5f55', u'\\u89e3\\u51b3', u'\\u4ee5\\u524d', u'\\u5386\\u53f2', u'\\u5b66\\u4e60', u'\\u9605\\u8bfb', u'\\u5730\\u56fe', u'\\u65f6', u'\\u51e0\\u4e2a', u'\\u7591\\u95ee', 'freedom', 'honor', 'partition', 'india', 'pseudo', 'traveller']\n",
+        "[u'\\u82b1', u'\\u51e0\\u4e2a', u'\\u4e0d\\u52a1\\u6b63\\u4e1a', u'\\u591c\\u665a', u'\\u7ec8\\u4e8e', u'\\u8bfb\\u5b8c', u'\\u81ea\\u7531', u'\\u8363\\u8000', u'\\u5e74', u'\\u5370\\u5df4', u'\\u72ec\\u7acb', u'\\u5b9e\\u5f55', u'\\u89e3\\u51b3', u'\\u4ee5\\u524d', u'\\u5386\\u53f2', u'\\u5b66\\u4e60', u'\\u9605\\u8bfb', u'\\u5730\\u56fe', u'\\u65f6', u'\\u51e0\\u4e2a', u'\\u7591\\u95ee', 'freedom', 'honor', 'partition', 'india', 'pseudo', 'traveller']\n",
+        "['freedom', 'honor', 'partition', 'india', 'pseudo', 'traveller']\n",
+        "[]\n",
+        "[u'\\u82b1', u'\\u51e0\\u4e2a', u'\\u4e0d\\u52a1\\u6b63\\u4e1a', u'\\u591c\\u665a', u'\\u7ec8\\u4e8e', u'\\u8bfb\\u5b8c', u'\\u81ea\\u7531', u'\\u8363\\u8000', u'\\u5e74', u'\\u5370\\u5df4', u'\\u72ec\\u7acb', u'\\u5b9e\\u5f55', u'\\u89e3\\u51b3', u'\\u4ee5\\u524d', u'\\u5386\\u53f2', u'\\u5b66\\u4e60', u'\\u9605\\u8bfb', u'\\u5730\\u56fe', u'\\u65f6', u'\\u51e0\\u4e2a', u'\\u7591\\u95ee']\n",
+        "[u'\\u54c7\\u585e', u'\\u65b0\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u9648\\u6653', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u5143\\u65e6', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'M\\u9e7fM', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0']\n",
+        "[u'\\u6b63\\u5728', u'\\u6709\\u4efd', u'\\u770b\\u770b', u'\\u6211\\u80fd', u'\\u9886\\u5230', u'\\u51c6\\u5907', u'\\u8fc7\\u51ac', u'\\u4fdd\\u62a4', u'\\u6696', u'\\u6696', u'\\u54d2', u'\\u9886\\u5427', u'\\u9886\\u9632\\u5bd2\\u4fdd\\u6696\\u8d39']\n",
+        "[u'\\u653e\\u5047', u'\\u4e0d\\u60f3', u'\\u56de\\u53bb']\n",
+        "[u'\\u5475\\u5475']\n",
+        "[u'\\u521a\\u6362', u'\\u68a6\\u5e7b', u'\\u661f\\u7a7a', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u5fae\\u535a', u'\\u662f\\u4e0d\\u662f', u'\\u51b7']\n",
+        "[u'\\u829d\\u52a0\\u54e5', u'\\u6f2b\\u957f', u'\\u51ac\\u5b63']\n",
+        "[u'\\u62c9\\u65af\\u7ef4\\u52a0\\u65af', u'\\u53c2\\u5c55', 'ces']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u6362', u'\\u4e00\\u4e2a', u'\\u597d', u'\\u9152\\u5e97', u'\\u5c0f\\u8d4c', u'\\u4e00\\u628a']\n",
+        "[u'\\u5927\\u5ce1\\u8c37', u'\\u53ef\\u60dc', u'\\u5929\\u6c14', u'\\u4e0d\\u597d', u'\\u76f4\\u5347\\u98de\\u673a', u'\\u98de', u'\\u8c37\\u5e95', 'arizona']\n",
+        "['siggraph', 'done']\n",
+        "[u'\\u5988\\u5988', u'\\u6628\\u665a', u'\\u4eca\\u5929', u'\\u660e\\u5929', u'\\u8fd8\\u8981', u'\\u627e', u'\\u5403\\u996d']\n",
+        "[u'\\u6574\\u7406', u'\\u597d', u'\\u5ea7\\u4f4d', u'\\u5b66\\u671f', u'\\u5b8c\\u5168', u'\\u6574\\u7406']\n",
+        "[u'\\u90d1\\u4fca\\u5f18', u'\\u6295\\u964d']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u8de8\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u65b0\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u9c8d\\u6a52', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u767e\\u4e07\\u7c89\\u4e1d\\u738b\\u5e0c\\u7ef4']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u70b9\\u51fb', u'\\u559c\\u7231', u'\\u9009\\u624b', u'\\u9001\\u82b1', u'\\u767e\\u4e07\\u7c89\\u4e1d', u'\\u767e\\u4e07\\u7c89\\u4e1d\\u738b\\u5e0c\\u7ef4']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u70b9\\u51fb', u'\\u559c\\u7231', u'\\u9009\\u624b', u'\\u9001\\u82b1', u'\\u767e\\u4e07\\u7c89\\u4e1d', u'\\u767e\\u4e07\\u7c89\\u4e1d\\u738b\\u5e0c\\u7ef4']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u70b9\\u51fb', u'\\u559c\\u7231', u'\\u9009\\u624b', u'\\u9001\\u82b1', u'\\u767e\\u4e07\\u7c89\\u4e1d', u'\\u767e\\u4e07\\u7c89\\u4e1d\\u738b\\u5e0c\\u7ef4']\n",
+        "[u'\\u786e\\u5b9e', u'\\u6709\\u70b9', u'\\u6162']\n",
+        "[u'\\u8ff7\\u4f60', u'\\u56db\\u9a71\\u8f66', u'\\u600e\\u6837\\u624d\\u80fd', u'\\u8dd1\\u5f97\\u5feb', u'\\u7530\\u96c5\\u592b', u'\\u524d', u'\\u51e0\\u5e74', u'\\u6709\\u4eba', u'\\u771f\\u5f80', u'\\u5b9e\\u9a8c\\u5ba4', u'\\u56db\\u9a71\\u8f66', u'\\u8001\\u677f', u'\\u7834', u'\\u7535\\u673a', u'\\u6362', u'\\u6362\\u4e2a', u'\\u6837', u'\\u8001\\u677f', u'\\u76f4\\u6d41', u'\\u65e0\\u5237', u'\\u5e26\\u7801', u'\\u76d8', u'\\u8bb0\\u5f97', u'\\u5c4b', u'\\u597d\\u51e0\\u4e2a', u'\\u4e0a\\u6574', u'\\u5c0f', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u6d6a\\u6d6a', u'\\u94fe\\u63a5', u'\\u8f6c\\u7740', u'\\u8f6c\\u7740', u'\\u53d8']\n",
+        "[u'\\u795e', u'\\u8fd8\\u539f', u'\\u6076\\u641e', u'\\u559c\\u5267', u'\\u6328\\u997f', u'\\u6e38\\u620f', u'\\u9e21', u'\\u997f', u'\\u6e38\\u620f', u'\\u4e3b', u'\\u6d1e\\u7237', u'\\u6e56', u'\\u6e56']\n",
+        "[u'\\u80e1\\u601d\\u4e71\\u60f3', u'\\u559c\\u5267', u'\\u5947\\u5e7b', u'\\u767d\\u65e5\\u68a6', u'\\u60f3\\u5bb6', u'\\u8c46\\u74e3', u'\\u5206', u'\\u53cc\\u8bed', u'\\u5b57\\u5e55', u'\\u4e3b', u'\\u5ddd\\u8424', 'bd']\n",
+        "[u'\\u8c37\\u6b4c', u'\\u5730\\u56fe', u'\\u592a\\u5f3a\\u5927']\n",
+        "[u'\\u4e00\\u4e0b', u'\\u52a0\\u8f7d', u'\\u7ec8\\u4e8e', u'\\u80af\\u7528', 'jira', 'ondemand', 'cdn', 'cloudfront']\n",
+        "[u'\\u5c4c', u'\\u7206', u'\\u53ef\\u6cbb', u'\\u521b\\u53e3', u'\\u4e0d\\u5408', u'\\u672c\\u8349', u'\\u7db1\\u76ee', u'\\u5377', u'\\u4e94\\u5341\\u4e8c']\n",
+        "[u'\\u5b8c\\u7f8e', u'\\u4e11', u'\\u79fb\\u52a8', u'\\u7a97\\u53e3', u'\\u65b9\\u4fbf', u'\\u7f3a\\u70b9', u'\\u7ed3\\u5408', u'\\u8282\\u64cd', u'\\u5fae\\u8f6f', u'\\u6d4f\\u89c8\\u5668', u'\\u771f\\u5b9e', u'\\u8c0d\\u7167', u'\\u641c\\u7d22', u'\\u672a\\u6765', u'\\u6574\\u5408', 'firefox', 'chrome', 'spartan', 'cortana', 'internet', 'explorer', 'cnbeta', 'com']\n",
+        "[u'\\u77e5\\u4e4e', u'\\u4f17', u'\\u4f0a\\u65af\\u5170\\u6559', u'\\u6001\\u5ea6', u'\\u662f\\u5426', u'\\u7a46\\u65af\\u6797', u'\\u6784\\u6210', u'\\u6b67\\u89c6', u'\\u674e\\u957f', u'\\u5148', u'\\u7f8e\\u5973\\u56fe', u'\\u5438\\u775b', u'\\u613f', u'\\u514d\\u4e8e', u'\\u9ed1\\u888d', u'\\u5305\\u8eab', u'\\u514d\\u4e8e', u'\\u90aa\\u6559', u'\\u7edf\\u6cbb', u'\\u81ea\\u7531', u'\\u800c\\u6218', u'\\u7f8e\\u5973', u'\\u5e73\\u5b89', u'\\u613f', u'\\u6218\\u706b', u'\\u65e9\\u65e5', u'\\u79bb\\u5f00', u'\\u5bb6\\u56ed', u'\\u767d\\u732a', u'\\u8bf4', u'\\u72ec\\u88c1\\u8005', u'\\u519b\\u961f', u'\\u72ec\\u88c1\\u8005', u'\\u7edf\\u6cbb', u'\\u5730\\u65b9', u'\\u5973\\u4eba', u'\\u629b\\u5934\\u9732\\u9762', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u7eff\\u8272', u'\\u73af\\u4fdd', u'\\u9ad8\\u6548', u'\\u62d6\\u628a\\u6d17\\u7897']\n",
+        "['atscript', 'superset', 'typescript']\n",
+        "[u'\\u7206\\u6808', u'\\u6539\\u7248', u'\\u611f\\u89c9', u'\\u989c\\u8272', u'\\u53d8\\u6d45']\n",
+        "['dafuq']\n",
+        "['counter', 'anti']\n",
+        "[u'\\u67ef\\u5357', u'\\u5c0f\\u51b0']\n",
+        "[u'\\u5730\\u5740', u'\\u63cf\\u8ff0', u'\\u7889\\u5821', u'\\u963b', u'\\xa0', u'\\u9ed1', u'\\u56fd\\u5916', u'\\u670d\\u52a1', u'\\u4e2d\\u56fd', u'\\u8d70\\u591a\\u8fdc', 'gmail', 'outlook', 'email']\n",
+        "[u'\\u8bc4\\u4ef7', u'\\u6b3e', u'\\u4ea7\\u54c1', u'\\u533f\\u540d', u'\\u7528\\u6237', u'\\u4e70\\u623f', u'\\u4e0d\\u7528', u'\\u88c5\\u6f62', u'\\u5206\\u4eab', 'microsoft', 'hololens', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5ef6\\u8fdf', u'\\u865a\\u62df', u'\\u7269\\u4ef6', u'\\u5206\\u8fa8', u'\\u865a\\u62df', u'\\u77e5\\u9053', u'\\u7535\\u6c60', u'\\u7eed\\u822a', 'hololens', 'close', 'hololens', 'microsoft', 'intriguing', 'product', 'years']\n",
+        "[u'\\u88c5', u'\\u624b\\u673a', u'\\u7248\\u548c\\u7248', u'\\u5ba2\\u6237\\u7aef', u'\\u65e0\\u9650', u'\\u7a7a\\u95f4', u'\\u7f51\\u76d8', u'\\u62fc', 'pc', u'\\u4e50\\u89c6\\u4e91\\u76d8\\u65e0\\u9650\\u7a7a\\u95f4']\n",
+        "[u'\\u624b\\u673a', u'\\u7248', u'\\u81ea\\u5e26', 'win', 'word', 'powerpoint']\n",
+        "[u'\\u70b8\\u88c2', u'\\u7167\\u7247', u'\\u5e94\\u7528', u'\\u81ea\\u52a8', u'\\u5904\\u7406', u'\\u91cd\\u590d', u'\\u7167\\u7247', u'\\u81ea\\u52a8', 'win', 'ps']\n",
+        "[u'\\u65af\\u5df4\\u8fbe', u'\\u4e11', u'\\u4e00\\u70b9', u'\\u633a\\u4e0d\\u9519']\n",
+        "[u'\\u672c\\u6765', u'\\u8fdc\\u7a0b\\u684c\\u9762', u'\\u8fdc\\u7a0b\\u684c\\u9762', u'\\u73a9\\u6e38\\u620f', 'xbox', 'one', 'win', 'surface', 'xbox', 'one']\n",
+        "[u'\\u6444\\u5f71\\u5e08', u'\\u4e1c\\u897f', u'\\u6f14\\u793a', u'\\u6234', u'\\u6444\\u5f71\\u5e08', u'\\u955c\\u5934', u'\\u89d2\\u5ea6\\u770b', u'\\u770b\\u5230', u'\\u4e1c\\u897f', u'\\u4e5f\\u5c31\\u662f\\u8bf4', u'\\u591a\\u4eba', u'\\u5408\\u4f5c', 'mm', 'hololens', 'mm', 'hololens']\n",
+        "[u'\\u786e\\u8ba4', u'\\u5e7f\\u544a', u'\\u63a8\\u9001', u'\\u7cfb\\u7edf', u'\\u786e\\u8ba4', u'\\u516c\\u5e03', u'\\u7ec6\\u8282', u'\\u4e2d\\u56fd\\u7535\\u4fe1', u'\\u5e7f\\u544a', u'\\u63a8\\u9001', u'\\u7cfb\\u7edf', u'\\u6ce8\\u5165', 'adsl', 'sql', 'wooyun', 'wooyun', 'org']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u540d\\u5b57', u'\\u5224\\u65ad', u'\\u5bb6\\u5883', u'\\u533f\\u540d', u'\\u7528\\u6237', u'\\u74dc\\u74dc', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u6c34\\u6df1\\u706b\\u70ed', 'least', 'law', 'enforcement', 'agencies', 'quietly', 'deployed', 'radars', 'let', 'effectively', 'see', 'inside', 'homes', 'little', 'notice', 'courts', 'public']\n",
+        "[u'\\u70ed\\u523a', u'\\u65e9\\u665a', u'\\u6210\\u5927\\u5668', 'kane']\n",
+        "[u'\\u5408\\u80a5', u'\\u771f', u'\\u633a', u'\\u7a77', u'\\u4ea7\\u4e1a', u'\\u53d1\\u8fbe', u'\\u5173\\u952e', u'\\u5408\\u80a5', u'\\u5e02\\u6c11', u'\\u603b\\u662f', u'\\u4ee5\\u5c0f', u'\\u57ce\\u5e02', u'\\u6807\\u51c6', u'\\u8981\\u6c42', u'\\u5341\\u5927\\u6700\\u7a77\\u7701\\u4f1a\\u57ce\\u5e02']\n",
+        "[u'\\u6709\\u4e2a', u'\\u4e8b\\u513f', u'\\u8f7b\\u6613', u'\\u544a\\u8bc9', u'\\u73b0\\u5728', u'\\u624b\\u673a', u'\\u5728\\u7ebf\\u89c6\\u9891', u'\\u624b\\u673a', u'\\u6d41\\u91cf', u'\\u73b0\\u5728', u'\\u94b1', u'\\u62a2', u'\\u5730\\u65b9', u'\\u6bcf\\u5929', u'\\u514d\\u8d39', u'\\u6d41\\u91cf']\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u62d0\\u4e2a', u'\\u7687\\u5e1d', u'\\u56de', u'\\u73b0\\u4ee3', u'\\u7504', u'\\u5b1b', u'\\u5929\\u751f', u'\\u5b8c\\u7f8e', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
+        "[u'\\u518d\\u89c1', u'\\u4f60\\u597d']\n",
+        "[u'\\u65e9\\u5b89', u'\\u963f\\u5c0f\\u8fbe', u'\\u5f00\\u5fc3', u'\\u5feb\\u4e50']\n",
+        "[u'\\u65b0\\u5e74', u'\\u7b2c\\u4e00\\u573a', u'\\u7535\\u5f71', u'\\u59b9\\u5b50', u'\\u7ea6']\n",
+        "[u'\\u65b0\\u5e74', u'\\u7b2c\\u4e00\\u573a', u'\\u7535\\u5f71', u'\\u59b9\\u5b50', u'\\u7ea6']\n",
+        "[u'\\u4e0d\\u50cf', u'\\u80af\\u5b9a', u'\\u8001\\u5988', u'\\u533b\\u9662', u'\\u6361']\n",
+        "[u'\\u9009', u'\\u4f60\\u4f1a\\u9009', u'\\u6709\\u94b1', u'\\u7231', u'\\u6709\\u94b1', u'\\u7231', u'\\u505a\\u68a6', u'\\u9009', u'\\u505a\\u68a6', u'\\u5927\\u65e9\\u4e0a\\u4fe9\\u59d1\\u5a18\\u7684\\u5bf9\\u8bdd']\n",
+        "[u'\\u7761', u'\\u56de\\u7b3c\\u89c9']\n",
+        "[u'\\u7537\\u795e', u'\\u4ed6\\u957f', u'\\u67d0\\u4eba', 'tvb']\n",
+        "[u'\\u9e21\\u8840', u'\\u5c0f\\u8d85\\u4eba', u'\\u54a9', u'\\u54c8\\u54c8\\u54c8', u'\\u6b63', u'\\u80fd\\u91cf', u'\\u8840\\u69fd', u'\\u5269', u'\\u5fc3\\u7406', u'\\u6d4b\\u8bd5', u'\\u58f9', u'\\u5fc3\\u7406']\n",
+        "[u'\\u5348\\u996d', u'\\u5403', u'\\u540e\\u679c', u'\\u997f']\n",
+        "[u'\\u665a\\u996d', u'\\u5403', u'\\u80c3', u'\\u75bc', u'\\u5988\\u86cb']\n",
+        "[u'\\u597d', u'\\u4e22\\u8138']\n",
+        "[u'\\u4e13\\u4e1a']\n",
+        "[u'\\u5bfc\\u5411', 'thank']\n",
+        "[u'\\u6d88\\u4e0d\\u53bb', u'\\u9ed1\\u773c\\u5708']\n",
+        "[u'\\u7389\\u7c73', u'\\u592a\\u786c']\n",
+        "[u'\\u56f0\\u56f0\\u6765', u'\\u9762\\u8bd5', u'\\u9001', u'\\u4e24\\u672c\\u4e66', u'\\u597d\\u4e45', u'\\u4e0d\\u770b', u'\\u8fd9\\u79cd', u'\\u4e66', u'\\u5fc3', u'\\u8d8a\\u6765\\u8d8a', u'\\u7cd9', 'sigh']\n",
+        "[u'\\u4e2d\\u5b66', u'\\u6696', u'\\u7537', u'\\ud83d', u'\\ude01', u'\\ud83d', u'\\ude01', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5931\\u671b', u'\\u542c\\u5230', u'\\u5916\\u754c', u'\\u6307\\u8d23', u'\\u5df2\\u7ecf', u'\\u8bc1\\u660e', u'\\u6839\\u672c\\u65e0\\u6cd5', u'\\u6fc0\\u53d1', u'\\u5ac9\\u5992', u'\\u53cd', u'\\u8106\\u5f31', u'\\u53cd\\u8106\\u5f31##\\u5927\\u5bb6\\u90fd\\u5728\\u770b']\n",
+        "[]\n",
+        "[u'\\u70b9', u'\\u4e4b\\u524d', u'\\u4e00\\u5b9a', u'\\u5c41\\u80a1', u'\\u5de5\\u4f4d', u'\\u632a\\u5f00']\n",
+        "[u'\\u8def\\u8fc7', u'\\u53d1\\u73b0', u'\\u7535\\u5f71', u'\\u7537\\u4e3b', u'\\u597d\\u50cf', u'\\u7eef\\u95fb', u'\\u5973\\u5b69', u'\\u91cc\\u9762', u'\\u7a81\\u7136', u'\\u671f\\u5f85', 'dan']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u6b65\\u884c', u'\\u56de\\u5bb6', u'\\u60ca\\u559c', u'\\u60f3', u'\\u6ca1\\u60f3', u'\\u5c31\\u8981', u'\\u4e00\\u4e2a', u'\\u51b0\\u6dc7\\u6dcb', u'\\u7403', u'\\u8214', u'\\u4e00\\u53e3', u'\\u53d1\\u73b0', u'\\u592a\\u51b0']\n",
+        "[u'\\u73b0\\u5728', u'\\u5de5\\u4f5c', u'\\u72b6\\u6001', u'\\u4e00\\u53ea', u'\\u6124\\u6012', u'\\u5c0f\\u9e1f', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02']\n",
+        "[u'\\u592a\\u5929\\u771f', u'\\u8863\\u670d']\n",
+        "[u'\\u4f1a\\u5f00', u'\\u771f\\u662f', u'\\u60f3', u'\\u53f9\\u6c14']\n",
+        "[u'\\u53ea\\u60f3', u'\\u5475\\u5475', u'\\u54d2']\n",
+        "['miss', 'much', 'need', 'hug', 'honey', 'worry', 'everything', 'gonna', 'ok']\n",
+        "[u'\\u4e0a\\u5e1d', u'\\u6b32', u'\\u6bc1\\u706d', u'\\u5148', u'\\u81a8\\u80c0']\n",
+        "[u'\\u4eba', u'\\u671f\\u671b', u'\\u6539\\u53d8', u'\\u4e16\\u754c']\n",
+        "[u'\\u5206\\u4eab', u'\\u54c1\\u51a0', u'\\u6b4c\\u66f2', u'\\u62d6\\u5ef6', u'\\u75c7', u'\\u62d6\\u5ef6', u'\\u75c7', u'\\u60a3\\u8005', u'\\u5206\\u4eab', u'\\u867e\\u7c73\\u97f3\\u4e50']\n",
+        "[u'\\u597d\\u770b']\n",
+        "[]\n",
+        "[u'\\u9152', u'\\u8584\\u5f31', u'\\u610f\\u5fd7']\n",
+        "[u'\\u54c8\\u54c8\\u54c8\\u54c8']\n",
+        "[u'\\u6d6e\\u751f', u'\\u5077\\u5f97', u'\\u4e00\\u65e5', u'\\u95f2', u'\\u60ec\\u610f\\u7684\\u4e00\\u5929']\n",
+        "[u'\\u5feb\\u901f', u'\\u63d0\\u9ad8', u'\\u53a8\\u827a']\n",
+        "[u'\\u87f9', u'\\u7ca5', u'\\u7172', u'\\u771f\\u7684', u'\\u597d\\u96be']\n",
+        "[u'\\u5eb7\\u5e3d', u'\\u5317\\u9f3b\\u8981', 'open']\n",
+        "[u'\\u7b11\\u70b9', u'\\u4f4e', u'\\u54ed\\u70b9', u'\\u4f4e']\n",
+        "[u'\\u8fdb\\u5165', u'\\u5347\\u7ea7', u'\\u6a21\\u5f0f']\n",
+        "[u'\\u5384', u'\\u597d', u'\\u6ca1\\u4e8b', u'\\u5403\\u4e8f', u'\\u798f']\n",
+        "[u'\\u518d', u'\\u6d53', u'\\u9999\\u6c34', u'\\u63a9\\u76d6', u'\\u8bb8\\u5e9c', u'\\u725b', u'\\u6ee1\\u8eab', u'\\u706b\\u9505', u'\\u5473', u'\\u554a\\u554a\\u554a', u'\\u80d6', u'\\u80d6', u'\\u80d6']\n",
+        "[u'\\u5355\\u66f2', u'\\u5faa\\u73af', u'\\u4e00\\u4e0a\\u5348', u'\\u5206\\u4eab', u'\\u5355\\u66f2', 'need', 'lalalalalala', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5f00\\u5fc3', u'\\u79cd', u'\\u7f8e\\u5fb7']\n",
+        "[u'\\u70b9\\u534a\\u5230', u'\\u5bb6', u'\\u70b9', u'\\u7761\\u89c9', u'\\u771f\\u7684', u'\\u9189']\n",
+        "['want']\n",
+        "[u'\\u574f\\u5b69\\u5b50', u'\\u7cd6', u'\\u5403']\n",
+        "[u'\\u73cd\\u60dc', u'\\u6bcf\\u4e2a', u'\\u7528\\u529b', u'\\u6325\\u970d', u'\\u65f6\\u523b', u'\\u60b2\\u4f24', u'\\u51fb\\u4e2d', u'\\u4e25\\u8083', u'\\u96be\\u8fc7', u'\\u542c\\u5230', u'\\u6709\\u8da3', u'\\u4e8b', u'\\u8ba4\\u771f', u'\\u8046\\u542c', u'\\u9047\\u5230', u'\\u7f8e\\u666f', u'\\u5f20\\u5927', u'\\u773c\\u775b', u'\\u5370\\u5728', u'\\u8111\\u6d77', u'\\u80f8\\u4e2d', u'\\u4e00\\u56e2', u'\\u706b', u'\\u9ad8\\u9ad8', u'\\u8df3', u'\\u5c16\\u53eb', u'\\u4e16\\u754c', u'\\u4e00\\u76f4', u'\\u6e29\\u6696', u'\\u4eba\\u5fc3']\n",
+        "['big', 'aunt']\n",
+        "[u'\\u5fc3\\u6240\\u613f', u'\\u529b\\u5fc5', u'\\u65e0\\u6240\\u754f\\u60e7', u'\\u81ea\\u7531']\n",
+        "[u'\\u665a\\u996d', u'\\u59a5\\u59a5']\n",
+        "[u'\\u806a\\u660e', u'\\u806a\\u660e', u'\\u95ee\\u9898', u'\\u77e5\\u9053', u'\\u591a\\u4e48', u'\\u5f00\\u7a8d', u'\\u54c8\\u54c8\\u54c8', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02']\n",
+        "[u'\\u9b45\\u529b', u'\\u6027\\u683c']\n",
+        "[u'\\u5929\\u6c14', u'\\u597d', u'\\u4e00\\u584c\\u7cca\\u6d82']\n",
+        "[u'\\u4e34\\u6e0a\\u7fa1\\u9c7c', u'\\u9000\\u800c\\u7ed3\\u7f51']\n",
+        "[u'\\u642c\\u5bb6', u'\\u6700', u'\\u5934\\u75bc', u'\\u4e8b\\u513f']\n",
+        "[u'\\u6d4b\\u8bd5', u'\\u529f\\u80fd', u'\\u4eca\\u5929', u'\\u5468\\u516d', u'\\u54c8\\u54c8\\u54c8']\n",
+        "[u'\\u8111\\u58f3', u'\\u75bc']\n",
+        "[u'\\u5c0f\\u4e8b', u'\\u91cd\\u8981']\n",
+        "[u'\\u53ea\\u7231', u'\\u7cbe\\u7075', u'\\u738b\\u5b50', u'\\u970d\\u6bd4\\u7279\\u4eba']\n",
+        "[u'\\u5feb\\u70b9', u'\\u5f00\\u7a8d', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', 'honey']\n",
+        "[u'\\u6c89\\u4f4f\\u6c14']\n",
+        "[u'\\u611f\\u4eba', u'\\u7535\\u5f71', u'\\u8d77\\u5e8a', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u8001\\u5e08\\u4e0a\\u8bfe', u'\\u5c0f\\u65f6', u'\\u4e0d\\u95f4\\u65ad', u'\\u611f\\u89c9', u'\\u61f5\\u61f5', u'\\u54d2']\n",
+        "[u'\\u5934\\u75db', u'\\u6b32\\u88c2']\n",
+        "[u'\\u51b7']\n",
+        "[u'\\u5f00\\u9501', u'\\u5e08\\u5085', u'\\u65f6\\u95f4', u'\\u91cc', u'\\u8db4\\u5728', u'\\u95e8\\u53e3', u'\\u697c\\u68af', u'\\u4e0a\\u6d4b', u'\\u65b0', u'\\u529f\\u80fd', u'\\u9189']\n",
+        "[u'\\u8fde\\u7eed', u'\\u6253\\u4e86\\u4e2a', u'\\u55b7\\u568f', u'\\u89c9\\u5f97', u'\\u6574\\u4e2a', u'\\u4eba', u'\\u4e0d\\u597d']\n",
+        "[u'\\u67d4\\u8f6f']\n",
+        "[u'\\u63a8\\u8350', u'\\u6587\\u7ae0', u'\\u8bda\\u5b9e', u'\\u4e00\\u4ef6', u'\\u96be\\u4e8b', u'\\u5206\\u4eab', u'\\u7b80\\u4e66']\n",
+        "[u'\\u642c\\u5bb6', u'\\u6280\\u672f', u'\\u6d3b\\u513f', u'\\u4ee5\\u4e3a', u'\\u4e1c\\u897f', u'\\u968f\\u4fbf', u'\\u6253\\u5305', u'\\u4e03\\u516b\\u4e2a', u'\\u9189']\n",
+        "[u'\\u642c\\u4e2a', u'\\u5bb6', u'\\u6253\\u55b7\\u568f', u'\\u7070']\n",
+        "[u'\\u5269', u'\\u6700\\u540e', u'\\u4e00\\u6761', u'\\u88ab\\u5b50', u'\\u52a0\\u6cb9', u'\\u601d\\u5bc6\\u8fbe']\n",
+        "[u'\\u642c', u'\\u4e00\\u5929', u'\\u5bb6', u'\\u6536\\u62fe', u'\\u5b8c', u'\\u5c4b\\u5b50', u'\\u6253\\u5f00', u'\\u65e7\\u7535\\u8111', u'\\u7ffb', u'\\u591a\\u65e7', u'\\u7167\\u7247', u'\\u4e0d\\u7981', u'\\u611f\\u53f9', u'\\u8f6c\\u773c', u'\\u5df2\\u7ecf', u'\\u591a\\u5e74', u'\\u65f6\\u95f4', u'\\u8d70', u'\\u592a\\u5feb', u'\\u5927\\u4f19\\u513f', u'\\u597d\\u597d', u'\\u7231']\n",
+        "[u'\\u770b\\u8fc7', u'\\u827a\\u672f\\u5bb6']\n",
+        "[u'\\u770b\\u8fc7', u'\\u661f\\u9645', u'\\u7a7f\\u8d8a']\n",
+        "[u'\\u770b\\u8fc7', u'\\u5730\\u5fc3\\u5f15\\u529b']\n",
+        "[u'\\u770b\\u8fc7', u'\\u673a\\u5668\\u4eba', u'\\u603b\\u52a8\\u5458']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u764c\\u75c7', u'\\u514d\\u75ab', u'\\u7597\\u6cd5', u'\\u9a97\\u4eba', u'\\u52ff\\u602a\\u5e78']\n",
+        "[u'\\u8f9b\\u52e4', u'\\u5378\\u8d27', u'\\u4e00\\u5e74', u'\\u7269\\u8d44', u'\\u8865\\u7ed9', u'\\u96c6\\u88c5\\u7bb1', u'\\u91cc', u'\\u5e72\\u6d3b', u'\\u7279\\u522b', u'\\u5356\\u529b']\n",
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+        "[u'Media Query ']\n",
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+        "[]\n",
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+        "['got', 'ya', 'maybe', 'one']\n",
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+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u6700\\u8fd1', u'\\u8d85\\u7ea7', u'\\u5bb9\\u6613', u'\\u6d17\\u8111', u'\\u7834\\u5bab', u'\\u68ee\\u8475', u'\\u5b89\\u539f', u'\\u7ed8\\u9ebb', u'\\u5742\\u6728\\u9759', u'\\u9999']\n",
+        "[u'\\u7b2c\\u4e00', u'\\u5f39', u'\\u4f18\\u5316', u'\\u6574\\u4f53', u'\\u5e76\\u53d1', u'\\u541e\\u5410', 'readwritelock', 'threadexecutorpool', 'threadexecutorpool']\n",
+        "[u'\\u7b2c\\u4e00', u'\\u5f39', u'\\u4f18\\u5316', u'\\u6574\\u4f53', u'\\u5e76\\u53d1', u'\\u541e\\u5410', 'readwritelock', 'threadexecutorpool']\n",
+        "[u'\\u73b0\\u5728', u'\\u8b66\\u65b9', u'\\u5ba3\\u5e03', u'\\u4e8b\\u6545', u'\\u6492\\u5e01', u'\\u65e0\\u5173', u'\\u5e94\\u5f53', u'\\u53cd\\u601d', u'\\u5c06\\u6765', u'\\u654c\\u5bf9\\u52bf\\u529b', u'\\u4eba\\u6d41', u'\\u62e5\\u6324', u'\\u4eba\\u7fa4', u'\\u4e2d\\u6492\\u94b1', u'\\u5236\\u9020', u'\\u6df7\\u4e71', u'\\u9762\\u5bf9', u'\\u8b66\\u65b9', u'\\u80fd\\u9632\\u5f97', u'\\u4f4f', u'\\u7eb5\\u706b', u'\\u70b8\\u5f39', u'\\u8f6f\\u5200\\u5b50', u'\\u66b4\\u6050', u'\\u8b66\\u65b9', u'\\u9884\\u9632', u'\\u6c11\\u4f17', u'\\u81ea\\u6551', u'\\u5916\\u6ee9\\u8de8\\u5e74\\u8e29\\u8e0f']\n",
+        "[u'\\u4eca\\u665a', u'\\u52a0\\u73ed', u'\\u623f', u'\\u70ed\\u6c34', u'\\u87f9']\n",
+        "['baxfamily', 'count']\n",
+        "[u'\\u4e2d\\u5b66', u'\\u8bfe\\u6587', u'\\u5468\\u4e9a\\u592b', u'\\u519b', u'\\u7ec6\\u67f3', u'\\u8bf7', u'\\u9886\\u5bfc', u'\\u590d\\u4e60', u'\\u4e00\\u4e0b']\n",
+        "[u'\\u5341\\u5e74', u'\\u540e', u'\\u56de\\u5230', u'\\u9752\\u6625', u'\\u8bf4', u'\\u518d\\u89c1', u'\\u4e5f\\u8bb8', u'\\u653e\\u8fc7', u'\\u653e\\u8fc7', u'\\u5c31\\u8ba9', u'\\u8fc7\\u53bb', u'\\u8fc7\\u53bb', u'\\u8fc7\\u53bb']\n",
+        "[u'\\u793e\\u4f1a', u'\\u5de5\\u5382', u'\\u6666\\u6da9', u'\\u96c6\\u9526', u'\\u7b2c\\u5341\\u5c4a\\u4e0a\\u6d77\\u53cc\\u5e74\\u5c55']\n",
+        "[u'\\u518d', u'\\u4e00\\u6b21', u'\\u60f3\\u5230', u'\\u4e00\\u53e5', u'\\u53f0\\u8bcd', u'\\u7586\\u57df', u'\\u5f00\\u62d3', u'\\u9700\\u8981', u'\\u94a2\\u94c1', u'\\u822c\\u7684', u'\\u610f\\u5fd7', 'baxfamily', 'count']\n",
+        "[u'\\u65b0', u'\\u65b0\\u82bd']\n",
+        "[u'\\u5de5\\u4f5c', u'\\u5e94\\u8be5', u'\\u751f\\u6d3b', u'\\u5168\\u90e8']\n",
+        "[u'\\u53ef\\u77e5', u'\\u4ef0\\u671b', u'\\u661f\\u7a7a']\n",
+        "[u'\\u6210\\u529f', u'\\u5706\\u6ee1', u'\\u6536\\u83b7']\n",
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+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u5ea6\\u676f', u'\\u906d', u'\\u5927\\u8086', u'\\u76d7\\u7248', u'\\u4eff\\u5236', u'\\u539f\\u521b', u'\\u6d1b\\u53ef\\u53ef', u'\\u9677', u'\\u7ef4\\u6743', u'\\u6ce5\\u6f6d', u'\\u8fde\\u7eed', u'\\u4e24\\u65e5', u'\\u6d1b\\u53ef\\u53ef', u'\\u9488\\u5bf9', u'\\u81ea\\u4e3b', u'\\u7814\\u53d1', u'\\u5ea6\\u676f', u'\\u7b2c\\u4e09\\u65b9', u'\\u751f\\u4ea7\\u5546', u'\\u76d7\\u7248', u'\\u552e\\u5356', u'\\u4e00\\u4e8b', u'\\u5b98\\u65b9', u'\\u5fae\\u4fe1', u'\\u5fae\\u535a\\u4e0a', u'\\u53d1\\u5e03', u'\\u7ef4\\u6743', u'\\u58f0\\u660e', u'\\u6d1b\\u53ef\\u53ef', u'\\u65b9\\u9762', u'\\u8868', 'lkk', 'lkk', 'lkk']\n",
+        "[u'\\u4eca\\u5929', u'\\u6210\\u529f', u'\\u9886\\u53d6', u'\\u79ef\\u5206', u'\\u5fae\\u535a\\u63a7', u'\\u7ea2\\u5305', u'\\u683c\\u74e6\\u62c9\\u751f\\u6d3b\\u7f51']\n",
+        "[u'\\u4eca\\u5929', u'\\u6210\\u529f', u'\\u9886\\u53d6', u'\\u79ef\\u5206', u'\\u5fae\\u535a\\u63a7', u'\\u7ea2\\u5305', u'\\u683c\\u74e6\\u62c9\\u751f\\u6d3b\\u7f51']\n",
+        "[u'\\u53ea', u'\\u53d1\\u56fe', u'\\u4e2d\\u6bd2', u'\\u592a\\u6df1', u'\\u4ec0\\u4e48\\u503c\\u5f97\\u4e70']\n",
+        "[u'\\u559c\\u6b22', u'\\u5316\\u4f5c', u'\\u6a31\\u82b1\\u6811', u'\\u685c', u'\\u306e', u'\\u6728', u'\\u306b', u'\\u306a', u'\\u308d', u'\\u3046', u'\\u4e3b\\u6253', u'\\u661f\\u840c\\u7cfb', u'\\u540e', u'\\u7f8e\\u5c11\\u5973', u'\\u5947\\u601d\\u5999\\u60f3', u'\\u5206\\u4eab', 'snh', u'\\u97f3\\u4e50\\u4e0b\\u5348\\u8336', u'56\\u7f51\\uff09']\n",
+        "[u'\\u9752\\u6625', u'\\u7ea6\\u5b9a', u'\\u5b98\\u65b9\\u7248', u'\\u9ad8\\u6e05', u'\\u97f3\\u60a6\\u53f0', u'\\u5206\\u4eab', 'snh', 'mv', u'\\u97f3\\u60a6\\u53f0\\uff09']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'yueyang', 'review', 'trajectory', 'base', u'\\u5fae\\u76d8', u'\\u9ad8\\u677e-GISer']\n",
+        "[u'\\u6b63\\u5728', u'\\u5f3a\\u70c8\\u63a8\\u8350', u'\\u6df1\\u5ea6', u'\\u5b66\\u4e60', u'\\u9605\\u8bfb', u'\\u6e05\\u5355', u'\\u2013', u'\\u6570\\u76df', u'\\u6765\\u81ea', u'\\u624b\\u673a', u'\\u767e\\u5ea6', u'\\u70b9\\u51fb', u'\\u4e0b\\u8f7d']\n",
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+        "[u'\\u6211\\u7528', u'\\u6d4f\\u89c8\\u5668', u'\\u62a2\\u7968', u'\\u738b', u'\\u62a2', u'\\u7968', u'\\u624b\\u6307', u'\\u52a8\\u4e00\\u52a8', u'\\u8f66\\u7968', u'\\u5230\\u624b', u'\\u559c\\u5927\\u666e\\u5954', u'\\u4e3e', u'\\u56fd', u'\\u540c\\u5e86', u'\\u6d4f\\u89c8\\u5668', u'\\u62a2\\u7968', u'\\u738b', u'\\u5f3a\\u5927', u'\\u529f\\u80fd', u'\\u62fc\\u5c3d', u'\\u9001', u'\\u56de\\u5bb6', u'\\u62a2\\u7968\\u5c31\\u7528360']\n",
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+        "[u'\\u89c6\\u9891', u'\\u5927\\u6839', u'\\u6545\\u4e8b', u'\\u8d3a\\u5c81', u'\\u7bc7', u'\\u8001\\u864e', u'\\u73b0\\u5728', u'\\u76f4\\u64ad', u'\\u89c6\\u9891', u'\\u5c11', u'\\u767e\\u5ea6\\u641c', u'\\u4e0b', u'\\u76f4\\u64ad', u'\\u5206\\u4eab', 'dota', 'dota', u'\\u4f18\\u9177']\n",
+        "[]\n",
+        "[u'\\u89c6\\u9891', u'\\u5927\\u6839', u'\\u6545\\u4e8b', u'\\u8d3a\\u5c81', u'\\u7bc7', u'\\u8001\\u864e', u'\\u5475\\u5475', u'\\u5206\\u4eab', 'dota', u'\\u4f18\\u9177']\n",
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+        "[u'\\u770b\\u8fc7', u'\\u6a21\\u4eff', u'\\u6e38\\u620f', u'\\u7537\\u4e3b\\u89d2', u'\\u6f14\\u6280', u'\\u597d', u'\\u5267\\u60c5', u'\\u6709\\u70b9', u'\\u8001\\u5957', u'\\u56fe\\u7075', u'\\u6d4b\\u8bd5', u'\\u6897', u'\\u7275\\u5f3a', u'\\u6574\\u4f53', u'\\u793e\\u4ea4', u'\\u7f51\\u7edc', u'\\u5916\\u4eba', u'\\u6210\\u5206', u'\\u591a\\u4e00\\u4e9b', 'fantasize']\n",
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+        "[u'\\u65b0', u'\\u4e00\\u5e74', u'\\u65b0']\n",
+        "[u'\\u8fdb\\u5ea6', u'\\u6e05\\u96f6', u'\\u5468\\u4e00', u'\\u5065\\u8eab\\u623f', u'\\u5f00\\u95e8', u'\\u53bb\\u5e74', u'\\u4e00\\u5171', u'\\u8fd0\\u52a8', u'\\u5929', u'\\u4eca\\u5e74', u'\\u76ee\\u6807', u'\\u5929']\n",
+        "['cathedral', 'learning', 'via', 'instagram']\n",
+        "[u'\\u624b\\u673a', u'\\u5bc4', u'\\u4e22', u'\\u53ea', u'\\u8d54', u'\\u5757\\u94b1', u'\\u6c14\\u6b7b', u'\\u518d\\u4e5f', u'\\u76f8\\u4fe1', u'\\u7f8e\\u56fd', u'\\u4eba', 'usps']\n",
+        "[u'\\u6628\\u5929', u'\\u7167\\u7247']\n",
+        "['awwwwww', 'via', 'instagram']\n",
+        "[u'\\u6211\\u521a', u'\\u60f3', u'\\u5de5\\u4f5c']\n",
+        "[u'\\u592a', u'\\u52b1\\u5fd7']\n",
+        "['via', 'instagram']\n",
+        "[u'\\u5fd9', u'\\u521d\\u6b65', u'\\u6bcf\\u5468\\u516d', u'\\u665a\\u4e0a', u'\\u89c6\\u9891']\n",
+        "['via', 'instagram']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "['wasted', 'love', 'matt', 'mcandrew', u'Song 4 2day']\n",
+        "['lolol', 'omg', 'made', 'double', 'grilled', 'onions', 'cheddar', 'burger', 'friendly', 'today', 'even', 'got', 'complime']\n",
+        "[u'\\u6700\\u540e', u'\\u51b3\\u5b9a', u'\\u5b66\\u671f', u'\\u9009\\u4e2a', u'\\u5b66\\u5206', u'\\u5916\\u52a0', u'\\u4e00\\u95e8', u'\\u8bfe\\u7a0b', u'\\u6253\\u7b97', u'\\u660e\\u5e74', u'\\u79cb\\u5b63', u'\\u6bd5\\u4e1a', u'\\u660e\\u5e74', u'\\u590f\\u5b63', u'\\u5b66\\u671f', u'\\u6ce8\\u518c', u'\\u9009\\u8bfe', u'\\u6253\\u7b97', u'\\u6708\\u4efd', u'\\u56de\\u56fd', u'\\u4e00\\u4e2a\\u6708', u'\\u56de\\u6765', u'\\u51c6\\u5907', u'\\u627e', u'\\u5de5\\u4f5c', u'\\u521d\\u6b65', u'\\u5b66\\u671f', u'\\u8fdb\\u884c', u'\\u7279\\u522b', u'\\u590f\\u5b63', u'\\u6bd5\\u4e1a', u'\\u89c9\\u5f97', u'\\u7279\\u522b', u'\\u5fc5\\u8981', 'independent', 'study', 'required', 'means', 'smooth']\n",
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+        "[u'\\u8f7b', u'\\u78c5', u'\\u8fd9\\u6b21', u'\\u7ec8\\u4e8e', u'\\u505a\\u68a6']\n",
+        "[u'\\u8c08\\u604b\\u7231', u'\\u653e\\u5fc3', u'\\u803d\\u8bef', u'\\u5b66\\u4e60', 'nathan']\n",
+        "[u'\\u7cfb\\u91cc', u'\\u5c0f\\u871c', u'\\u4eba', u'\\u8d85\\u7ea7', u'\\u597d', u'\\u5efa\\u8bae', u'\\u5b66\\u671f', u'\\u9009', u'\\u4e00\\u4e9b', u'\\u7c7b\\u4f3c', u'\\u745c\\u4f3d', u'\\u8bfe\\u7a0b', u'\\u63d0\\u9ad8', u'\\u60f3', u'\\u6691\\u5047', u'\\u6bd5\\u4e1a', u'\\u79cb\\u5b63', u'\\u6bd5\\u4e1a', u'\\u6253\\u7b97', u'\\u79cb\\u5b63', u'\\u518d', u'\\u6bd5\\u4e1a', u'\\u6691\\u5047', u'\\u6253\\u7b97', u'\\u627e\\u4e2a', u'\\u5b9e\\u4e60', u'\\u63d0\\u9ad8', u'\\u7ade\\u4e89\\u529b', u'\\u4eca\\u665a', u'\\u518d\\u804a', 'meet', 'gpa']\n",
+        "[u'\\u5e2e', u'\\u62d6\\u5ef6\\u65f6\\u95f4', u'\\u5b66\\u671f', u'\\u4e0d\\u7528', u'\\u4ea4\\u94b1', u'\\u4e4b\\u540e', u'\\u518d\\u4ea4\\u4e2a', u'\\u5b66\\u5206', u'\\u94b1', u'\\u5757\\u94b1', u'\\u5c31\\u884c\\u4e86', u'\\u545c\\u545c', u'\\u592a\\u597d\\u4e86', u'\\u4ea4\\u4e2a', u'\\u5b66\\u5206', u'\\u94b1', u'\\u751f\\u6d3b\\u8d39', u'\\u73b0\\u5728', u'\\u89c9\\u5f97', u'\\u8fc7\\u7a0b', u'\\u60f3', u'\\u771f\\u662f', u'\\u8d5a', u'\\u54c8\\u54c8\\u54c8', 'ta']\n",
+        "[u'\\u6211\\u60f3', u'\\u95ee\\u4e0b', u'\\u7f8e\\u5e1d', u'\\u76c6\\u53cb\\u4eec', u'\\u679c\\u58f3', u'\\u7f51']\n",
+        "['breathe', 'breathe', 'via', 'instagram']\n",
+        "[u'\\u867e', u'\\u54e5\\u5bb6', u'\\u8e6d', u'\\u996d', 'via', 'instagram']\n",
+        "[u'\\u867e', u'\\u54e5\\u5bb6', u'\\u8e6d', u'\\u996d', 'via', 'instagram']\n",
+        "[u'\\u5343\\u6811', u'\\u4e07\\u6811\\u68a8\\u82b1', u'\\u5f00', 'via', 'instagram']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "['standards']\n",
+        "['meet', 'nathan', 'via', 'instagram']\n",
+        "[u'\\u597d', u'\\u65e9', u'\\u4ee5\\u524d', u'\\u89c9\\u5f97', u'\\u5f20\\u5b50', u'\\u8431', u'\\u957f\\u5f97', u'\\u597d', u'\\u6f02\\u4eae', u'\\u6768', u'\\u5e42', u'\\u4e00\\u672c', u'\\u6742\\u5fd7', u'\\u91cc\\u9762', u'\\u5bf9\\u6bd4', u'\\u597d', u'\\u5f3a\\u70c8', u'\\u6768\\u5e42', u'\\u77e5\\u9053', u'\\u600e\\u4e48\\u56de\\u4e8b', u'\\u7ea2', u'\\u4e00\\u76f4', u'\\u7ea2', u'\\u73b0\\u5728', u'\\u8fd9\\u79cd', u'\\u4e8b', u'\\u63a8\\u5230', u'\\u98ce\\u53e3\\u6d6a\\u5c16', u'\\u5a31\\u4e50\\u5708', u'\\u771f\\u662f\\u592a', u'\\u4e71']\n",
+        "[]\n",
+        "[u'\\u9b3c', 'weibo']\n",
+        "[u'\\u65e9\\u5c31', u'\\u4e60\\u60ef', u'\\u7f8e\\u56fd\\u4e1c\\u5317\\u66b4\\u98ce\\u96ea']\n",
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+        "[u'\\u5206\\u4eab', u'\\u6211\\u662f\\u674e\\u8424 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u6570\\u636e', u'\\u771f\\u6b63', u'\\u89e3\\u51b3', u'\\u6570\\u636e']\n",
+        "[u'\\u6709\\u70b9', u'\\u660e\\u767d', u'\\u610f\\u8bc6']\n",
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+        "[u'\\u6b63\\u5728', u'\\u6709\\u4efd', u'\\u770b\\u770b', u'\\u6211\\u80fd', u'\\u9886\\u5230', u'\\u51c6\\u5907', u'\\u8fc7\\u51ac', u'\\u4fdd\\u62a4', u'\\u6696', u'\\u6696', u'\\u54d2', u'\\u9886\\u5427', u'\\u9886\\u9632\\u5bd2\\u4fdd\\u6696\\u8d39']\n",
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+        "[u'\\u4e00\\u4e2a', u'\\u9891\\u9053']\n",
+        "[u'\\u81ea\\u7231', u'\\u65e0\\u6cd5', u'\\u7231\\u4eba']\n",
+        "[u'\\u72ec\\u7acb', u'\\u81ea\\u7231', u'\\u65e0\\u6cd5', u'\\u7231\\u4eba']\n",
+        "[u'\\u8d5a\\u94b1']\n",
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+        "[u'\\u597d', 'keng']\n",
+        "[]\n",
+        "[u'\\u89c4\\u5212\\u5c40']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u4e00\\u8d77\\u53d1\\u7ea2\\u5305\\u5427', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u675c\\u5b50\\u5efa', u'\\u9ec4\\u632f\\u751f3351269502']\n",
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+        "[u'\\u51e0\\u4f4d', u'\\u6570\\u5b57', u'\\u5927\\u5c0f', u'\\u6df7\\u5408', u'\\u4fee\\u6539', u'\\u5bc6\\u7801', u'\\u9700\\u8981', u'\\u624b\\u673a\\u77ed\\u4fe1', u'\\u9a8c\\u8bc1', u'\\u9a8c\\u8bc1\\u7801', u'\\u624b\\u673a\\u77ed\\u4fe1', u'\\u63d0\\u4ea4', u'\\u5c4e', u'\\u767b\\u9646', u'\\u4f53\\u9a8c', u'\\u4f9d\\u65e7', u'\\u963b\\u6b62\\u4e0d\\u4e86', u'\\u9690\\u79c1', u'\\u4fe1\\u606f', u'\\u6cc4\\u9732']\n",
+        "[u'\\u8d5e', u'\\u5fae\\u535a', u'\\u914d\\u56fe', u'\\u7167\\u7247', u'\\u4e50\\u6d3b\\u5317\\u4eac']\n",
+        "[u'\\u542f\\u52a8', u'\\u65b9\\u5f0f', u'\\u54ea\\u5bb6', u'\\u5f3a', 'supervisord']\n",
+        "[u'\\u6587\\u7ae0', u'\\u4e24\\u5219', 'celery', 'best', 'practices']\n",
+        "['namespaces', 'operation', 'part', 'namespaces', 'overview']\n",
+        "[u'\\u89e3\\u6790', 'javascript', 'ms', 'dos']\n",
+        "[u'\\u5fae\\u535a', u'\\u5e74\\u5ea6', u'\\u5173\\u952e\\u8bcd']\n",
+        "[u'\\u6211\\u5b9a', u'\\u627e\\u5230', u'\\u7537\\u670b\\u53cb', u'\\u5b8c\\u6210', u'\\u7518\\u613f', u'\\u8dea', u'\\u6311\\u9017', u'\\u4e09\\u4e2a', u'\\u62d6\\u5ef6', u'\\u75c7', u'\\u75c5\\u53cb', u'\\u7b11', u'\\u6700\\u540e', u'\\u6587\\u6848', u'\\u9b3c', u'\\u9488\\u811a', u'\\u5c0f', u'\\u53ef\\u601c', u'\\u8dea', u'\\u4e3b\\u677f', u'\\u6311\\u6218', u'\\u597d', 'cpu', 'cpu', u'2015\\u68a6\\u60f3\\u5951\\u7ea6', u' ', u' ', u'']\n",
+        "[u'\\u5b89\\u88c5', 'mac', 'osx', 'gdb']\n",
+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u82f1\\u8bed', u'\\u5b66\\u4e60', u'\\u6307\\u5f15', u'\\u8bfb\\u8bfb', u'\\u6587\\u7ae0', u'\\u884c', u'\\u6c9f\\u901a', u'\\u771f', u'\\u56de\\u4e8b\\u513f', 'lucida']\n",
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+        "[u'\\u5317\\u4eac', u'\\u4e0d\\u7528', u'\\u6447\\u53f7', u'\\u76f4\\u63a5', u'\\u4e70\\u8f66', u'\\u4e0d\\u7528', u'\\u6447\\u53f7', u'\\u76f4\\u63a5', u'\\u4e70\\u8f66', u'\\u529e\\u6cd5', u'\\u519b\\u8f66', u'\\u6307\\u6807', u'\\u5e97', u'\\u724c\\u7167', u'\\u79df\\u8d41', u'\\u6cd5\\u9662', u'\\u62cd\\u5356', u'\\u5e26\\u724c', u'\\u8f66', u'\\u5df2\\u767b\\u8bb0', u'\\u624b', u'\\u8f66', u'\\u6307\\u6807', u'\\u79df\\u8d41', u'\\u4eb2\\u670b\\u597d\\u53cb', u'\\u724c\\u7167', u'\\u6307\\u6807', u'\\u51fa\\u501f', u'\\u7b2c\\u6761', u'\\u5df2', u'\\u6210\\u7acb', u'\\u9700\\u8981', u'\\u5df2\\u6709', u'\\u6307\\u6807', u'\\u53c2\\u4e0e', u'\\u62cd\\u5356', u'\\u5206\\u4eab', 'phil', u'\\u82b1\\u94b1\\u4e70\\u7279\\u6743', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u6211\\u53f8', u'\\u624b\\u6301', u'\\u65f6', u'\\u95ee', u'\\u73a9\\u7968\\u6027\\u8d28', u'\\u56de\\u7b54', u'\\u4e13\\u4e1a', u'\\u4eae\\u51fa', u'\\u7f51\\u7ad9', u'\\u60ca\\u5446', u'\\u9644\\u56fe', u'\\u5382', u'\\u5395\\u6240', u'\\u4e00\\u811a', u'\\u62cd', 'devops']\n",
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+        "[u'\\u8d5e\\u52a9', u'\\u540d\\u5355', u'\\u5de8\\u786c', u'\\u5360\\u9886', u'\\u5f00\\u6e90', 'pyconf']\n",
+        "[u'\\u8bc4\\u59d4', u'\\u5145\\u6570', u'\\u4e00\\u5806', u'\\u53ea\\u4f1a', u'\\u5f1f\\u5b50', u'\\u732a', u'\\u961f\\u53cb', u'\\u9505', u'\\u5206\\u4eab', 'bb']\n",
+        "[u'\\u5206\\u4eab', u'OpenLanguage \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u7ffb\\u8bd1', u'\\u4f5c\\u8005', u'\\u6700\\u5f3a', u'\\u7ffb\\u8bd1', u'\\u8f6f\\u4ef6', 'google', 'google', 'inc']\n",
+        "[u'\\u4ee5\\u524d', u'\\u51cc\\u6668', u'\\u6392\\u961f', u'\\u6302\\u673a', u'\\u5237\\u7968', u'\\u53ea\\u80fd', u'\\u4e70', u'\\u4e2d\\u95f4', u'\\u7ad9', u'\\u8865\\u7968', u'\\u4e70', u'\\u7ec8\\u70b9\\u7ad9', u'\\u7968', u'\\u63d0\\u524d', u'\\u4e0b', u'\\u73b0\\u5728', u'\\u8de8\\u8d8a', u'\\u6d32\\u9645', u'\\u7528\\u4e91', u'\\u670d\\u52a1\\u5668', u'\\u62a2', u'\\u601d\\u5ff5', u'\\u4e00\\u79cd', u'\\u75c5', u'\\u4e45\\u4e45', u'\\u75ca\\u6108']\n",
+        "[u'\\u79bb\\u5f00', u'\\u9a7e\\u6821', u'\\u540e', u'\\u7b2c\\u4e00\\u628a', u'\\u5c9b\\u4e0a', u'\\u5f00\\u7740', u'\\u8dd1', 'jeep', 'miles']\n",
+        "[u'\\u4f5c\\u8005', 'shadowmatic', 'triada', 'studio', u'\\u60f3\\u5230\\u4e86\\u96c6\\u5f02\\u58c1']\n",
+        "['safely', 'store', 'password']\n",
+        "['sam', 'smith', 'one']\n",
+        "[u'\\u74e3', u'\\u540c\\u884c', u'\\u8c46\\u74e3', u'\\u89c2\\u5f71', u'\\u62a5\\u544a']\n",
+        "[u'\\u751f\\u91d1', 'apiary']\n",
+        "[u'\\u56fd\\u5bb6\\u7ea7', u'\\u9700', u'\\u68af\\u5b50', u'\\u6d41\\u6c13', u'\\u6280\\u672f', u'\\u6321', u'\\u6321\\u4e0d\\u4f4f', 'ddos']\n",
+        "[u'\\u2122', u'\\u6234', u'\\u624b\\u4e0a', u'\\u5de5\\u5177', u'\\u5957', u'\\u770b\\u7740', u'\\u5757', u'\\u624b\\u8868', u'\\u591a\\u529f\\u80fd', u'\\u5200', 'multi', 'tools', 'tread']\n",
+        "[u'\\u5199', u'\\u6570\\u636e', u'\\u62a5', u'\\u9519\\u8bef', u'\\u6000\\u7591', u'\\u78c1\\u76d8', u'\\u95ee\\u9898', u'\\u68c0\\u67e5', u'\\u95ee\\u9898', u'\\u60f3\\u8d77', u'\\u4e4b\\u524d', u'\\u4e00\\u6b21', u'\\u91cd\\u547d\\u540d', u'\\u6700\\u540e', u'\\u4e00\\u4e2a', u'\\u76ee\\u5f55', u'\\u91cd\\u542f', u'\\u540e\\u80fd', u'\\u5199\\u5165', u'\\u4e22\\u5931', u'\\u4e00\\u4e2a', u'\\u76ee\\u5f55', u'\\u6570\\u636e', u'\\u5e95\\u5c42', 'influxdb', 'bad', 'block', 'type', 'badblocks', 'kill', 'db', 'leveldb']\n",
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+        "[u'\\u6b63\\u5728', u'\\u7533\\u8bf7', u'\\u5fae\\u535a', u'\\u8ba4\\u8bc1', u'\\u8ba4\\u8bc1', u'\\u4fe1\\u606f', u'\\u7f51\\u7edc\\u90e8', u'\\u4e3b\\u7ba1', u'\\u5f90\\u5fd7\\u5bcc', u'\\u8bf7', u'\\u8f6c\\u53d1', u'\\u6b64\\u6761', u'\\u5fae\\u535a\\u5e2e', u'\\u786e\\u8ba4', u'\\u8eab\\u4efd', u'\\u591a\\u8c22', u'\\u676d\\u5ddeseo\\u57f9\\u8bad\\u5e08', u'\\u738b\\u91d1\\u7389-\\u7f51\\u7edc\\u8425\\u9500', u'\\u5362\\u4fdd\\u6797V', u'\\u5357\\u5b81\\u5c0f\\u7389\\u77f3', u'\\u5218\\u5170IT']\n",
+        "[u'\\u73bb\\u7483\\u5fc3', u'\\u8981\\u4e0d\\u5f97']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u6d6a\\u6f6e', u'\\u4e4b\\u5dc5', u'\\u7cbe\\u6821', u'\\u7248', u'\\u63a8\\u8350', 'epub', u'\\u5fae\\u76d8', u'i4728']\n",
+        "[u'\\u65b0\\u6d6a', u'\\u5fae\\u535a\\u6709', u'\\u5f3a\\u5236', u'\\u5173\\u6ce8', u'\\u529f\\u80fd', u'\\u4eca\\u5929', u'\\u53cd\\u590d', u'\\u81ea\\u52a8', u'\\u5173\\u6ce8', u'\\u4eba\\u6c11\\u65e5\\u62a5']\n",
+        "[u'\\u524d\\u7aef\\u5f00\\u53d1', u'\\u6700\\u4f73', u'\\u5b9e\\u8df5', u'\\u7f51\\u4e0a', u'\\u4e66\\u5e97', u'\\u618b', u'\\u4e24\\u5e74', u'\\u672c\\u4e66', u'\\u7ec8\\u4e8e', u'\\u9762\\u4e16', u'\\u5fd0\\u5fd1', u'\\u90d1\\u91cd', u'\\u4ecb\\u7ecd', u'\\u4e0d\\u6562', u'\\u8bf4', u'\\u8fd9\\u672c', u'\\u4e66\\u5199', u'\\u6c34\\u5e73', u'\\u9ad8', u'\\u6307\\u5bfc\\u610f\\u4e49', u'\\u4e66', u'\\u4e66\\u4e2d', u'\\u5305\\u542b', u'\\u5927\\u91cf', u'\\u597d', u'\\u5b9e\\u8df5', u'\\u65b9\\u6cd5', u'\\u6307\\u5bfc', u'\\u5f00\\u53d1\\u8005', u'\\u517b\\u6210', u'\\u826f\\u597d', u'\\u7f16\\u7801', u'\\u4e60\\u60ef', u'\\u611f\\u8c22', u'\\u4e66\\u5199', u'\\u63a8\\u8350', u'\\u963f\\u5f53', u'\\u9ad8\\u4e91', 'web', 'china', 'pub']\n",
+        "[u'\\u5199', u'\\u524d\\u7aef\\u5f00\\u53d1', u'\\u6700\\u4f73', u'\\u5b9e\\u8df5', u'\\u4e24\\u5e74', u'\\u4e1a\\u4f59\\u65f6\\u95f4', u'\\u5199\\u4f5c', u'\\u8fc7\\u7a0b', u'\\u4e2d', u'\\u67e5\\u9605', u'\\u5927\\u91cf', u'\\u56fd\\u5185\\u5916', u'\\u8d44\\u6599', u'\\u5b9e\\u8df5', u'\\u786e\\u4fdd', u'\\u8868\\u8ff0', u'\\u5185\\u5bb9', u'\\u51c6\\u786e', u'\\u65f6', u'\\u5411\\u6765', u'\\u618e\\u6068', u'\\u7816\\u5934', u'\\u4e66', u'\\u672c\\u4e66', u'\\u9875', u'\\u591a\\u4f59', u'\\u5e9f\\u8bdd', u'\\u4eca\\u5929', u'\\u51fa\\u7248\\u793e', u'\\u6536\\u5230', u'\\u5bc4\\u6765', u'\\u4e66\\u7c4d', u'\\u6fc0\\u52a8', u'\\u9001', u'\\u4e24\\u672c\\u4e66', u'\\u5fae\\u535a\\u4e0a', u'\\u670b\\u53cb', u'\\u8bf7', u'\\u8f6c\\u53d1', u'\\u7f51\\u4e0a', u'\\u8d2d\\u4e66', u'\\u94fe\\u63a5', 'web']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u7f29\\u5199', u'\\u8bfb\\u6210', u'\\u6295\\u7ed9', u'\\u592a', u'\\u9009\\u9879', u'\\u8868\\u6001', 'html', 'sb', u'JS\\u5c0f\\u7ec4']\n",
+        "[u'\\u535a\\u5ba2', u'\\u632a\\u5230', u'\\u5199\\u6587\\u7ae0', u'\\u7b80\\u5355', u'\\u5199\\u4f5c', u'\\u5de5\\u5177', u'\\u53d8\\u6210', u'\\u514d\\u8d39', u'\\u597d\\u7528', u'\\u7b80\\u5355', u'\\u6613\\u7528', u'\\u4f7f\\u7528', u'\\u683c\\u5f0f', u'\\u518d\\u4e5f', u'\\u4e0d\\u7528', u'\\u70e6\\u607c', u'\\u683c\\u5f0f', u'\\u95ee\\u9898', u'\\u6280\\u672f', u'\\u4eba', u'\\u5e94\\u8be5', u'\\u4f7f\\u7528', u'\\u6280\\u672f', u'\\u4eba', u'\\u65b9\\u5f0f', u'\\u5199', u'\\u535a\\u5ba2', 'github', 'page', 'livewriter', 'webstorm', 'github', 'page', 'jekyll', 'markdown']\n",
+        "[u'\\u524d\\u7aef\\u5f00\\u53d1', u'\\u6700\\u4f73', u'\\u5b9e\\u8df5', u'\\u524d\\u7aef', u'\\u4ee3\\u7801', u'\\u8d44\\u6e90', u'\\u538b\\u7f29', u'\\u5408\\u5e76', 'web']\n",
+        "[u'\\u5bb6\\u91cc', u'\\u65e0\\u7ebf', u'\\u8def\\u7531\\u5668', u'\\u5df2\\u7ecf', u'\\u516d\\u5e74', u'\\u51fa\\u54c1', u'\\u529f\\u80fd', u'\\u7a33\\u5b9a', u'\\u53ef\\u60dc', u'\\u8986\\u76d6\\u8303\\u56f4', u'\\u4e0d\\u591f', u'\\u53a8\\u623f', u'\\u4fe1\\u53f7', u'\\u5f31', u'\\u770b\\u597d', u'\\u5b89\\u5168', u'\\u8def\\u7531', u'\\u4eca\\u5929', u'\\u65e9\\u4e0a', u'\\u5148\\u662f', u'\\u9884\\u7ea6', u'\\u518d', u'\\u62a2\\u8d2d', u'\\u6700\\u540e', u'\\u62a2\\u8d2d', u'\\u5931\\u8d25', u'\\u6570\\u5b57', u'\\u516c\\u53f8', u'\\u5b66\\u597d', u'\\u5b66', u'\\u7c97\\u7cae', u'\\u4e00\\u5957', 'tp', 'link', 'mb']\n",
+        "[u'\\u91cd\\u65b0', u'\\u6df7\\u8fdb', u'\\u535a\\u5ba2\\u56ed', u'\\u770b\\u7740', u'\\u535a\\u5ba2\\u56ed', u'\\u8bfb\\u8005', u'\\u70ed\\u8877\\u4e8e', u'\\u5947\\u6deb', u'\\u6280\\u5de7', u'\\u65e0\\u5948', u'\\u56fd\\u5185', u'\\u793e\\u533a', u'\\u6c1b\\u56f4', u'\\u524d', u'\\u51e0\\u5e74', u'\\u73b0\\u5728', u'\\u666e\\u904d', u'\\u6d6e\\u8e81']\n",
+        "[u'\\u8d76\\u660e', u'\\u5f04', u'\\u4e00\\u4e2a', u'\\u9875\\u9762', u'\\u4e0d\\u597d\\u610f\\u601d', u'\\u730e\\u5934', u'\\u6253\\u62db\\u547c', u'\\u8bdd', u'\\u8bf4', u'\\u4e2d\\u6587\\u7ffb\\u8bd1', 'linkedin']\n",
+        "[]\n",
+        "[u'\\u5f00\\u6e90', u'\\u516c\\u53f8', u'\\u7f51\\u7ad9', u'\\u6dfb\\u52a0', u'\\u540e\\u53f0', u'\\u7ba1\\u7406', u'\\u529f\\u80fd', u'\\u767b\\u9646', u'\\u6a21\\u5757', u'\\u4f7f\\u7528', u'\\u64cd\\u4f5c', u'\\u4f7f\\u7528', u'\\u6e90\\u4ee3\\u7801', u'\\u5730\\u5740', 'passport', 'mongodb', 'mongoose', 'github']\n",
+        "[u'\\u5730\\u65b9', u'\\u5730\\u9707', u'\\u6986\\u6797', u'\\u9707\\u611f', u'\\u660e\\u663e']\n",
+        "[u'\\u5f88\\u8d5e', u'\\u6548\\u679c', u'\\u6240\\u6709', u'\\u56fe\\u6807', u'\\u5b9e\\u73b0', u'\\u9002\\u5408', u'\\u5b66\\u4e60', 'css', 'web', 'font']\n",
+        "[u'\\u53d1\\u73b0', u'\\u4e24\\u4e2a', u'\\u5dee\\u8bc4']\n",
+        "['hello', 'hello', 'every', 'one']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u9648\\u6653', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u8de8\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "['fooying']\n",
+        "['fooying', 'domain', 'ip', 'fuzzing', 'tool', 'vulnerability', 'mining']\n",
+        "['fooying', 'domain', 'ip', 'fuzzing', 'tool', 'vulnerability', 'mining', 'ttp', 'cn', 'rzbyn']\n",
+        "['fooying']\n",
+        "['fooying', 'domain', 'ip', 'fuzzing', 'tool', 'vulnerability', 'mining']\n",
+        "[u'\\u540c\\u5b66', u'\\u76f8\\u4fe1', u'\\u53c2\\u4e0e', u'\\u8d8a\\u6765\\u8d8a', u'\\u597d']\n",
+        "[u'\\u5f00\\u53d1', u'\\u8fd9\\u4e48\\u4e45', u'\\u529f\\u80fd', u'\\u9646\\u7eed', u'\\u5b8c\\u5584', u'\\u5305\\u62ec', u'\\u4e00\\u4e9b', u'\\u540c\\u5b66', u'\\u4ee3\\u7801', u'\\u8d21\\u732e', u'\\u60f3', u'\\u77e5\\u9053', u'\\u4eba', u'\\u4f7f\\u7528', u'\\u66f4\\u60f3', u'\\u542c\\u542c', u'\\u610f\\u89c1', u'\\u5efa\\u4e86', u'\\u7fa4', u'\\u6b22\\u8fce', u'\\u52a0\\u5165', u'\\u9879\\u76ee', u'\\u5730\\u5740', 'qq']\n",
+        "[u'\\u6765\\u81ea', 'twitter', 'trick', 'webkit', 'based', 'browsers', 'chrome', 'safari', 'opera', u'zoczus\\u5206\\u4eab\\u7684 DOM Clobbering']\n",
+        "[u'\\u9ad8\\u5927', u'\\u65b0', u'\\u529e\\u516c', u'\\u573a\\u6240', u'\\u611f\\u89c9', u'\\u6709\\u6728\\u6709', u'\\u5730\\u65b9', u'\\u6b22\\u8fce', u'\\u77e5\\u9053', u'\\u521b\\u5b87', u'\\u6b22\\u8fce', u'\\u52a0\\u5165', u'\\u77e5\\u9053', u'\\u521b\\u5b87', u'\\u5b89\\u5168', u'\\u5f00\\u53d1', u'\\u6b22\\u8fce', u'\\u54a8\\u8be2', 'gmail', 'com']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u5b89\\u88c5', u'\\u865a\\u62df\\u673a', u'\\u6620\\u5c04', u'\\u76ee\\u5f55', u'\\u4e00\\u4e2a', u'\\u5751', u'\\u5751', u'\\u8e29', u'\\u4e24\\u6b21', u'\\u8bb0\\u5f55', u'\\u4e0b\\u7528', u'\\u5b89\\u88c5', u'\\u865a\\u62df\\u673a', u'\\u8fdb\\u884c', u'\\u76ee\\u5f55', u'\\u6620\\u5c04', u'\\u76d8', u'\\u76ee\\u5f55', u'\\u5e73\\u65f6', u'\\u5f00\\u53d1', u'\\u5de5\\u4f5c', u'\\u4e3b\\u8981', u'\\u4e0b', u'\\u8fdb\\u884c', u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', 'windows', 'linux', 'windows', 'vagrant', 'virtualbox', 'ubuntu', 'lts', 'opt', 'windows', 'opt', 'dev']\n",
+        "[u'\\u4f7f\\u7528', u'\\u4f18\\u60e0', u'\\u7801', u'\\u5373\\u53ef', u'\\u9996\\u6b21', u'\\u4e58\\u8f66', u'\\u670d\\u52a1', u'\\u4e2d', u'\\u8282\\u7701', u'\\u5151\\u6362', 'uber', 'acy', 'uber']\n",
+        "[u'\\u723d']\n",
+        "[u'\\u4ebf\\u540e', u'\\u94f6\\u884c', u'\\u968f\\u610f', u'\\u5212\\u8d70', u'\\u4e8b\\u60c5', u'\\u6bd4\\u8f83', u'\\u8c31', u'\\u5206\\u6790']\n",
+        "[u'\\u540c\\u5b66', u'\\u98de\\u673a', u'\\u7535\\u6e90', u'\\u7cfb\\u7edf\\u6545\\u969c', u'\\u843d\\u5730', u'\\u505c\\u673a', u'\\u88ab\\u56f0', u'\\u98de\\u673a']\n",
+        "[u'\\u51fa\\u53d1']\n",
+        "['forbes', 'car', 'tech', 'true', 'source', 'innovation', 'ces']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u6cd5\\u56fd', u'\\u5f53\\u65f6', u'\\u5f55\\u50cf', u'\\u4e24\\u4e2a', u'\\u66b4\\u5f92', u'\\u5f00\\u8f66', u'\\u9003\\u8dd1', u'\\u6b63\\u597d', u'\\u78b0\\u5230', u'\\u8b66\\u8f66', u'\\u5835\\u8def', u'\\u53cc\\u65b9', u'\\u4ea4\\u706b', u'\\u795e\\u5947', u'\\u4e00\\u5e55', u'\\u8b66\\u8f66', u'\\u88ab\\u8feb', u'\\u540e\\u64a4', u'\\u4e00\\u6bb5', u'\\u8ba9\\u51fa', u'\\u8def\\u53e3', u'\\u66b4\\u5f92', u'\\u6210\\u529f', u'\\u9003\\u8131', u'\\u6cd5\\u56fd\\u4eba', u'\\u4eba\\u751f\\u76ee\\u6807', u'\\u8c08\\u604b\\u7231', u'\\u5bf9\\u5cd9', u'\\u88ab\\u8feb', u'\\u540e\\u64a4']\n",
+        "[u'\\u603b\\u5171', u'\\u98de\\u884c', u'\\u6b21', u'\\u603b', u'\\u98de\\u884c', u'\\u91cc\\u7a0b', u'\\u516c\\u91cc', u'\\u603b', u'\\u98de\\u884c', u'\\u65f6', u'\\u957f', u'\\u5c0f\\u65f6', u'\\u81ea\\u52a8', u'\\u884c\\u7a0b', u'\\u7ba1\\u7406', u'\\u5b9e\\u65f6', u'\\u822a\\u73ed', u'\\u5ef6\\u8bef', u'\\u4fe1\\u606f', u'\\u5168\\u7a0b', u'\\u4fe1\\u606f', u'\\u63d0\\u9192', u'\\u8bf7', u'\\u4e0b\\u8f7d', u'\\u822a\\u65c5', u'\\u7eb5\\u6a2a', u'\\u822a\\u65c5', u'\\u7eb5\\u6a2a', u'\\u822a\\u65c5\\u7eb5\\u6a2a']\n",
+        "[u'\\u641c\\u5f20\\u5c27\\u5b66', u'\\u5df2\\u7ecf', 'results', 'removed', 'response', 'notice', 'local', 'law', 'requirement', 'information', 'please', 'see']\n",
+        "[]\n",
+        "[u'\\u6539\\u540d', u'\\u8fd9\\u4e00', u'\\u4e3e\\u63aa', u'\\u6210\\u672c', u'\\u7edf\\u8ba1', u'\\u5e74', u'\\u7b2c\\u4e09\\u5b63\\u5ea6', u'\\u5fae\\u8f6f', u'\\u7cfb\\u7edf', u'\\u6574\\u4e2a', u'\\u5e02\\u573a', u'\\u4efd\\u989d', u'\\u5bf9\\u6bd4', u'\\u5b89\\u5353', u'\\u5360', u'\\u5e02\\u573a', u'\\u4efd\\u989d', u'\\u82f9\\u679c', u'\\u4f4d\\u5c45', u'\\u7b2c\\u4e8c', u'\\u4efd\\u989d', u'\\u63a5\\u8fd1', 'windows', 'phone', 'windows', 'idc', 'windows', 'phone']\n",
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+        "[u'\\u5927\\u4eba', u'\\u809a\\u5b50', u'\\u5495\\u5495', u'\\u591c\\u5bb5', u'\\u7761\\u89c9', u'\\u5143\\u82b3', u'\\u8bf4', u'\\u5143\\u82b3', u'\\u5927\\u4eba', u'\\u4e0b', u'\\u6155\\u8bfe', u'\\u7f51', u'\\u522b\\u70e6']\n",
+        "[u'\\u4e09\\u5341', u'\\u5df2\\u8fc7', u'\\u8001\\u72d7', u'\\u4f60\\u597d']\n",
+        "[u'\\u6211\\u521a', u'\\u5b9e\\u60e0', u'\\u91cc', u'\\u62a2', u'\\u4e00\\u4efd', u'\\u798f\\u5229', u'\\u767e\\u59d3', u'\\u5f69\\u7968', u'\\u5145\\u503c', u'\\u5238', u'\\u5e78\\u8fd0', u'\\u5c0f\\u4f19\\u4f34', u'\\u5206\\u4eab', u'\\u8bd5\\u8bd5', 'app']\n",
+        "[u'\\u5b9e\\u60e0', u'\\u514d\\u8d39', u'\\u798f\\u5229', u'\\u5929\\u5929', u'\\u9886', u'\\u4f4e\\u4ef7', u'\\u6298\\u6263', u'\\u4eab', u'\\u4f18\\u60e0', u'\\u751f\\u6d3b', u'\\u670d\\u52a1', u'\\u8fd1\\u8ddd\\u79bb', u'\\u7acb\\u5373', u'\\u4e0b\\u8f7d', u'\\u4f53\\u9a8c']\n",
+        "[u'\\u5750', u'\\u7684\\u58eb', u'\\u7a7f\\u8d8a', u'\\u4e24\\u5e74']\n",
+        "[u'\\u868a\\u5b50']\n",
+        "[u'\\u624b\\u54e5', u'\\u9644\\u4f53', u'\\u5b81\\u8d22\\u795e']\n",
+        "[u'\\u91cc\\u8fb9', u'\\u5c5e\\u6027', u'\\u65b9\\u6cd5', u'\\u6302\\u5230', u'\\u611f\\u89c9', u'\\u6a21\\u68f1\\u4e24\\u53ef', u'\\u5bb9\\u6613', u'\\u91cd\\u5199', 'koa', 'req', 'res', 'koa', 'context']\n",
+        "[u'\\u5c3c\\u739b', u'\\u592a\\u62fc']\n",
+        "[u'\\u670b\\u53cb']\n",
+        "[u'\\u597d\\u5927', u'\\u573a\\u5b50']\n",
+        "[u'\\u4fe9', u'\\u51fa\\u73b0', u'\\u4e00\\u8d77']\n",
+        "[u'\\u94a5\\u5319', u'\\u4e22', u'\\u521a\\u914d', u'\\u597d', u'\\u5f00\\u95e8', u'\\u62e7\\u65ad', u'\\u91cc\\u5934', u'\\u6700\\u8fd1', u'\\u5f97\\u7f6a', u'\\u54ea\\u8def', u'\\u795e\\u4ed9']\n",
+        "[u'\\u5e72', u'\\u4ef6', u'\\u597d', u'\\u9f8c\\u9f8a', u'\\u4e8b\\u60c5', u'\\u65e0\\u5730\\u81ea\\u5bb9']\n",
+        "[u'\\u732b', u'\\u5929\\u751f', u'\\u559c\\u6b22', u'\\u76d2\\u5b50']\n",
+        "['test']\n",
+        "[u'\\u98de\\u5229\\u6d66', u'\\u65b0\\u5b89\\u6021', u'\\u795e\\u7ea7', u'\\u88c5\\u5907', u'\\u5e2e', u'\\u514b\\u670d', u'\\u91cd\\u91cd', u'\\u6311\\u6218', u'\\u8363\\u767b', u'\\u9ad8\\u4ea7', u'\\u5988\\u5988', u'\\u6392\\u884c\\u699c', u'\\u83b7\\u5f97', u'\\u5927\\u7ea2\\u5305', u'\\u4e00\\u4e2a', u'\\u6bcf\\u5468', u'\\u6392\\u884c\\u699c', u'\\u524d\\u540d', u'\\u8d62\\u5f97', u'\\u98de\\u5229\\u6d66', u'\\u65b0\\u5b89\\u6021', u'\\u72ec\\u5bb6', u'\\u5b9a\\u5236', u'\\u8001\\u51e4\\u7965', u'\\u7eaf\\u91d1', u'\\u5976\\u74f6', u'\\u6302\\u9970', u'\\u4e00\\u4e2a', u'\\u4e00\\u8d77', u'\\u6311\\u6218']\n",
+        "[u'\\u98de\\u5229\\u6d66', u'\\u65b0\\u5b89\\u6021', u'\\u795e\\u7ea7', u'\\u88c5\\u5907', u'\\u5e2e', u'\\u514b\\u670d', u'\\u91cd\\u91cd', u'\\u6311\\u6218', u'\\u8363\\u767b', u'\\u9ad8\\u4ea7', u'\\u5988\\u5988', u'\\u6392\\u884c\\u699c', u'\\u83b7\\u5f97', u'\\u5927\\u7ea2\\u5305', u'\\u4e00\\u4e2a', u'\\u6bcf\\u5468', u'\\u6392\\u884c\\u699c', u'\\u524d\\u540d', u'\\u8d62\\u5f97', u'\\u98de\\u5229\\u6d66', u'\\u65b0\\u5b89\\u6021', u'\\u72ec\\u5bb6', u'\\u5b9a\\u5236', u'\\u8001\\u51e4\\u7965', u'\\u7eaf\\u91d1', u'\\u5976\\u74f6', u'\\u6302\\u9970', u'\\u4e00\\u4e2a', u'\\u4e00\\u8d77', u'\\u6311\\u6218']\n",
+        "[u'\\u7231\\u8303\\u513f', u'\\u89c6\\u9891', u'\\u4e00\\u5206', u'\\u534a\\u949f', u'\\u56de\\u987e', u'\\u79d1\\u6280\\u754c', u'\\u5e74', u'\\u79d1\\u6280', u'\\u884c\\u4e1a', u'\\u7ee7\\u7eed', u'\\u5149\\u901f', u'\\u524d\\u8fdb', u'\\u4e00\\u5e74', u'\\u91cc', u'\\u76ee\\u7779', u'\\u884c\\u4e1a', u'\\u6c89\\u6d6e', u'\\u5103', u'\\u53d8', u'\\u89c1\\u8bc1', u'\\u4fe1\\u606f\\u65f6\\u4ee3', u'\\u4e00\\u6ce2', u'\\u5927\\u6f6e', u'\\u8d8b\\u52bf', u'\\u8d77\\u70b9', u'\\u7ec8\\u70b9', u'\\u4e0b', u'\\u4e00\\u4e2a', 'one', 'thing']\n",
+        "[u'\\u7761\\u5230', u'\\u70b9', u'\\u592a', u'\\u6d6a\\u8d39', u'\\u6162\\u6162', u'\\u4e60\\u60ef', u'\\u7761', u'\\u4e24\\u4e2a', u'\\u5c0f\\u65f6', u'\\u4e66', u'\\u518d', u'\\u4e0a\\u73ed', u'\\u672c\\u5468', u'\\u5148', u'\\u4e60\\u60ef', u'\\ud83d', u'\\udcaa']\n",
+        "[u'\\u4e2d', u'\\u64cd\\u4f5c\\u7b26', u'\\u5b9a\\u4e49', u'\\u9047\\u5230', u'\\u4e00\\u5957', u'\\u4e0a\\u4e0d\\u8ba4', 'sqlplus', 'hpux', 'yong', u' \\u4f5c\\u4e3a start sql', u'\\u7684', u'dbsnake']\n",
+        "['alter', 'system', 'switch', 'logfile']\n",
+        "['alter', 'system', 'switch', 'logfile', 'undocumented']\n",
+        "[u'\\u8ba8\\u8bba', u'\\u534a\\u5929', u'\\u5206\\u5e03', u'\\u4e8b\\u7269', u'\\u8bca\\u65ad', u'\\u7761']\n",
+        "[u'\\u771f\\u4eba\\u79c0', u'\\u8282\\u76ee', u'\\u660e\\u661f', u'\\u5f80\\u6b7b\\u91cc\\u6574', u'\\u535a\\u5f97', u'\\u89c2\\u4f17', u'\\u5173\\u6ce8\\u5ea6', u'\\u5410\\u69fd\\u771f\\u4eba\\u79c0']\n",
+        "[u'\\u91d1\\u5c71', u'\\u4e91', u'\\u6218\\u7565', u'\\u89e3\\u6790', u'\\u6e38\\u620f', u'\\u4e4b\\u540e', u'\\u89c6\\u9891', u'\\u56fe\\u7247', u'\\u667a\\u80fd\\u5bb6\\u5c45', u'\\u91d1\\u5c71', u'\\u4e91', u'\\u96c4\\u8fc8', u'\\u79d1\\u6280', u'\\u5ba3\\u5e03', u'\\u6210\\u4e3a', u'\\u6218\\u7565', u'\\u5408\\u4f5c\\u4f19\\u4f34', u'\\u667a\\u80fd', u'\\u5b89\\u9632', u'\\u5207\\u5165\\u70b9', u'\\u8fdb\\u5165', u'\\u667a\\u80fd', u'\\u751f\\u6d3b', u'\\u670d\\u52a1', u'\\u9886\\u57df', u'\\u968f\\u540e', u'\\u4e13\\u8bbf', u'\\u4e2d', u'\\u91d1\\u5c71', u'\\u4e91', u'\\u603b\\u88c1', u'\\u738b', u'\\u80b2\\u6797', u'\\u7b2c\\u4e00\\u6b21', u'\\u8be6\\u7ec6', u'\\u4ecb\\u7ecd', u'\\u91d1\\u5c71', u'\\u4e91\\u5e74', u'\\u53d1\\u5c55', u'\\u6218\\u7565', u'\\u6280\\u672f', u'\\u89c4\\u5212', u'\\u751f\\u6001\\u7cfb\\u7edf', u'\\u5efa\\u8bbe', u'\\u4e91\\u8ba1\\u7b97\\u5927\\u6885']\n",
+        "[u'\\u5b9e\\u65f6', u'\\u6570\\u636e\\u5904\\u7406', u'\\u6210\\u4e3a', u'\\u8d8a\\u6765\\u8d8a', u'\\u673a\\u6784', u'\\u9700\\u6c42', u'\\u5f00\\u6e90', u'\\u6846\\u67b6', u'\\u5f00\\u53d1', u'\\u95e8\\u69db', u'\\u53ef\\u8c13', u'\\u4e0d\\u9ad8', u'\\u5e74\\u6708\\u65e5', u'\\u4e9a\\u9a6c\\u900a', u'\\u4ea7\\u54c1', u'\\u7ecf\\u7406', u'\\u5e84\\u5bcc\\u4efb', u'\\u4f53\\u9a8c', u'\\u5b9e\\u65f6', u'\\u6570\\u636e\\u5206\\u6790', u'\\u5c0a\\u4eab', u'\\u6709\\u4e91', u'\\u4efb\\u6027', u'\\u670d\\u52a1', u'\\u5206', u'\\u5206\\u949f', u'\\u5de8\\u5934', u'\\u6280\\u672f', u'\\u56e2\\u961f', u'\\u6bd4\\u80a9', u'\\u514d\\u8d39', u'\\u53c2\\u4e0e', u'\\u70b9\\u51fb', 'hadoop', 'storm', 'spark', 'streaming', 'aws', 'amazon', 'kinesis']\n",
+        "[u'\\u60a8\\u597d', u'\\u7f16\\u8f91', u'\\u60f3', u'\\u8f6c\\u8f7d', u'\\u6587\\u7ae0', u'\\u4e00\\u4e2a', u'\\u4ecb\\u7ecd', u'\\u8bc4\\u8bba', 'csdn', 'null']\n",
+        "[u'\\u817e\\u8baf', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u516c\\u53f8', u'\\u5bf9\\u5916', u'\\u5ba3\\u5e03', u'\\u6210\\u4e3a', u'\\u56fd\\u5185', u'\\u9996\\u5bb6', u'\\u652f\\u6301', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u5382\\u5546', u'\\u4f4d\\u4e8e', u'\\u57fa\\u7840\\u8bbe\\u65bd', u'\\u670d\\u52a1', u'\\u5e74', u'\\u91c7\\u8bbf', u'\\u63d0\\u5230', u'\\u6218\\u7565', u'\\u7ec8\\u4e8e', u'\\u843d\\u5730', 'docker', 'machine', 'docker', 'docker']\n",
+        "[u'\\u963f\\u91cc', u'\\u817e\\u8baf', u'\\u767e\\u5ea6', u'\\u9752\\u4e91', u'\\u641c\\u72d0', u'\\u9053', u'\\u91cc', u'\\u4e91', u'\\u670b\\u53cb', u'\\u8bf4', u'\\u5927\\u6279\\u91cf', u'\\u521d\\u521b', u'\\u56e2\\u961f', u'\\u8def\\u4e0a', u'\\u5e74', u'\\u817e\\u8baf', u'\\u4e91', u'\\u52a8\\u4f5c', u'\\u5f88\\u5feb', 'amazon', 'ibm', 'red', 'hat', 'google', 'ubuntu', 'openstack', 'vmware', 'ucloud', 'docker']\n",
+        "[u'\\u884c\\u4e1a', u'\\u6280\\u672f', u'\\u5927\\u62ff\\u540c', u'\\u60e0\\u666e', u'\\u5168\\u7403', u'\\u526f\\u603b\\u88c1', u'\\u66a8\\u4e91', u'\\u8ba1\\u7b97', u'\\u8d1f\\u8d23\\u4eba', u'\\u5206\\u4eab', u'\\u5e94\\u7528', u'\\u89e3\\u51b3', u'\\u5177\\u4f53', u'\\u9700\\u6c42', u'\\u4ea7\\u54c1', u'\\u4e2d\\u56fd', u'\\u5e02\\u573a', u'\\u53d1\\u5c55', u'\\u5efa\\u8bae', 'openstack', 'marten', 'hp', 'helion']\n",
+        "['marten', 'unix']\n",
+        "[u'\\u524d', u'\\u6d6a\\u6f6e', u'\\u6210\\u529f', u'\\u4e2d\\u6807', u'\\u961c\\u9633', u'\\u70df\\u8349', u'\\u4fe1\\u606f\\u5316', u'\\u5b89\\u5168', u'\\u4f53\\u7cfb', u'\\u5efa\\u8bbe\\u9879\\u76ee', u'\\u961c\\u9633', u'\\u70df\\u8349', u'\\u91cd\\u8981', u'\\u670d\\u52a1\\u5668\\u8fdb\\u884c', u'\\u6838\\u5fc3', u'\\u4fdd\\u62a4', u'\\u9879\\u76ee', u'\\u6210\\u4e3a', u'\\u63a8\\u52a8', u'\\u4fe1\\u606f\\u5316', u'\\u70df\\u8349', u'\\u4ea7\\u4e1a', u'\\u6df1\\u5ea6', u'\\u878d\\u5408', u'\\u63d0\\u9ad8', u'\\u884c\\u4e1a', u'\\u4fe1\\u606f\\u5316', u'\\u5b89\\u5168', u'\\u5efa\\u8bbe', u'\\u7ba1\\u7406\\u6c34\\u5e73', u'\\u884c\\u4e1a', u'\\u6807\\u6746', u'\\u8be6\\u60c5', u'\\u70b9\\u51fb', 'ssr']\n",
+        "[u'\\u6d6a\\u6f6e', u'\\u6210\\u529f', u'\\u4e2d\\u6807', u'\\u961c\\u9633', u'\\u70df\\u8349', u'\\u4fe1\\u606f\\u5316', u'\\u5b89\\u5168', u'\\u4f53\\u7cfb', u'\\u5efa\\u8bbe\\u9879\\u76ee', u'\\u961c\\u9633', u'\\u70df\\u8349', u'\\u91cd\\u8981', u'\\u670d\\u52a1\\u5668\\u8fdb\\u884c', u'\\u6838\\u5fc3', u'\\u4fdd\\u62a4', u'\\u9879\\u76ee', u'\\u6210\\u4e3a', u'\\u63a8\\u52a8', u'\\u4fe1\\u606f\\u5316', u'\\u70df\\u8349', u'\\u4ea7\\u4e1a', u'\\u6df1\\u5ea6', u'\\u878d\\u5408', u'\\u63d0\\u9ad8', u'\\u884c\\u4e1a', u'\\u4fe1\\u606f\\u5316', u'\\u5b89\\u5168', u'\\u5efa\\u8bbe', u'\\u7ba1\\u7406\\u6c34\\u5e73', u'\\u884c\\u4e1a', u'\\u6807\\u6746', u'\\u8be6\\u60c5', u'\\u70b9\\u51fb', 'ssr']\n",
+        "[u'\\u9ad8\\u6027\\u80fd', u'\\u5e94\\u7528', u'\\u5b9e\\u8df5', u'\\u6c99\\u9f99', u'\\u5c0f\\u4f19\\u4f34', u'\\u6293\\u7d27\\u65f6\\u95f4', 'spark']\n",
+        "[u'\\u9ad8\\u6027\\u80fd', u'\\u5185\\u5b58', u'\\u8ba1\\u7b97', u'\\u4e30\\u5bcc', u'\\u751f\\u6001', u'\\u5feb\\u901f', u'\\u8d62\\u5f97', u'\\u6240\\u6709', u'\\u6570\\u636e\\u5904\\u7406', u'\\u7528\\u6237', u'\\u77ed\\u77ed', u'\\u5e74', u'\\u65f6\\u95f4', u'\\u5df2', u'\\u53d1\\u5c55', u'\\u8f6f\\u4ef6', u'\\u57fa\\u91d1\\u4f1a', u'\\u9876\\u7ea7', u'\\u9879\\u76ee', u'\\u4eca\\u5929', u'\\u9ad8\\u6027\\u80fd', u'\\u5e94\\u7528', u'\\u5b9e\\u8df5', u'\\u6c99\\u9f99', u'\\u73b0\\u573a', u'\\u5df2\\u7ecf', u'\\u5ea7\\u65e0\\u865a\\u5e2d', 'spark', 'spark', 'apache', 'spark']\n",
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+        "[u'\\u89c1\\u5230', u'\\u674e\\u6e90\\u4f73', 'openparty', 'postgres']\n",
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+        "[u'\\u624b\\u673a', u'\\u5957\\u9910', u'\\u6539\\u6210', u'\\u624b\\u673a', u'\\u652f\\u6301']\n",
+        "[u'\\u4e00\\u5927\\u65e9', u'\\u4e0a\\u73ed', u'\\u72af\\u56f0', u'\\u548b\\u529e', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
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+        "[u'\\u80bf', u'\\u529e', u'\\u4e0d\\u7528', u'\\u5f53\\u7801', u'\\u519c\\u4e86', 'hr']\n",
+        "[u'\\u53d8\\u9769', 'web', 'app', 'rem']\n",
+        "[u'\\u534a\\u591c', u'\\u5e8a\\u4e0a', u'\\u62fc\\u4e50\\u9ad8']\n",
+        "['movie', 'time']\n",
+        "[u'\\u597d\\u8d5e', 'top', 'gear', 'season']\n",
+        "[u'\\u5403', u'\\u4e24\\u4e2a', u'\\u86cb\\u631e', u'\\u51c6\\u5907', u'\\u7761\\u89c9']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u5386\\u53f2', u'\\u4e66', u'\\u51e0\\u6210', u'\\u771f\\u7684']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u6559\\u6750', u'\\u5386\\u53f2', u'\\u4e66', u'\\u51e0\\u6210', u'\\u771f\\u7684']\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9']\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9']\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9', u'\\u54c8\\u54c8\\u54c8']\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9', u'\\u89e3\\u51b3']\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9', u'\\u7ecf\\u6d4e', u'\\u73af\\u5883']\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', 'ibirstone']\n",
+        "[u'\\u63a8\\u8350', u'\\u6587\\u7ae0', u'\\u6d4f\\u89c8', u'\\u535a\\u5ba2', u'\\u7f51\\u7ad9', u'\\u5206\\u4eab', u'\\u7b80\\u4e66']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u6709\\u610f\\u601d', u'\\u4e1c\\u4e1c', u'\\u5206\\u4eab', 'haskell']\n",
+        "[u'\\u6f8e\\u6e43', u'\\u65b0\\u95fb', u'\\u4ef7\\u503c\\u89c2', u'\\u65b9\\u9762', u'\\u4e2d\\u56fd', u'\\u6700', u'\\u63a5\\u8fd1', u'\\u767d\\u4fc4\\u7f57\\u65af', u'\\u5206\\u4eab', u'\\u6f8e\\u6e43\\u65b0\\u95fb']\n",
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+        "[u'\\u300e', u'\\u300f', 'haskell', 'data', 'analysis', 'cookbook']\n",
+        "[u'\\u4f4f', u'\\u9644\\u8fd1', u'\\u65b0\\u5f00', u'\\u5bb6', u'\\u4e66\\u5e97', u'\\u8457\\u540d', u'\\u53f0\\u6e7e', u'\\u8bda\\u54c1', u'\\u4e66\\u5e97', u'\\u98ce\\u5473', u'\\u73af\\u5883', u'\\u7cbe\\u5fc3\\u8bbe\\u8ba1', u'\\u5c0f\\u578b', u'\\u552e\\u4e66', u'\\u8bb2\\u5ea7', u'\\u4e66\\u53cb', u'\\u5206\\u4eab', u'\\u6d3b\\u52a8', u'\\u6ee1\\u8db3', u'\\u4e00\\u5927', u'\\u4e66\\u8ff7', u'\\u7231\\u597d', u'\\u91cc\\u9762', u'\\u7406\\u5de5\\u79d1', u'\\u4e66\\u5c11\\u5c11', u'\\u4e5f\\u8bb8', u'\\u592a', u'\\u4e13\\u4e1a\\u4e66', u'\\u6162\\u6162', u'\\u4e60\\u60ef', u'\\u7535\\u5b50\\u4e66', u'\\u4e2d']\n",
+        "[u'\\u5931\\u4e1a']\n",
+        "[]\n",
+        "[u'\\u521a\\u521a', u'\\u6ce8\\u518c', u'\\u8354\\u679d', 'fm']\n",
+        "[u'\\u534a\\u5929', u'\\u8fde\\u4e0d\\u4e0a', u'\\u539f\\u6765', u'\\u5a01\\u6b66', 'ps', 'facebook', 'gfw']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u6536\\u5230', u'\\u65b0', u'\\u9a7e\\u7167', u'\\u610f\\u5916', u'\\u622a\\u6b62', u'\\u65e5\\u671f', u'\\u56db\\u5e74', u'\\u4e4b\\u540e', u'\\u5361', u'\\u622a\\u6b62', u'\\u65e5\\u671f', 'ead', 'feeling', 'lucky']\n",
+        "[u'\\u5bbf\\u820d', u'\\u6ca1\\u7f51', u'\\u6570\\u636e\\u7ebf', u'\\u843d', u'\\u516c\\u53f8', u'\\u624b\\u673a', u'\\u7535', u'\\u4f9d\\u6b62\\u9759\\u5904']\n",
+        "[u'\\u7b2c\\u4e00\\u4ef6', u'\\u5927\\u4e8b\\u513f', u'\\u5065\\u8eab', u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u4e0d\\u9519', u'\\u5546\\u54c1', u'\\u7c73\\u5965', u'\\u745c\\u4f3d', u'\\u57ab', u'\\u521d\\u5b66\\u8005', u'\\u52a0\\u539a', u'\\u52a0\\u957f', u'\\u52a0\\u5bbd', u'\\u5370\\u82b1', u'\\u65e0\\u5473', u'\\u9632\\u6ed1', u'\\u73af\\u4fdd', u'\\u5065\\u8eab', u'\\u57ab', u'\\u4ef0\\u5367\\u8d77\\u5750', u'\\u8fd0\\u52a8', u'\\u57ab', u'\\u84dd\\u8272', u'\\u4eac\\u4e1c', u'\\u4ef7', u'\\u611f\\u89c9', u'\\u4e0d\\u9519', u'\\u5206\\u4eab', u'\\u4e00\\u4e0b', 'mm', 'nbr', u'\\u4eac\\u4e1c']\n",
+        "[u'\\u6df1\\u591c', u'\\u98df\\u5802', u'\\u8f9b\\u82e6', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 \\uff09']\n",
+        "[u'\\u671d\\u9c9c', u'\\u4e94\\u65e5\\u6e38', u'\\u771f\\u7684', u'\\u771f\\u7684', u'\\u60f3', u'\\u671d\\u9c9c', u'\\u591a\\u56fe', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 \\uff09']\n",
+        "[u'\\u5e72\\u5b8c', u'\\u627e\\u4e2a', u'\\u9760\\u7a97', u'\\u4f4d\\u7f6e', u'\\u5403', u'\\u8098\\u5b50', u'\\u6652', u'\\u592a\\u9633', u'\\u592a', u'\\u60ec\\u610f', 'tm']\n",
+        "[u'\\u5206\\u4eab', 'green', 'day']\n",
+        "[u'\\u5f20\\u4fe1\\u54f2', u'\\u7231', u'\\u4e00\\u4e2a', u'\\u5b57', u'\\u9177\\u72d7(iPad)\\u97f3\\u4e50\\u5206\\u4eab']\n",
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+        "[u'\\u5341\\u4e94', u'\\u5706']\n",
+        "[u'\\u5e74', u'\\u77e5\\u4e4e', u'\\u9605\\u8bfb', u'\\u9875', u'\\u65b0\\u77e5', u'\\u6700\\u597d\\u76842014']\n",
+        "[u'\\u65b9\\u4fbf', u'\\u6587\\u6863', u'\\u8f6c\\u4e3a', u'\\u6587\\u6863', u'\\u6700\\u597d', u'\\u52a0\\u5bc6', u'\\u8f6c\\u6362', u'\\u5f7b\\u5e95', u'\\u4e0d\\u8ba9', u'\\u83b7\\u5f97', u'\\u5185\\u90e8', u'\\u5185\\u5bb9', u'\\u62ff\\u5230', u'\\u6587\\u6863', u'\\u518d', u'\\u53cd', u'\\u8f6c\\u6362', u'\\u975e', u'\\u6587\\u6863', u'\\u778e\\u6298\\u817e', 'word', 'excel', 'pdf', 'pdf']\n",
+        "[u'\\u5ba2\\u6237\\u7aef', u'\\u670d\\u52a1\\u7aef', u'\\u540c\\u6b65', u'\\u901a\\u4fe1', u'\\u5434\\u5bb6', u'\\u5c11\\u5c11\\u7684', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'pc', 'android', 'socket', 'usb', 'csdn', 'net']\n",
+        "[u'\\u5206\\u4eab', u'\\u623f\\u7956\\u540d']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u767e\\u5ea6', u'\\u5916\\u5356', u'\\u997f', u'\\u8dd1', u'\\u95e8\\u5e97', u'\\u4e70', u'\\u518d', u'\\u9001', u'\\u6fc0\\u5316\\u77db\\u76fe']\n",
+        "[u'\\u770b\\u770b', u'\\u4e4b\\u524d', u'\\u770b\\u8fc7', u'\\u90a3\\u672c', u'\\u516b\\u7248', u'\\u7ecf\\u6d4e\\u5b66', u'\\u8001\\u539a', u'\\u4e00\\u672c', u'\\u73b0\\u5728', u'\\u60f3\\u4e0d\\u8d77\\u6765', u'\\u5185\\u5bb9', u'\\u517b\\u6210', u'\\u6b63\\u786e', u'\\u8bfb\\u4e66', u'\\u65b9\\u6cd5', u'\\u8bfb', u'\\u767d\\u8bfb']\n",
+        "[u'\\u9a6c\\u9a8f', u'\\u6fb3\\u5927\\u5229\\u4e9a', u'\\u5148\\u5929\\u6027', u'\\u542c\\u89c9', u'\\u969c\\u788d', u'\\u8033\\u804b', u'\\u672c\\u6765', u'\\u547d\\u8fd0', u'\\u505a', u'\\u4e00\\u8f88\\u5b50', u'\\u804b\\u5b50', u'\\u533b\\u751f', u'\\u5b89\\u88c5', u'\\u52a9\\u542c\\u5668', u'\\u6fc0\\u6d3b', u'\\u52a9\\u542c\\u5668', u'\\u4e00\\u77ac\\u95f4', u'\\u7b2c\\u4e00\\u6b21', u'\\u542c\\u5230', u'\\u58f0\\u97f3', u'\\u4e16\\u754c', u'\\u8868\\u60c5', u'\\u5206\\u4eab', 'lachlan', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u89e3\\u8bfb', u'\\u4e16\\u7eaa', u'\\u8d44\\u672c\\u8bba', u'\\u4f55\\u5e06']\n",
+        "['coursera']\n",
+        "[u'\\u5f00\\u573a', u'\\u55e8', u'\\u7ffb\\u5929', u'\\u79cd', u'\\u53ef\\u80fd\\u6027', u'\\u5206\\u4eab', 'party', u'\\u4e00\\u5468\\u4e00\\u6298\\u817e', u'\\u77e5\\u4e4e\\u65e5\\u62a5 \\uff09']\n",
+        "[u'\\u886c\\u886b', u'\\u8d28\\u5730', u'\\u4f18\\u826f', u'\\u6837\\u5f0f', u'\\u7b80\\u5355', u'\\u6027\\u4ef7\\u6bd4', u'\\u9ad8', u'\\u591a\\u56fe', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 App\\uff09']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u6211\\u662f\\u5927\\u5927\\u5927\\u5927\\u5927\\u81ea\\u7136']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u5f20\\u5c0f\\u6d0b\\u8d77\\u5e8a\\u5566\\u5403\\u65e9\\u996d']\n",
+        "[u'\\u5206\\u4eab', u'\\u79e6\\u660aJeff']\n",
+        "[u'\\u5f00\\u4e2a', u'\\u8111\\u6d1e', u'\\u9f99', u'\\u751f\\u7406', u'\\u7ed3\\u6784', u'\\u5206\\u4eab', u'\\u597d\\u591a', u'\\u5355\\u8bcd', u'\\u8ba4\\u8bc6', u'\\u77e5\\u4e4e\\u65e5\\u62a5']\n",
+        "[u'\\u5356', u'\\u7b14\\u82af', u'\\u8d77\\u5bb6', u'\\u6668\\u5149', u'\\u5356\\u5927', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 \\uff09']\n",
+        "[]\n",
+        "[u'\\u4ee5\\u540e', u'\\u518d\\u4e5f', u'\\u665a\\u4e0a', u'\\u559d\\u5496\\u5561', u'\\u4f5c', u'\\u6b7b']\n",
+        "[u'\\u5206\\u4eab', 'mark', 'ronson', u'BrunoMars']\n",
+        "[u'\\u4fc4\\u7f57\\u65af', u'\\u5c0f', u'\\u677e\\u9f20', u'\\u5806\\u96ea\\u4eba', u'\\u771f\\u7684\\u5047']\n",
+        "[u'\\u8bbe\\u8ba1', u'\\u4e00\\u4e2a', u'\\u8bbe\\u8ba1\\u5e08', u'\\u56e2\\u961f', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 App\\uff09']\n",
+        "[u'\\u4ee5\\u4e3a', u'\\u771f', u'\\u968f\\u673a', u'\\u5c31\\u884c', u'\\u60f3\\u6cd5', u'\\u5b9e\\u5728', u'\\u592a', u'\\u5e74\\u8f7b', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 App\\uff09']\n",
+        "[u'\\u5206\\u4eab', 'one', 'direction']\n",
+        "[u'\\u51e0\\u96c6', u'\\u5168\\u662f', u'\\u9b3c']\n",
+        "[u'\\u4eb2\\u4eba', u'\\u540c\\u5b66', u'\\u5c0f\\u4e8b\\u513f', u'\\u534a\\u70b9\\u513f', u'\\u7b14\\u58a8', u'\\u4e0d\\u66fe\\u6709\\u8fc7', u'\\u4ea4\\u96c6', u'\\u964c\\u751f\\u4eba', u'\\u751f\\u6b7b', u'\\u5343\\u8a00\\u4e07\\u8bed', u'\\u5237', u'\\u5b8c', u'\\u5c4f', u'\\u73b0\\u5b9e', u'\\u6b8b\\u9177', u'\\u505a\\u4e2a', u'\\u51e1\\u4eba', u'\\u5168\\u4e16\\u754c', u'\\u5ff5\\u53e8', u'\\u70e6\\u4eba', u'\\u6df1\\u66f4\\u534a\\u591c\\u8d1f\\u80fd\\u91cf']\n",
+        "[u'\\u5206\\u4eab', 'one', 'direction']\n",
+        "[u'\\u51e0\\u4f4d', u'\\u5c0f\\u5b66\\u751f', u'\\u8bf4', u'\\u5e73\\u65f6', u'\\u73a9', u'\\u5206\\u4eab', 'app', u'\\u77e5\\u4e4e\\u65e5\\u62a5 App\\uff09']\n",
+        "[u'\\u652f\\u4ed8\\u5b9d', u'\\u5411\\u94f6\\u8054', u'\\u53d1\\u8d77', u'\\u603b\\u653b', u'\\u571f\\u8c6a', u'\\u5f0f', u'\\u63a8\\u5e7f', u'\\u8865\\u8d34', u'\\u5168\\u56fd', u'\\u7ebf\\u4e0b', u'\\u5546\\u6237', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 App\\uff09']\n",
+        "[u'\\u51e0\\u5f20', u'\\u56fe', u'\\u4ecb\\u7ecd', u'\\u4ecb\\u7ecd', u'\\u91d1\\u6b63\\u6069', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 App\\uff09']\n",
+        "[u'\\u641c\\u72d0', u'\\u89c6\\u9891', u'\\u5a31\\u4e50', u'\\u4e0b\\u8f7d', u'\\u5ba2\\u6237\\u7aef']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u6d41\\u6c13\\u8f6f\\u4ef6', u'\\u7535\\u8111', u'\\u4e09\\u5206\\u949f', u'\\u53d8', u'\\u5c4c\\u4e1d', 'cao']\n",
+        "[u'\\u6068\\u6b7b', u'\\u5199', u'\\u90ae\\u4ef6', u'\\u6ee1\\u5929\\u98de', u'\\u4eba']\n",
+        "[u'\\u9010\\u4e00', u'\\u7ec6\\u6570', u'\\u5065\\u8eab', u'\\u5708', u'\\u591a\\u5e74', u'\\u8c23\\u8a00', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 App\\uff09']\n",
+        "[u'\\u9010\\u4e00', u'\\u7ec6\\u6570', u'\\u5065\\u8eab', u'\\u5708', u'\\u591a\\u5e74', u'\\u8c23\\u8a00', u'\\u5206\\u4eab', u'\\u5408\\u7406', u'\\u8282\\u98df', u'\\u80fd\\u591f', u'\\u51cf\\u80a5', u'\\u6548\\u7387', u'\\u4f4e', u'\\u653e\\u5f00', u'\\u5bb9\\u6613', u'\\u53cd\\u5f39', u'\\u5408\\u7406', u'\\u8282\\u98df', u'\\u4fdd\\u8bc1', u'\\u81b3\\u98df', u'\\u5747\\u8861', u'\\u5bb9\\u6613', u'\\u751f\\u75c5', 'app', u'\\u77e5\\u4e4e\\u65e5\\u62a5']\n",
+        "[u'\\u6b63\\u7248', u'\\u597d\\u5904', u'\\u84dd\\u5149']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u79e6\\u68ee', u'\\u5e7d\\u7075', u'\\u5728\\u7ebf', u'\\u6b4c\\u66f2']\n",
+        "[u'\\u7b2c\\u4e00\\u6b21', u'\\u5f97\\u745f', u'\\u4e00\\u4e0b']\n",
+        "[u'\\u4e09\\u9633\\u5f00\\u6cf0']\n",
+        "[u'\\u5783\\u573e\\u6876', u'\\u524a', u'\\u6a59\\u5b50', u'\\u524a', u'\\u5b8c', u'\\u5634\\u998b', u'\\u60f3\\u524a', u'\\u5c0f', u'\\u4e00\\u5757\\u513f', u'\\u5c1d\\u5c1d', u'\\u6293\\u597d', u'\\u6389', u'\\u6876', u'\\u91cc', u'\\u59b9']\n",
+        "[u'\\u4e24\\u96c6', u'\\u660e\\u5929', u'\\u5e72\\u6d3b']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u7edd\\u5927\\u591a\\u6570', u'\\u4eba', u'\\u52aa\\u529b', u'\\u7a0b\\u5ea6', u'\\u8f6e\\u4e0d\\u5230', u'\\u5929\\u8d4b']\n",
+        "[u'\\u670b\\u53cb\\u5708', u'\\u5237', u'\\u5b9d\\u9a6c', u'\\u5e7f\\u544a', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 App\\uff09-_-']\n",
+        "[u'\\u56fd\\u6d4b', u'\\u5c40\\u4e2a', u'\\u9017']\n",
+        "[u'\\u8179\\u808c', u'\\u6495\\u88c2', u'\\u89c6\\u9891', u'\\u5757', u'\\u8179\\u808c', u'\\u901f\\u6210', u'\\u8bad\\u7ec3', u'\\u6559\\u7a0b']\n",
+        "[u'\\u6495\\u88c2', u'\\u5728\\u5bb6', u'\\u7ec3', u'\\u80f8\\u808c', u'\\u7b2c\\u4e00\\u9636\\u6bb5', u'\\u7b51', u'\\u57fa\\u671f']\n",
+        "['deadlinejiushishengchanli']\n",
+        "[u'\\u5206\\u4eab', u'LinkinParkOfficial']\n",
+        "[u'\\u5206\\u4eab', u'LinkinParkOfficial']\n",
+        "[u'\\u5206\\u4eab', u'LinkinParkOfficial']\n",
+        "[u'\\u5206\\u4eab', u'LinkinParkOfficial']\n",
+        "[u'\\u5206\\u4eab', u'LinkinParkOfficial']\n",
+        "[u'\\u5206\\u4eab', u'LinkinParkOfficial']\n",
+        "[u'\\u67e5\\u7406', u'\\u2022', u'\\u7f57\\u65af', u'\\u4e13\\u8bbf', u'\\u9a6c\\u4e91', u'\\u5b9e\\u5f55', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 App\\uff09']\n",
+        "[u'\\u674e\\u5609\\u8bda', u'\\u6284\\u5e95', u'\\u5168', u'\\u82f1\\u56fd', u'\\u5df2\\u7ecf', u'\\u82f1\\u56fd', u'\\u5404\\u5927', u'\\u62a5\\u7eb8', u'\\u5934\\u6761', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 App\\uff09']\n",
+        "[u'\\u778e\\u626f', u'\\u6b63\\u786e', u'\\u5730\\u5410\\u69fd', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 App\\uff09']\n",
+        "[u'\\u8d70\\u8fd1', u'\\u79d1\\u5b66', u'\\u8bbf\\u95ee', u'\\u6697\\u7f51', u'\\u5206\\u4eab', 'dark', 'web', u'\\u77e5\\u4e4e\\u65e5\\u62a5 App\\uff09']\n",
+        "[u'\\u660e\\u5929', u'\\u660e\\u5929', u'\\u71ac\\u8fc7', u'\\u4e00\\u6bb5', u'\\u9ed1\\u591c']\n",
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+        "[]\n",
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+        "['download', 'mybatis', 'practice', 'ebook', 'pdf']\n",
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+        "[u'\\u963f\\u91cc', u'\\u4e91', u'\\u56fa\\u5b9a', u'\\u5e26\\u5bbd', u'\\u6c34\\u5e73', 'mbps']\n",
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+        "[u'\\u8bfe\\u7a0b', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', u'\\u5206\\u4eab', u'\\u65b0', u'\\u5f00\\u53d1', u'\\u8bfe\\u7a0b', u'\\u4e0a\\u7ebf', u'\\u4e4b\\u524d', u'\\u89c6\\u9891', u'\\u8bb2\\u4e49', u'\\u65e0\\u6cd5\\u8bbf\\u95ee', u'\\u8bbf\\u95ee', u'\\u4e0b', u'\\u4e91\\u76d8', 'rails', 'coursera', 'coursera', 'web']\n",
+        "[]\n",
+        "[u'\\u771f\\u7684', u'\\u8981\\u8bf4', u'\\u518d\\u89c1', u'\\u5f7b\\u5e95', u'\\u8bbf\\u95ee', u'\\u4e16\\u754c', u'\\u6700', u'\\u9886\\u5148', u'\\u79d1\\u6280', u'\\u822a\\u6bcd', u'\\u56fd\\u5bb6', u'\\u5f7b\\u5e95', u'\\u8fdc\\u79bb', u'\\u5904\\u4e8e', u'\\u76ee\\u7684', 'google']\n",
+        "[u'\\u5fae\\u535a', u'\\u7aef', u'\\u65e0\\u6cd5', u'\\u63a5\\u53d7', u'\\u7528\\u6237', u'\\u79c1\\u4fe1', u'\\u6587\\u4ef6', u'\\u5947\\u602a', 'android']\n",
+        "[u'\\u6559\\u80b2']\n",
+        "[u'\\u4eca\\u5929', u'\\u5927\\u56db', u'\\u6700\\u540e', u'\\u4e00\\u5802\\u8bfe', u'\\u60f3\\u8d77', u'\\u5fb7', u'\\u6700\\u540e', u'\\u4e00\\u8bfe', u'\\u4f24\\u611f', u'\\u65f6\\u5149', u'\\u6162\\u6162']\n",
+        "[u'\\u7248\\u672c', u'\\u578b\\u53f7', u'\\u7cfb\\u7edf', u'\\u79c1\\u4fe1', u'\\u53d1\\u7ed9', u'\\u6587\\u4ef6', u'\\u7aef', u'\\u770b\\u4e0d\\u5230', 'shuzilm', 'cn', 'sph', 'wlan', 'android', u'Android\\u5ba2\\u6237\\u7aef\\u610f\\u89c1\\u53cd\\u9988', u'\\u5fae\\u535aAndroid\\u5ba2\\u6237\\u7aef']\n",
+        "[u'\\u5168\\u65b0', u'\\u5b89\\u5353\\u7248', u'\\u5347\\u7ea7', u'\\u540e', u'\\u55f7\\u55f7', u'\\u5730\\u5feb', u'\\u5c0f\\u4f19\\u4f34', u'\\u60ca\\u5446', u'\\u4e0b\\u8f7d', u'\\u94fe\\u63a5', 'weico']\n",
+        "[u'\\u5b66\\u671f', u'\\u4e00\\u5b9a', u'\\u8003\\u8bd5', u'\\u5b8c', u'\\u63d0\\u4ea4', u'\\u8003\\u8bd5\\u6210\\u7ee9', u'\\u7701', u'\\u591c\\u957f\\u68a6\\u591a']\n",
+        "[u'\\u5750', u'\\u8c6a\\u8f66', u'\\u94b1', u'\\u8d5a', u'\\u9080\\u8bf7', u'\\u7801\\u5c31\\u884c', 'axdkdc']\n",
+        "[u'\\u4e2d\\u6587', u'\\u793e\\u4f1a\\u79d1\\u5b66', u'\\u5f15\\u6587', u'\\u7d22\\u5f15', u'\\u7f51\\u4e0a', u'\\u4e00\\u4e2a', u'\\u795e', u'\\u7f51\\u7ad9', u'\\u5916\\u6587', u'\\u4e66\\u7c4d', u'\\u641c\\u5230', u'\\u4e0b\\u8f7d', u'\\u7535\\u5b50\\u4e66', u'\\u8d28\\u91cf', u'\\u6781\\u9ad8', u'\\u8bd5\\u8bd5\\u770b', u'\\u7f51\\u9875', u'\\u94fe\\u63a5', 'cssci']\n",
+        "[u'\\u7cfb\\u5217', u'\\u7ec8\\u4e8e', u'\\u7cfb\\u5217', u'\\u5e74', u'\\u6700\\u597d', u'\\u5f00\\u5e74', u'\\u5927\\u793c', u'\\u559c\\u6b22', u'\\u798f', u'\\u770b\\u770b', u'\\u7f8e\\u5f0f', u'\\u601d\\u7ef4', u'\\u591a\\u4e48', u'\\u6709\\u8da3', u'\\u521d\\u5b66', u'\\u798f', u'\\u4e00\\u672c', u'\\u9002\\u5408', u'\\u5165\\u95e8', u'\\u597d\\u4e66', u'\\u82f1\\u8bed', u'\\u597d', 'head', 'first', 'android', 'android', 'android']\n",
+        "[u'\\u53d1\\u81ea', 'head', 'first', 'android', 'development', 'wouldn', 'dreamy', 'book', 'android', 'development', 'could', 'turn', 'expert', 'keeping', 'engaged', u'\\u5fae\\u535a\\u684c\\u9762']\n",
+        "[u'\\u76ee\\u5f55', u'\\u53d1\\u81ea', 'head', 'first', 'android', 'table', 'contents', 'real', 'thing', 'first', 'app', 're', 'thinking', 'makes', 'android', 'special', 'android', 'free', 'open', 'operatin', u'\\u5fae\\u535a\\u684c\\u9762']\n",
+        "[u'\\u7b2c\\u4e00\\u7ae0', u'\\u9047\\u89c1', u'\\u53d1\\u81ea', 'android', 'meet', 'android', 'first', 'app', 'wait', 'android', 'free', 'open', 'wearing', 'suit', 'source', 'mobile', 'os', 'tie', 'crazy', u'\\u5fae\\u535a\\u684c\\u9762']\n",
+        "[u'\\u9009\\u62e9', u'\\u5b66\\u4e60', u'\\u53d1\\u81ea', 'android', 'android', 'want', 'build', 'android', 'app', 'maybe', 'android', 'user', 'already', 'know', 'java', 'want', 'get', 'mobile', u'\\u5fae\\u535a\\u684c\\u9762']\n",
+        "[u'\\u751f\\u6001', u'\\u4f53\\u7cfb', u'\\u53d1\\u81ea', 'android', 'android', 'ecosystem', 'tell', 'android', 'android', 'mobile', 'operating', 'syetem', 'lot', u'\\u5fae\\u535a\\u684c\\u9762']\n",
+        "[u'\\u7b2c\\u4e00\\u4e2a', u'\\u6ce8', u'\\u5efa', u'\\u7b2c\\u4e00\\u4e2a', u'\\u9700\\u6c42', u'\\u4e00\\u4e2a', u'\\u4e50\\u961f', u'\\u505a', u'\\u4e00\\u4e2a', u'\\u53d1\\u81ea', 'app', 'app', 'app', 'first', 'app', 'ready', 'get', 'started', 'al', 'different', 'devices', 'os', 'variatio', u'\\u5fae\\u535a\\u684c\\u9762']\n",
+        "[u'\\u53d1\\u81ea', 'getting', 'started', 'asking', 'build', 'app', 'isn', 'lot', 'go', 'pajama', 'death', 'made', 'napkin', 'sketch', 'want', 'app', 'look', 'like', 'app', u'\\u5fae\\u535a\\u684c\\u9762']\n",
+        "[u'\\u53d1\\u81ea', 'first', 'app', 'meet', 'android', 'development', 'environment', 'android', 'development', 'environment', 'made', 'several', 'parts', 'seamlessly', 'use', 'mac', 'work', 'toge', u'\\u5fae\\u535a\\u684c\\u9762']\n",
+        "[u'\\u63a8\\u8350', u'\\u4e00\\u4e0b', u'\\u6b22\\u8fce', u'\\u4e66', u'\\u65b9\\u5411', u'\\u611f\\u5174\\u8da3', u'\\u540c\\u5b66', u'\\u4e00\\u8d77', u'\\u8ba8\\u8bba']\n",
+        "[u'\\u7b2c\\u5929', u'\\u79cd\\u5b50APP#\\u575a\\u6301#\\u8dd1\\u6b65']\n",
+        "[u'\\u63a8\\u8350', u'\\u8463\\u8d1e', u'\\u4e13\\u8f91', u'\\u767d\\u7d20\\u8d1e', u'\\u8c6a\\u534e\\u7248', u'\\u8bd5\\u542c', u'\\u6765\\u81ea', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u4e00\\u9996', u'\\u8463\\u8d1e', u'\\u6b4c\\u66f2', u'\\u65e0\\u7aef', u'\\u76f8\\u5fc6', u'\\u8bd5\\u542c', u'\\u5c0f\\u6837', u'\\u6765\\u81ea', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u8463\\u8d1e', u'\\u4e13\\u8f91', u'\\u73af\\u4fdd', u'\\u660e\\u661f', u'\\u4e3b\\u9898\\u66f2', u'\\u6765\\u81ea', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u4e00\\u9996', u'\\u8463\\u8d1e', u'\\u6b4c\\u66f2', u'\\u5fae\\u7b11', u'\\u84dd\\u5929', u'\\u6765\\u81ea', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u8001\\u4e8e', u'\\u4e13\\u8f91', u'\\u6765\\u81ea', 'dgggg', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u8463\\u8d1e', u'\\u4e13\\u8f91', u'\\u65b0\\u5e74', u'\\u795d\\u798f', u'\\u6765\\u81ea', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u8463\\u8d1e', u'\\u4e13\\u8f91', u'\\u79e6\\u65f6', u'\\u660e\\u6708', u'\\u7a7a\\u5c71\\u9e1f', u'\\u8bed', u'\\u7247\\u5c3e\\u66f2', u'\\u6765\\u81ea', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u8001\\u4e8e', u'\\u4e13\\u8f91', u'\\u795e\\u7ecf\\u75c5', u'\\u6d4b\\u8bd5', u'\\u6765\\u81ea', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u8001\\u4e8e', u'\\u4e13\\u8f91', u'\\u795e\\u7ecf\\u75c5', u'\\u6d4b\\u8bd5', u'\\u6765\\u81ea', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u4e00\\u9996', u'\\u8001\\u4e8e', u'\\u6b4c\\u66f2', u'\\u6765\\u81ea', 'dreamtale', 'thedawn', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u8001\\u4e8e', u'\\u4e13\\u8f91', u'\\u6b4c\\u66f2', u'\\u5217\\u8868', u'\\u4ece\\u578b', u'\\u6765\\u81ea', 'dsf', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u8001\\u4e8e', u'\\u4e13\\u8f91', u'\\u6b4c\\u66f2', u'\\u5217\\u8868', u'\\u4ece\\u578b', u'\\u6765\\u81ea', 'dsf', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u4e00\\u9996', u'\\u8001\\u4e8e', u'\\u6b4c\\u66f2', u'\\u6765\\u81ea', 'delicate', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u8001\\u4e8e', u'\\u4e13\\u8f91', u'\\u795e\\u7ecf\\u75c5', u'\\u6d4b\\u8bd5', u'\\u6765\\u81ea', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u8001\\u4e8e', u'\\u4e13\\u8f91', u'\\u795e\\u7ecf\\u75c5', u'\\u6d4b\\u8bd5', u'\\u6765\\u81ea', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u8001\\u4e8e', u'\\u4e13\\u8f91', u'\\u795e\\u7ecf\\u75c5', u'\\u6d4b\\u8bd5', u'\\u6765\\u81ea', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u8001\\u4e8e', u'\\u4e13\\u8f91', u'\\u795e\\u7ecf\\u75c5', u'\\u6d4b\\u8bd5', u'\\u6765\\u81ea', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u8001\\u4e8e', u'\\u4e13\\u8f91', u'\\u795e\\u7ecf\\u75c5', u'\\u6d4b\\u8bd5', u'\\u6765\\u81ea', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u8001\\u4e8e', u'\\u4e13\\u8f91', u'\\u6765\\u81ea', 'csbef', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u8001\\u4e8e', u'\\u4e13\\u8f91', u'\\u6765\\u81ea', 'csbef', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u8001\\u4e8e', u'\\u4e13\\u8f91', u'\\u6765\\u81ea', 'csbef', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u8463\\u8d1e', u'\\u4e13\\u8f91', u'\\u767d\\u7d20\\u8d1e', u'\\u8c6a\\u534e\\u7248', u'\\u8bd5\\u542c', u'\\u6765\\u81ea', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba', u'\\u767e\\u5ea6\\u97f3\\u4e50\\u4eba\\uff09']\n",
+        "[u'\\u5317\\u4eac', u'\\u521b\\u4e1a', u'\\u578b', u'\\u516c\\u53f8', u'\\u62db', u'\\u6280\\u672f', u'\\u5408\\u4f19\\u4eba', u'\\u5df2\\u7ecf', u'\\u878d\\u5230', u'\\u98ce', u'\\u6295', u'\\u5174\\u8da3', u'\\u79c1\\u804a', 'cto']\n",
+        "[u'\\u6d4b', u'\\u604b\\u7231', u'\\u6210\\u719f\\u5ea6', u'\\u4e8b\\u5b9e', u'\\u7231', u'\\u8fd9\\u79cd', u'\\u60c5\\u611f', u'\\u6068', u'\\u60b2\\u4f24', u'\\u5ac9\\u5992', u'\\u6124\\u6012', u'\\u5371\\u9669', u'\\u9700\\u8981', u'\\u5c0f\\u5fc3', u'\\u758f\\u5bfc', u'\\u5408\\u7406', u'\\u8868\\u8fbe', u'\\u7231', u'\\u4e00\\u4e2a', u'\\u771f\\u5047', u'\\u95ee\\u9898', u'\\u4e00\\u4e2a', u'\\u65b9\\u5f0f', u'\\u95ee\\u9898', u'\\u77e5\\u9053', u'\\u7231\\u60c5', u'\\u6210\\u719f\\u5ea6', u'\\u8fc7\\u6765', u'\\u6d4b\\u6d4b', u'\\u56fe\\u7247', u'\\u6765\\u6e90', 'pinterest']\n",
+        "[u'\\u6d4b', u'\\u604b\\u7231', u'\\u6210\\u719f\\u5ea6', u'\\u4e8b\\u5b9e', u'\\u7231', u'\\u8fd9\\u79cd', u'\\u60c5\\u611f', u'\\u6068', u'\\u60b2\\u4f24', u'\\u5ac9\\u5992', u'\\u6124\\u6012', u'\\u5371\\u9669', u'\\u9700\\u8981', u'\\u5c0f\\u5fc3', u'\\u758f\\u5bfc', u'\\u5408\\u7406', u'\\u8868\\u8fbe', u'\\u7231', u'\\u4e00\\u4e2a', u'\\u771f\\u5047', u'\\u95ee\\u9898', u'\\u4e00\\u4e2a', u'\\u65b9\\u5f0f', u'\\u95ee\\u9898', u'\\u77e5\\u9053', u'\\u7231\\u60c5', u'\\u6210\\u719f\\u5ea6', u'\\u8fc7\\u6765', u'\\u6d4b\\u6d4b', u'\\u56fe\\u7247', u'\\u6765\\u6e90', 'pinterest']\n",
+        "[u'\\u266b', u'\\u6b63\\u5728', u'\\u6536\\u542c', u'\\u8fd9\\u9996', u'\\u5355\\u66f2', u'\\u266b', u'\\u97f3\\u4e50', 'colbie', 'caillat', 'live']\n",
+        "[u'\\u770b\\u4e66']\n",
+        "[]\n",
+        "[u'\\u5e0c\\u671b', u'\\u4ee5\\u540e', u'\\u6bcf\\u5929', u'\\u642d', u'\\u516c\\u4ea4', u'\\u4e0a\\u73ed', u'\\u5750', u'\\u770b\\u4e66', u'\\u5e0c\\u671b', u'\\u6349\\u4f4f', u'\\u4ee5\\u540e', u'\\u4e00\\u5929', u'\\u6bcf\\u4e00\\u5206', u'\\u6bcf\\u4e00\\u79d2', u'\\u8ba4\\u8ba4\\u771f\\u771f', u'\\u6e21\\u8fc7']\n",
+        "[u'\\u6c89\\u9189\\u4e8e', u'\\u8d5e\\u8d4f', 'program']\n",
+        "[u'\\u521a\\u6362', u'\\u5922\\u5e7b', u'\\u661f\\u7a7a', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u5206\\u4eab', u'\\u674e\\u6668\\u5149\\u7684\\u5fae\\u535a \\u7684\\u6587\\u7ae0']\n",
+        "['twitter', 'weibo', 'sync', 'ifttt', 'test', 'quote']\n",
+        "[u'\\u5403', u'\\u4e00\\u5929', u'\\u996d\\u540e', u'\\u5fae\\u6ce2\\u7089', u'\\u6599\\u7406']\n",
+        "[u'\\u9ed1\\u5929\\u9e45', u'\\u7269\\u7406\\u5b66\\u5bb6', u'\\u559c\\u6b22', u'\\u4f7f\\u7528', u'\\u949f\\u5f62', u'\\u66f2\\u7ebf', u'\\u4ee5\\u4e3a', u'\\u6570\\u5b66\\u5bb6', u'\\u8ba4\\u4e3a', u'\\u5fc5\\u5907', u'\\u6570\\u5b66', u'\\u5de5\\u5177', u'\\u6570\\u5b66\\u5bb6', u'\\u4f7f\\u7528', u'\\u949f\\u5f62', u'\\u66f2\\u7ebf', u'\\u662f\\u56e0\\u4e3a', u'\\u4ee5\\u4e3a', u'\\u7269\\u7406\\u5b66\\u5bb6', u'\\u8ba4\\u4e3a', u'\\u7ecf\\u9a8c', u'\\u4e8b\\u5b9e']\n",
+        "[u'\\u9ed1\\u5929\\u9e45', u'\\u8fc7\\u53bb', u'\\u5e74', u'\\u4e2d', u'\\u91d1\\u878d\\u5e02\\u573a', u'\\u6700', u'\\u5929', u'\\u4ee3\\u8868', u'\\u4e00\\u534a', u'\\u6536\\u76ca', u'\\u5e74', u'\\u4e2d', u'\\u5929']\n",
+        "[u'\\u9ed1\\u5929\\u9e45', u'\\u8fc7\\u53bb', u'\\u5e74', u'\\u4e2d', u'\\u91d1\\u878d\\u5e02\\u573a', u'\\u6700', u'\\u5929', u'\\u4ee3\\u8868', u'\\u4e00\\u534a', u'\\u6536\\u76ca', u'\\u5e74', u'\\u4e2d', u'\\u5929']\n",
+        "[u'\\u9ed1\\u5929\\u9e45', u'\\u793e\\u4f1a\\u79d1\\u5b66', u'\\u7406\\u8bba', u'\\u547d\\u8fd0', u'\\u53d6\\u51b3\\u4e8e', u'\\u4f20\\u67d3\\u6027', u'\\u6b63\\u786e\\u6027']\n",
+        "[u'\\u9ed1\\u5929\\u9e45', u'\\u517b\\u8001\\u4fdd\\u9669', u'\\u57fa\\u91d1', u'\\u6295\\u8d44', u'\\u7b56\\u7565', u'\\u57fa\\u91d1', u'\\u9009\\u62e9', u'\\u4f9d\\u8d56\\u4e8e', u'\\u6295\\u8d44', u'\\u7ec4\\u5408', u'\\u7406\\u8bba', u'\\u987e\\u95ee', u'\\u5ba1\\u67e5', u'\\u95ee\\u9898', u'\\u8bf4', u'\\u4f9d\\u8d56', u'\\u6807\\u51c6', u'\\u79d1\\u5b66', u'\\u65b9\\u6cd5']\n",
+        "[u'\\u9ed1\\u5929\\u9e45', u'\\u4ee5\\u4e0a', u'\\u8868\\u683c', u'\\u603b\\u7ed3', u'\\u63a8\\u5d07', u'\\u73b0\\u4ee3', u'\\u6000\\u7591', u'\\u7ecf\\u9a8c', u'\\u4e3b\\u4e49\\u8005', u'\\u8428\\u7f2a\\u5c14\\u68ee', u'\\u76f2\\u4ece\\u8005', u'\\u4e4b\\u95f4', u'\\u5dee\\u522b', u'\\u8fd9\\u79cd', u'\\u5dee\\u522b', u'\\u63a8', u'\\u5b66\\u79d1']\n",
+        "[u'\\u9ed1\\u5929\\u9e45', u'\\u9ed1\\u5929\\u9e45', u'\\u5e94\\u5bf9', u'\\u529e\\u6cd5', u'\\u601d\\u7ef4', u'\\u4e2d', u'\\u907f\\u514d', u'\\u4ece\\u4f17', u'\\u907f\\u514d', u'\\u4e0a\\u5f53', u'\\u4e4b\\u5916', u'\\u8fd9\\u79cd', u'\\u6001\\u5ea6', u'\\u53d7\\u5236\\u4e8e', u'\\u4e00\\u79cd', u'\\u884c\\u4e3a', u'\\u65b9\\u5f0f', u'\\u601d\\u7ef4', u'\\u65b9\\u5f0f', u'\\u77e5\\u8bc6', u'\\u8f6c\\u5316', u'\\u884c\\u52a8', u'\\u627e\\u51fa', u'\\u4ef7\\u503c', u'\\u77e5\\u8bc6']\n",
+        "[u'\\u7528\\u505a', u'\\u7b80\\u5355', u'\\u805a\\u5408', u'\\u7edf\\u8ba1', 'mongodb', 'mapreduce', 'pandas']\n",
+        "[u'\\u9ed1\\u5929\\u9e45', u'\\u7535\\u5b50\\u4e66', u'\\u7b14\\u8bb0', 'black', 'swan', 'impact', 'highly', 'improbable']\n",
+        "['burned', 'calories', 'minutes', 'push', 'ups', 'vigorous', 'myfitnesspal']\n",
+        "[u'\\u77e5\\u4e4e', u'\\u5e74\\u8f7b\\u4eba', u'\\u8bfb\\u4e66', u'\\u4e0d\\u6c42\\u751a\\u89e3', u'\\u873b\\u8713\\u70b9\\u6c34', u'\\u517b\\u6210', u'\\u601d\\u7ef4', u'\\u60f0\\u6027', u'\\u8d2a\\u591a', u'\\u6c42\\u5168', u'\\u53ea', u'\\u91cd\\u91cf', u'\\u91cd\\u8d28', u'\\u673a\\u68b0', u'\\u8bb0\\u5fc6', u'\\u4e00\\u4e9b', u'\\u77e5\\u8bc6\\u70b9', u'\\u5f53\\u6210', u'\\u6500\\u6bd4', u'\\u8d44\\u672c', u'\\u8c08\\u8d44', u'\\u6df1\\u5ea6\\u5b66\\u4e60\\u7684\\u827a\\u672f ']\n",
+        "[u'\\u77e5\\u4e4e', u'\\u5e74\\u8f7b\\u4eba', u'\\u8bfb\\u4e66', u'\\u4e0d\\u6c42\\u751a\\u89e3', u'\\u873b\\u8713\\u70b9\\u6c34', u'\\u517b\\u6210', u'\\u601d\\u7ef4', u'\\u60f0\\u6027', u'\\u8d2a\\u591a', u'\\u6c42\\u5168', u'\\u53ea', u'\\u91cd\\u91cf', u'\\u91cd\\u8d28', u'\\u673a\\u68b0', u'\\u8bb0\\u5fc6', u'\\u4e00\\u4e9b', u'\\u77e5\\u8bc6\\u70b9', u'\\u5f53\\u6210', u'\\u6500\\u6bd4', u'\\u8d44\\u672c', u'\\u8c08\\u8d44', u'\\u6df1\\u5ea6\\u5b66\\u4e60\\u7684\\u827a\\u672f ']\n",
+        "[u'\\u5206\\u6790', u'\\u62db\\u8058', u'\\u804c\\u4f4d', u'\\u6570\\u636e', 'job', 'market', 'pandas', 'part', 'pandas']\n",
+        "[u'\\u4f18\\u96c5', u'\\u6e05\\u7406', u'\\u539f\\u59cb\\u6570\\u636e', 'parsing', 'raw', 'data']\n",
+        "[u'\\u5206\\u4eab', u'54chen \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab', u'54chen \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab', u'54chen \\u7684\\u6587\\u7ae0']\n",
+        "['beautiful']\n",
+        "[u'\\u300e', u'\\u9a6c\\u4e91', u'\\u5047\\u8d27', u'\\u4e0d\\u7531', u'\\u6dd8\\u5b9d', u'\\u9020\\u6210', u'\\u4f46\\u8ba4', u'\\u65b0\\u6d6a', u'\\u79fb\\u52a8', u'\\u300f']\n",
+        "[u'\\u592a', u'\\u62a2\\u624b', u'\\u9884\\u8ba2', u'\\u540d\\u989d', u'\\u5df2\\u7ecf', u'\\u5206\\u4eab', u'\\u9b45\\u65cf', u'\\u5b98\\u7f51', u'\\u9b45\\u84dd', u'\\u624b\\u673a', u'\\u9884\\u7ea6', u'\\u9875\\u9762', u'\\u8d62\\u53d6', u'\\u9752\\u5e74', u'\\u826f\\u54c1', u'\\u9b45\\u84dd', u'\\u624b\\u673a', u'\\u9b45\\u84dd\\u624b\\u673a']\n",
+        "[u'\\u767b\\u5f55', u'\\u7ec8\\u4e8e', u'\\u627e\\u5230', u'\\u795e\\u5668', u'\\u5185\\u5bb9', u'\\u7206\\u591a', u'\\u65b0\\u95fb', u'\\u5c0f\\u8bf4', u'\\u97f3\\u4e50', u'\\u76f8\\u58f0', u'\\u8131\\u53e3\\u79c0', u'\\u60f3', u'\\u542c', u'\\u5173\\u952e', u'\\u591a\\u5bb6', u'\\u7535\\u53f0', u'\\u5c0f\\u65f6', u'\\u4e0d\\u95f4\\u65ad', u'\\u76f4\\u64ad', u'\\u6536', 'fm', u'\\u873b\\u8713FM']\n",
+        "[u'\\u8bf4', u'\\u518d\\u89c1']\n",
+        "[u'\\u4e1c\\u897f', u'\\u5fc3\\u91cc', u'\\u660e\\u767d', u'\\u597d', u'\\u6240\\u8c13', u'\\u4fe1\\u4ef0']\n",
+        "[u'\\u7761\\u4e0d\\u7740', u'\\u6700\\u597d', u'\\u65b9\\u6cd5', u'\\u5199', u'\\u4ee3\\u7801']\n",
+        "[u'\\u7b2c\\u4e8c\\u4e2a', u'\\u6211\\u8981', u'\\u51fa\\u73b0', u'\\u611f\\u89c9', u'\\u5475\\u5475']\n",
+        "[u'\\u5947\\u602a', u'\\u68a6']\n",
+        "[u'\\u83ab\\u540d', u'\\u5b64\\u72ec\\u611f']\n",
+        "[u'\\u7761\\u9192', u'\\u540e', u'\\u51bb\\u6210', u'\\u72d7']\n",
+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u66f2', 'life', 'new', 'demo']\n",
+        "[u'\\u521a\\u521a', u'\\u7528\\u4ee5', u'\\u82f1\\u91cc', u'\\u901f\\u5ea6', u'\\u8dd1', u'\\u516c\\u91cc', 'nike', u'nikeplus']\n",
+        "[u'\\u521a\\u521a', u'\\u7528\\u4ee5', u'\\u82f1\\u91cc', u'\\u901f\\u5ea6', u'\\u8dd1', u'\\u516c\\u91cc', 'nike', u'nikeplus']\n",
+        "[u'\\u518d', u'\\u505a', u'\\u60c5\\u4eba', u'\\u505a', u'\\u53ea', u'\\u732b', u'\\u505a', u'\\u53ea', u'\\u72d7', u'\\u505a', u'\\u60c5\\u4eba']\n",
+        "[u'\\u50bb', u'\\u903c', u'\\u4f30\\u8ba1']\n",
+        "[]\n",
+        "[u'\\u4eba', u'\\u592a\\u70e6']\n",
+        "[u'\\u6362\\u6210', u'\\u4e3b\\u9898', u'\\u5237', u'\\u5fae\\u535a', u'\\u52e4\\u5feb', u'\\u597d\\u591a', u'\\u514d\\u8d39', u'\\u597d\\u770b', u'\\u4e3b\\u9898', u'\\u8bd5\\u8bd5\\u770b', u'\\u4e0b\\u8f7d', 'fisheye', u'Weico\\u5fae\\u535a\\u5ba2\\u6237\\u7aef']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u7ec4\\u7ec7', u'\\u884c\\u4e3a\\u5b66', u'\\u7b2c\\u5341\\u4e8c', u'\\u7248', u'\\u63a8\\u8350', 'pdf', u'\\u5fae\\u76d8', u'\\u539f\\u6765\\u5982\\u6b641987\\u7684\\u6545\\u4e8b']\n",
+        "[u'\\u5df2\\u7ecf', u'\\u9519\\u8fc7', u'\\u62ef\\u6551', u'\\u4e16\\u754c', u'\\u673a\\u4f1a', u'\\u7edd\\u4e0d\\u80fd', u'\\u518d', u'\\u9519\\u8fc7', u'\\u8d85\\u503c', u'\\u5927\\u5956', u'\\u53c2\\u52a0', u'\\u6d3b\\u52a8', u'\\u767d\\u9001', u'\\u8fdb\\u53e3', u'\\u5496\\u5561\\u673a', u'\\u5802\\u5409\\u8bc3\\u5fb7', u'\\u5929\\u732b', u'\\u65d7\\u8230\\u5e97', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u9001\\u8fdb\\u53e3\\u5496\\u5561\\u673a']\n",
+        "[u'\\u94b1\\u5b66\\u68ee', u'\\u4e4b\\u95ee', u'\\u5e74', u'\\u6e29\\u5bb6\\u5b9d', u'\\u603b\\u7406', u'\\u770b\\u671b', u'\\u94b1\\u5b66\\u68ee', u'\\u94b1', u'\\u611f\\u6168', u'\\u8bf4', u'\\u591a\\u5e74', u'\\u57f9\\u517b', u'\\u5b66\\u751f', u'\\u4e00\\u4e2a', u'\\u5b66\\u672f', u'\\u6210\\u5c31', u'\\u80fd\\u591f', u'\\u6c11\\u56fd\\u65f6\\u671f', u'\\u57f9\\u517b', u'\\u5927\\u5e08', u'\\u76f8\\u6bd4', u'\\u94b1', u'\\u53d1\\u95ee', u'\\u5b66\\u6821', u'\\u603b\\u662f', u'\\u57f9\\u517b', u'\\u6770\\u51fa', u'\\u4eba\\u624d']\n",
+        "[u'\\u62a2', u'\\u5065\\u5eb7', u'\\u7ea2\\u5305', u'\\u5143', u'\\u4e09\\u7532', u'\\u540d\\u533b', u'\\u5065\\u5eb7', u'\\u54a8\\u8be2', u'\\u8d2b\\u56f0', u'\\u513f\\u7ae5', u'\\u5f69\\u7968', u'\\u649e\\u5927\\u8fd0', u'\\u597d\\u4e8b', u'\\u89c1\\u8005\\u6709\\u4efd', u'\\u4eba\\u54c1', u'\\u597d', u'\\u4efb\\u6027', u'\\u901f', u'\\u6233', u'\\u4e00\\u5143\\u4e49\\u8bca\\u533b\\u8d77\\u6765', u'\\u7231\\u52a0\\u9910']\n",
+        "[u'\\u62a2', u'\\u5065\\u5eb7', u'\\u7ea2\\u5305', u'\\u5143', u'\\u4e09\\u7532', u'\\u540d\\u533b', u'\\u5065\\u5eb7', u'\\u54a8\\u8be2', u'\\u8d2b\\u56f0', u'\\u513f\\u7ae5', u'\\u5f69\\u7968', u'\\u649e\\u5927\\u8fd0', u'\\u597d\\u4e8b', u'\\u89c1\\u8005\\u6709\\u4efd', u'\\u4eba\\u54c1', u'\\u597d', u'\\u4efb\\u6027', u'\\u901f', u'\\u6233', u'\\u4e00\\u5143\\u4e49\\u8bca\\u533b\\u8d77\\u6765', u'\\u7231\\u52a0\\u9910']\n",
+        "[u'\\u751f\\u547d', u'\\u9762\\u524d', u'\\u820d\\u4e0d\\u5f97', u'\\u653e\\u4e0d\\u4e0b']\n",
+        "[u'\\u65b0\\u5e74\\u4f0a\\u59cb', u'\\u544a\\u522b', u'\\u8fc7\\u53bb', u'\\u8fce\\u63a5', u'\\u65b0', u'\\u60ca\\u559c', u'\\u611f\\u6069', u'\\u76f8\\u4e92', u'\\u966a\\u4f34', u'\\u4eba']\n",
+        "[u'\\u73b0\\u5b9e', u'\\u603b\\u662f', u'\\u4eba', u'\\u65e0\\u80fd']\n",
+        "[u'\\u6cea\\u5954', u'\\u826f\\u5fc3', u'\\u4e13\\u5bb6', u'\\u4e13\\u5bb6', u'\\u8fd0\\u8425\\u5546', u'\\u5e94', u'\\u9000\\u5e02', u'\\u7981\\u6b62', u'\\u76c8\\u5229']\n",
+        "[u'\\u786e\\u5b9e', u'\\u6709\\u70b9', u'\\u5351\\u9119', 'baby']\n",
+        "[u'\\u5bfb\\u6c42', u'\\u7231\\u4eba', u'\\u8ffd\\u5bfb', u'\\u771f\\u5fc3', u'\\u4eba']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u542c\\u5230', u'\\u5317\\u4eac', u'\\u7231\\u60c5\\u6545\\u4e8b', u'\\u63ea\\u5fc3', u'\\u611f\\u89c9', u'\\u60f3', u'\\u5374', u'\\u4e0d\\u6562', u'\\u518d']\n",
+        "[u'\\u6f14\\u5531', u'\\u6f02\\u6d0b\\u8fc7\\u6d77', u'\\u2162', u'\\u4e2d\\u56fd', u'\\u597d', u'\\u58f0\\u97f3', u'\\u5feb\\u6765', u'\\u70b9\\u8d5e', u'\\u597d\\u5531\\u7f51', u'\\u8bd5\\u542c', u'\\u5730\\u5740', u'\\u597d\\u5531']\n",
+        "[u'\\u6f14\\u5531', u'\\u56da\\u9e1f']\n",
+        "[u'\\u6f14\\u5531', u'\\u6709\\u6ca1\\u6709', u'\\u4eba', u'\\u544a\\u8bc9']\n",
+        "['photo', 'tells', 'everything', 'created', 'via', u'\\u6d69\\u7136\\u9ad8\\u79d1\\u6280\\u5927\\u53a6# #NB', u'nice. Download:']\n",
+        "['photo', 'tells', 'everything', 'created', 'via', u'\\u6d69\\u7136\\u9ad8\\u79d1\\u6280\\u5927\\u53a6# #Zoe', u'nice. Download:']\n",
+        "[u'\\u533a', u'\\u5c0f', u'\\u706b\\u8f66', 'photo', 'tells', 'everything', 'created', 'via', u'\\u6211\\u592a\\u80d6\\u4e86\\u4e0d\\u60f3\\u81ea\\u62cd\\u4e86# ', u'nice. Download:']\n",
+        "[u'\\u56f0\\u77e5', u'\\u52c9\\u884c', u'\\u963f\\u91cc', u'\\u4e91', u'\\u670d\\u52a1', u'\\u89c2']\n",
+        "[u'\\u5206\\u4eab', u'\\u5434\\u868a\\u7c73 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u767e\\u5ea6', u'\\u8f7b', u'\\u7cfb\\u7edf', u'\\u767e\\u5ea6', u'\\u767e\\u79d1', u'\\u767e\\u5ea6', u'\\u8f7b', u'\\u7cfb\\u7edf', u'\\u767e\\u5ea6', u'\\u516c\\u53f8', u'\\u63a8\\u51fa', u'\\u4e00\\u6b3e', u'\\u96c6', u'\\u7f8e\\u5316', u'\\u901a\\u8baf', u'\\u52a0\\u5f3a', u'\\u5b89\\u5353', u'\\u624b\\u673a', u'\\u96c6\\u6210', u'\\u767e\\u5ea6', u'\\u4e91', u'\\u6700', u'\\u7075\\u9b42', u'\\u6700', u'\\u6838\\u5fc3', u'\\u529f\\u80fd', u'\\u901a\\u8baf', u'\\u4e2d\\u5fc3', u'\\u684c\\u9762', u'\\u767e\\u5ea6', u'\\u4e91', u'\\u670d\\u52a1', u'\\u9a9a\\u6270', u'\\u62e6\\u622a', u'\\u5206\\u4eab', 'app', 'os', u'\\u767e\\u5ea6\\u767e\\u79d1\\uff09']\n",
+        "[u'\\u7ea2\\u7c73', u'\\u72ec\\u5bb6', u'\\u9996\\u53d1', 'qq']\n",
+        "[u'\\u82f9\\u679c', u'\\u65b0\\u8d35', u'\\u4e4b\\u524d', u'\\u4e16', u'\\u4eca\\u751f', 'swift']\n",
+        "[u'\\u6bcf\\u65e5', u'\\u7535\\u8baf\\u62a5', u'\\u5927\\u90e8\\u5206', u'\\u764c\\u75c7', u'\\u75c5\\u56e0', u'\\u574f', u'\\u8fd0\\u6c14', u'\\u975e', u'\\u57fa\\u56e0', u'\\u751f\\u6d3b', u'\\u65b9\\u5f0f']\n",
+        "[u'\\u73b0\\u8c61', u'\\u5206\\u4eab', 'airbnb', u'36\\u6c2a\\uff09']\n",
+        "[u'\\u8c08', u'\\u9ed1\\u5929\\u9e45', u'\\u6548\\u5e94', u'\\u5927\\u667a\\u82e5\\u611a', u'\\u8d62\\u8005', u'\\u901a\\u5403', u'\\u5206\\u4eab', 'paul', 'graham', 'yc', u'36\\u6c2a\\uff09']\n",
+        "[u'\\u7545\\u8a00', u'\\u6bdb\\u5229\\u7387', u'\\u89c6\\u89d2', u'\\u4e0b', u'\\u624b\\u673a', u'\\u5927\\u5382', 'csdn', 'net']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u76d8\\u70b9', u'\\u4e2d', u'\\u7528\\u5230', u'\\u4e3b\\u8981', u'\\u6280\\u672f', 'sql', 'hadoop']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u7f16\\u7a0b', u'\\u624e\\u514b', u'\\u4f2f\\u683c', u'\\u628a\\u5173', u'\\u4ee3\\u7801', u'\\u66f4\\u65b0', 'facebook']\n",
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+        "[u'InfoQ']\n",
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+        "[u'\\u89c2\\u770b', u'\\u5b9e\\u62cd', u'\\u5c0f\\u533a', u'\\u7269\\u4e1a', u'\\u4fdd\\u5b89', u'\\u66b4\\u6253', u'\\u5973\\u4e1a\\u4e3b', u'\\u79f0', u'\\u5949\\u966a\\u5230\\u5e95', u'\\u4e0d\\u9519', u'\\u5206\\u4eab', u'\\u7f51\\u6613\\u89c6\\u9891']\n",
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+        "['answer', 'cammi', 'pham', 'quora', 'address', 'rich', 'get', 'richer', 'problem', 'followed', 'people']\n",
+        "[u'\\u641e\\u4e0d\\u61c2', u'\\u5c81\\u5c81\\u5e74\\u5e74']\n",
+        "[u'\\u6492\\u94b1', u'\\u4e0d\\u8981\\u547d', u'\\u62a2']\n",
+        "['changed']\n",
+        "[]\n",
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+        "[u'\\u9b45\\u65cf', u'\\u9b45\\u84dd\\u4e0a', u'\\u624b', u'\\u4f53\\u9a8c', 'note']\n",
+        "[u'\\u60f3', u'\\u4e70', u'\\u4eba\\u751f', u'\\u7b2c\\u4e00', u'\\u5927\\u4ef6', u'\\u94b1', u'\\u597d\\u597d\\u7b11', 'sky', u'\\u6674\\u5929 #blue ']\n",
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+        "[]\n",
+        "[u'\\u5929\\u6c14', u'\\u4e0d\\u597d']\n",
+        "[u'\\u665a\\u5b89']\n",
+        "[u'\\u5395\\u6240', u'\\u53ea', u'\\u542c', u'\\u9694\\u58c1', u'\\u5410\\u5f97', u'\\u4e00\\u8e0f', u'\\u7cca\\u6d82', u'\\u6c57', u'\\u5475\\u5475']\n",
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+        "[u'\\u5e1d\\u90fd', u'\\u8fd9\\u5bb6', u'\\u7f8a\\u8089', u'\\u597d\\u5403']\n",
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+        "[u'\\u4eac\\u4e1c', u'\\u91d1\\u878d', u'\\u65d7\\u4e0b', u'\\u7f51\\u94f6', u'\\u5728\\u7ebf', u'\\u6210\\u90fd', u'\\u62db', u'\\u524d\\u7aef\\u5f00\\u53d1', u'\\u6570\\u540d', u'\\u53cc\\u663e', u'\\u5f39\\u6027', u'\\u5de5\\u4f5c', u'\\u4e0b\\u5348\\u8336', u'\\u4fe1\\u606f', 'web', 'imac']\n",
+        "[u'\\u9ebb\\u70e6', u'\\u524d\\u7aef', u'\\u5144\\u5f1f', u'\\u4fee', u'\\u4e00\\u4e0b', u'\\u54af', u'\\u8c22\\u8c22', u'\\u4e2d\\u56fd', 'bug', 'zealer', u'\\u738b\\u81ea\\u5982ZEALER']\n",
+        "[u'\\u597d\\u4e0d\\u5bb9\\u6613', u'\\u4e0b\\u5b9a\\u51b3\\u5fc3', u'\\u4eca\\u5e74', u'\\u6362\\u53f0', u'\\u624b\\u673a', u'\\u5f00\\u7bb1', u'\\u5c4f\\u5e55', u'\\u660e\\u663e', u'\\u6307\\u7eb9', u'\\u4eba\\u52a8', u'\\u56db\\u5468', u'\\u6389', u'\\u6f06', u'\\u5ba2\\u670d', u'\\u8bf4', u'\\u6307\\u7eb9', u'\\u82f9\\u679c', u'\\u51fa\\u5382', u'\\u68c0\\u6d4b', u'\\u5f04\\u51fa\\u6765', u'\\u95ee', u'\\u4e70', u'\\u8bf4', u'\\u8138', u'\\u9000\\u8d27']\n",
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+        "[u'\\u65b0\\u6d6a', u'\\u5fae\\u535a', u'\\u6d4b\\u8bd5', u'\\u5730\\u5740', 'api']\n",
+        "[u'\\u5206\\u4eab', u'\\u4e66\\u5199', u'\\u53ef\\u8bfb\\u6027', u'\\u4ee3\\u7801', 'javascript', u'\\u524d\\u7aef\\u5f00\\u53d1\\u535a\\u5ba2 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u4e24\\u4e2a', u'\\u65f6\\u95f4', u'\\u6bd4\\u8f83', u'\\u5bb9\\u6613', u'\\u5f00\\u5fc3', u'\\u653e\\u5047', u'\\u524d', u'\\u4f11\\u606f', u'\\u4e24\\u5929', u'\\u540e', u'\\u53d1\\u73b0', u'\\u4e00\\u5929', u'\\u5047']\n",
+        "[u'\\u667a\\u53d6', u'\\u5a01\\u864e\\u5c71', u'\\u8fd9\\u90e8', u'\\u7535\\u5f71', u'\\u62cd', u'\\u597d\\u770b', u'\\u73b0\\u5728', u'\\u4f30\\u8ba1', u'\\u4eba', u'\\u673a\\u4f1a', u'\\u770b\\u5230', u'\\u51e0\\u5341\\u5e74', u'\\u524d', u'\\u6837\\u677f\\u620f', u'\\u56fd\\u5185', u'\\u591a\\u597d', u'\\u7d20\\u6750', u'\\u597d\\u597d', u'\\u62cd', u'\\u4e0d\\u7528', u'\\u56f4\\u7740', u'\\u597d\\u83b1\\u575e', u'\\u5927\\u7247', u'\\u6b64\\u524d', u'\\u51e0\\u90e8', u'\\u6b66\\u4fa0\\u7247', u'\\u771f\\u662f', u'\\u8fc7\\u763e', u'\\u6bd4\\u65b9\\u8bf4', u'\\u5251\\u96e8', u'\\u901a\\u5929', u'\\u5e1d\\u56fd', u'\\u5f53\\u65f6', u'\\u89c9\\u5f97', u'\\u8212\\u670d', u'\\u719f\\u6089', u'\\u6587\\u5316', u'\\u8fdb\\u5165', u'\\u5185\\u5fc3', u'\\u5bb9\\u6613', u'\\u4e9b']\n",
+        "[u'\\u4e0a\\u6d77', u'\\u516c\\u5171\\u4ea4\\u901a', u'\\u9047\\u5230', u'\\u57ce\\u5e02', u'\\u91cc', u'\\u6700\\u597d']\n",
+        "[u'\\u4e0a\\u6d77', u'\\u57ce\\u5e02', u'\\u91cc', u'\\u516c\\u5171\\u4ea4\\u901a', u'\\u6700\\u597d', 'expensive', 'place', 'car']\n",
+        "[u'\\u518d', u'\\u56de\\u5934', u'\\u8001\\u7167\\u7247', u'\\u611f\\u89c9']\n",
+        "[u'\\u8def\\u8fc7', u'\\u5341\\u5b57\\u8def\\u53e3', u'\\u9526\\u6c5f', u'\\u4e4b\\u661f', u'\\u4ee5\\u524d', u'\\u53d1\\u73b0', u'\\u73b0\\u5728', u'\\u89c9\\u5f97', u'\\u633a', u'\\u597d\\u770b']\n",
+        "[u'\\u51fa\\u9053\\u9898']\n",
+        "[u'\\u5f53\\u997f', u'\\u8d70\\u4e0d\\u52a8', u'\\u7b2c\\u4e00\\u4e2a', u'\\u8df3\\u5165', u'\\u8111\\u6d77', u'\\u9ea6\\u5f53\\u52b3', u'\\u5feb\\u9910', u'\\u9053\\u7406']\n",
+        "[]\n",
+        "[u'\\u8bf4\\u5230\\u5e95', u'\\u8d44\\u6e90', u'\\u5206\\u914d', u'\\u8d44\\u6e90\\u5206\\u914d', u'\\u6838\\u5fc3\\u601d\\u60f3', u'\\u800d\\u6d41\\u6c13', 'cloud', 'cloud']\n",
+        "[u'\\u6a21\\u4eff', u'\\u6e38\\u620f']\n",
+        "[u'\\u4e00\\u76f4', u'\\u89c9\\u5f97', u'\\u8eab\\u8fb9', u'\\u4eba', u'\\u751f\\u6d3b', u'\\u521a\\u521a', u'\\u60f3', u'\\u4e00\\u4e0b', u'\\u505a', u'\\u592a\\u5dee', u'\\u5bf9\\u6bd4', u'\\u6bd4\\u8f83', u'\\u5f3a\\u70c8']\n",
+        "[u'\\u4e2d\\u5348', u'\\u670b\\u53cb', u'\\u5403\\u996d', u'\\u804a\\u5929', u'\\u8bf4\\u8d77', u'\\u5317\\u65b9', u'\\u7a77\\u4eba', u'\\u5357\\u65b9', u'\\u7a77\\u4eba', u'\\u4e24\\u8fb9', u'\\u751f\\u6d3b', u'\\u4eba', u'\\u4e00\\u81f4', u'\\u89c9\\u5f97', u'\\u5317\\u65b9', u'\\u7a77\\u4eba', u'\\u770b\\u7740', u'\\u5f88\\u60e8', u'\\u5357\\u65b9', u'\\u4f3c\\u4e4e', u'\\u597d', u'\\u4e00\\u4e9b', u'\\u8d77\\u7801', u'\\u8fd8\\u597d', u'\\u77e5\\u9053', u'\\u539f\\u56e0', u'\\u77e5\\u9053', u'\\u629b\\u5f00', u'\\u7ecf\\u6d4e', u'\\u56e0\\u7d20', u'\\u5f71\\u54cd', u'\\u4f3c\\u4e4e', u'\\u4e16\\u754c', u'\\u8303\\u56f4', u'\\u8003\\u8651', u'\\u5f71\\u89c6\\u4f5c\\u54c1', u'\\u4e2d', u'\\u4fc4\\u7f57\\u65af', u'\\u4e1c\\u6b27', u'\\u7a77\\u4eba', u'\\u770b\\u7740', u'\\u4f3c\\u4e4e', u'\\u4e1c\\u5357\\u4e9a', u'\\u60e8']\n",
+        "['grep', 'private', 'command', 'mine', 'quite', 'made', 'public', 'ken', 'thompson']\n",
+        "[u'\\u770b\\u5230', u'\\u5f20\\u597d', u'\\u56fe']\n",
+        "[u'\\u5bf9\\u6570', u'\\u964d\\u4f4e', u'\\u7b97\\u672f', u'\\u51e0\\u4f55', u'\\u95ee\\u9898', u'\\u6c42\\u89e3', u'\\u96be\\u5ea6', u'\\u53d1\\u660e', u'\\u6570', u'\\u540d\\u5b57', u'\\u6e90\\u81ea', u'\\u4e24\\u4e2a', u'\\u53e4\\u5e0c\\u814a', u'\\u8bed', u'\\u5355\\u8bcd', u'\\u7406\\u6027', u'\\u6570', u'\\u91c7\\u7528', u'\\u5bf9\\u6570', u'\\u907f\\u514d', u'\\u7b97\\u672f', u'\\u8fd0\\u7b97', u'\\u4e2d', u'\\u6240\\u6709', u'\\u9ebb\\u70e6', u'\\u4e58\\u6cd5', u'\\u9664\\u6cd5', u'\\u52a0\\u6cd5', u'\\u4ee3\\u66ff', u'\\u4e58\\u6cd5', u'\\u51cf\\u6cd5', u'\\u4ee3\\u66ff', u'\\u9664\\u6cd5', u'\\u4ea8\\u5229', u'\\u5e03\\u91cc\\u683c\\u65af', 'logos', 'arithmos']\n",
+        "[u'\\u7269\\u7406\\u5b66\\u5bb6', u'\\u7ea6\\u7ff0', u'\\u963f\\u5947\\u535a\\u5c14\\u5fb7', u'\\u60e0\\u52d2', u'\\u4e00\\u53e5', u'\\u9887\\u5177', u'\\u795e\\u8c15', u'\\u610f\\u5473', u'\\u5355\\u97f3\\u8282', u'\\u8bcd', u'\\u7ec4\\u6210', u'\\u53e5\\u5b50', u'\\u6982\\u62ec', u'\\u4e07\\u7269', u'\\u6e90\\u81ea', u'\\u6bd4\\u7279', u'\\u4efb\\u4f55\\u4e8b\\u7269', u'\\u7c92\\u5b50', u'\\u529b\\u573a', u'\\u65f6\\u7a7a', u'\\u8fde\\u7eed', u'\\u7edf', u'\\u6e90\\u4e8e', u'\\u4fe1\\u606f', u'\\u4fe1\\u606f', u'\\u7b80\\u53f2', 'bit']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247', u'\\u8def# #\\u6bcf\\u65e5\\u4e00\\u56fe']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247', u'\\u8def# #\\u6bcf\\u65e5\\u4e00\\u56fe']\n",
+        "[u'\\u5b8c\\u5168', u'\\u6982\\u5ff5', u'\\u7b2c\\u4e00\\u6b21', u'\\u5b8c\\u5168', u'\\u5927\\u5403\\u4e00\\u60ca', u'\\u4ee5\\u4e3a', u'\\u59a5\\u534f', u'\\u73b0\\u5728', u'\\u59a5\\u534f', 'google', 'compute', 'engine', 'vm', 'stop', 'stop', 'destroy', 'google', 'available', 'beta', 'google', 'compute', 'engine', 'customers', 'stop', 'vms', 'restart', 'later']\n",
+        "['hour', 'solve', 'problem', 'life', 'depended', 'solution', 'would', 'spend', 'first', 'minutes', 'determining', 'proper', 'question', 'ask', 'know', 'proper', 'question', 'could', 'solve', 'problem', 'less', 'five', 'minutes', 'albert', 'einstein']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247', u'\\u81f4', u'\\u75b2\\u5026', u'\\u5374', u'\\u4f9d\\u65e7', u'\\u524d\\u884c', u'\\u4eba', u'\\u8def# #\\u6bcf\\u65e5\\u4e00\\u56fe']\n",
+        "[u'\\u81ea\\u884c', u'\\u7ffb', u'\\u5899']\n",
+        "[u'\\u51e0\\u5f20', u'\\u4eca\\u665a', u'\\u516c\\u53f8', u'\\u5e74\\u4f1a', u'\\u7167\\u7247']\n",
+        "[u'\\u665a\\u4e0a', u'\\u5165\\u7761', u'\\u524d', u'\\u8426\\u7ed5\\u5728', u'\\u8111\\u5b50\\u91cc', u'\\u60f3\\u6765', u'\\u60f3', u'\\u5e94\\u8be5', u'\\u503c\\u5f97', u'\\u52aa\\u529b', u'\\u505a']\n",
+        "[u'\\u665a\\u5b89']\n",
+        "[u'\\u5165\\u4fb5', u'\\u57fa\\u5730', u'\\u82b1', u'\\u4e24\\u4e2a', u'\\u9632\\u62a4', u'\\u6c34\\u5e73', u'\\u9ad8', u'\\u4e0d\\u9ad8', u'\\u4e00\\u76f4', u'\\u5fd9', u'\\u52a0\\u56fa', u'\\u7cfb\\u7edf', u'\\u9632\\u6b62', u'\\u9ed1', u'\\u62a2', u'\\u63a7\\u5236\\u6743']\n",
+        "[u'\\u4e0b\\u5348', u'\\u4e0a\\u6d77', u'\\u96fe', u'\\u973e', u'\\u5b9e\\u5728', u'\\u8010\\u4e0d\\u4f4f', u'\\u8dd1', u'\\u4e00\\u5708', u'\\u60f3\\u8d77', u'\\u6628\\u665a', u'\\u4e00\\u96c6', u'\\u8001\\u5988', u'\\u4e3b\\u89d2', u'\\u996d\\u5e97', u'\\u670d\\u52a1\\u5458', u'\\u5267\\u60c5', u'\\u8fd9\\u79cd', u'\\u5178\\u578b', u'\\u7f8e\\u56fd', u'\\u5e95\\u5c42', u'\\u8eab\\u6750', u'\\u4fdd\\u6301', u'\\u597d', u'\\u592a', u'\\u76f8\\u4fe1', u'\\u5065\\u8eab', u'\\u9700\\u8981', u'\\u5f88\\u5927', u'\\u610f\\u5fd7\\u529b', u'\\u4e8b\\u60c5', u'\\u505a\\u4e8b', u'\\u575a\\u6301', u'\\u8f7b\\u677e', u'\\u6446\\u8131', u'\\u90a3\\u79cd', u'\\u6df7\\u4e71', u'\\u4e0d\\u582a', u'\\u751f\\u6d3b']\n",
+        "[u'\\u626d', u'\\u76d6\\u5b50', 'ryan', 'qian', 'blog']\n",
+        "[u'\\u4fe1\\u606f', 'tcpdump', 'vlan']\n",
+        "[u'\\u6e05\\u65e9', u'\\u4e0a\\u73ed', u'\\u5730\\u94c1']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4ece\\u8303\\u513f', u'\\u4e3b\\u9875', u'\\u9009\\u51fa', u'\\u6700', u'\\u7231', u'\\u76f8\\u7247', u'\\u5206\\u4eab', u'\\u5fae\\u535a', u'\\u673a\\u4f1a', u'\\u514d\\u8d39', u'\\u62bd\\u53d6', u'\\u5168\\u65b0', u'\\u6444\\u50cf\\u673a', u'\\u4e00\\u53f0', 'gopro', 'gopro', 'gopro', 'hero', u'\\u7ffb\\u6eda\\u5427\\uff0cGoPro\\u4eba\\u751f']\n",
+        "[u'\\u4ece\\u8303\\u513f', u'\\u4e3b\\u9875', u'\\u9009\\u51fa', u'\\u6700', u'\\u7231', u'\\u76f8\\u7247', u'\\u5206\\u4eab', u'\\u5fae\\u535a', u'\\u673a\\u4f1a', u'\\u514d\\u8d39', u'\\u62bd\\u53d6', u'\\u5168\\u65b0', u'\\u6444\\u50cf\\u673a', u'\\u4e00\\u53f0', 'gopro', 'gopro', 'gopro', 'hero', u'\\u7ffb\\u6eda\\u5427\\uff0cGoPro\\u4eba\\u751f']\n",
+        "[u'\\u4ece\\u8303\\u513f', u'\\u4e3b\\u9875', u'\\u9009\\u51fa', u'\\u6700', u'\\u7231', u'\\u76f8\\u7247', u'\\u5206\\u4eab', u'\\u5fae\\u535a', u'\\u673a\\u4f1a', u'\\u514d\\u8d39', u'\\u62bd\\u53d6', u'\\u5168\\u65b0', u'\\u6444\\u50cf\\u673a', u'\\u4e00\\u53f0', 'gopro', 'gopro', 'gopro', 'hero', u'\\u7ffb\\u6eda\\u5427\\uff0cGoPro\\u4eba\\u751f']\n",
+        "[]\n",
+        "[u'\\u63a8\\u8350', u'\\u4e00\\u4e2a', u'\\u5f88\\u68d2', u'\\u5e94\\u7528', u'\\u626b\\u63cf', u'\\u5168\\u80fd\\u738b', u'\\u624b\\u673a', u'\\u53d8', u'\\u8eab', u'\\u626b\\u63cf\\u4eea', u'\\u6587\\u4ef6', u'\\u5e93', u'\\u8f7b\\u677e', u'\\u626b\\u63cf', u'\\u6587\\u6863', u'\\u5904\\u7406', u'\\u53d1\\u4f20\\u771f', u'\\u90ae\\u4ef6', u'\\u4e0a\\u4f20', u'\\u4e91\\u7aef', u'\\u5206\\u4eab', u'\\u6587\\u6863', u'\\u6ce8\\u518c', u'\\u6233', 'pdf', 'jepg']\n",
+        "[u'\\u9700\\u8981', u'\\u4e00\\u5f20', u'\\u706b\\u5149', u'\\u7eb9\\u7406', u'\\u56fe']\n",
+        "[u'\\u9700\\u8981', u'\\u4e00\\u5f20', u'\\u706b\\u5149', u'\\u7eb9\\u7406', u'\\u56fe']\n",
+        "[u'\\u7ec6\\u5fc3', u'\\u60f3\\u60f3', u'\\u505a', u'\\u8f6c\\u573a', u'\\u5207\\u6362', u'\\u5f39\\u7a97', u'\\u6298\\u817e', u'\\u4e3b\\u8981', u'\\u662f\\u56e0\\u4e3a', u'\\u4e00\\u68f5\\u6811', u'\\u539f\\u5730', u'\\u6362\\u68f5\\u6811', u'\\u8f6c\\u573a', u'\\u5207\\u6362', u'\\u90a3\\u5f97', u'\\u5148', u'\\u539f\\u6765', u'\\u62d4', u'\\u518d', u'\\u91cd\\u65b0', u'\\u683d', u'\\u6811\\u4e0a', u'\\u79cd\\u68f5', u'\\u5c0f\\u6811', u'\\u5f39\\u7a97', u'\\u90a3\\u5f97', u'\\u5ac1\\u63a5', u'\\u8fd8\\u8981', u'\\u907f\\u5f00', u'\\u539f\\u6765', u'\\u8106\\u5f31', u'\\u679d\\u5e72', 'html', 'html']\n",
+        "[]\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u66f4\\u65b0', u'\\u535a\\u5ba2', u'\\u597d', u'\\u60ed\\u6127', u'\\u8bc4\\u8bba', u'\\u5b9e\\u73b0', u'\\u5f00\\u5173', u'\\u6a21\\u62df', 'zero', 'zero', 'css', 'ios']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u60c5\\u6000', u'\\u524d\\u7aef', u'\\u4e00\\u4e2a', u'\\u4e0d\\u9519', u'\\u9009\\u62e9', u'\\u4f46\\u4f1a\\u7528', u'\\u597d', u'\\u533a\\u522b', u'\\u5f88\\u5927', u'\\u6ef4', u'\\u8bc4\\u8bba', u'\\u6267\\u884c', u'\\u987a\\u5e8f', u'\\u4e00\\u77a5', 'angular', 'zero', 'zero', 'angular']\n",
+        "[u'\\u8d5e', u'\\u5934\\u50cf', u'\\u76f8\\u518c', u'\\u7167\\u7247', u'\\u4f55\\u5c0f\\u86cbdc ']\n",
+        "[u'\\u8d5e', u'\\u5934\\u50cf', u'\\u76f8\\u518c', u'\\u7167\\u7247', u'\\u4f55\\u5c0f\\u86cbdc ']\n",
+        "[u'\\u8d5e', u'\\u5934\\u50cf', u'\\u76f8\\u518c', u'\\u7167\\u7247', u'\\u4f55\\u5c0f\\u86cbdc ']\n",
+        "[u'\\u8d5e', u'\\u5934\\u50cf', u'\\u76f8\\u518c', u'\\u7167\\u7247', u'\\u4f55\\u5c0f\\u86cbdc ']\n",
+        "[u'\\u770b\\u770b', u'\\u7406\\u89e3', 'angular', 'compile']\n",
+        "[u'\\u62e5\\u6709', u'\\u72ec\\u7acb', u'\\u4e2d', u'\\u4f5c\\u7528', u'\\u83b7\\u5f97', u'\\u5916\\u90e8', u'\\u6570\\u636e', u'\\u4fdd\\u6301', u'\\u540c\\u6b65', u'\\u6362\\u53e5\\u8bdd', u'\\u5373\\u80fd', u'\\u5916\\u90e8', u'\\u6570\\u636e', u'\\u63a7\\u5236', u'\\u5185\\u90e8', u'\\u72b6\\u6001', u'\\u8bc4\\u8bba', u'\\u6267\\u884c', u'\\u987a\\u5e8f', u'\\u4e00\\u77a5', 'scope', 'directive', 'scope', 'zero', 'zero', 'angular']\n",
+        "[u'\\u4e3a\\u5565', u'\\u5206\\u6790', u'\\u770b\\u4e0d\\u61c2', u'\\u8bc4\\u8bba', u'\\u6e90\\u7801', u'\\u5206\\u6790', 'accordion', 'zero', 'zero', 'angular', 'ui', 'accordion']\n",
+        "[u'\\u6740', u'\\u65f6\\u95f4', u'\\u5355\\u5237', u'\\u5fae\\u535a', u'\\u591f', u'\\u5c0f\\u6e38\\u620f', u'\\u6ee1\\u8db3', u'\\u65b0\\u7248', u'\\u9002\\u914d', u'\\u7cbe\\u5f69', u'\\u9891\\u9053', u'\\u805a\\u5408', u'\\u5185\\u5bb9', u'\\u4f9b', u'\\u56f4\\u89c2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'weico', 'iphone', 'plus', 'weico']\n",
+        "[u'\\u770b\\u8fc7', u'\\u4e00\\u6b65\\u4e4b\\u9065', u'\\u6709\\u79cd', u'\\u5c0f\\u5b66\\u751f', u'\\u770b\\u6ee1', u'\\u5f15\\u7528', u'\\u611f\\u89c9', u'\\u6bb5\\u65f6\\u95f4', u'\\u53d1\\u73b0', u'\\u610f\\u5927\\u5229\\u8bed', u'\\u897f\\u73ed\\u7259\\u8bed', u'\\u542c', u'\\u542c\\u61c2', u'\\u51e0\\u4e2a', u'\\u8bcd', 'paper', 'btw', 'owo']\n",
+        "[u'\\u8bfb\\u8fc7', u'\\u65f6\\u95f4', u'\\u5b58\\u5728', u'\\u51e0\\u53e5', u'\\u91cf\\u5b50\\u529b\\u5b66', u'\\u5e7f\\u4e49', u'\\u76f8\\u5bf9\\u8bba', u'\\u6807\\u51c6', u'\\u6a21\\u578b', u'\\u6df1\\u523b', u'\\u7b80\\u4ecb', u'\\u85cf', u'\\u4e00\\u5806', u'\\u968f\\u7b14', u'\\u4e4b\\u4e2d', u'\\u539f\\u6765', u'\\u91cf\\u5b50', u'\\u5f15', u'\\u7406\\u5b66', u'\\u5f26', u'\\u7406\\u8bba', u'\\u5708', u'\\u7406\\u8bba', u'\\u975e', u'\\u4ea4\\u6362', u'\\u51e0\\u4f55\\u5b66', u'\\u76f8\\u4e92\\u4f5c\\u7528', u'\\u529b', u'\\u7edf\\u4e00', u'\\u6a21\\u578b', u'\\u8d85\\u7ea7', u'\\u5bf9\\u79f0', u'\\u5177\\u6709', u'\\u989d']\n",
+        "[u'\\u770b\\u8fc7', u'\\u5b87\\u5b99', u'\\u65f6\\u7a7a', u'\\u4e4b\\u65c5', u'\\u8fd9\\u624d', u'\\u503c\\u5f97\\u4e00\\u770b', u'\\u79d1\\u5e7b', u'\\u5927\\u7247', u'\\u5237\\u65b0', u'\\u4e00\\u4e0b', u'\\u5b87\\u5b99\\u5b66', u'\\u77e5\\u8bc6', 'owo']\n",
+        "[u'\\u770b\\u8fc7', u'\\u8bbe\\u8ba1', u'\\u9762\\u9762\\u89c2', u'\\u4e60\\u60ef', u'\\u7406\\u5de5\\u79d1', u'\\u4e25\\u8c28', u'\\u63a8\\u7406', u'\\u601d\\u7ef4', u'\\u770b\\u770b', u'\\u5de5\\u4e1a', u'\\u8bbe\\u8ba1', u'\\u5927\\u6e7f\\u4eec', u'\\u60f3', u'\\u633a\\u597d\\u73a9', u'\\u91cc\\u9762', u'\\u597d\\u591a', u'\\u8bbe\\u8ba1', u'\\u7269\\u54c1', u'\\u771f', u'\\u5438\\u5f15', u'\\u4eba', 'owo', 'owo']\n",
+        "[u'\\u8bfb\\u8fc7', u'\\u8d2a\\u5a6a', u'\\u5927\\u8111', u'\\u770b\\u7740', u'\\u672c\\u4e66', u'\\u4eba', u'\\u5bfb\\u627e', u'\\u610f\\u4e49']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u9b45\\u65cf', u'\\u5b98\\u65b9', u'\\u58c1\\u7eb8', u'\\u5408\\u96c6', u'\\u63a8\\u8350', 'mx', 'rar', u'\\u5fae\\u76d8', u'\\u6211\\u7231PPT']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u4e2d\\u56fd\\u8ba1\\u7b97\\u673a\\u5b66\\u4f1aCCF']\n",
+        "['never', 'day', 'one', 'say', 'goodbye']\n",
+        "['never', 'day', 'one', 'say', 'goodbye']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4fae\\u8fb1', u'\\u4fae\\u8fb1', u'\\u4ee3\\u7801']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5206\\u4eab', 'understanding', 'go', 'lang', 'memory', 'usage', 'deferpanic', 'eng', 'blog']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u9673\\u598d\\u5e0cmichelle']\n",
+        "[u'\\u7535\\u5b50\\u5b66', u'\\u62a5', u'\\u5ba1\\u7a3f', u'\\u6548\\u7387', u'\\u771f\\u662f', u'\\u4eba', u'\\u65e0\\u8bed', u'\\u5c3c\\u739b', u'\\u534a\\u5e74', u'\\u8fc7\\u53bb', u'\\u5916\\u5ba1', u'\\u5ba1\\u7a3f\\u4eba', u'\\u61d2\\u5982', u'\\u8fd9\\u79cd', u'\\u6548\\u7387', u'\\u641e', u'\\u6bdb', u'\\u5b66\\u672f', u'\\u582a\\u5fe7', 'tm']\n",
+        "[u'\\u73a9', u'\\u6b22\\u4e50', u'\\u6597\\u5730\\u4e3b', u'\\u6311\\u6218\\u8d5b', u'\\u51b3\\u8d5b', u'\\u5c40', u'\\u7b2c\\u4e00\\u540d', u'\\u4ee5\\u4e3a', u'\\u7a33\\u64cd\\u80dc\\u5238', u'\\u4e00\\u4e2a', u'\\u73a9\\u5bb6', u'\\u6bcf\\u5c40', u'\\u4e00\\u961f', u'\\u5730\\u4e3b', u'\\u724c', u'\\u5c3c\\u739b', u'\\u538b', u'\\u6211\\u724c', u'\\u60b2\\u5267', u'\\u75db\\u5931', u'\\u7b2c\\u4e00\\u540d', u'\\u6700', u'\\u6bd2\\u5987', u'\\u4eba\\u5fc3']\n",
+        "[u'\\u4e00\\u7bc7', u'\\u8bba\\u6587', u'\\u52a8\\u7b14', u'\\u5199', u'\\u4e4b\\u524d', u'\\u8d77\\u7801', u'\\u9700\\u8981', u'\\u719f\\u6089', u'\\u8fd1\\u4e09\\u5e74', u'\\u6bd4\\u8f83', u'\\u7ecf\\u5178', u'\\u7814\\u7a76', u'\\u73b0\\u72b6', u'\\u610f\\u5473\\u7740', u'\\u7814\\u8bfb', u'\\u5927\\u91cf', u'\\u76f8\\u5173', u'\\u9886\\u57df', u'\\u8bba\\u6587', u'\\u5934\\u75bc', u'\\u53ea', u'\\u9002\\u5408', u'\\u5199', u'\\u5b9e\\u9a8c', u'\\u7a0b\\u5e8f', u'\\u9002\\u5408', u'\\u5199', u'\\u8bba\\u6587']\n",
+        "[u'\\u4e0a\\u6b21', u'\\u5e08\\u5f1f', u'\\u95ee\\u8fc7', u'\\u4e00\\u4e2a', u'\\u53eb\\u5408\\u5929', u'\\u4e00\\u4e2a', u'\\u7f51\\u7ad9', u'\\u9898\\u76ee', u'\\u4eca\\u5929', u'\\u95f2', u'\\u65e0\\u4e8b', u'\\u4e0a\\u9762', u'\\u9898\\u76ee', u'\\u641e', u'\\u641e', u'\\u5f3a\\u5927', 'ctf', 'reverse', 'ida', 'hexray']\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u4e8c\\u70ae', u'\\u624b', u'\\u9e7f\\u9f0e\\u8bb0', u'\\u7504', u'\\u5b1b', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u672a', u'\\u5220\\u51cf', u'\\u7248', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
+        "['andrew', 'ng', 'declared', 'team', 'attained', 'best', 'imagenet', 'classification', 'result', 'error', 'vs', 'googlenet', 'allows', 'train', 'model', 'faster', 'using', 'single', 'gpu', 'paper', 'bit', 'ly', 'deepimage', 'congrats', u'Deep Learning', u'\\u97e7\\u5728\\u767e\\u5ea6']\n",
+        "[u'\\u771f\\u7684', u'\\u6709\\u94b1', u'\\u521a\\u521a', u'\\u62bd\\u5230', u'\\u738b\\u6e90', u'\\u4e00\\u8d77', u'\\u53d1\\u51fa', u'\\u73b0\\u91d1', u'\\u5927\\u7ea2\\u5305', u'\\u5929\\u5929', u'\\u62bd', u'\\u7ea2\\u5305', u'\\u603b\\u6709\\u4e00\\u5929', u'\\u53d8', u'\\u571f\\u8c6a', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', 'tfboys', u'\\u738b\\u6e90\\u7684\\u7ea2\\u5305', u'\\u87f9\\u59ae\\u8001\\u677f']\n",
+        "[u'\\u6469\\u7237', u'\\u771f', u'\\u53ef\\u7231', u'\\u9b54\\u7b1b', u'\\u7b2c\\u8bdd', u'\\u770b\\u770b', 'magi']\n",
+        "[u'\\u4eba\\u751f', u'\\u672c\\u4e66', u'\\u8001\\u5f85', u'\\u4e00\\u4e2a', u'\\u5730\\u65b9', u'\\u4eba', u'\\u53ea\\u8bfb', u'\\u4e00\\u9875', u'\\u4eba\\u751f', u'\\u4e00\\u628a', u'\\u9504\\u5934', u'\\u4e00\\u4e2a', u'\\u5730\\u65b9', u'\\u4eba', u'\\u53ea', u'\\u6316', u'\\u4e00\\u4e2a\\u4e2a', u'\\u6d45\\u5751']\n",
+        "[u'\\u4eba', u'\\u4ef7\\u503c', u'\\u6709\\u65f6', u'\\u5728\\u4e8e', u'\\u7406\\u89e3', u'\\u4e0d\\u5728\\u4e4e', u'\\u8f7b\\u89c6', u'\\u6307\\u660e', u'\\u52aa\\u529b', u'\\u65b9\\u5411', u'\\u505a', u'\\u4e00\\u4e9b', u'\\u4e8b\\u60c5', u'\\u7406\\u89e3', u'\\u4eba', u'\\u7406\\u89e3', u'\\u4e0d\\u5728\\u4e4e', u'\\u4eba', u'\\u91cd\\u89c6', u'\\u8f7b\\u89c6', u'\\u4eba', u'\\u5c0a\\u91cd', u'\\u505a\\u5230', u'\\u6539\\u53d8', u'\\u95ee', u'\\u6709\\u65e0', u'\\u4ef7\\u503c']\n",
+        "[u'\\u5b87\\u5b99']\n",
+        "[u'\\u6709\\u70b9', u'\\u65e0\\u804a']\n",
+        "[u'\\u6709\\u70b9', u'\\u60f3', u'\\u73a9', u'\\u5fae\\u535a', u'\\u5148\\u53d1', u'\\u5403']\n",
+        "[u'\\u771f\\u7684', u'\\u7ed3\\u675f']\n",
+        "[u'\\u505a', u'\\u4e00\\u4e2a', u'\\u5f88\\u7d2f', u'\\u771f\\u5b9e', u'\\u68a6', u'\\u7d2f\\u9192']\n",
+        "[u'\\u9648\\u6d01\\u4eea', u'\\u7b2c\\u4e03', u'\\u73b0\\u573a', u'\\u90a3\\u5e2e\\u4eba']\n",
+        "[u'\\u9ebb\\u75f9', u'\\u4eca\\u5929', u'\\u592a\\u60e8']\n",
+        "[u'\\u611f\\u89c9', u'\\u611f\\u5192', u'\\u64e6']\n",
+        "[u'\\u770b\\u5f85', u'\\u8bb8\\u5f0f', u'\\u4f1f\\u8c08', u'\\u5e76\\u53d1', u'\\u7f16\\u7a0b', u'\\u5dee\\u5f02', u'\\u58f0', u'\\u9501', u'\\u5b9e\\u9645\\u4e0a', u'\\u670d\\u52a1\\u5668', u'\\u8fdb\\u7a0b', u'\\u903b\\u8f91', u'\\u65e0', u'\\u5e76\\u53d1', u'\\u4e1c\\u897f', u'\\u4e00\\u4e2a', u'\\u4e00\\u4e2a', u'\\u6267\\u884c', u'\\u4f53', u'\\u670d\\u52a1\\u5668', u'\\u670d\\u52a1\\u5668', u'\\u5206\\u4eab', 'go', 'erlang', 'zzz', 'erlang', 'erlang', 'process', 'process', 'erlang', 'go', u'\\u77e5\\u4e4e']\n",
+        "['erlang', 'selective', 'receive']\n",
+        "['erlang', 'scheduling']\n",
+        "[u'\\u9648\\u6d01\\u4eea', u'\\u6dd8\\u6c70', u'\\u5531']\n",
+        "[u'\\u80e1\\u5f66\\u658c', u'\\u8fd9\\u9996', u'\\u6539', u'\\u597d']\n",
+        "[u'\\u7236\\u4eb2', u'\\u8fd9\\u6b4c', u'\\u597d', u'\\u53e4\\u5de8\\u57fa', u'\\u8be0\\u91ca']\n",
+        "['characterizing', 'scalability', 'erlang', 'vm', 'many', 'core', 'processors']\n",
+        "[u'\\u4e9a\\u6d32\\u676f', u'\\u5c0f\\u7ec4\\u8d5b', u'\\u9996\\u573a', u'\\u8fd0\\u6c14', u'\\u8d62\\u4e2a', u'\\u7403', u'\\u72c2', u'\\u56de\\u653e', u'\\u72c2', u'\\u91c7\\u8bbf', u'\\u6251', u'\\u70b9\\u6570', u'\\u95e8\\u5c06', u'\\u4ece\\u5934\\u5230\\u5c3e', u'\\u91c7\\u8bbf', u'\\u4e00\\u904d', u'\\u771f\\u662f', u'\\u670d', 'cctv']\n",
+        "[u'\\u7279\\u4e48', u'\\u897f\\u4e8c\\u65d7', u'\\u970d\\u8425', u'\\u56db\\u5757']\n",
+        "[u'\\u5468\\u6770\\u4f26', u'\\u5a5a\\u793c', u'\\u89c6\\u9891', u'\\u6700\\u9ad8', u'\\u6e05', u'\\u5206\\u4eab', u'\\u4f18\\u9177']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u7403\\u8ff7', u'\\u52a0\\u6cb9', u'\\u58f0\\u592a\\u5927']\n",
+        "[u'\\u8e22', u'\\u592a']\n",
+        "[u'\\u592a', u'\\u53fc', u'\\u4e9a\\u6d32\\u676f', u'\\u5206\\u949f', u'\\u93d6\\u6218', u'\\u4f0a\\u62c9\\u514b', u'\\u70b9\\u7403', u'\\u6218', u'\\u4f0a\\u6717', u'\\u5206\\u4eab', u'\\u65b0\\u6d6a\\u4f53\\u80b2\\uff09']\n",
+        "[u'\\u9ec4\\u4e3d\\u73b2', u'\\u5531', u'\\u592a', u'\\u9ad8']\n",
+        "[u'\\u9ec4\\u4e3d\\u73b2', u'\\u5531', u'\\u592a\\u597d\\u4e86']\n",
+        "['hdfs', 'raid']\n",
+        "[u'\\u9ec4\\u4e3d\\u73b2', u'\\u592a\\u725b']\n",
+        "[u'\\u4e2d\\u7f8e', u'\\u4fc4\\u671d', u'\\u9876\\u7ea7', u'\\u519b\\u4e8b', u'\\u6307\\u6325\\u6240', u'\\u5185\\u90e8', u'\\u7f51\\u6613', u'\\u519b\\u4e8b']\n",
+        "[u'\\u65b0\\u5e74\\u5feb\\u4e50', u'\\u671f\\u5f85', u'\\u65b0', u'\\u7a81\\u7834', u'\\u52a0\\u6cb9']\n",
+        "[u'\\u5723\\u8bde\\u8001\\u4eba', u'\\u597d\\u4e11', u' Whitcoulls']\n",
+        "[u'\\u641e\\u6e05\\u695a', u'\\u91cc\\u9762', u'\\u5e72\\u561b', u'\\u97f3\\u4e50\\u5385', u' Aotea Square']\n",
+        "['velma', 'rd', 'hillcrest']\n",
+        "[u'\\u5f20\\u56fe', u'\\u9605\\u8bfb', u'\\u5168\\u6587', 'black', 'swan', 'lake', 'pupuke', 'auckland']\n",
+        "[u'\\u5f20\\u56fe', u'\\u9605\\u8bfb', u'\\u5168\\u6587', 'ducks', 'lake', 'pupuke', 'auckland']\n",
+        "[u'\\u5f20\\u56fe', u'\\u9605\\u8bfb', u'\\u5168\\u6587', 'windsurf', 'lake', 'pupuke', 'auckland']\n",
+        "[u'\\u5f20\\u56fe', u'\\u9605\\u8bfb', u'\\u5168\\u6587', 'seagull', 'lake', 'pupuke', 'auckland']\n",
+        "[u'\\u8ba4\\u8bc6', u'\\u9e1f', u'\\u6c42', u'\\u79d1\\u666e', u'\\u9605\\u8bfb', u'\\u5168\\u6587']\n",
+        "[u'\\u9605\\u8bfb', u'\\u5168\\u6587', 'lake', 'pupuke']\n",
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+        "[]\n",
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+        "[u'\\u7528\\u5feb', u'\\u6253\\u8f66', u'\\u8f7b\\u677e', u'\\u6253\\u5230', u'\\u8f66', u'\\u5168\\u56fd', u'\\u591a\\u4e2a', u'\\u57ce\\u5e02', u'\\u652f\\u6301', u'\\u5f3a\\u70c8\\u63a8\\u8350', u'\\u6253\\u8f66', u'\\u8d5a', u'\\u79ef\\u5206', u'\\u6362\\u8c6a\\u793c', u'\\u6253\\u8f66', u'\\u8def\\u8fb9', u'\\u9177\\u4e0d\\u9177', u'\\u8bd5\\u8bd5', u'\\u77e5\\u9053', u'\\u679c\\u65ad', u'\\u4e00\\u53d1']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
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+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u5fae\\u535a', u'\\u505a\\u5e7f\\u544a']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u814a\\u516b', u'\\u814a\\u516b', u'\\u814a\\u516b\\u8282', u'\\u814a\\u516b\\u7ca5', u'\\u559d', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u65b9', u'\\u5fae\\u535a', u'\\u8d26\\u53f7', u'\\u63d0\\u4f9b', u'\\u9886\\u5956', u'\\u4fe1\\u606f', u'\\u8d76\\u7d27', u'\\u62a2\\u7ea2\\u5305', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "['io', 'js']\n",
+        "[]\n",
+        "['io', 'js']\n",
+        "[u'\\u518d', u'\\u4e00\\u6b21', u'\\u62c9\\u4f4e', u'\\u5f00\\u53d1', u'\\u96be\\u5ea6', 'react', 'native', 'app', 'youtu', 'kvz', 'zi']\n",
+        "[u'\\u8001\\u5988', u'\\u4f5c\\u54c1']\n",
+        "[u'\\u5df2', u'\\u52a0\\u5165', u'\\u4f18\\u987e', u'\\u6a21\\u62df', u'\\u7092\\u80a1', u'\\u4e07', u'\\u865a\\u62df', u'\\u8d44\\u91d1', u'\\u73a9', u'\\u771f\\u5b9e', u'\\u80a1\\u7968', u'\\u4f18\\u987e', u'\\u884c\\u60c5', u'\\u6307\\u6807', u'\\u529b', u'\\u521b\\u5efa', u'\\u6bd4\\u8d5b', u'\\u725b\\u4eba', u'\\u4e00\\u8d77', u'\\u4ea4\\u6d41', u'\\u80a1\\u7968', u'\\u6536\\u76ca\\u7387', u'\\u9ad8', u'\\u4eba\\u592a\\u591a', u'\\u6b3e', u'\\u4e0d\\u9519', u'\\u8bd5\\u8bd5', 'app']\n",
+        "[u'\\u623f\\u5730\\u4ea7', u'\\u65f6\\u4ee3', u'\\u6210\\u4e3a', u'\\u8fc7\\u53bb', u'\\u5927\\u56fd', u'\\u91d1\\u878d', u'\\u65f6\\u4ee3', u'\\u5230\\u6765']\n",
+        "[u'\\u5e74', u'\\u91cd\\u70b9', u'\\u5de5\\u4f5c', u'\\u6ce1\\u4e2a', u'\\u59b9\\u5b50', u'\\u719f\\u7ec3', u'\\u4f7f\\u7528', 'project', 'staruml', 'visio']\n",
+        "[u'\\u5fc3\\u91cc', u'\\u56f4\\u5899', u'\\u6700', u'\\u96be\\u62c6']\n",
+        "[u'\\u9b54\\u672f\\u5e08', u'\\u9053\\u5177']\n",
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+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b']\n",
+        "[u'\\u7b11\\u54c8\\u54c8', u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b']\n",
+        "[u'\\u7b11\\u54c8\\u54c8', u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b']\n",
+        "[u'\\u7b11\\u54c8\\u54c8', u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b']\n",
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+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u7b11\\u54c8\\u54c8', u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u7b11\\u54c8\\u54c8', u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b']\n",
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+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b']\n",
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+        "[]\n",
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+        "[u'\\u8f6f\\u4ef6', u'\\u4e00\\u4e2a', u'\\u89e3\\u51b3\\u65b9\\u6848', u'\\u8bf4', u'\\u60f3\\u4e0d\\u5230', u'\\u4f1a\\u51fa', u'\\u95ee\\u9898', u'\\u65b9\\u6848', u'\\u95ee\\u9898', u'\\u60f3', u'\\u6e05\\u695a', u'\\u95ee\\u9898', u'\\u7b97', u'\\u6ca1\\u592a\\u5927', u'\\u95ee\\u9898']\n",
+        "[u'\\u66fe\\u7ecf', u'\\u8bf4', u'\\u5e74\\u4ee3', u'\\u5199', u'\\u5f00\\u62d3\\u6027', u'\\u5de5\\u4f5c', u'\\u5e74', u'\\u4ee5\\u540e', u'\\u6709\\u4eba', u'\\u518d', u'\\u5199\\u4e2a', u'\\u4e00\\u5957', u'\\u6c34\\u5e73', u'\\u73b0\\u5728', u'\\u6539\\u53d8', u'\\u89c2\\u70b9', u'\\u76f8\\u5f53', u'\\u8457\\u540d', u'\\u8457\\u540d', u'\\u5e93', u'\\u6c34\\u5e73', u'\\u505c\\u7559', u'\\u5e74', u'\\u4ee5\\u524d', u'\\u6487\\u5f00', u'\\u9876\\u7ea7', u'\\u51e0\\u4e2a', u'\\u901a\\u7528', u'\\u5e93', u'\\u5e93', u'\\u6c34\\u51c6', 'stl']\n",
+        "[u'\\u51e0\\u4e2a', u'\\u524d', u'\\u6574\\u7406', u'\\u4e00\\u4e2a', u'\\u5e93', u'\\u5217\\u8868', u'\\u5e74', u'\\u4ee5\\u540e', u'\\u4e00\\u4e9b', u'\\u6253\\u7b97', u'\\u8d34', u'\\u94fe\\u63a5', u'\\u53d1\\u73b0', u'\\u5bb6\\u91cc', u'\\u6811\\u8393', u'\\u6302', u'\\u53ea\\u80fd', u'\\u4e0b\\u73ed', u'\\u56de\\u5bb6', u'\\u518d', u'\\u5f04']\n",
+        "[u'\\u4e0a\\u4e2a\\u6708', u'\\u5347\\u7ea7', u'\\u7cfb\\u7edf', u'\\u641e', u'\\u6302', u'\\u719f\\u6089', u'\\u7cfb\\u7edf\\u542f\\u52a8', u'\\u4e4b\\u540e', u'\\u770b\\u95e8\\u72d7', u'\\u5de5\\u4f5c', u'\\u6b63\\u5e38', u'\\u670d\\u52a1', u'\\u5582\\u72d7', u'\\u5bfc\\u81f4', u'\\u53cd\\u590d', u'\\u91cd\\u542f', u'\\u7981\\u6389', u'\\u6700\\u8fd1', u'\\u4e24\\u5468', u'\\u4e24\\u6b21', u'\\u7cfb\\u7edf\\u6545\\u969c', u'\\u770b\\u95e8\\u72d7', u'\\u91cd\\u542f', u'\\u7406\\u60f3', u'\\u65b9\\u6848', u'\\u5141\\u8bb8', u'\\u66f4\\u957f', u'\\u5582\\u72d7', u'\\u95f4\\u9694\\u65f6\\u95f4', u'\\u627e\\u5230', u'\\u505a', u'\\u61c2', u'\\u5927\\u795e', u'\\u8bf7', u'\\u6307\\u6559', 'systemd', u'\\u6811\\u8393\\u6d3e']\n",
+        "[u'\\u798f\\u5229', 'system', 'wide', 'tracing', 'profiling', 'linux']\n",
+        "[u'\\u4e71\\u4f26', u'\\u4e8b\\u513f', u'\\u5927\\u81ea\\u7136', u'\\u4e2d', u'\\u53d1\\u751f', u'\\u5199', u'\\u8fdb', u'\\u5386\\u53f2', u'\\u4e66', u'\\u8eab\\u5c45\\u9ad8\\u4f4d', u'\\u5e72', u'\\u5e02\\u4e95', u'\\u767e\\u59d3', u'\\u5e72', u'\\u6084\\u6084\\u5730', u'\\u5343\\u4e07\\u522b', u'\\u77e5\\u9053', u'\\u89c9\\u5f97', u'\\u4e8b\\u5b9e\\u4e0a', u'\\u59a8\\u788d', u'\\u7b2c\\u4e09', u'\\u4eba', u'\\u4e0d\\u884c', u'\\u4f26\\u7406']\n",
+        "[u'\\u5466', u'\\u4e92\\u8054\\u7f51', u'\\u516c\\u53f8', u'\\u597d', u'\\u725b', u'\\u903c', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u4e92\\u8054\\u7f51', u'\\u4ea7\\u54c1']\n",
+        "[u'\\u522b\\u626f', u'\\u771f\\u7406', u'\\u4e0d\\u5728\\u4e4e', u'\\u51fa\\u81ea', u'\\u4f55\\u4eba', u'\\u4e4b\\u53e3', u'\\u77e5\\u4eba\\u8bba\\u4e16', u'\\u8fd9\\u662f', u'\\u4e2d\\u5b66\\u8001\\u5e08', u'\\u6559\\u8fc7', u'\\u9053\\u7406', u'\\u8150\\u8d25', u'\\u5b98\\u5458', u'\\u8bf4', u'\\u51e0\\u53e5', u'\\u51a0\\u5195\\u5802\\u7687', u'\\u53cd\\u8150', u'\\u53e3\\u53f7', u'\\u8349\\u6c11', u'\\u8dea', u'\\u6b22\\u547c', u'\\u8bf4', u'\\u9053\\u7406']\n",
+        "[u'\\u505a', u'\\u79d1\\u666e', u'\\u8bd5\\u56fe', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u89e3\\u91ca', u'\\u6e05\\u695a', u'\\u6280\\u672f', u'\\u95ee\\u9898', u'\\u505a', u'\\u65e0\\u7528\\u529f', 'untrained']\n",
+        "[u'\\u5899', u'\\u7533\\u8bf7', u'\\u5907', 'nature', 'icp']\n",
+        "[]\n",
+        "[u'\\u4e00\\u4e2a', u'\\u90ae\\u4ef6', u'\\u5217\\u8868', u'\\u5305\\u542b', u'\\u5168\\u7403', u'\\u4eba', u'\\u8bb8\\u591a', u'\\u4eba', u'\\u8bf4', u'\\u5bfc\\u81f4', u'\\u90ae\\u4ef6', u'\\u5237\\u5c4f', u'\\u5b9e\\u5728', u'\\u592a\\u6709', u'\\u559c\\u611f', u'\\u4e00\\u79cd', 'replay', 'remove', 'please', 'dos']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u97e9', u'\\u5973\\u56e2', u'\\u8eba', u'\\u62ac\\u817f', u'\\u6279\\u592a', u'\\u8272\\u60c5', u'\\u897f', u'\\u671d\\u9c9c', u'\\u795e', u'\\u601d\\u7ef4']\n",
+        "[]\n",
+        "[u'\\u4eac\\u4e1c', u'\\u91d1\\u878d', u'\\u7f51\\u94f6', u'\\u5728\\u7ebf', u'\\u62db', u'\\u5b89\\u5168', u'\\u5de5\\u4f5c\\u4eba\\u5458', u'\\u65b9\\u5411', u'\\u6e17\\u900f', u'\\u6d4b\\u8bd5', u'\\u5b89\\u5168', u'\\u9879\\u76ee\\u7ba1\\u7406', u'\\u6b22\\u8fce', u'\\u6295', u'\\u7b80\\u5386', u'\\u6b22\\u8fce', u'\\u8f6c\\u53d1', 'sdl', 'wyliudan', u'jd.com']\n",
+        "[u'\\u4eca\\u5929', u'\\u83b7\\u5f97', u'\\u514d\\u8d39', u'\\u7a7a\\u95f4', u'\\u597d\\u8fd0', u'\\u6307\\u6570', u'\\u9897\\u661f', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u65b0\\u6d6a\\u7f51', u'\\u65d7\\u4e0b', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u7f51\\u76d8', u'\\u5fae\\u76d8\\u7b7e\\u5230', u'\\u5fae\\u76d8']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[]\n",
+        "['sd']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u65b0\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u6211\\u521a', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u592a', u'\\u5e78\\u8fd0', u'\\u8bd5\\u8bd5', u'\\u4e00\\u8d77\\u53d1\\u7ea2\\u5305\\u5427', u'\\u5c0f\\u6d6a']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247', u'\\u597d\\u591a\\u94b1']\n",
+        "[u'\\u4e00\\u8eab', u'\\u51b7\\u6c57']\n",
+        "[u'\\u7231', u'\\u54c8\\u4f5b', u'\\u5973']\n",
+        "[u'\\u5fae\\u535a', u'\\u6d3b\\u52a8', u'\\u7968\\u9009', u'\\u4e2d\\u6295', u'\\u5fc3\\u76ee', u'\\u4e2d', u'\\u7231\\u8c46', u'\\u6768\\u5e42', u'\\u5b9d\\u5ea7', u'\\u4e00\\u6b65', 'king', 'queen', 'ta', 'king', 'quuen', u'2014\\u5fae\\u535a\\u4e4b\\u591c']\n",
+        "[u'\\u5fae\\u535a', u'\\u6d3b\\u52a8', u'\\u7968\\u9009', u'\\u4e2d\\u6295', u'\\u5fc3\\u76ee', u'\\u4e2d', u'\\u7231\\u8c46', u'\\u9e7f\\u79bb', u'\\u5b9d\\u5ea7', u'\\u4e00\\u6b65', 'king', 'queen', 'ta', 'king', 'quuen', u'2014\\u5fae\\u535a\\u4e4b\\u591c']\n",
+        "[u'\\u5fae\\u535a', u'\\u6d3b\\u52a8', u'\\u7968\\u9009', u'\\u4e2d\\u6295', u'\\u5fc3\\u76ee', u'\\u4e2d', u'\\u7231\\u8c46', u'\\u7ec4\\u5408', u'\\u5b9d\\u5ea7', u'\\u4e00\\u6b65', 'king', 'queen', 'tfboys', 'ta', 'king', 'quuen', u'2014\\u5fae\\u535a\\u4e4b\\u591c']\n",
+        "[u'\\u5fae\\u535a', u'\\u6d3b\\u52a8', u'\\u7968\\u9009', u'\\u4e2d\\u6295', u'\\u5fc3\\u76ee', u'\\u4e2d', u'\\u7231\\u8c46', u'\\u5b9d\\u5ea7', u'\\u4e00\\u6b65', 'king', 'queen', 'angelababy', 'ta', 'king', 'quuen', u'2014\\u5fae\\u535a\\u4e4b\\u591c']\n",
+        "[u'\\u5fae\\u535a', u'\\u6d3b\\u52a8', u'\\u7968\\u9009', u'\\u4e2d\\u6295', u'\\u5fc3\\u76ee', u'\\u4e2d', u'\\u7231\\u8c46', u'\\u5218\\u6d9b', u'\\u5b9d\\u5ea7', u'\\u4e00\\u6b65', 'king', 'queen', 'tamia', 'ta', 'king', 'quuen', u'2014\\u5fae\\u535a\\u4e4b\\u591c']\n",
+        "[u'\\u6253\\u8d4f', u'\\u6587\\u7ae0', u'\\u5206\\u94b1', u'\\u5143', u'\\u52a0\\u6cb9', u'\\u5fae\\u535a\\u6253\\u8d4f', u'\\u5c0f\\u7ea2\\u7ae5\\u978b']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u6bb5\\u5b50', u'\\u6709\\u4eba', u'\\u8bf4', u'\\u6708\\u85aa', u'\\u4e94\\u5343', u'\\u540e', u'\\u89c9\\u5f97', u'\\u82f9\\u679c', u'\\u571f\\u8c6a', u'\\u91d1', u'\\u4eba', u'\\u88c5', u'\\u6708\\u85aa', u'\\u4e00\\u4e07', u'\\u540e', u'\\u89c9\\u5f97', u'\\u5355\\u53cd', u'\\u4eba', u'\\u88c5', u'\\u6708\\u85aa', u'\\u4e24\\u4e07', u'\\u540e', u'\\u89c9\\u5f97', u'\\u6bcf\\u5929', u'\\u7a7f', u'\\u540d\\u724c', u'\\u4eba']\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u521a\\u6362', u'\\u60c5\\u8ff7', u'\\u5b9d\\u4e3d\\u6765', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "['wsfs', 'weibo', 'small', 'file', 'system']\n",
+        "[u'\\u6211\\u8981', u'\\u6212\\u70df']\n",
+        "[]\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u94fe\\u63a5', 'weibo', 'com']\n",
+        "[u'\\u94fe\\u63a5', 'http', 'weibo', 'com']\n",
+        "[]\n",
+        "[]\n",
+        "['tbag']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u6211\\u8981', u'\\u7231\\u6765', u'\\u8fce\\u63a5', u'\\u4eca\\u5929']\n",
+        "[u'\\u7a77\\u4eba', u'\\u5fc3\\u6001', u'\\u957f\\u671f', u'\\u8d2b\\u7a77', u'\\u5931\\u53bb', u'\\u80fd\\u591f', u'\\u957f\\u8fdc', u'\\u81f4\\u5bcc', u'\\u667a\\u529b', u'\\u5224\\u65ad\\u529b']\n",
+        "[u'\\u4eca\\u5929', u'\\u793e\\u4f1a', u'\\u7269\\u6b32\\u6a2a\\u6d41', u'\\u8bf1\\u60d1', u'\\u592a', u'\\u4f7f\\u4eba', u'\\u5fc3\\u6d6e\\u6c14\\u8e81', u'\\u6025\\u529f\\u8fd1\\u5229', u'\\u4eba', u'\\u9002\\u5408', u'\\u4ece\\u4e8b', u'\\u79d1\\u7814', u'\\u5df2\\u7ecf', u'\\u8d70', u'\\u79d1\\u7814', u'\\u6761', u'\\u9053\\u8def', u'\\u76f8\\u4fe1', u'\\u96be', u'\\u6210\\u5927\\u5668', u'\\u80fd\\u591f', u'\\u4e13\\u4e0b\\u5fc3', u'\\u6de1\\u8584', u'\\u540d\\u5229', u'\\u4eba\\u624d', u'\\u79d1\\u7814', u'\\u6709\\u6240\\u4f5c\\u4e3a', u'\\u610f\\u5473\\u7740', u'\\u5c06\\u6765', u'\\u72b6\\u51b5']\n",
+        "[u'\\u63d0\\u5b8c', u'\\u65b9\\u6848', u'\\u5177\\u4f53', u'\\u843d\\u5730', u'\\u6267\\u884c\\u529b', u'\\u5ffd\\u89c6', u'\\u4e00\\u4e2a', u'\\u7ec6\\u5c0f', u'\\u5f97\\u70b9']\n",
+        "[u'\\u89c2\\u5bdf', u'\\u7559\\u5fc3', u'\\u6bcf\\u5929', u'\\u5b66\\u5230']\n",
+        "[u'\\u4eca\\u5929', u'\\u56db\\u70b9', u'\\u534a\\u9192']\n",
+        "[u'\\u6570\\u636e', u'\\u544a\\u8bc9', u'\\u95ee\\u9898', u'\\u7528\\u6237', u'\\u8c03\\u7814', u'\\u544a\\u8bc9', u'\\u95ee\\u9898', u'\\u7cbe\\u8f9f']\n",
+        "[u'\\u52a8\\u6548\\u5e93', 'hover', 'css']\n",
+        "[u'\\u795e\\u4ed9', 'sass', 'guidelines']\n",
+        "[u'\\u9875', u'\\u5e72\\u8d27', u'\\u624b\\u673a', u'\\u52a9\\u624b', u'\\u53d1\\u5e03', u'\\u624b\\u673a', u'\\u5e94\\u7528', u'\\u884c\\u4e1a', u'\\u8d8b\\u52bf', u'\\u7eff\\u76ae\\u4e66', u'\\u79fb\\u52a8', u'\\u4e92\\u8054', 'donews']\n",
+        "[u'\\u5f53\\u524d', u'\\u65f6\\u95f4', u'\\u7ec4\\u6210', u'\\u8fdb\\u5236', u'\\u989c\\u8272', u'\\u503c', u'\\u7f51\\u9875\\u80cc\\u666f', u'\\u503c', u'\\u53d8\\u5316', u'\\u9762', u'\\u5b9e\\u65f6', u'\\u53d8\\u5316']\n",
+        "[u'\\u4e9a\\u9a6c\\u900a', u'\\u4e70', u'\\u7535\\u5b50\\u4e66', u'\\u540c\\u6b65', u'\\u8d26\\u53f7', u'\\u5df2', u'\\u767b\\u9646', 'mac', 'kindle']\n",
+        "[u'\\u4eca\\u665a', u'\\u670b\\u53cb\\u5708', u'\\u5fae\\u4fe1', u'\\u5237\\u5c4f', 'js', 'sdk']\n",
+        "['starter', 'kit']\n",
+        "['nodeschool', 'io']\n",
+        "[u'\\u8dd1', u'\\u8dd1', u'\\u770b\\u4e00\\u770b']\n",
+        "['google', 'santa', 'tracker']\n",
+        "['source', 'extension', 'safari', 'view', 'source', 'code', 'web', 'page']\n",
+        "[u'\\u51fa\\u4e4e', u'\\u610f\\u6599', u'\\u8fd9\\u6b21', u'\\u524d\\u7aef', u'\\u65e9\\u8bfb\\u8bfe', u'\\u9001\\u4e66', u'\\u8fd9\\u672c', u'\\u5feb\\u901f', u'\\u5168\\u6808', u'\\u5f00\\u53d1', u'\\u592a\\u706b', 'javascript']\n",
+        "[u'\\u7ea2\\u5305', u'\\u641e\\u8d77', 'ihoosin']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247', u'\\u6df1\\u7ea2', u'\\u7248\\u8981', 'mac', 'qq']\n",
+        "[u'\\u6de1\\u6de1\\u7684', u'\\u5fe7\\u4f24', u'\\u8dd1', 'breakpad', 'initializaiton', 'failed']\n",
+        "[u'\\u77e5\\u9053', u'\\u77e5\\u9053', u'\\u4e1c\\u897f', u'\\u597d\\u591a', u'\\u6bcf\\u5929', u'\\u65e9\\u8d77', u'\\u4e66']\n",
+        "[u'\\u76ee\\u524d', u'\\u5360\\u636e', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u5360\\u636e', u'\\u5de6\\u53f3', u'\\u4efd\\u989d', 'ie', 'chrome']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5e7f', u'\\u6492\\u7f51', u'\\u540e', u'\\u5c31\\u8981', u'\\u6536\\u7f51']\n",
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+        "[u'\\u6b22\\u8fce', u'\\u52a0\\u5165']\n",
+        "[u'\\u626b', u'\\u4e00\\u626b', u'\\u5173\\u6ce8', u'\\u5218\\u9e4f', u'\\u672a\\u6765', u'\\u516c\\u4f17', u'\\u53f7', u'\\u660e\\u5929', u'\\u4e0b\\u8f7d', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u7b2c\\u4e8c', u'\\u7248', u'\\u914d\\u5957', u'\\u5171\\u4e2a', u'\\u5df2\\u7ecf', u'\\u4e0b\\u8f7d', u'\\u767e\\u4e07', u'\\u6b21', u'\\u706b', 'ppt']\n",
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+        "[u'\\u6b22\\u8fce', u'\\u52a0\\u5165', u'\\u4e2d\\u56fd', u'\\u667a\\u80fd', u'\\u786c\\u4ef6', u'\\u7fa4']\n",
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+        "[u'\\u68d2', u'\\u4e00\\u4e2a', u'\\u89c6\\u9891']\n",
+        "[u'\\u5960\\u57fa\\u8005', u'\\u535a\\u58eb\\u8bba\\u6587', u'\\u4e2d\\u6587\\u7248', u'\\u5206\\u4eab', 'spark', u'\\u4e2d\\u56fd\\u4e91\\u8ba1\\u7b97\\u8bba\\u575b\\uff09']\n",
+        "[u'\\u6280\\u672f', u'\\u4ecb\\u7ecd', u'\\u5206\\u4eab', 'docker', u'\\u4e2d\\u56fd\\u4e91\\u8ba1\\u7b97\\u8bba\\u575b\\uff09']\n",
+        "[u'\\u5357\\u4eac\\u5e02', u'\\u516c\\u5b89\\u5c40', u'\\u9886\\u5bfc', u'\\u9ad8\\u5ea6\\u8bc4\\u4ef7', u'\\u4e91\\u521b', u'\\u5b58\\u50a8', u'\\u4ea7\\u54c1']\n",
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+        "[u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u6570\\u636e', u'\\u6bcf\\u5468', u'\\u52a8\\u6001', u'\\u5171\\u671f']\n",
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+        "[u'\\u7c89\\u4e1d', u'\\u798f\\u5229', u'\\u89c6\\u9891', u'\\u7f16\\u8f91', u'\\u6307\\u5357', u'\\u7b2c\\u7248', u'\\u5149\\u76d8', u'\\u4e2d', u'\\u63d0\\u4f9b', u'\\u82f1\\u6587', u'\\u9644\\u5f55', u'\\u9644\\u5f55', u'\\u514d\\u8d39', u'\\u63d0\\u4f9b', u'\\u4e2d\\u6587', u'\\u8bd1\\u672c', u'\\u4f7f\\u7528', 'premiere', 'pro', 'avid']\n",
+        "[u'\\u7c89\\u4e1d', u'\\u798f\\u5229', u'\\u89c6\\u9891', u'\\u7f16\\u8f91', u'\\u6307\\u5357', u'\\u7b2c\\u7248', u'\\u5149\\u76d8', u'\\u4e2d', u'\\u63d0\\u4f9b', u'\\u82f1\\u6587', u'\\u9644\\u5f55', u'\\u9644\\u5f55', u'\\u514d\\u8d39', u'\\u63d0\\u4f9b', u'\\u4e2d\\u6587', u'\\u8bd1\\u672c', u'\\u4f7f\\u7528', 'premiere', 'pro', 'avid']\n",
+        "[u'\\u6211\\u521a', u'\\u53c2\\u52a0', u'\\u7f51\\u76d8', u'\\u7a7a\\u95f4', u'\\u9886', u'\\u6ce8\\u518c', u'\\u83b7', u'\\u771f\\u6b63', u'\\u65e0\\u9650', u'\\u6c38\\u4e45', u'\\u7a7a\\u95f4', u'\\u81ea\\u52a8', u'\\u589e\\u957f', u'\\u5f15\\u7206', u'\\u4e91', u'\\u65f6\\u4ee3', u'\\u901f\\u5ea6', u'\\u53c2\\u4e0e', 'tb', u'115\\u7f51\\u76d8']\n",
+        "['test']\n",
+        "['test']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u53cd', u'\\u8106\\u5f31', u'\\u9ad8\\u6e05', u'\\u82f1\\u6587\\u539f\\u7248', u'\\u63a8\\u8350', 'antifragile', 'pdf', u'\\u5fae\\u76d8', u'\\u7167\\u7834\\u5c71\\u6cb3\\u4e07\\u6735ss']\n",
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+        "[]\n",
+        "[u'\\u8bf8\\u845b', u'\\u5f18\\u4e4b', u'\\u6838\\u7206', u'\\u795e\\u66f2', 'az']\n",
+        "[u'\\u559c\\u6b22', u'\\u6b4c\\u66f2', 'wbspo', 'gods', 'monsters', u'5sing']\n",
+        "[u'\\u64ad\\u653e', u'\\u5730\\u5740', 'unravel', 'full', 'ver']\n",
+        "['damn', 'forgot']\n",
+        "[]\n",
+        "[u'\\u521a\\u6362', u'\\u96e8\\u591c', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u521a\\u521a', u'\\u5206\\u94b1', u'\\u8d2d\\u4e70', u'\\u8d85\\u503c', u'\\u793c\\u54c1', u'\\u73b0\\u5728', u'\\u6700\\u4f4e', u'\\u53ea', u'\\u9700\\u8981', u'\\u5143', u'\\u4e70', u'\\u6d41\\u91cf', u'\\u4ef0\\u671b', u'\\u5fc3', u'\\u7a7a', u'\\u73a9\\u5076', u'\\u62a2\\u8d2d', 'baidu', u'\\u767e\\u5ea6\\u94b1\\u53051\\u5206\\u94b1\\u6d3b\\u52a8']\n",
+        "[u'\\u597d\\u4e45\\u6ca1', u'\\u5192\\u6ce1', u'\\u8fd1\\u671f', u'\\u96ea\\u7403', u'\\u5012\\u817e', u'\\u5e0c\\u671b', u'\\u518d\\u6b21', u'\\u56de\\u5230', u'\\u5fae\\u535a', u'\\u8d5a', u'\\u76c6\\u6ee1', u'\\u94b5', u'\\u52aa\\u529b\\u594b\\u6597']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u7231', u'\\u6295\\u7968', u'\\u6700\\u6562', u'\\u56e2\\u961f', u'\\u6295\\u7ed9', u'\\u4e0a\\u6d77', u'\\u9009\\u9879', u'\\u8868\\u6001', 'fablabshanghai', u'\\u6562\\u52a8\\u672a\\u6765', u'\\u9ed1\\u82f9\\u679c\\u9752\\u5e74']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u7231', u'\\u6295\\u7968', u'\\u6700\\u6562', u'\\u6295\\u7ed9', u'\\u5d14\\u5b87\\u65d7', u'\\u4e0a\\u6d77', u'\\u6838\\u5fc3\\u6210\\u5458', u'\\u9009\\u9879', u'\\u8868\\u6001', 'fablab', u'\\u6562\\u52a8\\u672a\\u6765', u'\\u9ed1\\u82f9\\u679c\\u9752\\u5e74']\n",
+        "[u'\\u300e', u'\\u4ee3\\u6c9f', u'\\u7f18\\u6545', u'\\u540e\\u6765\\u8005', u'\\u8bb0\\u5f97', u'\\u65f6\\u4ee3', u'\\u91cc', u'\\u5d14\\u5065', u'\\u5531', u'\\u65b0\\u957f\\u5f81', u'\\u8def\\u4e0a', u'\\u6447\\u6eda', u'\\u66fe', u'\\u8ddf\\u7740', u'\\u8282\\u594f', u'\\u5e7f\\u573a', u'\\u884c\\u8d70', u'\\u592a\\u9633', u'\\u66fe', u'\\u592a\\u9633', u'\\u73b0\\u5728', u'\\u592a\\u9633', u'\\u300f', u'\\u4e00\\u79cd', u'\\u7eaf\\u771f', u'\\u4e00\\u79cd', u'\\u75af\\u766b', u'\\u8c46\\u74e3', u'\\u4e66\\u8bc4', u'\\u4e66\\u7c4d', u'\\u6c89\\u9ed8', u'\\u6b4c\\u5531']\n",
+        "[]\n",
+        "[u'\\u6ca1\\u4ec0\\u4e48', u'\\u5174\\u8da3', u'\\u6700\\u8fd1', u'\\u4e89\\u8bba\\u4e0d\\u4f11', u'\\u591a\\u5e74', u'\\u73a9\\u5bb6', u'\\u5fcd\\u4e0d\\u4f4f', u'\\u60f3', u'\\u63ba\\u548c', u'\\u4e24\\u53e5', u'\\u597d', u'\\u597d', u'\\u597d', u'\\u597d', u'\\u5173\\u7cfb', u'\\u4e00\\u4e2a', u'\\u5e73\\u53f0', u'\\u793e\\u533a', u'\\u4e00\\u4e2a', u'\\u7f16\\u7a0b', u'\\u6a21\\u5f0f', u'\\u9009', u'\\u559c\\u6b22', 'fibjs', 'fibjs', 'nodejs', 'nodejs', 'fibjs', 'nodejs', 'corouting', 'callback', 'nodejs', 'corouting']\n",
+        "[u'\\u7f16\\u7a0b\\u8bed\\u8a00', u'\\u89e3\\u51b3', u'\\u8f6f\\u4ef6\\u5de5\\u7a0b', u'\\u95ee\\u9898', u'\\u8bed\\u8a00', u'\\u5374', u'\\u4e00\\u4e2a', u'\\u6743\\u5a01', u'\\u5305', u'\\u7ba1\\u7406\\u5de5\\u5177', u'\\u9009\\u62e9', u'\\u6050\\u60e7\\u75c7', 'go', 'godep', 'gom', 'gpm', 'gvp']\n",
+        "[u'\\u9001\\u7ed9', u'\\u60f3\\u5b66', u'\\u7a0b\\u5e8f\\u5458', 'golang', 'node', 'channel', 'event', 'select', 'event', 'loop']\n",
+        "[u'\\u8bed\\u8a00', u'\\u5927\\u5c0f\\u5199', u'\\u533a\\u5206', u'\\u65b9\\u5f0f', u'\\u7f8e', u'\\u5374', u'\\u5e26\\u6765', u'\\u4e0d\\u4fbf', u'\\u5e8f\\u5217\\u5316', u'\\u65f6', u'\\u4f7f\\u7528', u'\\u989d\\u5916', u'\\u5bf9\\u5e94', u'\\u5e38\\u7528', u'\\u9996\\u5b57\\u6bcd', u'\\u5c0f\\u5199', u'\\u5b57', u'\\u6bb5', 'go', 'private', 'public', 'tag']\n",
+        "[u'\\u6012\\u5378', u'\\u5374', u'\\u53d1\\u73b0', u'\\u5220', u'\\u5220', u'\\u5e72\\u51c0', u'\\u5df2\\u7ecf', u'\\u6c61\\u67d3', 'homebrew', 'usr', 'local']\n",
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+        "[u'\\u5b89\\u88c5', u'\\u8d2d\\u4e70', u'\\u5546\\u54c1', u'\\u5df2\\u7ecf', u'\\u505c\\u6b62', u'\\u4f9b\\u8d27', 'xcode']\n",
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+        "[u'\\u505c\\u7528', u'\\u670d\\u52a1\\u5668', u'\\u4e00\\u4e2a\\u6708', u'\\u7f8e\\u5143', 'linode', 'digital', 'ocean']\n",
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+        "[u'\\u8bed\\u6cd5', u'\\u63d0\\u793a', u'\\u63d2\\u4ef6', 'fibjs', 'sublime', 'text']\n",
+        "[u'\\u7761', u'\\u5916\\u8fb9', u'\\u9001', u'\\u725b\\u5976', u'\\u5df2\\u7ecf', u'\\u5de5\\u4f5c']\n",
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+        "[u'\\u611f\\u5192', u'\\u55d3\\u5b50', u'\\u54d1', u'\\u8bf4\\u8bdd', u'\\u56f0\\u96be', u'\\u5de5\\u4f5c', u'\\u4efb\\u52a1', u'\\u7d27\\u6025', u'\\u6742\\u4e8b', u'\\u5954\\u6e83']\n",
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+        "[u'\\u8f6c', u'\\u6c34\\u8d27', 'sb']\n",
+        "[u'\\u652f\\u4ed8\\u5b9d', u'\\u73a9', u'\\u9017', u'\\u7ea2\\u5305', u'\\u968f\\u4fbf', u'\\u731c', u'\\u5143', u'\\u4e00\\u8d77', u'\\u73a9\\u5427']\n",
+        "[u'\\u771f\\u662f\\u592a', u'\\u6253\\u5f00', u'\\u7f51\\u94f6', u'\\u652f\\u6301', u'\\u4fe1\\u7528\\u5361', u'\\u6ca1\\u6cd5', u'\\u5145\\u503c', 'sb', 'apple', 'store', 'mac', 'chrome', 'safari', 'mac', 'windows', 'apple', 'store']\n",
+        "[u'\\u77e5\\u9053', u'\\u7f16\\u7a0b', u'\\u6c34\\u5e73', u'\\u6700\\u9ad8', u'\\u6c34\\u5e73', u'\\u7a0b\\u5e8f\\u5458', u'\\u89c1\\u5230', u'\\u5c41\\u80a1', u'\\u64e6', u'\\u4e00\\u4e2a', u'\\u70c2\\u6389', u'\\u5c41\\u80a1', u'\\u64e6', u'\\u5e72\\u51c0', u'\\u5206\\u4eab', u'\\u81ea\\u5b89\\u5353', u'\\u5ba2\\u6237\\u7aef', u'\\u5929\\u5929', u'\\u64e6\\u5c41\\u80a1', 'geniusvczh', u'\\u77e5\\u4e4e']\n",
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+        "[u'\\u53ea', u'\\u4e00\\u884c', u'\\u4ee3\\u7801', u'\\u597d\\u591a', u'\\u503c\\u5f97', u'\\u5b66\\u4e60', u'\\u7814\\u7a76', u'\\u77e5\\u8bc6', u'\\u5199', u'\\u4e00\\u4e2a', u'\\u5c0f\\u578b', u'\\u7cfb\\u5217', u'\\u535a\\u6587', 'model', 'load', 'yii', 'app', 'request', 'post']\n",
+        "[u'\\u91c7\\u7528', u'\\u9650\\u5236', u'\\u53d1\\u5c55', 'mongodb', 'agpl']\n",
+        "[u'\\u5238', u'\\u7f51\\u4e0a', u'\\u8d2d\\u7269', u'\\u7701\\u94b1', u'\\u597d\\u4e1c\\u4e1c', u'\\u6211\\u521a', u'\\u9886\\u53d6', u'\\u53f7', u'\\u5e97', u'\\u62b5\\u7528\\u5238', u'\\u5143', u'\\u53f7', u'\\u5e97', u'\\u4f18\\u60e0\\u5238', u'\\u7701', u'\\u94b1', u'\\u6dd8\\u5b9d']\n",
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+        "['cassandra', 'vs', 'mongodb', 'vs', 'couchdb', 'vs', 'redis', 'vs', 'riak', 'vs', 'hbase', 'vs', 'couchbase', 'vs', 'orientdb', 'vs', 'aerospike', 'vs', 'neo', 'vs', 'hypertable', 'vs', 'elasticsearch', 'vs', 'accumulo', 'vs', 'voltdb', 'vs', 'scalaris', 'comparison']\n",
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+        "[u'\\u524d\\u7aef', u'\\u5de5\\u7a0b\\u5e08', u'\\u5fc5\\u5907', u'\\u7f51\\u5740', u'\\u7bc7', u'\\u6301\\u7eed', u'\\u5b8c\\u5584', u'\\u4e2d']\n",
+        "['iso', 'iec', 'information', 'technology', 'programming', 'languages']\n",
+        "[u'\\u5b66\\u5386', u'\\u4f18\\u52bf', u'\\u60f3', u'\\u8fdb\\u5165', u'\\u767e\\u5ea6', u'\\u505a', u'\\u4eba\\u5de5\\u667a\\u80fd', u'\\u6839\\u672c', u'\\u673a\\u4f1a', u'\\u5df2\\u7ecf', u'\\u6295', u'\\u6b21', u'\\u51fb\\u6e83', u'\\u767e\\u5ea6', u'\\u5927\\u5382', u'\\u60f3', u'\\u6700\\u80fd', u'\\u89e3\\u91ca', u'\\u50b2\\u6162', u'\\u5f81\\u7a0b', u'\\u6700\\u7ec8', u'\\u76ee\\u6807']\n",
+        "['nebula']\n",
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+        "[u'\\u996e\\u6599']\n",
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+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u9876', u'\\u63a8\\u8350', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u6280\\u672f', u'\\u5609\\u5e74\\u534e', u'\\u4e00\\u6c7d\\u5927\\u4f17', u'\\u9648\\u5149', u'\\u5236\\u9020', u'\\u884c\\u4e1a', u'\\u5229\\u7528', u'\\u79c1\\u6709', u'\\u4e91', u'\\u63d0\\u9ad8', u'\\u4e1a\\u52a1', u'\\u6548\\u7387', u'\\u5206\\u4eab', 'oracle', u'\\u4f18\\u9177\\u6559\\u80b2']\n",
+        "[u'\\u521a\\u521a', u'\\u66f4\\u65b0', u'\\u7248', u'\\u63a8\\u8350', u'\\u4f53\\u9a8c', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', u'\\u7248', u'\\u8f7b\\u88c5', u'\\u518d', u'\\u51fa\\u53d1', u'\\u7075\\u9b42', u'\\u7231\\u4e0a', u'\\u9605\\u8bfb', u'\\u8bd5\\u8bd5', 'iphone', u'\\u7f51\\u6613\\u4e91\\u9605\\u8bfb']\n",
+        "[u'\\u963f\\u91cc', u'\\u5065\\u5eb7', u'\\u5ba3\\u5e03', u'\\u7532\\u9aa8\\u6587', u'\\u548c\\u89e3', u'\\u652f\\u4ed8', u'\\u4e07', u'\\u548c\\u89e3', u'\\u6b3e\\u9879', u'\\u7532\\u9aa8\\u6587', u'\\u60f3', u'\\u8d70', u'\\u4e4b\\u524d', u'\\u6b20', 'oracle', 'cnbeta', 'com']\n",
+        "[u'\\u540d\\u5b57', u'\\u50cf\\u662f', u'\\u4e3b\\u653b', u'\\u4f01\\u4e1a', u'\\u597d', u'\\u963f\\u91cc', u'\\u6765\\u5f80', u'\\u56e2\\u961f', u'\\u4f4e\\u8c03', u'\\u63a8\\u51fa', u'\\u9489', u'\\u9489', u'\\u4e3b\\u653b', u'\\u4f01\\u4e1a', 'im', 'im']\n",
+        "[u'\\u5fae\\u535a', u'\\u5feb\\u6b7b\\u4e86', u'\\u73b0\\u5728', u'\\u5fae\\u535a', u'\\u4f53\\u9a8c', u'\\u771f\\u5dee', u'\\u8f6c\\u53d1', u'\\u8bc4\\u8bba', u'\\u7b80\\u5355', u'\\u5730\\u4e0b', u'\\u4e00\\u9875', u'\\u83ca\\u82b1', u'\\u72c2\\u8f6c', u'\\u53cd\\u5e94']\n",
+        "[u'\\u5b8c\\u5168', u'\\u65e0', u'\\u610f\\u4e49', u'\\u66b4\\u96ea', u'\\u84dd\\u5e16', u'\\u9b54\\u517d', u'\\u63a8\\u51fa', u'\\u8001\\u5175', u'\\u7248', u'\\u7c7b\\u4f3c', u'\\u65b0\\u624b', u'\\u8bd5\\u73a9', u'\\u4e5f\\u5c31\\u662f\\u8bf4', u'\\u6700\\u9ad8', u'\\u8fbe\\u5230', u'\\u7ea7', u'\\u89d2\\u8272', u'\\u9650\\u5236', u'\\u7ea7', u'\\u91d1', u'\\u7ee7\\u7eed', u'\\u73a9', u'\\u4e0b\\u53bb', u'\\u7ecf\\u9a8c', u'\\u8d44\\u91d1', u'\\u7ee7\\u7eed', u'\\u589e\\u957f']\n",
+        "[u'\\u5fae\\u8f6f', u'\\u53d1\\u5e03\\u4f1a', u'\\u76f4\\u64ad', u'\\u625b\\u7740', u'\\u6444\\u50cf\\u673a', u'\\u4eba', u'\\u8dd1\\u6765\\u8dd1\\u53bb', u'\\u76f4\\u63a5', u'\\u76f4\\u64ad', u'\\u62cd\\u6444', u'\\u955c\\u5934', u'\\u540c\\u6b65', u'\\u5c0f', u'\\u5c4f\\u5e55\\u663e\\u793a', u'\\u5927\\u5c4f\\u5e55', u'\\u53d1\\u5e03\\u4f1a', u'\\u6c89\\u95f7', u'\\u592a\\u591a', 'windows', 'apple']\n",
+        "[u'\\u5fae\\u8f6f', u'\\u53d1\\u5e03\\u4f1a', u'\\u76f4\\u64ad', u'\\u955c\\u5934', u'\\u603b\\u5728', u'\\u4e00\\u4e2a', u'\\u9065\\u8fdc', u'\\u5168\\u666f', u'\\u673a\\u4f4d', u'\\u770b\\u4e0d\\u6e05', u'\\u4eba', u'\\u770b\\u4e0d\\u6e05', u'\\u5927\\u5c4f\\u5e55', u'\\u5b57', u'\\u4e00\\u5806', u'\\u4e0b\\u9762', u'\\u8bb0\\u8005', u'\\u540e\\u8111\\u52fa', 'windows']\n",
+        "[u'\\u6709\\u4eba', u'\\u6ce8\\u610f', u'\\u8fd9\\u6bb5', u'\\u73b0\\u5728', u'\\u77e5\\u9053', u'\\u771f\\u7684', u'\\u5f80\\u524d', u'\\u8ddf\\u8fdb', u'\\u4e00\\u4e0b', 'deprecation', 'non', 'cdb', 'architecture', 'cbd', 'pdb', 'non', 'cdb']\n",
+        "[u'\\u7b2c\\u4e00\\u540d', u'\\u8f6f\\u4ef6\\u5f00\\u53d1', u'\\u5de5\\u7a0b\\u5e08', u'\\u7b2c\\u540d', u'\\u7f51\\u7ad9', u'\\u5f00\\u53d1', u'\\u5de5\\u7a0b\\u5e08', u'\\u7b2c\\u540d', u'\\u8ba1\\u7b97\\u673a', u'\\u7a0b\\u5e8f\\u5458', u'\\u4e2d\\u56fd', u'\\u4e09\\u8005', u'\\u7edf\\u79f0', u'\\u7801\\u519c', u'\\u5e74', u'\\u7f8e\\u56fd', u'\\u5341\\u5927', u'\\u6700', u'\\u70ed\\u95e8', u'\\u79d1\\u6280', u'\\u5de5\\u4f5c', u'\\u699c', u'\\u51fa\\u7089', u'\\u7a0b\\u5e8f\\u5458', u'\\u57ab\\u5e95', u'\\u5341\\u5927', 'top', 'cnbeta', 'com']\n",
+        "[u'\\u7b2c\\u4e00\\u540d', u'\\u8f6f\\u4ef6\\u5f00\\u53d1', u'\\u5de5\\u7a0b\\u5e08', u'\\u7b2c\\u540d', u'\\u7f51\\u7ad9', u'\\u5f00\\u53d1', u'\\u5de5\\u7a0b\\u5e08', u'\\u7b2c\\u540d', u'\\u8ba1\\u7b97\\u673a', u'\\u7a0b\\u5e8f\\u5458', u'\\u4e2d\\u56fd', u'\\u4e09\\u8005', u'\\u7edf\\u79f0', u'\\u7801\\u519c', u'\\u5e74', u'\\u7f8e\\u56fd', u'\\u5341\\u5927', u'\\u6700', u'\\u70ed\\u95e8', u'\\u79d1\\u6280', u'\\u5de5\\u4f5c', u'\\u699c', u'\\u51fa\\u7089', u'\\u7a0b\\u5e8f\\u5458', u'\\u57ab\\u5e95', u'\\u5341\\u5927', 'top', 'cnbeta', 'com']\n",
+        "[u'\\u95f9\\u5fc3', u'\\u60ac', u'\\u754c\\u9762', u'\\u8d4f\\u6790', 'windows', 'windows', 'build', 'windows', 'cnbeta', 'com']\n",
+        "[u'\\u98ce\\u66b4', u'\\u82f1\\u96c4', u'\\u73b0\\u5728', u'\\u754c\\u9762', u'\\u4f53\\u9a8c', u'\\u5e0c\\u671b', u'\\u80fd\\u591f', u'\\u8d62\\u8fc7', u'\\u82f1\\u96c4', u'\\u8054\\u76df', u'\\u66b4\\u96ea', u'\\u6e38\\u620f', u'\\u5f00\\u53d1\\u8ba1\\u5212', u'\\u66dd\\u5149', u'\\u98ce\\u66b4', u'\\u82f1\\u96c4', u'\\u770b\\u597d', u'\\u66b4\\u96ea', 'blizzard', 'cnbeta', 'com']\n",
+        "[u'\\u521a\\u521a', u'\\u542c\\u8bf4', u'\\u5c0f\\u7c73', u'\\u53d1\\u5e03', u'\\u82f1\\u5bf8', u'\\u5927\\u5c4f', u'\\u65d7\\u8230\\u673a', u'\\u673a\\u8eab', u'\\u8d85\\u8584', u'\\u5c4f\\u5e55', u'\\u6548\\u679c', u'\\u8d85\\u597d', u'\\u523a\\u773c', u'\\u9633\\u5149', u'\\u4e0b', u'\\u770b\\u6e05', u'\\u5c4f\\u5e55', u'\\u6027\\u80fd', u'\\u4f9d\\u7136', u'\\u51fa\\u8272', u'\\u652f\\u6301', u'\\u53cc\\u5361', u'\\u53cc\\u5f85', u'\\u4e00\\u90e8', u'\\u624b\\u673a', u'\\u652f\\u6301', u'\\u79fb\\u52a8', u'\\u8054\\u901a', u'\\u592a\\u68d2\\u4e86', u'\\u9996\\u53d1', u'\\u4ec5\\u5143', u'\\u5df2', u'\\u6210\\u529f', u'\\u9884\\u7ea6', u'\\u5206\\u4eab', u'\\u5730\\u5740', u'\\u5c0f\\u7c73Note', u'\\u5c0f\\u7c73\\u624b\\u673a']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u5927\\u91cf', u'\\u7b80\\u5386', u'\\u6a21\\u677f', u'\\u627e', u'\\u5de5\\u4f5c', u'\\u4e4b\\u524d', u'\\u4e00\\u5b9a', u'\\u4e54\\u5e03', u'\\u7b80\\u5386', u'\\u770b\\u770b', u'\\u4e54\\u5e03\\u7b80\\u5386']\n",
+        "[u'\\u771f\\u662f', u'\\u597d', u'\\u7528\\u5230', u'\\u7206', 'google', 'pagespeed', 'nginx', 'module']\n",
+        "[u'\\u62c9\\u8fdb', u'\\u524d\\u7aef', u'\\u5374', u'\\u8003\\u8651', u'\\u8df3', u'\\u8bc4\\u4ef7', u'\\u77e5\\u4e4e', u'\\u533f\\u540d', u'\\u7528\\u6237', u'\\u6076\\u9b54', u'\\u5976\\u7238', u'\\u63a8\\u8350', u'\\u524d', u'\\u56db\\u5341\\u7bc7', u'\\u5b8c', u'\\u77e5\\u4e4e', u'\\u524d\\u7aef', u'\\u5e94\\u8be5', u'\\u5165\\u95e8', u'\\u4e00\\u7bc7', u'\\u6587\\u7ae0', u'\\u6700\\u8fd1', u'\\u91cc', u'\\u77e5\\u8bc6\\u70b9', u'\\u5b8c', u'\\u4e0d\\u77e5', u'\\u9053\\u8def', u'\\u8d70', u'\\u8fdc', u'\\u5206\\u4eab', 'englishpod', 'cschool', 'html', u'\\u5f20\\u5e05', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5e74', u'\\u8d2d\\u4e70', u'\\u7b14\\u8bb0\\u672c', u'\\u91cd\\u5230', u'\\u7206', u'\\u91cd\\u5230', u'\\u7206', u'\\u5f85\\u673a\\u65f6\\u95f4', u'\\u77ed', u'\\u529e\\u516c', u'\\u51fa\\u5dee', u'\\u592a', u'\\u65b9\\u4fbf', u'\\u6211\\u8981', u'\\u5347\\u7ea7', u'\\u6234\\u5c14', u'\\u7075\\u8d8a', u'\\u7cfb\\u5217', u'\\u8ba1\\u7b97', u'\\u83b7\\u5f97', u'\\u5143', u'\\u7ea2\\u5305', u'\\u62a2\\u7ea2\\u5305', u'\\u6234\\u5c14', u'\\u4fc3\\u9500', u'\\u7535\\u8111\\u5feb\\u901f\\u8bca\\u65ad\\u5668']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5386\\u53f2', u'\\u662f\\u5426', u'\\u603b\\u662f', u'\\u4e0d\\u65ad', u'\\u91cd\\u6f14']\n",
+        "[u'\\u4eb2\\u7231', u'\\u751f\\u65e5\\u5feb\\u4e50', u'\\u54d2']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u8303\\u5fd7\\u7ea2_\\u539f\\u521b\\u8425\\u517b\\u4fe1\\u606f']\n",
+        "[u'\\u5206\\u4eab', u'\\u4eac\\u864e\\u5b50 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u6211\\u5bb6', u'\\u5b69\\u5b50', u'\\u5929', u'\\u4e00\\u76f4', u'\\u5929\\u62c9', u'\\u4e00\\u6b21', u'\\u6587\\u7ae0', u'\\u62c5\\u5fc3', u'\\u5b69\\u5b50', u'\\u662f\\u4e0d\\u662f', u'\\u75c5']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6dd8\\u5b9d', u'\\u8bc9\\u82e6', u'\\u652f\\u6301', u'\\u6295\\u7ed9', u'\\u6dd8\\u5b9d', u'\\u51a4\\u6789', u'\\u8c03\\u67e5', u'\\u6d41\\u7a0b', u'\\u79d1\\u5b66', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u6dd8\\u5b9d\\u53eb\\u677f\\u5de5\\u5546\\u603b\\u5c40']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u5bfb\\u627e', u'\\u6700\\u840c', u'\\u5c0f\\u8033\\u6735', u'\\u7b2c\\u4e8c\\u7ec4', u'\\u6295\\u7ed9', u'\\u56fe\\u7247', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u6709\\u4e2a\\u5708AQuaner']\n",
+        "[u'\\xb0', u'\\xb0', 'sunny', 'today', 'high', 'low', 'via']\n",
+        "['ceres', 'target', 'nasa', 'dawn', 'mission', 'via', 'space', 'content', 'ceres', 'target', 'nasas', 'dawn', 'mission']\n",
+        "[u'\\xb0', u'\\xb0', 'sunny', 'today', 'high', 'low', 'via']\n",
+        "['solar', 'dynamics', 'observatory', 'welcomes', 'new', 'year', 'via', 'space', 'content', 'solar', 'dynamics', 'observatory', 'welcomes', 'new', 'year']\n",
+        "[u'\\xb0', u'\\xb0', 'partly', 'cloudy', 'today', 'high', 'low', 'via']\n",
+        "[u'\\xb0', u'\\xb0', 'sunny', 'today', 'high', 'low', 'via']\n",
+        "[u'\\xb0', u'\\xb0', 'mostly', 'cloudy', 'today', 'high', 'low', 'via']\n",
+        "['measuring', 'clouds', 'aerosols', 'space', 'station', 'via', 'space', 'content', 'measuring', 'clouds', 'aerosols', 'space', 'station']\n",
+        "[u'\\xb0', u'\\xb0', 'cloudy', 'today', 'high', 'low', 'via']\n",
+        "[u'\\xb0', u'\\xb0', 'mostly', 'sunny', 'today', 'high', 'low', 'via']\n",
+        "['orion', 'spacecraft', 'post', 'mission', 'processing', 'kennedy', 'space', 'center', 'via', 'space', 'content', 'orion', 'spacecraft', 'post', 'mission', 'processing', 'kenne']\n",
+        "[u'\\xb0', u'\\xb0', 'sunny', 'today', 'high', 'low', 'via']\n",
+        "['satellite', 'picture', 'shows', 'snow', 'covered', 'deep', 'freeze', 'via', 'space', 'content', 'satellite', 'picture', 'shows', 'snow', 'covered', 'us', 'deep', 'freeze']\n",
+        "[u'\\xb0', u'\\xb0', 'sunny', 'today', 'high', 'low', 'via']\n",
+        "['coloring', 'sea', 'around', 'pribilof', 'islands', 'via', 'space', 'content', 'coloring', 'sea', 'around', 'pribilof', 'islands']\n",
+        "[u'\\xb0', u'\\xb0', 'mostly', 'sunny', 'today', 'high', 'low', 'via']\n",
+        "[u'\\xb0', u'\\xb0', 'sunny', 'today', 'high', 'low', 'via']\n",
+        "[u'\\xb0', u'\\xb0', 'mostly', 'cloudy', 'today', 'high', 'low', 'via']\n",
+        "['jan', 'early', 'morning', 'space', 'shuttle', 'launch', 'via', 'space', 'content', 'jan', 'early', 'morning', 'space', 'shuttle', 'launch']\n",
+        "[u'\\xb0', u'\\xb0', 'cloudy', 'today', 'high', 'low', 'via']\n",
+        "['first', 'notable', 'solar', 'flare', 'via', 'space', 'content', 'first', 'notable', 'solar', 'flare']\n",
+        "[u'\\xb0', u'\\xb0', 'heavy', 'rain', 'today', 'high', 'low', 'via']\n",
+        "['ten', 'years', 'ago', 'huygens', 'probe', 'lands', 'surface', 'titan', 'via', 'space', 'content', 'ten', 'years', 'ago', 'huygens', 'probe', 'lands', 'surface', 'titan']\n",
+        "[u'\\xb0', u'\\xb0', 'partly', 'cloudy', 'today', 'high', 'low', 'via']\n",
+        "['interior', 'view', 'international', 'space', 'station', 'cupola', 'via', 'space', 'content', 'interior', 'view', 'international', 'space', 'station', 'cupola']\n",
+        "['interior', 'view', 'international', 'space', 'station', 'cupola', 'via', 'space', 'content', 'interior', 'view', 'international', 'space', 'station', 'cupola']\n",
+        "[u'\\xb0', u'\\xb0', 'partly', 'cloudy', 'today', 'high', 'low', 'via']\n",
+        "['nasa', 'neowise', 'images', 'comet', 'lovejoy', 'via', 'space', 'jpl', 'neowise', 'pia']\n",
+        "[u'\\xb0', u'\\xb0', 'partly', 'cloudy', 'today', 'high', 'low', 'via']\n",
+        "[u'\\xb0', u'\\xb0', 'mostly', 'sunny', 'today', 'high', 'low', 'via']\n",
+        "[u'\\xb0', u'\\xb0', 'sunny', 'today', 'high', 'low', 'via']\n",
+        "[u'\\xb0', u'\\xb0', 'partly', 'cloudy', 'today', 'high', 'low', 'via']\n",
+        "['astronaut', 'buzz', 'aldrin', 'apollo', 'lunar', 'module', 'via', 'space', 'content', 'astronaut', 'buzz', 'aldrin', 'apollo', 'lunar', 'module']\n",
+        "['astronaut', 'buzz', 'aldrin', 'apollo', 'lunar', 'module', 'via', 'space', 'content', 'astronaut', 'buzz', 'aldrin', 'apollo', 'lunar', 'module']\n",
+        "['black', 'hole', 'powered', 'jets', 'plow', 'galaxy', 'via', 'space']\n",
+        "['solar', 'dynamics', 'observatory', 'captures', 'images', 'lunar', 'transit', 'via', 'space', 'content', 'solar', 'dynamics', 'observatory', 'captures', 'images', 'lunar', 'transit']\n",
+        "['air', 'quality', 'suffering', 'china', 'via', 'space']\n",
+        "['climbing', 'legs', 'robonaut', 'headed', 'international', 'space', 'station', 'via', 'space', 'content', 'climbing', 'legs', 'robonaut', 'headed', 'international']\n",
+        "['orbital', 'mission', 'preps', 'launch', 'via', 'space', 'content', 'orbital', 'mission', 'preps', 'launch']\n",
+        "['perseid', 'meteor', 'via', 'space', 'content', 'perseid', 'meteor']\n",
+        "['hubble', 'sees', 'horsehead', 'different', 'color', 'via', 'space']\n",
+        "['antares', 'rocket', 'rollout', 'via', 'space', 'content', 'antares', 'rocket', 'rollout']\n",
+        "['giant', 'stellar', 'nursery', 'via', 'space']\n",
+        "['expedition', 'prepares', 'today', 'launch', 'via', 'space', 'content', 'expedition', 'prepares', 'todays', 'launch']\n",
+        "['cubesats', 'released', 'space', 'station', 'via', 'space', 'content', 'cubesats', 'released', 'space', 'station']\n",
+        "['mission', 'control', 'celebrates', 'success', 'apollo', 'via', 'space', 'content', 'mission', 'control', 'celebrates', 'success', 'apollo']\n",
+        "['milky', 'way', 'viewed', 'international', 'space', 'station', 'via', 'space', 'content', 'milky', 'way', 'viewed', 'international', 'space', 'station']\n",
+        "['dragon', 'nest', 'via', 'space']\n",
+        "['storm', 'cell', 'southern', 'appalachian', 'mountains', 'via', 'space', 'content', 'storm', 'cell', 'southern', 'appalachian', 'mountains']\n",
+        "['happy', 'little', 'crater', 'mercury', 'via', 'space']\n",
+        "['expedition', 'takes', 'flight', 'crew', 'portrait', 'via', 'space', 'content', 'expedition', 'takes', 'flight', 'crew', 'portrait']\n",
+        "['expedition', 'crew', 'olympic', 'torch', 'via', 'space', 'content', 'expedition', 'crew', 'olympic', 'torch']\n",
+        "['aircraft', 'carrying', 'iris', 'solar', 'observatory', 'takes', 'via', 'space']\n",
+        "['nasa', 'astronaut', 'steve', 'swanson', 'returns', 'earth', 'via', 'space', 'content', 'nasa', 'astronaut', 'steve', 'swanson', 'returns', 'earth']\n",
+        "['fermi', 'motion', 'produces', 'study', 'spirograph', 'via', 'space']\n",
+        "['orion', 'crew', 'module', 'set', 'connection', 'heat', 'shield', 'via', 'space', 'content', 'orion', 'crew', 'module', 'set', 'connection', 'heat', 'shield']\n",
+        "['shuttle', 'endeavour', 'crossing', 'via', 'space']\n",
+        "['sochi', 'russia', 'winter', 'olympic', 'sites', 'mountain', 'cluster', 'via', 'space', 'content', 'sochi', 'russia', 'winter', 'olympic', 'sites', 'mountain', 'cluster']\n",
+        "['new', 'expedition', 'crew', 'launches', 'space', 'station', 'via', 'space', 'content', 'expedition', 'soyuz', 'launch']\n",
+        "['vortex', 'power', 'via', 'space']\n",
+        "[u'\\xb0', u'\\xb0', 'partly', 'cloudy', 'today', 'high', 'low', 'via']\n",
+        "['mobile', 'service', 'tower', 'rolled', 'back', 'orion', 'flight', 'test', 'via', 'space', 'content', 'mobile', 'service', 'tower', 'rolled', 'back', 'orion', 'flight', 'test']\n",
+        "['supermoon', 'washington', 'via', 'space']\n",
+        "['gulf', 'coast', 'night', 'via', 'space', 'content', 'us', 'gulf', 'coast', 'night']\n",
+        "['tracking', 'data', 'relay', 'satellite', 'launches', 'via', 'space']\n",
+        "['volcanic', 'plume', 'southern', 'atlantic', 'ocean', 'revealed', 'false', 'color', 'imagery', 'via', 'space', 'content', 'volcanic', 'plume', 'southern', 'atlantic']\n",
+        "['international', 'space', 'station', 'awaits', 'orbital', 'resupply', 'mission', 'via', 'space', 'content', 'international', 'space', 'station', 'awaits', 'orbital', 'resupply', 'miss']\n",
+        "['antares', 'rocket', 'rolls', 'nasa', 'wallops', 'flight', 'facility', 'via', 'space', 'content', 'antares', 'rocket', 'rolls', 'nasas', 'wallops', 'flight', 'facility']\n",
+        "[u'\\xb0', u'\\xb0', 'partly', 'cloudy', 'today', 'high', 'low', 'via']\n",
+        "['greenland', 'leidy', 'glacier', 'via', 'space', 'content', 'greenlands', 'leidy', 'glacier']\n",
+        "[u'\\xb0', u'\\xb0', 'sunny', 'today', 'high', 'low', 'via']\n",
+        "['chandra', 'celebrates', 'international', 'year', 'light', 'via', 'space', 'content', 'chandra', 'celebrates', 'international', 'year', 'light']\n",
+        "['chandra', 'celebrates', 'international', 'year', 'light', 'via', 'space', 'content', 'chandra', 'celebrates', 'international', 'year', 'light']\n",
+        "[u'\\xb0', u'\\xb0', 'mostly', 'sunny', 'today', 'high', 'low', 'via']\n",
+        "[u'\\xb0', u'\\xb0', 'showers', 'today', 'high', 'low', 'via']\n",
+        "[u'\\xb0', u'\\xb0', 'clouds', 'pm', 'sun', 'today', 'high', 'low', 'via']\n",
+        "['rocky', 'mountain', 'national', 'park', 'viewed', 'international', 'space', 'station', 'via', 'space', 'content', 'rocky', 'mountain', 'national', 'park', 'viewed']\n",
+        "[u'\\xb0', u'\\xb0', 'cloudy', 'today', 'high', 'low', 'via']\n",
+        "['sounding', 'rockets', 'launch', 'aurora', 'via', 'space', 'content', 'goddard', 'tex', 'mist', 'launch']\n",
+        "[u'\\xb0', u'\\xb0', 'cloudy', 'today', 'high', 'low', 'via']\n",
+        "['nasa', 'soil', 'moisture', 'active', 'passive', 'smap', 'ready', 'jan', 'launch', 'via', 'space', 'content', 'nasas', 'soil', 'moisture', 'active', 'passive', 'smap', 'ready', 'ja']\n",
+        "['nasa', 'soil', 'moisture', 'active', 'passive', 'smap', 'ready', 'jan', 'launch', 'via', 'space', 'content', 'nasas', 'soil', 'moisture', 'active', 'passive', 'smap', 'ready', 'ja']\n",
+        "['nasa', 'day', 'remembrance', 'via', 'space', 'content', 'nasas', 'day', 'remembrance']\n",
+        "[u'\\xb0', u'\\xb0', 'showers', 'today', 'high', 'low', 'via']\n",
+        "['delta', 'ii', 'rocket', 'soil', 'moisture', 'active', 'passive', 'smap', 'mission', 'onboard', 'via', 'space', 'content', 'delta', 'ii', 'rocket', 'soil', 'moisture', 'active', 'passi']\n",
+        "[u'\\xb0', u'\\xb0', 'partly', 'cloudy', 'today', 'high', 'low', 'via']\n",
+        "['hubble', 'view', 'polar', 'ring', 'arp', 'via', 'space', 'content', 'goddard', 'hubbles', 'view', 'polar', 'ring', 'arp']\n",
+        "[u'\\xb0', u'\\xb0', 'partly', 'cloudy', 'today', 'high', 'low', 'via']\n",
+        "[u'\\u300e', u'\\u7a0b\\u5e8f', u'\\u733f', u'\\u6700\\u5e94', u'\\u7f51\\u7ad9', u'\\u5934\\u6761', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', u'\\u300f']\n",
+        "[u'\\u6295\\u7968', u'\\u4f60\\u5e38', u'\\u5750', u'\\u51fa\\u79df\\u8f66', u'\\u4e13\\u8f66', u'\\u633a\\u8d5e', u'\\u5148', u'\\u8f6c\\u7ed9', u'\\u5e2e', u'\\u6295\\u4e00\\u7968', u'\\u5317\\u4eac\\u8ba4\\u5b9a\\u4e13\\u8f66\\u975e\\u6cd5']\n",
+        "[u'\\u4e0a\\u5b89', u'\\u63d2\\u4ef6', u'\\u8bf4', u'\\u63d0\\u9ad8\\u6548\\u7387', u'\\u7ec3\\u7ec3', u'\\u7b80\\u660e', u'\\u7ec3\\u7ea7', u'\\u653b\\u7565', u'\\u9177\\u58f3', 'eclipse', 'vi', 'vim', 'coolshell', 'cn']\n",
+        "[u'\\u5b66\\u4e60', u'\\u7cfb\\u5217', u'\\u5feb\\u901f', u'\\u5165\\u95e8', u'\\u7a0b\\u5e8f\\u5458', u'\\u535a\\u5ba2\\u56ed', 'gradle', 'gradle', 'davenkin']\n",
+        "[u'\\u4e0a\\u4f20', u'\\u5f20', u'\\u7167\\u7247', u'\\u4e13\\u8f91', u'\\u5b66\\u4e60']\n",
+        "[u'\\u5b66\\u4e60', u'\\u610f\\u5473\\u7740', u'\\u72af\\u9519\\u8bef', u'\\u610f\\u8bc6', u'\\u9519\\u8bef', u'\\u4e0b\\u6b21', u'\\u505a', u'\\u66f4\\u597d', u'\\u51b3\\u5b9a', u'\\u5f00\\u53d1\\u8005', u'\\u9762\\u8bd5', u'\\u6210\\u8d25', u'\\u95ee\\u9898', u'\\u535a\\u5ba2', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', u'\\u6587\\u7ae0', u'\\u4ecb\\u7ecd', u'\\u5224\\u65ad', u'\\u5f00\\u53d1\\u8005', u'\\u80fd\\u529b', u'\\u6c34\\u5e73', u'\\u4e09\\u4e2a', u'\\u95ee\\u9898', u'\\u8bf7', u'\\u63cf\\u8ff0', u'\\u4e00\\u4e0b', u'\\u611f\\u5230', u'\\u6700', u'\\u81ea\\u8c6a', u'\\u9879\\u76ee', u'\\u9879\\u76ee', u'\\u90e8\\u5206', u'\\u505a', u'\\u7279\\u522b']\n",
+        "[u'\\u7a0d\\u5fae', u'\\u660e\\u767d', u'\\u70b9', u'\\u6570\\u636e', u'\\u641e', u'\\u4e09\\u52ab', u'\\u6563\\u4ed9', u'\\u6280\\u672f', u'\\u7f51\\u7ad9', 'iteye']\n",
+        "[u'\\u300e', u'\\u5341\\u56db', u'\\u4ee3\\u7406', u'\\u68c0\\u6d4b', u'\\u4e8b\\u4ef6\\u5904\\u7406', u'\\u8de8', u'\\u6d4f\\u89c8\\u5668', u'\\u6de1\\u5fd8', u'\\u6d45\\u601d', u'\\u300f', u'\\u68c0\\u6d4b', 'dom']\n",
+        "[u'\\u6d45\\u8c08', u'\\u8bed\\u53e5', u'\\u4f18\\u5316', u'\\u7ecf\\u9a8c', u'\\u6280\\u672f', u'\\u7f51\\u7ad9', 'sql', 'iteye']\n",
+        "[u'\\u521a\\u521a', u'\\u6ce8\\u518c', u'\\u8354\\u679d', 'fm']\n",
+        "[u'\\u5e8f\\u5217\\u5316', u'\\u4ee3\\u7406', u'\\u6a21\\u5f0f', u'\\u4e00\\u79cd', u'\\u4f7f', u'\\u5e8f\\u5217\\u5316', u'\\u8fbe\\u5230', u'\\u6781\\u9ad8', u'\\u5b89\\u5168\\u6027', u'\\u65b9\\u5f0f', u'\\u5e8f\\u5217\\u5316', u'\\u793a\\u4f8b', u'\\u6559\\u7a0b', u'\\u5e8f\\u5217\\u5316', u'\\u4e2d', u'\\u5f15\\u5165', u'\\u5185\\u6838', u'\\u91cd\\u8981', u'\\u7279\\u6027', u'\\u5e8f\\u5217\\u5316', u'\\u5141\\u8bb8', u'\\u4e00\\u4e2a', u'\\u5bf9\\u8c61', u'\\u8f6c\\u6362', u'\\u4e3a\\u6d41', u'\\u7f51\\u7edc', u'\\u53d1\\u9001', u'\\u5b58\\u5165', u'\\u6587\\u4ef6', u'\\u6570\\u636e\\u5e93', u'\\u672a\\u6765', u'\\u4f7f\\u7528', u'\\u5206\\u4eab', 'java', 'ava', 'jdk', 'java', 'java', 'api', u'ImportNew\\uff09']\n",
+        "[u'\\u8bc4\\u8bba', u'\\u5f88\\u9177', u'\\u539f\\u5219', u'\\u7a0b\\u5e8f', u'\\u672c\\u8d28', u'\\u590d\\u6742\\u6027', u'\\u903b\\u8f91', u'\\u975e\\u672c\\u8d28', u'\\u590d\\u6742\\u6027', u'\\u63a7\\u5236', u'\\u5927\\u591a\\u6570', u'\\u7a0b\\u5e8f', u'\\u4f18\\u96c5', u'\\u90e8\\u5206', u'\\u539f\\u56e0', u'\\u903b\\u8f91', u'\\u63a7\\u5236', u'\\u5206\\u79bb', u'\\u5143', u'\\u9a71\\u52a8', u'\\u7f16\\u7a0b', u'\\u7a0b\\u5e8f', u'\\u5143\\u8bed\\u8a00', u'\\u5143\\u8bed\\u8a00', u'\\u62bd\\u8c61', u'\\u903b\\u8f91', u'\\u63a7\\u5236', u'\\u5f7b\\u5e95', u'\\u89e3', u'\\u8026', u'\\u535a\\u5ba2\\u56ed', 'dry', 'program', 'logic', 'control', 'dsl', 'todd', 'wei']\n",
+        "[u'\\u4e0a\\u4f20', u'\\u5f20', u'\\u7167\\u7247', u'\\u4e13\\u8f91', u'\\u5b66\\u4e60']\n",
+        "[u'\\u4e0a\\u4f20', u'\\u5f20', u'\\u7167\\u7247', u'\\u4e13\\u8f91', u'\\u5b66\\u4e60']\n",
+        "[u'\\u540c\\u6b65', u'\\u5f02\\u6b65', u'\\u963b\\u585e', u'\\u975e', u'\\u963b\\u585e', u'\\u4ea1\\u7f8a\\u8865\\u7262', u'\\u7bc7', u'\\u667a\\u969c', u'\\u5927\\u5e08', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'io', 'csdn', 'net']\n",
+        "[u'\\u7cfb\\u5217', u'\\u670d\\u52a1\\u7aef', u'\\u521b\\u5efa', 'netty', 'netty']\n",
+        "[u'\\u6536\\u85cf', u'\\u4ee5\\u540e', u'\\u4e5f\\u8bb8', u'\\u7528\\u5230', u'\\u5f00\\u53d1\\u8005', u'\\u91cd\\u5927', u'\\u53d1\\u5e03', u'\\u540e', u'\\u9700\\u8981', u'\\u4f7f\\u7528', u'\\u5de5\\u5177', u'\\u91cd\\u5927', u'\\u53d1\\u5e03', u'\\u4eba', u'\\u5f00\\u5fc3', u'\\u65e5\\u5b50', u'\\u53d1\\u5e03', u'\\u540e', u'\\u67e5\\u770b', u'\\u65e5\\u5fd7', u'\\u76d1\\u63a7', u'\\u6027\\u80fd', u'\\u5728\\u7ebf', u'\\u8c03\\u8bd5', u'\\u8ffd\\u8e2a', u'\\u95ee\\u9898', u'\\u6210\\u4e3a', u'\\u5de5\\u4f5c', u'\\u672c\\u6587', u'\\u4ecb\\u7ecd', u'\\u5f00\\u53d1\\u8005', u'\\u53d1\\u5e03', u'\\u540e', u'\\u9700\\u8981', u'\\u7528\\u5230', u'\\u5de5\\u5177', u'\\u5206\\u4eab', 'java', 'major', 'release', 'java', u'ImportNew\\uff09']\n",
+        "[u'\\u505a', u'\\u9519', u'\\u539f\\u6765', u'\\u91cc', u'\\u6574\\u4e2a', u'\\u6d41\\u7a0b', u'\\u8fd4\\u56de', u'\\u8d70', u'\\u5f02\\u5e38', u'\\u5904\\u7406', u'\\u8fde\\u91cc', u'\\u65b0', u'\\u5f02\\u5e38', u'\\u5ffd\\u7565', u'\\u6389', u'\\u5e94\\u8be5', u'\\u6df1\\u5165', u'\\u7406\\u89e3', u'\\u5f02\\u5e38', u'\\u5904\\u7406', u'\\u673a\\u5236', u'\\u518d', u'\\u719f\\u6089', u'\\u8bed\\u53e5', u'\\u611f\\u89c9', u'\\u7b80\\u5355', u'\\u903b\\u8f91', u'\\u4f3c\\u4e4e', u'\\u5206\\u4eab', 'finally', 'return', 'catch', 'throw', 'java', 'try', 'catch', 'finally', u'ImportNew\\uff09']\n",
+        "[u'\\u81ea\\u52a8', u'\\u6784\\u5efa', u'\\u7cfb\\u7edf', u'\\u5f00\\u53d1', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'jenkins', 'tyrion', 'lannister', 'special', 'column', 'csdn', 'net']\n",
+        "[u'\\u5347\\u7ea7', u'\\u5907\\u4efd', u'\\u7ed3\\u6784\\u56fe', u'\\u4f7f\\u7528', u'\\u865a\\u62df\\u4e3b\\u673a', u'\\u63a8\\u8350', u'\\u6bcf\\u4e2a', u'\\u7ad9\\u70b9', u'\\u4f7f\\u7528', u'\\u4e00\\u4e2a', u'\\u5b9e\\u4f8b', u'\\u6ce8\\u9500', u'\\u5b89\\u5168', u'\\u914d\\u7f6e', u'\\u6027\\u80fd', u'\\u4f18\\u5316', u'\\u6280\\u672f', u'\\u535a\\u5ba2', 'server', 'xml', 'catalina', 'sh', 'web', 'xml', 'tomcat', 'users', 'xml', 'server', 'xml', 'tomcat', 'connector', 'port', 'protocol', 'ajp', 'tomcat', 'linux', 'cto']\n",
+        "[u'\\u597d', u'\\u76f4\\u89c2', u'\\u6b63\\u5f53', u'\\u4f7f\\u7528', u'\\u5bfc\\u81f4', u'\\u95ee\\u9898', u'\\u8ffd\\u7a76', u'\\u6700\\u8fd1', u'\\u8bef\\u7528', u'\\u5f15\\u8d77', u'\\u6b7b\\u5faa\\u73af', u'\\u53d1\\u751f', u'\\u4e00\\u4e9b', u'\\u6848\\u4f8b', u'\\u5de6', u'\\u8033\\u6735', u'\\u6d69\\u5b50', u'\\u5199', u'\\u4e00\\u7bc7', u'\\u75ab\\u82d7', u'\\u6b7b\\u5faa\\u73af', u'\\u4e00\\u4e0b', u'\\u5206\\u6790', u'\\u5982\\u51fa\\u4e00\\u8f99', u'\\u672c\\u6587', u'\\u8be6\\u7ec6\\u5206\\u6790', u'\\u6b63\\u5f53', u'\\u4f7f\\u7528', u'\\u5bfc\\u81f4', u'\\u95ee\\u9898', u'\\u8ffd\\u7a76', u'\\u5206\\u4eab', 'hashmap', 'cpu', 'hashmap', 'blog', 'java', 'hashmap', 'hashmap', 'cpu', u'ImportNew\\uff09']\n",
+        "['hello']\n",
+        "[u'\\u4e00\\u76f4', u'\\u4ee5\\u4e3a', u'\\u8fd9\\u773c', u'\\u778e', u'\\u8822\\u6b7b', 'bitbucket', 'gitbucket']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'skeeter', 'davis', 'end', 'world', 'fm', u'\\u79c1\\u4eba\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "[u'\\u7b2c\\u4e00\\u4e2a', u'\\u5c31\\u8981', u'\\u6dd8\\u6c70', u'\\u6960', u'\\u7acb\\u767d', u'\\u6b4c\\u624b', u'\\u6d17\\u8863', u'\\u6db2']\n",
+        "[u'\\u5206\\u4eab', u'\\u5f6d\\u5766', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'song', 'fm', u'\\u79c1\\u4eba\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "[u'\\u4ee5\\u524d', u'\\u6d17\\u8863\\u673a', u'\\u8863\\u670d', u'\\u4e00\\u4ef6', u'\\u4e00\\u4ef6', u'\\u653e\\u597d', u'\\u6405', u'\\u73b0\\u5728', u'\\u77e5\\u9053', u'\\u585e\\u585e', u'\\u585e', u'\\u60f3\\u60f3', u'\\u771f\\u662f', u'\\u597d\\u5fc3', u'\\u585e']\n",
+        "[u'\\u597d', u'\\u60f3', u'\\u5403']\n",
+        "[u'\\u4fc3\\u819d', u'\\u628a\\u9152', u'\\u503e', u'\\u901a\\u5bb5', u'\\u4e0d\\u591f']\n",
+        "[u'\\u4e0a\\u5929', u'\\u518d', u'\\u4e0a\\u5929', u'\\u56de\\u5bb6', u'\\u4f11\\u606f', u'\\u52a0\\u6cb9']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'feist', 'one', 'two', 'three', 'four', 'fm', u'\\u79c1\\u4eba\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "[u'\\u8d85\\u8d5e', u'\\u4e00\\u76f4', u'\\u68a6\\u5bd0\\u4ee5\\u6c42', u'\\u4ea4\\u4e92\\u65b9\\u5f0f', u'\\u5fae\\u8f6f', u'\\u7ec8\\u4e8e', u'\\u7ec8\\u4e8e', u'\\u4e89', u'\\u53e3\\u6c14', 'hololens']\n",
+        "[u'\\u7761\\u524d', u'\\u4e00\\u66f2', u'\\u665a\\u5b89', u'\\u4f60\\u597d', u'\\u65b0\\u4e16\\u754c', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'joan', 'baez', 'woman', 'cry', 'fm', u'\\u79c1\\u4eba\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "[u'\\u4eca\\u5929', u'\\u6539\\u4e86', u'\\u4e00\\u6bb5', u'\\u5199', u'\\u7092', u'\\u9e21\\u70c2', u'\\u4ee3\\u7801', u'\\u6539\\u5b8c', u'\\u53d1\\u73b0', u'\\u516b\\u6708\\u4efd', u'\\u5199', u'\\u771f\\u60f3', u'\\u56de\\u53bb', u'\\u6247', u'\\u4e24', u'\\u5df4\\u638c', u'\\u8822']\n",
+        "[u'\\u660e\\u5929', u'\\u4f11\\u606f', u'\\u5403', u'\\u8089', u'\\u5f00\\u68ee']\n",
+        "[u'\\u77e5\\u9053', u'\\u5e7c\\u7a1a', u'\\u9ebb\\u6728', u'\\u5bb3\\u6015', u'\\u79bb\\u522b', u'\\u8bb0\\u5f97', u'\\u8bb0\\u4e0d\\u5f97', u'\\u53d6\\u51b3\\u4e8e', u'\\u975e\\u8981', u'\\u54ed\\u6ce3', u'\\u62b1', u'\\u4e00\\u62b1', u'\\u4f60\\u597d']\n",
+        "[u'\\u5168\\u6912', u'\\u771f', u'\\u5c0f', u'\\u968f\\u4fbf', u'\\u626f\\u626f', u'\\u603b\\u6709', u'\\u5171\\u540c', u'\\u8ba4\\u8bc6', u'\\u4eba', u'\\u5171\\u540c', u'\\u7ecf\\u5386', u'\\u4e8b']\n",
+        "[u'\\u4eca\\u5e74', u'\\u56de\\u53bb', u'\\u6211\\u8981', u'\\u6240\\u6709', u'\\u9700\\u8981', u'\\u670b\\u53cb', u'\\u5403', u'\\u4e00\\u904d', u'\\u73b0\\u5728', u'\\u5c31\\u8981', u'\\u6392', u'\\u8ba1\\u5212']\n",
+        "[u'\\u62c9\\u9762', u'\\u9984\\u9968', u'\\u521d\\u4ee3\\u6709', u'\\u4eba\\u8d29\\u5b50']\n",
+        "[u'\\u8bf4', u'\\u6700', u'\\u4f18\\u79c0', u'\\u8bf4', u'\\u6700', u'\\u4f1f\\u5927', u'\\u8001\\u5b50', u'\\u8f6c\\u8fc7\\u8eab', u'\\u54c8\\u54c8\\u54c8']\n",
+        "[u'\\u5206\\u4eab', u'\\u674e\\u5fd7', u'\\u5355\\u66f2', u'\\u5b9a\\u897f', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50']\n",
+        "[u'\\u770b\\u770b', u'\\u62cd', u'\\u96e8', u'\\u611f\\u6000', u'\\u5c81\\u6708', u'\\u5982\\u6b4c', u'\\u65f6\\u5149', u'\\u70b9\\u6b64', u'\\u64ad\\u653e', u'\\u5f55\\u5236', 'mv', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u6211\\u8981', u'\\u8f93\\u51fa', u'\\u6280\\u672f', u'\\u79ef\\u7d2f', u'\\u603b\\u7ed3', u'\\u5de5\\u4f5c', u'\\u63d0\\u5347', u'\\u6280\\u672f', u'\\u89c6\\u91ce']\n",
+        "[u'\\u5c3c\\u739b', u'\\u89e3\\u5957', u'\\u8282\\u594f']\n",
+        "[u'\\u533b\\u9662', u'\\u6392\\u961f', u'\\u524d\\u9762', u'\\u4e00\\u7537\\u4e00\\u5973', u'\\u5435\\u8d77\\u6765', u'\\u5973', u'\\u63d2\\u961f', u'\\u5435\\u8d77\\u6765', u'\\u672b\\u4e86', u'\\u5973', u'\\u5dee\\u70b9', u'\\u6cfc\\u8fa3', u'\\u79bb\\u5f00', u'\\u961f\\u4f0d', u'\\u65f6', u'\\u524d\\u8fb9', u'\\u7537', u'\\u63d2\\u961f', u'\\u5973\\u8bf4', u'\\u63d2\\u961f', u'\\u519c\\u6751', u'\\u4eba', u'\\u524d\\u9762', u'\\u7537', u'\\u542c\\u5230', u'\\u6025', u'\\u519c\\u6751', u'\\u4eba', u'\\xa5#']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u5927\\u7237', u'\\u771f\\u662f', u'\\u8dea', u'\\u592a', u'\\u4e0d\\u9760', u'\\u8c31', 'project']\n",
+        "[u'\\u54f2\\u5b66', u'\\u5ffd\\u60a0', u'\\u79d1\\u5b66', u'\\u53d1\\u5c55']\n",
+        "[]\n",
+        "['test']\n",
+        "[u'\\u6c5f\\u5934', u'\\u95f4', u'\\u8c6a\\u5ba2\\u6765', u'\\u771f\\u662f', u'\\u5947\\u8469', u'\\u660e\\u660e', u'\\u70b9', u'\\u9999\\u80a0', u'\\u9762', u'\\u6d77\\u9c9c', u'\\u996d', u'\\u5355\\u5b50', u'\\u5199', u'\\u5374\\u662f', u'\\u6d77\\u9c9c', u'\\u9762\\u548c\\u9e21', u'\\u6392\\u9762', u'\\u670d\\u52a1\\u5458', u'\\u8111\\u8865', u'\\u6700', u'\\u5947\\u602a\\u7684\\u662f', u'\\u660e\\u660e', u'\\u751c\\u54c1', u'\\u670d\\u52a1\\u5458', u'\\u5212\\u6389']\n",
+        "[u'\\u6fc0\\u5149', u'\\u6e05\\u6d01', u'\\u6280\\u672f', u'\\u5c55\\u793a', u'\\u8fc7\\u7a0b', u'\\u6109\\u5feb', u'\\u4ef7\\u683c', u'\\u53d8\\u6001', u'\\u5f3a\\u8feb\\u75c7', u'\\u770b\\u5230', u'\\u56fe', u'\\u5b9e\\u5728', u'\\u592a\\u723d\\u4e86']\n",
+        "[u'\\u4e2d', u'\\u63a5\\u53e3', u'\\u4f5c\\u7528', u'\\u7ed9\\u51fa', u'\\u6559\\u79d1\\u4e66', u'\\u822c\\u7684', u'\\u7b54\\u6848', u'\\u6839\\u672c', u'\\u89e3\\u51b3\\u4e0d\\u4e86', u'\\u63a5\\u53e3', u'\\u7ee7\\u627f', u'\\u75db\\u70b9', u'\\u4e00\\u4e2a', u'\\u7ee7\\u627f', u'\\u6811', u'\\u4e0b\\u9762', u'\\u6d3e', u'\\u751f\\u51fa', u'\\u4e00\\u4e2a', u'\\u65b0', u'\\u5b50\\u7c7b', u'\\u6240\\u6709', u'\\u63a5\\u53e3', u'\\u91cd\\u65b0', u'\\u5b9e\\u73b0', u'\\u4e00\\u904d', u'\\u63a5\\u53e3', u'\\u91cd\\u8f7d', u'\\u770b\\u770b', u'\\u77e5\\u4e4e \\u56de\\u7b54\\u4e86\\u95ee\\u9898: Java']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5fae\\u535a\\u4e4b\\u591c', u'\\u76db\\u5178', u'\\u6765\\u88ad', u'\\u4e00\\u53e5', u'\\u8bdd\\u52a9', u'\\u5076\\u50cf', u'\\u767b\\u4e0a', u'\\u5fae\\u535a', u'\\u5b9d\\u5ea7', 'king', 'queen']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u7f29\\u5199', u'\\u8bfb\\u6210', u'\\u6295\\u7ed9', u'\\u597d', u'\\u9009\\u9879', u'\\u8868\\u6001', 'html', u'JS\\u5c0f\\u7ec4']\n",
+        "['pzx', 'test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test']\n",
+        "['pzx', 'test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test', u'pzx_test']\n",
+        "[u'\\u6d4b\\u8bd5', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', 'kkkkkkkk', u'z_kkkkkkkk', u'z_kkkkkkkk']\n",
+        "['test']\n",
+        "[u'\\u7528\\u4e91\\u5899', u'\\u901a', 'gmail']\n",
+        "[u'\\u7528\\u4e91\\u5899', u'\\u901a', 'gmail']\n",
+        "[u'\\u5168\\u7403', u'\\u5b95', u'\\u673a\\u5173', u'\\u5565\\u4e8b', u'\\u5929\\u671d', u'\\u5c4f\\u853d', u'\\u5173', u'\\u5565\\u4e8b', u'\\u60f3', u'\\u95ee\\u95ee', u'\\u73b0\\u5728', u'\\u8089\\u8eab', u'\\u51fa\\u5899', u'\\u9700\\u8981', u'\\u94b1', 'facebook']\n",
+        "[u'\\u5514', u'\\u9519', u'\\u7535\\u89c6\\u5267', u'\\u6765\\u751f', u'\\u505a', u'\\u9999\\u6e2f', u'\\u4eba\\u4f86\\u751f', u'\\u505a', u'\\u9999\\u6e2f', u'\\u4eba', u'\\u6765\\u81ea', u'\\u8c46\\u74e3']\n",
+        "[u'\\u7b2c\\u4e00\\u4ef6', u'\\u4e8b\\u60c5', u'\\u4f53\\u9a8c', u'\\u5b89\\u5353', 'via', 'twitter']\n",
+        "[u'\\u4e0a\\u63a8', u'\\u65b0\\u5e74\\u597d', 'via', 'twitter']\n",
+        "[u'\\u521a\\u521a', u'\\u60f3\\u53d1', u'\\u8bf4', u'\\u4eba', u'\\u53ef\\u6015', u'\\u770b\\u89c1', u'\\u4e0a\\u6d77', u'\\u51fa\\u4e8b', 'brt', 'via', 'twitter']\n",
+        "[u'\\u592a\\u723d\\u4e86', u'\\u5565\\u65f6\\u5019', u'\\u6709\\u4e2a', u'\\u6d41\\u91cf', u'\\u597d', 'via', 'twitter']\n",
+        "[u'\\u7b2c\\u4e00\\u6b21', u'\\u505a', u'\\u52a8\\u8f66', u'\\u5546\\u52a1', u'\\u5ea7', u'\\u4e58\\u52a1\\u5458', u'\\u59b9\\u5b50', u'\\u9ad8\\u7ea7', 'via', 'twitter']\n",
+        "[u'\\u7528\\u56de', u'\\u5168\\u8eab', u'\\u8212\\u7545', 'iphone', 'via', 'twitter']\n",
+        "[u'\\u5f85\\u673a', u'\\u5929', u'\\u53ea', u'\\u6389', u'\\u7535', u'\\u5f3a\\u529b', u'\\u4ee5\\u4e3a', u'\\u6389', u'\\u5de6\\u53f3', 'rmbp', 'via', 'twitter']\n",
+        "[u'\\u8d25\\u5bb6', u'\\u5ab3\\u5987', u'\\u4e00\\u5e74', u'\\u4ee5\\u5185', u'\\u6b21', u'\\u8bef\\u673a', u'\\u670d', 'via', 'twitter']\n",
+        "[u'\\u8d25\\u5bb6', u'\\u5ab3\\u5987', u'\\u4e00\\u5e74', u'\\u4ee5\\u5185', u'\\u6b21', u'\\u8bef\\u673a', u'\\u670d', 'via', 'twitter']\n",
+        "[u'\\u6700\\u8fd1', u'\\u6bcf\\u5929', u'\\u51e0\\u4e2a', u'\\u771f\\u4eba', u'\\u4e00\\u79cd', u'\\u6d3b\\u8dc3', u'\\u4e0a\\u5347', u'\\u611f\\u89c9', u'\\u9519\\u89c9', 'weibo', 'fo', 'weibo']\n",
+        "[u'\\u7f18\\u4efd', u'\\u5374', u'\\u89c1\\u8fc7\\u9762', u'\\u5e08\\u5144', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u5355\\u67aa\\u5339\\u9a6c', u'\\u5199', u'\\u4e00\\u4e2a', u'\\u8bed\\u8a00', u'\\u652f\\u6301', u'\\u56e2\\u961f', u'\\u591a\\u4eba', u'\\u534f\\u4f5c', u'\\u8bd5\\u7528', u'\\u5730\\u5740', u'\\u725b', u'\\u903c', u'\\u5374', u'\\u4eba', u'\\u77e5\\u9053', u'\\u73b0\\u5728', u'\\u60f3', u'\\u627e', u'\\u4e00\\u4e9b', u'\\u8d44\\u91d1', u'\\u652f\\u6301', u'\\u7ee7\\u7eed', u'\\u5f00\\u53d1', u'\\u5927\\u795e', u'\\u8bd5\\u7528', u'\\u770b\\u770b', u'\\u597d\\u7528', u'\\u987a\\u624b', u'\\u6269\\u6563', u'\\u4e00\\u4e0b', 'web', 'go', 'ide', u'DL88250']\n",
+        "[u'\\u7f18\\u4efd', u'\\u5374', u'\\u89c1\\u8fc7\\u9762', u'\\u5e08\\u5144', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u5355\\u67aa\\u5339\\u9a6c', u'\\u5199', u'\\u4e00\\u4e2a', u'\\u8bed\\u8a00', u'\\u652f\\u6301', u'\\u56e2\\u961f', u'\\u591a\\u4eba', u'\\u534f\\u4f5c', u'\\u8bd5\\u7528', u'\\u5730\\u5740', u'\\u725b', u'\\u903c', u'\\u5374', u'\\u4eba', u'\\u77e5\\u9053', u'\\u73b0\\u5728', u'\\u60f3', u'\\u627e', u'\\u4e00\\u4e9b', u'\\u8d44\\u91d1', u'\\u652f\\u6301', u'\\u7ee7\\u7eed', u'\\u5f00\\u53d1', u'\\u5927\\u795e', u'\\u8bd5\\u7528', u'\\u770b\\u770b', u'\\u597d\\u7528', u'\\u987a\\u624b', u'\\u6269\\u6563', u'\\u4e00\\u4e0b', 'web', 'go', 'ide', u'DL88250']\n",
+        "[u'\\u60f3\\u8981', u'\\u4e70', u'\\u4e00\\u4e2a', u'\\u5185\\u8d2d', u'\\u627e', u'\\u4e0d\\u5230', u'\\u5165\\u53e3', u'\\u96be\\u5f97\\u4e00\\u89c1', 'app']\n",
+        "[u'\\u597d\\u840c']\n",
+        "[u'\\u4e00\\u5929', u'\\u4e09\\u4e2a', u'\\u7f50\\u5934', u'\\u4e00\\u5929', u'\\u5403', u'\\u8d35', 'ceo']\n",
+        "[u'\\u8bf7', u'\\u91d1\\u724c', u'\\u5ba2\\u670d']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u5468\\u4e94', u'\\u60f3', u'\\u5403', u'\\u70b9', u'\\u597d', u'\\u77e5\\u9053', u'\\u5403', u'\\u5b64\\u72ec', u'\\u4e24\\u5b57\\u523b', u'\\u8111\\u95e8']\n",
+        "[u'\\u4eca\\u5929', u'\\u4e2d\\u56fd\\u961f', u'\\u8d62', u'\\u6c99\\u7279', u'\\u4e00\\u4e0b', u'\\u96c6\\u9526', u'\\u773c\\u542b', u'\\u70ed\\u6cea', u'\\u5e74', u'\\u770b\\u8fc7', u'\\u56fd\\u8db3', u'\\u4e0b\\u573a\\u6bd4\\u8d5b', u'\\u5565\\u65f6\\u5019']\n",
+        "[u'\\u8d2d\\u4e70', u'\\u6b32\\u671b']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u4e9a\\u9a6c\\u900a', u'\\u8d27\\u5230\\u4ed8\\u6b3e', u'\\u60f3', u'\\u4e70', u'\\u672c\\u4e66', u'\\u53d8', u'\\u51d1\\u5355']\n",
+        "[u'\\u521a\\u521a', u'\\u53d1\\u73b0', u'\\u7535\\u8111', u'\\u7070\\u8272', u'\\u80cc\\u666f', u'\\u767d\\u8272', u'\\u4e00\\u5c0f', u'\\u6761', u'\\u4eae\\u70b9', u'\\u662f\\u4ece', u'\\u624b\\u673a', u'\\u53d1\\u73b0', u'\\u540c\\u6837', u'\\u60c5\\u51b5', u'\\u7535\\u8111', u'\\u53d1\\u73b0', u'\\u6574\\u4e2a', u'\\u4eba', u'\\u4e0d\\u597d', u'\\u5c5e\\u4e8e', u'\\u51d1\\u8fd1', u'\\u4ed4\\u7ec6', u'\\u53d1\\u73b0', u'\\u90a3\\u79cd', u'\\u54c1\\u63a7', u'\\u54c1\\u63a7', 'apple']\n",
+        "[u'\\u8279', u'\\u7ee7\\u7eed', u'\\u4fdd\\u6301', u'\\u51fa\\u9519', u'\\u77e5\\u9053', u'\\u4f18\\u826f\\u4f20\\u7edf', 'cloudkit']\n",
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+        "[u'\\u91d1\\u677e\\u5956', u'\\u79fb\\u52a8', u'\\u652f\\u4ed8', u'\\u8bc4\\u9009\\u6d3b\\u52a8', u'\\u9875\\u9762', u'\\u770b\\u770b', u'\\u773c\\u524d\\u4e00\\u4eae', u'\\u79fb\\u52a8', u'\\u652f\\u4ed8', u'\\u4ea7\\u54c1']\n",
+        "[u'\\u6b66\\u5e1d', u'\\u4ee5\\u540e', u'\\u4e2d\\u56fd', u'\\u518d\\u4e5f', u'\\u4e00\\u4e2a', u'\\u80fd\\u591f', u'\\u8d85\\u8d8a', u'\\u8bf8\\u5b50', u'\\u601d\\u60f3\\u5bb6', u'\\u518d\\u4e5f', u'\\u80fd\\u591f', u'\\u5f71\\u54cd', u'\\u4e16\\u754c', u'\\u6587\\u5316', u'\\u601d\\u60f3', u'\\u72ec\\u5c0a', u'\\u5112\\u672f', u'\\u8bc4\\u4ef7', u'\\u5112\\u672f', u'\\u5bf9\\u9519', u'\\u662f\\u975e', u'\\u89c2\\u70b9', u'\\u5112\\u5bb6\\u601d\\u60f3', u'\\u767e\\u5206\\u4e4b\\u767e', u'\\u6b63\\u786e', u'\\u72ec\\u5c0a', u'\\u601d\\u60f3', u'\\u601d\\u60f3', u'\\u601d\\u8981', u'\\u60f3', u'\\u72ec\\u5c0a', u'\\u4e00\\u79cd', u'\\u601d\\u60f3', u'\\u4e0d\\u51c6', u'\\u601d\\u60f3', u'\\u4e0d\\u51c6', u'\\u601d\\u60f3', u'\\u601d\\u60f3', u'\\u6613\\u4e2d\\u5929']\n",
+        "[u'\\u4e8f\\u635f', u'\\u6536\\u5165']\n",
+        "[u'\\u6536\\u85cf', u'\\u4e2d\\u56fd', u'\\u5357\\u6d77', u'\\u90e8\\u7f72', u'\\u6c34\\u4e0b', u'\\u6218\\u6597', u'\\u673a\\u5668\\u4eba', u'\\u81ea\\u52a8', u'\\u653b\\u51fb', u'\\u8d8a\\u5357', u'\\u86d9\\u4eba', u'\\u5206\\u4eab', u'\\u4eca\\u65e5', u'\\u5934\\u6761']\n",
+        "[u'\\u6536\\u85cf', u'\\u82b1\\u751f', u'\\u4e00\\u8d77', u'\\u5403', u'\\u4e24\\u79cd', u'\\u76f8\\u514b', u'\\u98df\\u7269', u'\\u5206\\u4eab', u'\\u4eca\\u65e5', u'\\u5934\\u6761']\n",
+        "[u'\\u6536\\u85cf', u'\\u7f8e\\u5a92', u'\\u7f8e', u'\\u4ecb\\u5165', u'\\u4e2d\\u65e5', u'\\u51b2\\u7a81', u'\\u4f7f', u'\\u707e\\u96be', u'\\u5347\\u7ea7', u'\\u591a\\u56fd', u'\\u8fce', u'\\u6838\\u6218', u'\\u5206\\u4eab', u'\\u4eca\\u65e5', u'\\u5934\\u6761']\n",
+        "[u'\\u6536\\u85cf', u'\\u9655\\u897f', u'\\u5973\\u751f', u'\\u66dd', u'\\u767e\\u4e07\\u5143', u'\\u903c', u'\\u5b66\\u59b9', u'\\u5b98\\u5458', u'\\u5356\\u5904', u'\\u5206\\u4eab', u'\\u4eca\\u65e5', u'\\u5934\\u6761']\n",
+        "[u'\\u6536\\u85cf', u'\\u8eab\\u4f53', u'\\u4e94\\u4e2a', u'\\u90e8\\u4f4d', u'\\u51fa\\u6c57', u'\\u5371\\u9669', u'\\u5206\\u4eab', u'\\u4eca\\u65e5', u'\\u5934\\u6761']\n",
+        "[u'\\u6536\\u85cf', u'\\u8ba8\\u85aa', u'\\u519c\\u5987', u'\\u4e27\\u547d', u'\\u6848', u'\\u516c\\u5b89\\u5c40', u'\\u526f\\u5c40\\u957f', u'\\u5584\\u540e', u'\\u5f55\\u97f3', u'\\u66dd\\u5149', u'\\u5206\\u4eab', u'\\u4eca\\u65e5', u'\\u5934\\u6761']\n",
+        "[u'\\u6536\\u85cf', u'\\u8fbd\\u5b81', u'\\u8001\\u592a', u'\\u6361', u'\\u5f03\\u5a74', u'\\u62a5\\u8b66', u'\\u4e00\\u67e5', u'\\u4eb2', u'\\u5b59\\u5b50', u'\\u5206\\u4eab', u'\\u4eca\\u65e5', u'\\u5934\\u6761']\n",
+        "[u'\\u665a\\u4e0a', u'\\u7761\\u4e0d\\u7740']\n",
+        "[u'\\u5e74', u'\\u7b2c\\u4e00\\u4e2a', u'\\u6545\\u969c', u'\\u4ee5\\u5f80', u'\\u6765\\u5f97', u'\\u65e9\\u4e9b', 'ora', 'inserted', 'partition', 'key', 'map', 'partition']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5feb\\u7684\\u6253\\u8f66 \\u7ea2\\u5305\\u4f60\\u61c2\\u7684']\n",
+        "[u'\\u5468\\u516d', u'\\u5468\\u65e5', u'\\u52a0\\u73ed', u'\\u4f30\\u8ba1', u'\\u6625\\u8282', u'\\u5929', u'\\u5c0f\\u65f6', u'\\u5168\\u90e8', u'\\u5ba2\\u6237', u'\\u4e0a\\u73ed']\n",
+        "[u'\\u601d\\u8003', u'\\u6280\\u672f', u'\\u4ea7\\u54c1', u'\\u4e00\\u5b9a', u'\\u4fdd\\u6301', u'\\u7b80\\u5355']\n",
+        "[u'\\u4e00\\u5e74', u'\\u8fdb\\u51fb', u'\\u5206\\u4eab', u'36\\u6c2a\\uff09']\n",
+        "[u'\\u521a\\u6362', u'\\u7a97\\u53f0', u'\\u6a21\\u677f', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u98ce\\u8f7b\\u4e91\\u6de1', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u6c38\\u8fdc\\u90fd\\u662f', u'\\u4e00\\u526f', u'\\u6ee1\\u8154\\u70ed\\u8840', u'\\u6837\\u5b50', u'\\u5026\\u6020', u'\\u6709\\u4eba', u'\\u95ee\\u8fc7', u'\\u95ee', u'\\u559c\\u6b22', u'\\u53ea\\u80fd', u'\\u8bf4', u'\\u9047\\u4e0a', u'\\u552f\\u4e00', u'\\u60f3', u'\\u505a', u'\\u63c9', u'\\u8fdb', u'\\u751f\\u547d', u'\\u91cc']\n",
+        "['oppa', 'good', 'evening', 'good', 'dream', 'love']\n",
+        "[]\n",
+        "[u'\\u542c\\u4f3c', u'\\u7b80\\u5355', u'\\u6b4c\\u5531', u'\\u5bb9\\u6613', u'\\u5f55\\u5236', u'\\u8bd5\\u542c', u'\\u5730\\u5740', u'\\u5531\\u5427']\n",
+        "[u'\\u542c\\u542c', u'\\u5531', u'\\u7b2c\\u4e00\\u6b21', u'\\u51fb\\u8d25', u'\\u5168\\u56fd', u'\\u4eba', u'\\u5f55\\u5236', u'\\u8bd5\\u542c', u'\\u5730\\u5740', u'\\u5531\\u5427']\n",
+        "[u'\\u542c\\u542c', u'\\u5531', u'\\u51fb\\u8d25', u'\\u5168\\u56fd', u'\\u4eba', u'\\u5f55\\u5236', u'\\u8bd5\\u542c', u'\\u5730\\u5740', 'julia', u'\\u5531\\u5427']\n",
+        "[u'\\u5956\\u54c1', u'\\u8fd9\\u79cd', u'\\u4e8b', u'\\u4e00\\u5b9a', u'\\u8bf4\\u4e00\\u8bf4', u'\\u4ee5\\u540e', u'\\u4e00\\u8d77', u'\\u6109\\u5feb', u'\\u73a9\\u800d', u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5956\\u54c1', u'\\u592a\\u7ed9\\u529b', u'\\u5feb\\u53bb', u'\\u8bd5\\u8bd5', u'\\u4eba\\u54c1', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u56de\\u5bb6', u'\\u55bd']\n",
+        "[u'\\uc624', u'\\ube60', u'\\ub108', u'\\ucd5c', u'\\uadfc', u'\\ub290', u'\\ub08c', u'\\uc5ec', u'\\uc704', u'\\ub2e4', u'\\uc84c', u'\\ub354', u'\\ub77c', u'\\uace0', u'\\uc694', u'\\uc5f0', u'\\uae30', u'\\uac00', u'\\ub9e4', u'\\uc6b0', u'\\ubc14', u'\\uc058', u'\\uc9c0', u'\\uae30', u'\\uc5b5', u'\\ud558', u'\\uc5ec', u'\\ub9db', u'\\uc788', u'\\ub294', u'\\uac70', u'\\uba39', u'\\uc790', u'\\uc2e0', u'\\uc758', u'\\uc88b', u'\\uc740', u'\\ubc30', u'\\ub824', u'\\ub2f9', u'\\uc2e0', u'\\uc744', u'\\uc0ac', u'\\ub791', u'\\ud55c', u'\\ub2e4']\n",
+        "[u'MongoDB\\u4e2d\\u56fd']\n",
+        "[u'\\u542c\\u8bf4', u'\\u53d1\\u5fae', u'\\u535a\\u80fd', u'\\u62bd\\u5956', u'\\u53d1\\u5956', u'\\u53d1\\u5956', u'\\u987a\\u5e8f', u'\\u53d1\\u5fae\\u535a', u'\\u987a\\u5e8f', u'\\u62a2', u'MongoDB\\u4e2d\\u56fd']\n",
+        "[u'\\u8fc5\\u96f7', u'\\u771f\\u7684', u'\\u5e9f']\n",
+        "[u'\\u6210\\u529f', u'\\u66f4\\u65b0', u'\\u81f3\\u5c11', u'\\u5c1d\\u8bd5', u'\\u79cd', u'\\u529e\\u6cd5', 'chrome']\n",
+        "[u'\\u5206\\u4eab', u'\\u5c0f\\u521a\\u83cc \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\u5522\\u5450', u'\\u54d1', u'\\u610f\\u601d', u'\\u55bd', u'\\u597d\\u770b', u'\\u540d\\u5b57', u'\\u76f4\\u767d', u'\\u5185\\u6db5', u'\\u4e00\\u76f4', u'\\u63a8', u'\\u5e72', u'\\u76ee\\u7684', u'\\u8fbe\\u5230', u'\\u771f', u'\\u7247\\u5934']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u5206\\u4eab', u'\\u8c37\\u5927\\u767d\\u8bdd \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u6162\\u5f97', u'\\u8981\\u6b7b', u'\\u89c6\\u9891', u'\\u6253\\u4e0d\\u5f00', u'\\u4e0b\\u8f7d', u'\\u89c6\\u9891', u'\\u6c42', u'\\u5206\\u4eab', 'music', 'information', 'retrieval', 'using', 'locality', 'sensitive', 'hashing', 'steve', 'tjoa']\n",
+        "[u'\\u4e13\\u7528', u'\\u97f3\\u4e50', u'\\u8bc6\\u522b', u'\\u5229\\u5668', u'\\u77e5\\u9053', u'\\u4e00\\u6bb5', u'\\u97f3\\u4e50', u'\\u4f55\\u4eba', u'\\u4f5c\\u54c1', u'\\u62c9\\u51fa', u'\\u542c', u'\\u542c', u'\\u544a\\u8bc9', u'\\u76f8\\u5173', u'\\u4fe1\\u606f', u'\\u597d', u'\\u5f3a\\u5927', u'\\u8bd5\\u8bd5', 'shazam', 'iphone', 'ipad', 'shazam', 'iphone']\n",
+        "['convolutional', 'nets', 'cifar', 'interview', 'yann', 'lecun']\n",
+        "[u'\\u4eba\\u751f', u'\\u6700', u'\\u75db\\u82e6', u'\\u4e8b', u'\\u83ab\\u8fc7\\u4e8e', u'\\u5f53\\u5730', u'\\u7cbe', u'\\u5546\\u4eba', u'\\u51fa\\u73b0', u'\\u65f6', u'\\u515c\\u91cc', u'\\u786e\\u6ca1\\u94b1']\n",
+        "[u'\\u4eba\\u751f', u'\\u6700', u'\\u75db\\u82e6', u'\\u4e8b', u'\\u83ab\\u8fc7\\u4e8e', u'\\u5f53\\u5730', u'\\u7cbe', u'\\u5546\\u4eba', u'\\u51fa\\u73b0', u'\\u65f6', u'\\u515c\\u91cc', u'\\u5374', u'\\u94b1']\n",
+        "[u'\\u5efa\\u7acb', u'\\u4e3b\\u9898', u'\\u64ad\\u5ba2', u'\\u8fd9\\u662f', u'\\u7b2c\\u4e00\\u96c6', u'\\u591a\\u5206\\u949f', u'\\u8def\\u4e0a', u'\\u542c\\u542c', 'machine', 'learning', 'podcast']\n",
+        "[u'\\u5c0f\\u7c73', u'\\u624b\\u673a', u'\\u5916\\u5f62', u'\\u6f02\\u4eae', u'\\u6027\\u80fd', u'\\u529b', u'\\u91c7\\u7528', u'\\u9ad8\\u901a', u'\\u6700\\u5feb', u'\\u9a81\\u9f99', u'\\u56db\\u6838', u'\\u5904\\u7406\\u5668', u'\\u642d\\u914d', u'\\u5185\\u5b58', u'\\u542f\\u52a8', u'\\u901f\\u5ea6', u'\\u8d85\\u5feb', u'\\u4e2d\\u5348', u'\\u70b9', u'\\u5f00\\u653e', u'\\u8d2d\\u4e70', u'\\u4ec5\\u552e\\u5143', u'\\u5e0c\\u671b', u'\\u4e70', u'\\u53f0', u'\\u5206\\u4eab', u'\\u514d\\u8d39', u'\\u9884\\u7ea6', u'\\u5730\\u5740', 'ghz', 'gb', 'app', u'\\u6211\\u7231\\u5c0f\\u7c73\\u624b\\u673a', u'\\u5c0f\\u7c73\\u624b\\u673a']\n",
+        "[u'\\u60f3', u'\\u76d1\\u72f1', u'\\u98ce\\u4e91', u'\\u7b2c\\u4e09\\u5b63']\n",
+        "[u'\\u770b\\u8fc7', u'\\u76d1\\u72f1', u'\\u98ce\\u4e91', u'\\u7b2c\\u4e09\\u5b63', u'\\u89c9\\u5f97', u'\\u8d85\\u8d5e']\n",
+        "[u'\\u4ece\\u4eba', u'\\u773c\\u4e2d', u'\\u6316\\u6398', u'\\u68c0\\u6d4b', u'\\u4eba\\u8138']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u6559\\u7236', u'\\u63a8\\u8350', 'godfather', 'pdf', u'\\u5fae\\u76d8', u'\\u96c4\\u4f1f\\u5fd7\\u6797 \\u5206\\u4eab\\u7684\"The']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u6559\\u7236', u'\\u63a8\\u8350', 'godfather', 'pdf', u'\\u5fae\\u76d8', u'\\u96c4\\u4f1f\\u5fd7\\u6797 \\u5206\\u4eab\\u7684\"The']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u6559\\u7236', u'\\u63a8\\u8350', 'godfather', 'pdf', u'\\u5fae\\u76d8', u'\\u96c4\\u4f1f\\u5fd7\\u6797 \\u5206\\u4eab\\u7684\"The']\n",
+        "[u'\\u7f57\\u52a9\\u529f', u'\\u7f57', u'\\u5c04\\u95e8', u'\\u5206\\u949f', u'\\u7687\\u9a6c', u'\\u6682\\u65f6', u'\\u9886\\u5148']\n",
+        "[u'\\u63a8\\u8350', u'\\u8bb2\\u8ff0', u'\\u63ed\\u53d1', u'\\u7eeb\\u955c\\u95e8', u'\\u5168\\u8fc7\\u7a0b', u'\\u4e66', u'\\u81ea\\u66b4\\u65f6', u'\\u89c6\\u9891', 'edward', 'snowden', 'place', 'hide', 'glenn', 'greenwald', 'snowden']\n",
+        "[u'\\u82ac\\u5170', u'\\u4e4c\\u8328', u'\\u7ea6\\u57fa', u'\\u65e5\\u51fa', u'\\u65f6\\u95f4', u'\\u65e5\\u843d', u'\\u65f6\\u95f4', u'\\u767d\\u5929', u'\\u603b\\u65f6\\u957f', u'\\u5206\\u949f', u'\\u8fd9\\u8f88\\u5b50', u'\\u4e00\\u5b9a', u'\\u82ac\\u5170', u'\\u4e00\\u4e0b', u'\\u5317\\u6781\\u5149']\n",
+        "[u'\\u7c7b\\u4f3c', 'brief', 'overview', 'deep', 'learning', 'ilya', 'sutskever']\n",
+        "[u'\\u77e5\\u9053', u'\\u6c99\\u7279\\u963f\\u62c9\\u4f2f', u'\\u65e0\\u795e\\u8bba\\u8005', u'\\u7b49\\u540c\\u4e8e', u'\\u6050\\u6016\\u4efd\\u5b50']\n",
+        "[u'\\u6211\\u5c0f\\u54c8', u'\\u4e24\\u6b21', u'\\u52a9\\u653b']\n",
+        "[u'\\u521a\\u770b', u'\\u5c4a', u'\\u91d1\\u7403\\u5956', u'\\u53d1\\u73b0', u'\\u597d\\u7247', u'\\u592a\\u591a', u'\\u8bb2', u'\\u6709\\u540d', u'\\u6e38\\u884c', u'\\u8bb2', u'\\u56fe\\u7075', u'\\u8bb2', u'\\u970d\\u91d1\\u7684', 'selma', 'martin', 'luther', 'king', 'imitation', 'game', 'theory', 'everything', 'none', 'miss', 'year']\n",
+        "[u'\\u8bb2', u'\\u5e26\\u9886', u'\\u672a\\u6765', u'\\u641c\\u7d22\\u5f15\\u64ce', u'\\u53ef\\u9884\\u89c1\\u6027', u'\\u5f3a\\u5927', u'\\u4e07\\u7f8e\\u91d1', u'\\u4eba', u'\\u7814\\u7a76', u'\\u5371\\u9669\\u6027', 'geoffrey', 'hinton', 'jeff', 'dean', 'deepmind', 'google', 'brain', 'hinton', 'deep', 'learning', 'research', 'project', 'google']\n",
+        "[u'\\u5047\\u626c', u'\\u6e05', u'\\u91cc\\u9762', u'\\u5f15\\u7528', u'\\u4e00\\u6bb5', u'\\u7b11', u'\\u6b7b', 'convolution', 'caffe', 'memo']\n",
+        "[u'\\u8d3e\\u626c', u'\\u6e05', u'\\u91cc\\u9762', u'\\u5f15\\u7528', u'\\u4e00\\u6bb5', u'\\u7b11', u'\\u6b7b', 'convolution', 'caffe', 'memo']\n",
+        "['john', 'chambers', 'trevor', 'hastie']\n",
+        "[u'\\u5988\\u5440', u'\\u5c0f\\u7403', u'\\u8e22', u'\\u633a', u'\\u5e26\\u52b2']\n",
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+        "[u'\\u661f\\u53f7', u'\\u610f\\u601d', u'\\u524d\\u6709', u'\\u8bc4\\u8bba', u'\\u539f\\u4f50\\u4e3a', u'\\u53d8\\u5206', u'\\u63a8\\u65ad', u'\\u4eca\\u5929', u'\\u62d2\\u7edd', u'\\u8d1f', u'\\u80fd\\u91cf', 'ln', 'lda']\n",
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+        "[u'\\u6f2b\\u6b65', u'\\u97e9\\u56fd', u'\\ud83c', u'\\uddf0', u'\\ud83c', u'\\uddf7', u'\\u8304\\u5b50', u'\\u5f20\\u56fe', u'\\u9605\\u8bfb', u'\\u5168\\u6587']\n",
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+        "[u'\\u6df1\\u5733\\u6e7e', 'runningman']\n",
+        "[]\n",
+        "[u'\\u300e', u'\\u5e74\\u7ec8\\u603b\\u7ed3', u'\\u72ec\\u7acb', u'\\u535a\\u5ba2', u'\\u300f', 'tq']\n",
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+        "[u'\\u68ee\\u6797', u'\\u91cc', u'\\u8fdc\\u5904', u'\\u5b64\\u5c9b', u'\\u5f20\\u56fe', u'\\u9605\\u8bfb', u'\\u5168\\u6587', u'Visanshan']\n",
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+        "[u'\\u6700', u'\\u559c\\u6b22', u'\\u9752\\u6625', u'\\u5206\\u4eab']\n",
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+        "[]\n",
+        "[]\n",
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+        "[u'\\u591a\\u4e2a', u'\\u6587\\u4ef6', u'\\u2013', u'\\u8fd0\\u7ef4', u'\\u67b6\\u6784', 'tail']\n",
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+        "[u'\\u538c\\u5026', u'\\u4e00\\u4ef6', u'\\u4e8b\\u60c5', u'\\u80fd\\u529b', u'\\u7f3a\\u5931', u'\\u5df2\\u7ecf', u'\\u6d1e\\u6089', u'\\u8fd9\\u4ef6', u'\\u4e8b', u'\\u6240\\u6709', u'\\u79d8\\u5bc6', u'\\u8f6c\\u8eab', u'\\u79bb\\u53bb', u'\\u5f00\\u8f9f', u'\\u65b0', u'\\u5f81\\u7a0b', u'\\u5f00\\u53d1', u'\\u6a21\\u5f0f', u'\\u5e26\\u7ed9', u'\\u601d\\u8003', 'linux']\n",
+        "[u'\\u5206\\u4eab', u'Easy \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u66f2', u'\\u771f\\u7684', u'\\u597d\\u542c', u'\\u5594', u'\\u4ecb\\u7ecd', u'\\u6765\\u81ea', u'sunflower - \\u6307\\u5f39\\u5409\\u4ed6\\u539f\\u521b', u'\\u9177\\u72d7\\u97f3\\u4e50\\u5b89\\u5353\\u7248']\n",
+        "[u'\\u521b\\u65b0', u'\\u5de5\\u573a', u'\\u6295\\u8d44', u'\\u7f51\\u7ad9', u'\\u633a', u'\\u6709\\u610f\\u601d', u'\\u505a', u'\\u4eba\\u624d', u'\\u62cd\\u5356', u'\\u5c0f\\u65f6', u'\\u5185\\u5e2e', u'\\u5e94\\u8058', u'\\u5bb6', u'\\u516c\\u53f8', u'JobDeer']\n",
+        "[]\n",
+        "[u'\\u7b97\\u6cd5', u'\\u5168\\u96c6', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'ok', 'gexiaobaohelloworld', 'csdn', 'net']\n",
+        "[u'\\u6587\\u4ef6', u'\\u6bd4\\u8f83', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'linux', 'vimdiff', 'diff', 'patch', 'cmp', 'gexiaobaohelloworld', 'csdn', 'net']\n",
+        "[u'\\u5b89\\u88c5', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'mac', 'os', 'yosemite', 'docker', 'delphiwcdj', 'csdn', 'net']\n",
+        "[u'\\u7cfb\\u7edf\\u76d1\\u63a7', u'\\u547d\\u4ee4', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'linux', 'gexiaobaohelloworld', 'csdn', 'net']\n",
+        "[u'\\u7cfb\\u7edf\\u76d1\\u63a7', u'\\u547d\\u4ee4', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'linux', 'gexiaobaohelloworld', 'csdn', 'net']\n",
+        "[u'\\u6b63\\u5219\\u8868\\u8fbe\\u5f0f', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'linux', 'gexiaobaohelloworld', 'csdn', 'net']\n",
+        "[u'\\u884c', u'\\u626b\\u63cf', u'\\u6587\\u672c', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'linux', 'sed', 'gexiaobaohelloworld', 'csdn', 'net']\n",
+        "[u'\\u547d\\u4ee4', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'linux', 'gexiaobaohelloworld', 'csdn', 'net']\n",
+        "[u'\\u67e5\\u627e', u'\\u6587\\u4ef6', u'\\u6587\\u4ef6', u'\\u5185\\u5bb9', u'\\u547d\\u4ee4', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'linux', 'loacate', 'whereis', 'type', 'gexiaobaohelloworld', 'csdn', 'net']\n",
+        "[u'\\u811a\\u672c', u'\\u8303\\u4f8b', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'linux', 'shell', 'shell', 'gexiaobaohelloworld', 'csdn', 'net']\n",
+        "[u'\\u5e38\\u7528\\u8f6f\\u4ef6', u'\\u6574\\u7406', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'linux', 'gexiaobaohelloworld', 'csdn', 'net']\n",
+        "[u'\\u670d\\u52a1\\u5668', u'\\u67b6\\u6784', u'\\u51e0\\u4e2a', u'\\u63a2\\u8ba8', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'gexiaobaohelloworld', 'csdn', 'net']\n",
+        "[u'\\u6570\\u636e\\u5e93', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'gexiaobaohelloworld', 'csdn', 'net']\n",
+        "[u'\\u5b57\\u7b26\\u4e32', u'\\u64cd\\u4f5c', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'python', 'gexiaobaohelloworld', 'csdn', 'net']\n",
+        "[u'\\u4e8c\\u5206', u'\\u67e5\\u627e', u'\\u95ee\\u9898', u'\\u5168\\u96c6', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'ok', 'gexiaobaohelloworld', 'csdn', 'net']\n",
+        "[u'\\u6620\\u5c04', u'\\u539f\\u7406', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'ip', 'gexiaobaohelloworld', 'csdn', 'net']\n",
+        "[u'\\u6280\\u672f', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'mapreduce', 'gexiaobaohelloworld', 'csdn', 'net']\n",
+        "[u'\\u8ba1\\u7b97\\u673a', u'\\u4e66\\u7c4d', u'\\u6574\\u7406', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'gexiaobaohelloworld', 'csdn', 'net']\n",
+        "[u'\\u539f\\u7406', u'\\u5e94', u'\\u6574\\u7406', u'\\u4e00\\u8d77', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'mapreduce', 'gexiaobaohelloworld', 'csdn', 'net']\n",
+        "[u'\\u521b\\u65b0', u'\\u5de5\\u573a', u'\\u6295\\u8d44', u'\\u7f51\\u7ad9', u'\\u633a', u'\\u6709\\u610f\\u601d', u'\\u505a', u'\\u4eba\\u624d', u'\\u62cd\\u5356', u'\\u5c0f\\u65f6', u'\\u5185\\u5e2e', u'\\u5e94\\u8058', u'\\u5bb6', u'\\u516c\\u53f8', u'JobDeer']\n",
+        "[u'\\u770b\\u4e50', u'\\u767d\\u8bdd', u'\\u7ecf\\u5178', u'\\u7b97\\u6cd5', u'\\u7cfb\\u5217', u'\\u4e4b\\u516d', u'\\u5feb\\u901f', u'\\u6392\\u5e8f', u'\\u5feb\\u901f', u'\\u641e\\u5b9a', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'morewindows', 'blog', 'csdn', 'net']\n",
+        "[u'\\u547d\\u4ee4\\u884c', u'\\u4e0b', u'\\u5149\\u6807', u'\\u79fb\\u52a8', u'\\u64cd\\u4f5c', u'\\u5feb\\u6377\\u952e', u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u4f20\\u9001\\u95e8', 'shell', 'segmentfault']\n",
+        "[]\n",
+        "[u'\\u521b\\u65b0', u'\\u5de5\\u573a', u'\\u6295\\u8d44', u'\\u7f51\\u7ad9', u'\\u633a', u'\\u6709\\u610f\\u601d', u'\\u505a', u'\\u4eba\\u624d', u'\\u62cd\\u5356', u'\\u5c0f\\u65f6', u'\\u5185\\u5e2e', u'\\u5e94\\u8058', u'\\u5bb6', u'\\u516c\\u53f8', u'JobDeer']\n",
+        "[u'\\u542c', u'\\u4e00\\u904d', u'\\u4e0a\\u763e', u'\\u5206\\u4eab', u'\\u6b4c\\u66f2', u'\\u771f\\u7684', u'\\u597d\\u542c', u'\\u5594', u'\\u4ecb\\u7ecd', u'\\u6765\\u81ea', u'sunflower - \\u6307\\u5f39\\u5409\\u4ed6\\u539f\\u521b', u'\\u9177\\u72d7\\u97f3\\u4e50\\u5b89\\u5353\\u7248']\n",
+        "[u'\\u5b9e\\u6218', u'\\u4f4e\\u6210\\u672c', u'\\u670d\\u52a1\\u5668', u'\\u642d\\u5efa', u'\\u5343\\u4e07\\u7ea7', u'\\u6570\\u636e', u'\\u91c7\\u96c6', u'\\u7cfb\\u7edf', u'\\u5e94\\u7528', u'\\u6848\\u4f8b', u'\\u5927\\u6570\\u636e\\u8d44\\u8baf \\uff08\\u5206\\u4eab\\u81ea', u'\\u5927\\u6570\\u636e\\u8d44\\u8baf\\uff09']\n",
+        "[]\n",
+        "[u'\\u5e74', u'\\u7b2c\\u4e00\\u4e2a', u'\\u5de5\\u4f5c\\u65e5', u'\\u52a0\\u6cb9', u'\\u52aa\\u529b', u'\\u68a6\\u60f3', u'\\u5b9e\\u73b0']\n",
+        "[u'\\u963f\\u91cc\\u5df4\\u5df4', u'\\u6b63\\u4f20', u'\\u963f\\u91cc', u'\\u672a\\u6765', u'\\u6218\\u7565', u'\\u8fdb\\u5165', u'\\u5168\\u65b0', u'\\u5883\\u754c', u'\\u5e74', u'\\u5e03\\u5c40', u'\\u6162\\u6162', u'\\u5f62\\u6210', u'\\u7f51\\u7edc', u'\\u6548\\u5e94', u'\\u6218\\u7565', u'\\u5a01\\u529b', u'\\u4eac\\u4e1c', u'\\u5c06\\u6765', u'\\u6210\\u4e3a', u'\\u60b2\\u5267', u'\\u60b2\\u5267', u'\\u7b2c\\u4e00\\u5929', u'\\u63d0\\u9192', u'\\u5f3a', u'\\u65b9\\u5411\\u6027', u'\\u95ee\\u9898']\n",
+        "[u'\\u5468\\u9e3f\\u794e', u'\\u963f\\u7518', u'\\u5954\\u8dd1', u'\\u963f\\u7518', u'\\u5954\\u8dd1', u'\\u963f\\u7518', u'\\u806a\\u660e', u'\\u5014\\u5f3a', u'\\u6267\\u7740', u'\\u575a\\u97e7', u'\\u5176\\u4ed6\\u4eba', u'\\u60f3', u'\\u575a\\u6301', u'\\u5954\\u8dd1', u'\\u4e0b\\u53bb', u'\\u6c38\\u4e0d', u'\\u653e\\u5f03', u'\\u5f97\\u5230', u'\\u597d', u'\\u4e00\\u79cd', u'\\u575a\\u5fcd\\u4e0d\\u62d4', u'\\u72b6\\u6001', u'\\u4e00\\u79cd', u'\\u5fd8\\u6211', u'\\u6295\\u5165', u'\\u4fe1\\u4ef0', u'\\u76f8\\u4fe1', u'\\u4e16\\u754c', u'\\u603b\\u4f1a', u'\\u5b58\\u5728', u'\\u53d8\\u5f97', u'\\u521b\\u4e1a', u'\\u5fc3\\u6001']\n",
+        "[u'\\u65b0\\u4e00\\u4ee3', u'\\u8bad\\u7ec3\\u8425', u'\\u53ec\\u96c6\\u4ee4', u'\\u6210\\u529f', u'\\u4f01\\u4e1a', u'\\u65f6\\u4ee3', u'\\u4f01\\u4e1a', u'\\u6240\\u8c13', u'\\u6210\\u529f', u'\\u53ea\\u4e0d\\u8fc7', u'\\u8e0f\\u51c6', u'\\u65f6\\u4ee3', u'\\u8282\\u62cd', u'\\u4f01\\u4e1a', u'\\u6210\\u529f', u'\\u8f6c\\u578b', u'\\u7cbe\\u5fc3', u'\\u6253\\u9020', u'\\u4e00\\u6b3e', u'\\u65b0\\u4e00\\u4ee3', u'\\u8bad\\u7ec3\\u8425', u'\\u95ee\\u9898', u'\\u8bf4', u'\\u89e3\\u7b54', u'\\u6211\\u6765']\n",
+        "[u'\\u5e74\\u4e91', u'\\u8ba1\\u7b97', u'\\u9886\\u57df', u'\\u4e09\\u5927', u'\\u5e0c\\u671b', u'\\u4f01\\u4e1a', u'\\u7ec8\\u4e8e', u'\\u641e\\u597d', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u5b89\\u5168', u'\\u4e91', u'\\u67b6\\u6784', u'\\u53d8\\u5f97', u'\\u7b80\\u5355', u'\\u5bb9\\u6613', u'\\u7406\\u89e3', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u603b\\u662f', u'\\u5177\\u6709', u'\\u6210\\u672c', u'\\u6548\\u76ca']\n",
+        "[u'\\u5173\\u6ce8', u'\\u5e74', u'\\u9a71\\u52a8', u'\\u4f01\\u4e1a', u'\\u53d1\\u5c55', u'\\u6570\\u636e', u'\\u9a71\\u52a8', u'\\u4f01\\u4e1a', u'\\u5171\\u8bc6', u'\\u9a71\\u52a8', u'\\u4f01\\u4e1a', u'\\u613f\\u666f', u'\\u9a71\\u52a8', u'\\u4f01\\u4e1a', 'cio']\n",
+        "[u'\\u5f90\\u5c0f\\u5e73', u'\\u521b\\u4e1a', u'\\u5408\\u4f19\\u4eba', u'\\u5546\\u4e1a\\u6a21\\u5f0f', u'\\u91cd\\u8981', u'\\u5177\\u5907', u'\\u5b66\\u4e60', u'\\u529b', u'\\u5de5\\u4f5c', u'\\u529b', u'\\u5f71\\u54cd\\u529b', u'\\u771f\\u5b9e', u'\\u670b\\u53cb', u'\\u597d']\n",
+        "[u'\\u5c55\\u671b', u'\\u63d0\\u9ad8', u'\\u4e91', u'\\u6548\\u7387', u'\\u9014\\u5f84', u'\\u5229\\u7528', u'\\u8d1f\\u8f7d\\u5e73\\u8861', u'\\u4f18\\u5316', u'\\u5b58\\u50a8', u'\\u73af\\u5883', u'\\u878d\\u5408', u'\\u57fa\\u7840\\u8bbe\\u65bd', u'\\u8f6f\\u4ef6', u'\\u5b9a\\u4e49', u'\\u6280\\u672f', u'\\u7ec8\\u7aef', u'\\u73b0\\u4ee3\\u5316', 'wanop', 'sdx']\n",
+        "[u'\\u8fc1\\u79fb', u'\\u516c\\u6709', u'\\u4e91', u'\\u8ba1\\u5212', u'\\u5e94\\u8be5', u'\\u5305\\u62ec', u'\\u4e00\\u4e9b', u'\\u95ee\\u9898', u'\\u5458\\u5de5', u'\\u53d8\\u5316', u'\\u95ee\\u9898', u'\\u90e8\\u5206', u'\\u6570\\u636e', u'\\u4e91\\u7aef', u'\\u65f6', u'\\u786e\\u4fdd', u'\\u6ee1\\u8db3', u'\\u5408\\u89c4\\u6027', u'\\u9700\\u6c42', u'\\u9009\\u62e9', u'\\u4e91', u'\\u670d\\u52a1\\u63d0\\u4f9b\\u5546', u'\\u8c08\\u5230', u'\\u4e91', u'\\u89c4\\u5212', u'\\u9677\\u9631', u'\\u597d\\u5904', u'\\u6587\\u6863', u'\\u627e\\u5230', u'\\u672c\\u5730', u'\\u6570\\u636e\\u4e2d\\u5fc3', u'\\u8bb8\\u591a', u'\\u5e94\\u7528', u'\\u9002\\u5408', u'\\u4e8e\\u4e91', 'web']\n",
+        "[u'\\u5317\\u4eac', u'\\u71c3\\u6c14', u'\\u738b\\u5e7f\\u6e05', u'\\u4f01\\u4e1a', u'\\u7834\\u89e3', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5b9a\\u65f6\\u70b8\\u5f39', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u4f53\\u7cfb', u'\\u5efa\\u8bbe', u'\\u5efa\\u8bae', u'\\u4ee5\\u4e0b', u'\\u4e94\\u4e2a', u'\\u6b65\\u9aa4', u'\\u8fdb\\u884c', u'\\u73b0\\u72b6', u'\\u8c03\\u7814', u'\\u98ce\\u9669', u'\\u8bc4\\u4f30', u'\\u67b6\\u6784\\u8bbe\\u8ba1', u'\\u84dd\\u56fe', u'\\u89c4\\u5212', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u4f53\\u7cfb', u'\\u5efa\\u8bbe', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u57f9\\u8bad', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u4f53\\u7cfb', u'\\u4f18\\u5316']\n",
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+        "[u'\\u6211\\u8bfb', u'\\u4e66', u'\\u5927\\u90e8\\u5206', u'\\u5fd8\\u8bb0', u'\\u9605\\u8bfb', u'\\u610f\\u4e49', u'\\u7591\\u95ee', u'\\u770b\\u8fc7', u'\\u6700', u'\\u5de7\\u5999', u'\\u4e00\\u4e2a', u'\\u56de\\u7b54', u'\\u5b69\\u5b50', u'\\u65f6', u'\\u5403', u'\\u98df\\u7269', u'\\u5927\\u90e8\\u5206', u'\\u5df2\\u7ecf', u'\\u4e00\\u53bb\\u4e0d\\u590d\\u8fd4', u'\\u5fd8\\u6389', u'\\u80af\\u5b9a', u'\\u4e2d', u'\\u4e00\\u90e8\\u5206', u'\\u5df2\\u7ecf', u'\\u957f\\u6210', u'\\u9aa8\\u5934', u'\\u8089', u'\\u2022', u'\\u2022', u'\\u2022', u'\\u9605\\u8bfb', u'\\u601d\\u60f3', u'\\u6539\\u53d8']\n",
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+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u771f\\u7684', u'\\u611f\\u52a8', u'\\u5c0fS\\u9ec4\\u5b50\\u4f7c\\u76f8\\u62e5\\u6cef\\u6069\\u4ec7']\n",
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+        "[u'\\u4e16\\u4e0a', u'\\u5e78\\u798f', u'\\u4eba', u'\\u4e0d\\u80af', u'\\u5feb\\u4e50', u'\\u5fc3']\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u6700\\u7ec8', u'\\u53d7\\u5bb3\\u8005', u'\\u53ea', u'\\u5e0c\\u671b', u'\\u5feb\\u9012', u'\\u5b89\\u5168', u'\\u9001\\u5230', u'\\u6536\\u4ef6\\u4eba', u'\\u624b\\u91cc', u'\\u597d', u'\\u6295\\u8bc9\\u5706\\u901a\\u5feb\\u9012']\n",
+        "[u'\\u4e00\\u5f00', u'\\u5fae\\u535a', u'\\u770b\\u5230', u'\\u5434\\u5947\\u9686', u'\\u5218\\u8bd7', u'\\u8bd7', u'\\u7ed3\\u5a5a']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'zip', u'\\u5fae\\u76d8', u'bubble\\u4e39 \\u5206\\u4eab\\u7684\"UI kit']\n",
+        "[u'\\u300e', u'\\u63d2', u'\\u753b\\u5e08', u'\\u300f']\n",
+        "[u'\\u5c0f\\u7c73', u'\\u4e91', u'\\u670d\\u52a1', u'\\u591a\\u4e2a', u'\\u5de5\\u5177', u'\\u6253\\u5305', u'\\u6765\\u88ad']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5c0f\\u7c73', u'\\u4e91', u'\\u670d\\u52a1', u'\\u591a\\u4e2a', u'\\u5de5\\u5177', u'\\u6253\\u5305', u'\\u6765\\u88ad']\n",
+        "['parable', 'two', 'programmers']\n",
+        "[u'\\u5317\\u4eac', u'\\u8ba1\\u5212', u'\\u53f7', u'\\u5468\\u4e94', u'\\u4e3e\\u529e', u'\\u4e00\\u573a', u'\\u9080\\u8bf7', u'\\u524d', u'\\u6838\\u5fc3', u'\\u5f00\\u53d1\\u8005', u'\\u6280\\u672f', u'\\u611f\\u5174\\u8da3', u'\\u540c\\u5b66', u'\\u8bf7', u'\\u8f6c\\u53d1', u'\\u6b64\\u5fae\\u535a', u'\\u65b9\\u4fbf', u'\\u7edf\\u8ba1', u'\\u53c2\\u4e0e', u'\\u4eba\\u6570', 'gdg', 'meteor', 'js', 'live', 'coding', 'googler', 'meteor', 'js', u'\\u5c24\\u5c0f\\u53f3 (']\n",
+        "[u'\\u53cb\\u60c5', u'\\u5e2e\\u8f6c', u'\\u65b0\\u5e74', u'\\u804c\\u4f4d', u'\\u5927\\u653e\\u9001', u'\\u5317\\u4eac', u'\\u4e0a\\u6d77', u'\\u5de5\\u7a0b\\u5e08', u'\\u4ea7\\u54c1', u'\\u7ecf\\u7406', 'google']\n",
+        "[u'\\u6d3b\\u52a8', u'\\u6838\\u5fc3', u'\\u5f00\\u53d1\\u8005', u'\\u8bb2', u'\\u51e0\\u4e2a', u'\\u5185\\u90e8', u'\\u516b\\u5366', u'\\u540e', u'\\u4ecb\\u7ecd', u'\\u7279\\u6027', 'meteor', 'live', 'coding', 'meteor', 'meteor', 'meteor', u'\\u5c24\\u5c0f\\u53f3']\n",
+        "[u'\\u5317\\u4eac', u'\\u8c37\\u6b4c', u'\\u5f00\\u53d1\\u8005', u'\\u793e\\u533a', u'\\u4e13\\u573a', u'\\u5929\\u4f7f', u'\\u6c47\\u4e09\\u697c', u'\\u6b22\\u8fce', u'\\u9644\\u8fd1', u'\\u5c0f\\u4f19\\u4f34', u'\\u9762\\u57fa', 'meteor', 'js', 'ing']\n",
+        "[u'\\u4eca\\u5929', u'\\u665a\\u4e0a', u'\\u4efb\\u52a1', u'\\u5b8c\\u6210', u'\\u4e00\\u4e2a', u'\\u73b0\\u573a', u'\\u6572', u'\\u4ee3\\u7801', u'\\u534f\\u52a9', u'\\u8bb2\\u89e3', u'\\u5177\\u4f53', u'\\u5b9e\\u73b0', 'live', 'coding', 'todo', 'list', u'kalasoo', u'\\u5c24\\u5c0f\\u53f3']\n",
+        "[u'\\u53c2\\u52a0', u'\\u9057\\u61be', 'meteor', 'js', 'codelab']\n",
+        "[u'\\u5f00\\u53d1\\u8005', u'\\u5927\\u4f1a', u'\\u73b0\\u573a', u'\\u8054\\u5408', u'\\u521b\\u59cb\\u4eba', u'\\u5e03\\u9053', u'\\u6807\\u51c6', u'\\u73b0\\u573a', 'css', 'css', 'bert', 'bos']\n",
+        "[u'\\u89c6\\u9891', u'\\u4e2d\\u5fc3', u'\\u6b63\\u5f0f', u'\\u53d1\\u5e03', u'\\u767e\\u4e2a', u'\\u5b98\\u65b9', u'\\u6700\\u65b0', u'\\u89c6\\u9891', u'\\u5df2\\u7ecf', u'\\u540c\\u6b65', u'\\u4f18\\u9177', 'chinagdg', 'google', 'developers']\n",
+        "[u'\\u6d3b\\u52a8', u'\\u901a\\u77e5', u'\\u7a0b\\u5e8f', u'\\u5a9b', u'\\u6559', u'\\u5b66', u'\\u7f16\\u7a0b', u'\\u672c\\u6b21', u'\\u6d3b\\u52a8', u'\\u5317\\u4eac', u'\\u53d1\\u8d77', u'\\u9080\\u8bf7', u'\\u4ece\\u4e8b', u'\\u6280\\u672f', u'\\u5de5\\u4f5c', u'\\u5973\\u6027', u'\\u5f00\\u53d1\\u8005', u'\\u73b0\\u573a', u'\\u5206\\u4eab', u'\\u6280\\u672f', u'\\u6280\\u672f', u'\\u524d\\u7aef', u'\\u6280\\u672f', u'\\u73b0\\u573a', u'\\u5973\\u751f', u'\\u5c06\\u4f1a', u'\\u514d\\u8d39', u'\\u83b7\\u5f97', u'\\u5317\\u4eac', u'\\u7cbe\\u5fc3', u'\\u51c6\\u5907', u'\\u793c\\u54c1', u'\\u4e00\\u4efd', u'\\u6b22\\u8fce', u'\\u7537\\u751f', u'\\u62a5\\u540d', u'\\u53c2\\u52a0', u'\\u7a0b\\u5e8f', u'\\u5a9b', u'\\u4e00\\u8d77', u'\\u611f\\u53d7', u'\\u7f16\\u7a0b', u'\\u9b45\\u529b', u'\\u62a5\\u540d', u'\\u5730\\u5740', 'wtm', 'gdg', 'web', 'html', 'gdg']\n",
+        "[u'\\u5f00\\u6e90', u'\\u5bb6', u'\\u65e5\\u672c', u'\\u6c49\\u5b57', u'\\u5b66\\u4e60', u'\\u5174\\u8da3', u'\\u6233', u'\\u53f3\\u8fb9', u'\\u94fe\\u63a5', 'tofugu', 'app', 'wanikani', 'github']\n",
+        "[u'\\u6d3b\\u52a8', u'\\u901a\\u77e5', u'\\u672c\\u5468', u'\\u865a\\u62df\\u73b0\\u5b9e', u'\\u52a8\\u624b', u'\\u5b66\\u4e60', u'\\u6d3b\\u52a8', u'\\u5317\\u4eac', u'\\u5f69\\u4e91', u'\\u5929', u'\\u2f53', u'\\u56e2\\u961f', u'\\u6210\\u5458', u'\\u5e26\\u6765', u'\\u4e00\\u6b21', u'\\u73b0\\u573a', u'\\u5b66\\u4e60', u'\\u4f53\\u9a8c', u'\\u52a8\\u624b', u'\\u5f00\\u53d1', u'\\u6d3b\\u52a8', u'\\u73b0\\u573a', u'\\u63d0\\u4f9b', u'\\u539f\\u5382', u'\\u5f00\\u53d1\\u8005', u'\\u624b\\u518c', u'\\u624b\\u63d0\\u888b', u'\\u793c\\u54c1', u'\\u6570\\u91cf', u'\\u6709\\u9650', u'\\u62a5\\u540d', u'\\u94fe\\u63a5', 'cardboard', 'gdg', 'cardboard', 'google', 'cardboard', 'play']\n",
+        "[u'\\u9879\\u76ee', u'\\u65b0\\u52a0\\u5761', u'\\u53d1\\u5e03\\u4f1a', u'\\u76f4\\u64ad', u'\\u5730\\u5740', 'project', 'ara', 'singapore', 'livestream', 'project', 'ara', u'\\u5373\\u65f6\\u6d88\\u606f']\n",
+        "[u'\\u9879\\u76ee', u'\\u65b0\\u52a0\\u5761', u'\\u53d1\\u5e03\\u4f1a', u'\\u76f4\\u64ad', u'\\u5730\\u5740', 'project', 'ara', 'singapore', 'livestream', 'project', 'ara', u'\\u5373\\u65f6\\u6d88\\u606f']\n",
+        "[u'\\u5317\\u4eac', u'\\u7a0b\\u5e8f', u'\\u5a9b', u'\\u6559', u'\\u5b66', u'\\u7f16\\u7a0b', u'\\u6d3b\\u52a8', u'\\u7b2c\\u4e00\\u4f4d', u'\\u7f8e\\u5973', u'\\u8bb2\\u5e08', u'\\u6b63\\u5728', u'\\u4ecb\\u7ecd', u'\\u7aef', u'\\u5206\\u79bb', u'\\u89e3\\u51b3\\u65b9\\u6848', 'gdg', 'wtm', u'WomenTechmakers']\n",
+        "[u'\\u4eca\\u5929\\u4e0b\\u5348', u'\\u6765\\u81ea', u'\\u5f69\\u4e91', u'\\u5929\\u6c14', u'\\u8881\\u884c', u'\\u8fdc', u'\\u9976', u'\\u5e73\\u5e73', u'\\u5e26\\u6765', u'\\u8bb2\\u89e3', u'\\u56fe\\u5f62', u'\\u539f\\u7406', u'\\u76f8\\u5173', u'\\u5f00\\u53d1', u'\\u77e5\\u8bc6', u'\\u611f\\u5174\\u8da3', u'\\u540c\\u5b66', u'\\u52a0', u'\\u5fae\\u4fe1', u'\\u7fa4', u'\\u8bb2\\u5e08', u'\\u4ea4\\u6d41', 'cardboard', 'vr', u'Cardboard']\n",
+        "[u'\\u5468\\u516d', u'\\u6d3b\\u52a8', u'\\u7cbe\\u5f69', u'\\u7167\\u7247', u'\\u7167\\u7247', 'women', 'techmakers']\n",
+        "['material', 'design', 'developers']\n",
+        "[u'\\u5de5\\u7a0b\\u5e08', u'\\u6708\\u521d', u'\\u505a', u'\\u6f14\\u8bb2\\u7a3f', u'\\u9002\\u5408', u'\\u5f00\\u53d1\\u8005', 'google', 'android', 'chet', 'nick', 'material', 'design', 'developers', 'android', 'web']\n",
+        "[u'\\u6d3b\\u52a8', u'\\u603b\\u7ed3', u'\\u5317\\u4eac', u'\\u9080\\u8bf7', u'\\u4e09\\u4f4d', u'\\u6765\\u81ea', u'\\u524d\\u7aef', u'\\u6280\\u672f', u'\\u5973\\u795e', u'\\u5f00\\u53d1\\u8005', u'\\u5206\\u4eab', u'\\u524d\\u7aef', u'\\u6280\\u672f', u'\\u73b0\\u573a', u'\\u6765\\u81ea', u'\\u591a\\u4f4d', u'\\u4ece\\u4e8b', u'\\u6280\\u672f', u'\\u524d\\u7aef\\u5f00\\u53d1', u'\\u6b64\\u6b21', u'\\u6d3b\\u52a8', u'\\u5973\\u751f', u'\\u6bd4\\u4f8b', u'\\u9ad8', u'\\u8fbe', u'\\u6d3b\\u52a8', u'\\u4fe1\\u606f', u'\\u8bf7', u'\\u70b9\\u51fb', 'gdg', 'web', 'web', 'web']\n",
+        "[u'\\u57fa\\u7840\\u8bfe', u'\\u5f81\\u96c6', u'\\u5b57\\u5e55', u'\\u8bd1\\u8005', u'\\u534f\\u4f5c', 'android']\n",
+        "[u'\\u518d\\u73b0', u'\\u9ed1', u'\\u79d1\\u6280', u'\\u4eba\\u9020', u'\\u76ae\\u80a4', u'\\u505a', u'\\u5b9e\\u9a8c', u'\\u7231\\u8303\\u513f', u'\\u5206\\u4eab', 'google', 'beats', 'bits', u'\\u7231\\u8303\\u513f\\uff09']\n",
+        "[u'\\u611f\\u8c22', u'\\u5e74\\u5ea6', u'\\u8c22\\u8c22', u'\\u652f\\u6301', u'\\u5e74', u'\\u7ee7\\u7eed', u'\\u670d\\u52a1', u'\\u5e26\\u6765', u'\\u7cbe\\u5f69', u'\\u5f00\\u6e90', u'\\u5206\\u4eab', u'\\u8c22\\u8c22', u'\\u65b0\\u5e74\\u5feb\\u4e50', 'microsoft', 'mvp', u'\\u5fae\\u8f6f\\u4e2d\\u56fdMVP\\u9879\\u76ee\\u7ec4', u'\\u7d2b\\u67d4Lina \\u80fd\\u591f\\u6210\\u4e3a 2015']\n",
+        "[]\n",
+        "[u'\\u590d\\u65e6', u'\\u91d1\\u878d', u'\\u65b9\\u5411', 'hello', 'mse']\n",
+        "[u'\\u82f1\\u8bed', u'\\u9119\\u89c6']\n",
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+        "[u'\\u8ba2\\u9605', u'\\u6fc0\\u6d3b', 'msdn']\n",
+        "['hello', 'azure']\n",
+        "[u'\\u5206\\u4eab', u'\\u6797\\u6c9b\\u6ee1 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u89c6\\u9891', u'\\u5954\\u9a70', u'\\u5206\\u4eab', 'amg', 'mercedes', 'benz', 'sl', 'amg', u'\\u4f18\\u9177\\uff09']\n",
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+        "[]\n",
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+        "['via', 'instagram']\n",
+        "['via', 'instagram']\n",
+        "[u'\\u8eca\\u5398\\u5b50', 'via', 'instagram']\n",
+        "['via', 'instagram']\n",
+        "['huacheng', 'square', 'gz', 'via', 'instagram']\n",
+        "['via', 'instagram']\n",
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+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5143', u'\\u4eac\\u6caa', u'\\u9ad8\\u901f', u'\\u5168\\u7ebf', u'\\u5feb\\u901f', u'\\u5145\\u7535', u'\\u7cfb\\u7edf', u'\\u5f00\\u901a', u'\\u4e0a\\u6d77', u'\\u5317\\u4eac', u'\\u5168\\u7a0b', u'\\u5145\\u7535', u'\\u8d39\\u7528', u'\\u4e0d\\u5230', u'\\u5143', u'\\u6570\\u8bfb']\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u8fd1\\u671f', u'\\u591a\\u5730', u'\\u51fa\\u79df\\u8f66', u'\\u4ee5\\u4e0b', u'\\u89c2\\u70b9', u'\\u6295\\u7ed9', u'\\u4e13\\u8f66', u'\\u597d', u'\\u4e1c\\u897f', u'\\u7ade\\u4e89', u'\\u6253\\u7834', u'\\u5784\\u65ad', u'\\u63d0\\u5347', u'\\u670d\\u52a1', u'\\u8d28', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u51fa\\u79df\\u8f66\\u7f62\\u8fd0', u'\\u51fa\\u79df\\u8f66\\u7f62\\u8fd0']\n",
+        "[u'\\u767d\\u5c4f', u'\\u8d8a\\u6765\\u8d8a', u'\\u9891\\u7e41', 'card']\n",
+        "[u'\\u6db2', u'\\u5df2\\u7ecf', u'\\u9886\\u53d6', u'\\u5165\\u573a\\u5238', u'\\u73b0\\u5728', u'\\u613f\\u610f', u'\\u5e74', u'\\u4f1a\\u4e0a', u'\\u5403', u'\\u597d', u'\\u559d\\u8db3', u'\\u73a9', u'\\u987a\\u4fbf', u'\\u4e2d\\u4e2a', u'\\u5956', 'high', 'yes', u'\\u5546\\u4e1a\\u4ea7\\u54c1\\u90e8\\u5e74\\u4f1a']\n",
+        "[u'\\u5364', u'\\u86cb\\u86cb', u'\\u540c\\u5b66']\n",
+        "[]\n",
+        "[u'\\u5fae\\u535a', u'\\u6d3b\\u52a8', u'\\u7968\\u9009', u'\\u4e2d\\u6295', u'\\u5fc3\\u76ee', u'\\u4e2d', u'\\u7231\\u8c46', u'\\u5218\\u6d9b', u'\\u5b9d\\u5ea7', u'\\u4e00\\u6b65', 'king', 'queen', 'tamia', 'ta', 'king', 'quuen', u'2014\\u5fae\\u535a\\u4e4b\\u591c']\n",
+        "[]\n",
+        "[u'\\u56fd\\u9645\\u5316', u'\\u5f7b\\u5e95']\n",
+        "[u'\\u5c4f\\u853d', u'\\u7ea2\\u5305', u'\\u9886\\u53d6', u'\\u79c1\\u4fe1', u'\\u624b\\u673a', u'\\u63a8\\u9001', u'\\u7535']\n",
+        "[]\n",
+        "[u'\\u6cc4\\u9732', u'\\u8282\\u76ee\\u5355']\n",
+        "[u'\\u65b0', u'\\u5e73\\u677f', u'\\u8bb0\\u5f55', u'\\u8bde\\u751f', u'\\u5206\\u79d2', u'\\u6253\\u7834', u'\\u65b9\\u5b87', u'\\u7231', u'\\u5446', u'\\u4e66\\u623f', u'\\u5d14\\u677e\\u5ca9', u'RoadZ \\u4fdd\\u6301\\u76846\\u520618\\u79d2\\u8bb0\\u5f55']\n",
+        "[u'\\u5148', u'\\u559d\\u9152']\n",
+        "[u'\\u4e00\\u4ee3\\u5b97\\u5e08', u'\\u7968\\u623f', u'\\u60e8\\u6de1', u'\\u53ef\\u60dc', u'\\u597d\\u8bc4']\n",
+        "[u'\\u63a8', u'\\u4e00\\u4e2a', u'\\u53e4\\u8001', u'\\u5fae\\u535a']\n",
+        "[u'\\u7b97', u'wb\\u738b\\u4f20\\u9e4f']\n",
+        "[u'\\u5730\\u94c1', u'\\u95ee\\u9898']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u53e3\\u5f00']\n",
+        "[u'\\u5206\\u4eab', u'\\u5410\\u69fd\\u9b3c \\u7684\\u6587\\u7ae0']\n",
+        "['bad', 'gateway']\n",
+        "[u'\\u54cd\\u5e94', u'\\u5f0f', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', 'windows']\n",
+        "[u'\\u8bfe\\u7a0b\\u8bbe\\u8ba1', u'\\u95ee\\u9898', u'\\u4e00\\u4e2a', u'\\u660e\\u663e', u'\\u7ebf', u'\\u5bb9\\u6613', u'\\u8df3\\u8dc3']\n",
+        "[u'\\u56e2\\u7ed3', u'\\u8179\\u808c']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u548c\\u7766\\u5bb6\\u836f\\u5e08\\u5180\\u8fde\\u6885']\n",
+        "[u'\\u6211\\u7684\\u5370\\u8c61\\u7b14\\u8bb0 ']\n",
+        "[u'\\u5929\\u901a\\u82d1', u'\\u9f99\\u5fb7', u'\\u5e7f\\u573a', u'\\u4e07\\u8fbe', u'\\u7535\\u5f71\\u9662', u'\\u771f\\u662f', u'\\u9a97\\u94b1', u'\\u4e00\\u7834\\u5c4f', u'\\u8bf4', u'\\u7968\\u4ef7', u'\\u8d3c', u'\\u8d35', 'imax']\n",
+        "[u'\\u4eba\\u624d', u'\\u5d14\\u677e\\u5ca9']\n",
+        "[]\n",
+        "[u'\\u5364\\u86cb\\u86cb\\u540c\\u5b66']\n",
+        "[u'\\u5364\\u86cb\\u86cb\\u540c\\u5b66']\n",
+        "[u'\\u652f\\u4ed8\\u5b9d', u'\\u65b0\\u7248', u'\\u56fe\\u6807', u'\\u770b\\u6210', u'\\u4e07', u'\\u7ea2\\u5305']\n",
+        "[u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u6211\\u521a', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u592a\\u8d5e', u'\\u8bd5\\u8bd5', u'\\u4e00\\u8d77\\u53d1\\u7ea2\\u5305\\u5427', u'\\u6765\\u53bb\\u4e4b\\u95f4']\n",
+        "[u'\\u5e74\\u4f1a', u'\\u529b', u'\\u5fae\\u535a', u'\\u6d88\\u606f']\n",
+        "[u'\\u4e66\\u6cd5', u'\\u540d\\u5bb6', u'\\u624b\\u4e66', u'\\u6625\\u8054', u'\\u6625\\u8282', u'\\u4e0e\\u4f17\\u4e0d\\u540c', u'\\u5df2', u'\\u62a2', u'\\u5c0f\\u4f19\\u4f34', u'\\u901f\\u901f', u'\\u62a2', u'\\u7f8a\\u5e74', u'\\u597d\\u8fd0', u'\\u514d\\u8d39', u'\\u9886', u'\\u56de\\u5bb6', u'\\u626b\\u63cf', u'\\u4e8c\\u7ef4\\u7801', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u767e\\u4f4d', u'\\u4e66\\u6cd5', u'\\u5927\\u5e08', u'\\u4e00\\u8d77', u'\\u5bfb\\u627e', u'\\u4e45\\u8fdd', u'\\u5e74', u'\\u5473\\u513f', u'\\u5fae\\u535a\\u6625\\u8054\\u9001\\u798f']\n",
+        "[u'\\u62a2', u'\\u5927\\u5e08', u'\\u514d\\u8d39', u'\\u624b\\u5199', u'\\u6625\\u8054', u'\\u5df2\\u7ecf', u'\\u9886', u'\\u56de\\u5bb6', u'\\u673a\\u4f1a', u'\\u62bd\\u53d6', u'\\u5e74\\u8d27', u'\\u5927\\u793c\\u5305', u'\\u8fc7\\u5e74', u'\\u62a2', u'\\u798f\\u6c14', u'\\u626b\\u63cf', u'\\u4e8c\\u7ef4\\u7801', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u770b\\u770b', u'\\u4e13\\u5c5e', u'\\u6625\\u8054', 'iphone', u'\\u5fae\\u535a\\u6625\\u8054\\u9001\\u798f']\n",
+        "[u'moonpaths \\u770b\\u770b\\u4eba\\u5bb6']\n",
+        "[u'\\u516c\\u56ed', u'\\u8349\\u576a', u'\\u91cc', u'\\u63d2', u'\\u5757', u'\\u724c\\u5b50', u'\\u4e0a\\u9762', u'\\u5199', u'\\u8df5\\u8e0f', u'\\u8349\\u576a', u'\\u7f5a\\u6b3e', u'\\u5143', u'\\u6539\\u4e86', u'\\u6539\\u6210', u'\\u7f5a\\u6b3e', u'\\u5143', u'\\u95ee', u'\\u516c\\u56ed', u'\\u91cc', u'\\u5de5\\u4f5c\\u4eba\\u5458', u'\\u964d', u'\\u7f5a\\u5757', u'\\u5de5\\u4f5c\\u4eba\\u5458', u'\\u56de\\u7b54', u'\\u4e0d\\u6539', u'\\u4e0d\\u884c', u'\\u5757', u'\\u6ca1\\u4eba', u'\\u8e29']\n",
+        "[]\n",
+        "[u'\\u4e0b\\u88c5', u'\\u76f8\\u5173', u'\\u5751\\u7239', u'\\u4e00\\u7cfb\\u5217', u'\\u62a5\\u9519', u'\\u4f9d\\u8d56', u'\\u627e', u'\\u4f5c\\u8005', u'\\u6700\\u597d', u'\\u6a21\\u5f0f', u'\\u5b9e\\u73b0', u'\\u63d2\\u4ef6', u'\\u5c4c', u'\\u5730\\u5740', 'windows', 'spritesmith', 'gm', 'phantomjs', 'grunt', 'sprite', 'cssgaga', 'sprite']\n",
+        "[u'\\u770b\\u5927\\u725b\\u4eec', u'\\u5435\\u67b6', u'\\u4e89\\u8bba', u'\\u51c6\\u786e', u'\\u4e00\\u6bb5\\u6bb5', u'\\u4ee3\\u7801', u'\\u8fdb\\u884c', u'\\u53cd\\u51fb', u'\\u53ef\\u60dc', u'\\u770b\\u4e0d\\u61c2']\n",
+        "[u'\\u6700\\u8fd1', u'\\u5171\\u4eab', u'\\u7b14\\u8bb0', u'\\u529f\\u80fd', u'\\u5173', u'\\u5370\\u8c61\\u7b14\\u8bb0']\n",
+        "[u'\\u8d76\\u5f80', u'\\u5357\\u5cb3', u'\\u8861\\u5c71', u'\\u8def\\u4e0a']\n",
+        "[u'\\u6708\\u5e95', u'\\u653e\\u5047', u'\\u597d\\u597d', u'\\u505a', u'\\u529f\\u8bfe']\n",
+        "[u'\\u6708\\u5e95', u'\\u653e\\u5047', u'\\u597d\\u597d', u'\\u505a', u'\\u529f\\u8bfe']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u7279\\u533a', u'\\u6765\\u5230', u'\\u4e00\\u4e2a', u'\\u7279\\u533a', u'\\u6709\\u70b9', u'\\u5dee\\u522b', u'\\u5e95\\u8574']\n",
+        "[u'\\u4eca\\u5929', u'\\u5177\\u4f53', u'\\u5de5\\u4f5c', u'\\u505a', u'\\u89c4\\u5212', u'\\u4e00\\u4e0b', u'\\u5e74']\n",
+        "[u'\\u5e0c\\u671b', u'\\u8d8a\\u5927', u'\\u5931\\u671b', u'\\u8d8a\\u5927']\n",
+        "[u'\\u6811\\u8393', u'\\u6d3e', u'\\u5fae\\u535a', u'\\u673a\\u5668\\u4eba', u'\\u8fdb\\u9636\\u7bc7', u'\\u80fd\\u591f', u'\\u53d1\\u56fe\\u7247', u'\\u5fae\\u535a', 'python']\n",
+        "[u'\\u57df\\u540d\\u89e3\\u6790', u'\\u6b63\\u5e38', u'\\u90e8\\u5206', u'\\u7f51\\u6bb5', u'\\u89e3\\u6790', u'\\u51fa\\u73b0', u'\\u95ee\\u9898', u'\\u8bf7\\u6559']\n",
+        "[u'\\u5c3c\\u739b', u'\\u79d1\\u5e7b', u'\\u5b98\\u573a', u'\\u7231\\u60c5\\u7247', u'\\u674e\\u4ea6\\u6b22Evan \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5751', u'\\u51fa\\u73b0', u'\\u9519\\u8bef', u'\\u89e3\\u51b3', u'\\u65b9\\u6cd5', 'python', 'base', 'decode', 'incorrect', 'padding']\n",
+        "[u'\\u5185\\u5b58', u'\\u6cc4\\u6f0f', u'\\u7814\\u7a76', 'android']\n",
+        "[u'\\u6570\\u636e', u'\\u4ea4\\u4e92\\u5f0f', u'\\u67e5\\u8be2', u'\\u65e0\\u6761\\u4ef6', u'\\u8fd9\\u80fd', u'\\u5b9e\\u73b0']\n",
+        "[u'\\u5206\\u8fa8\\u7387', u'\\u5360', u'\\u7f51\\u9875', u'\\u8c03', u'\\u5bbd', u'\\u4e00\\u4e9b']\n",
+        "[u'\\u5458\\u5de5', u'\\u5173\\u6000', u'\\u90e8\\u662f', u'\\u5751', u'\\u7239', u'\\u90e8\\u95e8', u'\\u4e00\\u4e2a', u'\\u9e21\\u808b', u'\\u90e8\\u95e8']\n",
+        "[u'\\u6b7b\\u673a', u'\\u5f00', u'\\u673a\\u4e86', u'\\u5fae\\u8f6f', 'windows', 'lumia', 'lumia']\n",
+        "[u'\\u79fb\\u52a8', u'\\u4e92\\u8054\\u7f51', u'\\u53d1\\u5c55', u'\\u4e00\\u5b9a', u'\\u9636\\u6bb5', u'\\u7eb8\\u5e01', u'\\u6d88\\u706d', u'\\u6389', u'\\u4ee5\\u540e', u'\\u592e\\u884c', u'\\u9700\\u8981', u'\\u5370\\u949e\\u673a', u'\\u76f4\\u63a5', u'\\u6279', u'\\u6570\\u5b57', u'\\u53d1\\u884c', u'\\u949e\\u7968', u'\\u63d0\\u524d', u'\\u505a\\u70b9', u'\\u51c6\\u5907']\n",
+        "[u'\\u68c0\\u6d4b', u'\\u662f\\u5426', u'\\u8fd0\\u884c', 'java', 'java', 'bit', 'jvm']\n",
+        "[u'\\u7956\\u56fd', u'\\u5c71\\u6cb3', u'\\u4e00\\u7247', u'\\u7eff']\n",
+        "[u'\\u8fde\\u63a5\\u6c60', u'\\u6570\\u636e\\u5e93', u'\\u5f02\\u5e38', u'\\u6062\\u590d', u'\\u540e', u'\\u6b63\\u5e38', u'\\u5de5\\u4f5c', u'\\u95ee\\u9898', u'\\u89e3\\u51b3', 'java', 'dbcp']\n",
+        "[u'\\u6269\\u5c55', u'\\u6d4b\\u8bd5', u'\\u6846\\u67b6', u'\\u6846\\u67b6', u'\\u6a21\\u62df', u'\\u6d4f\\u89c8\\u5668', u'\\u884c\\u4e3a', u'\\u5957\\u7528', u'\\u5b98\\u65b9\\u7f51\\u7ad9', u'\\u7a0b\\u5e8f', u'\\u6d4f\\u89c8\\u5668', u'\\u652f\\u6301', u'\\u8868\\u5355', u'\\u6587\\u6863', u'\\u8fdb\\u884c', u'\\u5305\\u88c5', u'\\u9875\\u9762', u'\\u5143\\u7d20', u'\\u5f53\\u4f5c', u'\\u5bf9\\u8c61', u'\\u8fdb\\u884c', u'\\u8c03\\u7528', u'\\u652f\\u6301', u'\\u6bd4\\u8f83', u'\\u597d', 'htmlunit', 'junit', 'htmlunit', 'java', 'htmlunit', 'http', 'https', 'cookie', 'post', 'get', 'html', 'js']\n",
+        "[u'\\u7ebf\\u7a0b', u'\\u4f7f\\u7528', u'\\u6280\\u5de7', 'java']\n",
+        "[u'\\u4e2d', u'\\u542f\\u52a8', u'\\u62a5\\u9519', u'\\u89e3\\u51b3', u'\\u65b9\\u6cd5', 'eclipse', 'tomcat', 'java', 'lang', 'outofmemoryerror', 'permgen', 'space']\n",
+        "[u'\\u91cd\\u7f6e', u'\\u624b\\u673a', u'\\u540e', u'\\u663e\\u793a', u'\\u51e0\\u4e2a', u'\\u5c0f\\u65f6', u'\\u9f7f\\u8f6e', u'\\u5fae\\u8f6f', 'windows', 'lumia', 'lumia']\n",
+        "[u'\\u6570\\u636e\\u5e93', u'\\u538b\\u7f29', u'\\u6280\\u672f', 'survey']\n",
+        "[u'\\u4e2d', u'\\u8ba1\\u7b97', u'\\u65b9\\u5f0f', 'mysql', 'tps', 'qps']\n",
+        "[u'\\u5206\\u4eab', u'\\u4e00\\u4e0b', u'\\u5f00\\u653e', u'\\u641c\\u7d22', 'python', 'sdk', u'\\u963f\\u91cc\\u4e91']\n",
+        "[u'\\u539f\\u6765', u'\\u6bdb\\u6653\\u5f64', u'\\u6f14\\u8fc7', u'\\u949f\\u6c49\\u826f', u'\\u7248', u'\\u5929\\u9f99\\u516b\\u90e8', u'\\u6b63\\u7248', u'\\u795e\\u96d5\\u4fa0\\u4fa3', u'\\u5357\\u5bab', u'\\u7fce', u'\\u949f\\u7075', u'\\u90ed', u'\\u8299', u'\\u6bc1']\n",
+        "[u'\\u5356\\u4e2a', u'\\u840c']\n",
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+        "[u'\\u56de\\u7b54', u'\\u4eca\\u5e74', u'\\u6ca1\\u5d29', u'\\u91c7\\u7528', u'\\u5177\\u4f53', u'\\u6280\\u672f', u'\\u524d\\u4e9b\\u5e74', u'\\u74f6\\u9888', u'\\u4e1a\\u52a1', u'\\u7cfb\\u7edf', u'\\u963f\\u91cc', u'\\u4e2d\\u95f4\\u4ef6', u'\\u4e00\\u4e9b', u'\\u6280\\u672f', u'\\u89e3\\u51b3', u'\\u8d2d\\u7968', u'\\u74f6\\u9888', u'\\u96be\\u9898', u'\\u4e3b\\u8981', u'\\u6d88\\u606f', u'\\u6392\\u961f', u'\\u76f8\\u5173', u'\\u90e8\\u5206', u'\\u4eca\\u5e74', u'\\u8d2d\\u7968', u'\\u6210\\u4e3a', u'\\u74f6\\u9888', u'\\u4f46\\u5237\\u7968', u'\\u5bfc\\u81f4', u'\\u5e94\\u7528', u'\\u9875\\u9762', u'\\u8bbf\\u95ee\\u91cf', u'\\u592a\\u9ad8', u'\\u6309\\u91cf', u'\\u4ed8\\u8d39', u'\\u865a\\u62df\\u673a', u'\\u8d1f\\u8f7d', 'cdn', u'\\u77e5\\u4e4e']\n",
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+        "[u'\\u516c\\u5173', u'\\u597d', u'\\u5389\\u5bb3', u'\\u6dd8\\u5b9d', u'\\u6c88\\u8be2', u'\\u5df2\\u7ecf', u'\\u5220\\u9664', u'\\u5c71\\u5317', u'\\u62b1\\u6b49', u'\\u6b64\\u5fae\\u535a', u'\\u5df2', u'\\u4f5c\\u8005', u'\\u5220\\u9664', u'\\u67e5\\u770b', u'\\u5e2e\\u52a9', u'\\u7f51\\u9875', u'\\u94fe\\u63a5', 'jd', 'whisperxd', 'lfh', u'TuraLee: O\\u7f51\\u9875\\u94fe\\u63a5', u'\\u660e\\u98ceAndy: \\u6211\\u53bb', u'\\u7ecf\\u6d4e\\u89c2\\u5bdf\\u62a5: \\u8f6c\\u53d1\\u5fae\\u535a']\n",
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+        "[u'\\u6b7b', u'\\u716e', u'\\u716e', u'\\u6b7b', u'\\u9178', u'\\u716e', u'\\u716e', u'\\u9178\\u9178', u'\\u7a77\\u5c3d', u'\\u8fd9\\u662f', u'\\u97f3\\u513f']\n",
+        "[u'\\u4e00\\u81f4\\u6027', u'\\u524d\\u9762', u'\\u52a0', u'\\u9650\\u5b9a', u'\\u8bcd\\u8bed', u'\\u5982\\u5f31', u'\\u6700\\u7ec8', u'\\u4f20\\u7edf', u'\\u4e8b\\u52a1', u'\\u4e2d', u'\\u56db\\u79cd', u'\\u9694\\u79bb', u'\\u6027', u'\\u6027\\u80fd', u'\\u4e00\\u81f4\\u6027', u'\\u7834\\u574f', u'\\u6dd8\\u5b9d', u'\\u6c88\\u8be2', u'\\u6d77\\u91cf', u'\\u6570\\u636e', u'\\u4e8b\\u52a1', u'\\u4e00\\u81f4\\u6027', 'whisperxd']\n",
+        "[u'\\u77e5\\u9053', u'\\u662f\\u5426', u'\\u5e2e\\u52a9', u'\\u7406\\u89e3', u'\\u590d\\u6742', u'\\u6982\\u5ff5', u'\\u6570\\u636e\\u5e93', u'\\u4e8b\\u52a1', u'\\u4e00\\u4e9b', u'\\u5927\\u725b', u'\\u6027\\u80fd', u'\\u4ee3\\u4ef7', u'\\u5e2e', u'\\u8111\\u5b50', u'\\u8f6c\\u4e0d\\u52a8', u'\\u7a0b\\u5e8f\\u5458', u'\\u65b9\\u4fbf', u'\\u4f7f\\u7528', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u63d0\\u4f9b', u'\\u9501\\u7ebf', u'\\u7a0b', u'\\u8fdb\\u7a0b', u'\\u80fd\\u529b', u'\\u4e00\\u4e2a', u'\\u6982\\u5ff5', u'\\u5b9e\\u73b0']\n",
+        "[u'\\u80be\\u516d', u'\\u65e9\\u5c31']\n",
+        "[u'\\u8425\\u6536', u'\\u4e0b\\u6ed1', u'\\u65b0', u'\\u6551\\u4e16\\u4e3b', u'\\u51fa\\u73b0', u'\\u300e', u'\\u8425\\u6536', u'\\u8fde\\u7eed', u'\\u5b63\\u5ea6', u'\\u4e0b\\u6ed1', u'\\u65b0\\u95fb', u'\\u5206\\u6790', u'\\u4e2d\\u6587\\u7f51', u'\\u300f', 'ibm', 'ibm', 'ft']\n",
+        "[u'\\u524d\\u5929', u'\\u627e', u'\\u4e00\\u672c', u'\\u6210\\u529f', u'\\u7ba1\\u7406', u'\\u539f\\u5219', u'\\u4e66', u'\\u60f3', u'\\u63d0\\u5347', u'\\u4e00\\u4e0b', u'\\u89c6\\u91ce', u'\\u91cc\\u9762', u'\\u63d0\\u51fa', u'\\u4f18\\u79c0', u'\\u516c\\u53f8', u'\\u7ba1\\u7406', u'\\u65b9\\u5f0f', u'\\u65b9\\u6cd5', u'\\u7b2c\\u4e00\\u5bb6', u'\\u516c\\u53f8', u'\\u901a\\u7528', u'\\u7b2c\\u4e8c\\u5bb6', u'\\u4f18\\u79c0', u'\\u516c\\u53f8', u'\\u8bfa\\u57fa\\u4e9a', u'\\u7b2c\\u4e09\\u5bb6', u'\\u4f18\\u79c0', u'\\u516c\\u53f8', u'\\u9ea6\\u5f53\\u52b3', u'\\u770b\\u5230', u'\\u672c\\u4e66', u'\\u63d0\\u5230', u'\\u7b2c\\u56db\\u5bb6', u'\\u4f18\\u79c0', u'\\u516c\\u53f8', u'\\u89c9\\u5f97', u'\\u6709\\u70b9', u'\\u8fd8\\u8981', u'\\u7ee7\\u7eed', u'\\u8bfb', u'\\u4e0b\\u53bb', 'ibm']\n",
+        "[u'\\u5e74', u'\\u4e66\\u5355', u'\\u8f6c\\u773c', u'\\u4e00\\u5e74', u'\\u8fc7\\u53bb', u'\\u4e00\\u5e74', u'\\u91cc', u'\\u8bfb', u'\\u4e66', u'\\u6253\\u7b97', u'\\u518d\\u6765', u'\\u5199', u'\\u4e00\\u4e2a', u'\\u63a8\\u8350', u'\\u4e66\\u5355']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u5e74', u'\\u63a8\\u8350', u'\\u4e66\\u5355', u'\\u8f6c\\u773c', u'\\u4e00\\u5e74', u'\\u8fc7\\u53bb', u'\\u5e74\\u6708\\u65e5', u'\\u5199', u'\\u5e74', u'\\u4e66\\u5355']\n",
+        "[u'\\u5e74', u'\\u63a8\\u8350', u'\\u4e66\\u5355', u'\\u6db5\\u76d6', u'\\u653f\\u6cbb\\u7ecf\\u6d4e', u'\\u5386\\u53f2', u'\\u6587\\u5316', u'\\u91d1\\u878d', u'\\u8bf8\\u591a\\u65b9\\u9762', u'\\u6bd4\\u8f83', u'\\u6742\\u98df', u'\\u81ea\\u53d6']\n",
+        "[u'\\u56de\\u590d', u'\\u535a\\u6587', u'\\u5e74', u'\\u63a8\\u8350', u'\\u4e66\\u5355', u'\\u8bc4\\u8bba', u'\\u884c', u'\\u5e26\\u6765', u'\\u67e5\\u770b', u'\\u539f\\u6587', u'SherryWangsha']\n",
+        "[u'\\u6d51\\u6d51\\u5669\\u5669', u'\\u5e74\\u672b', u'\\u4e09\\u4e2a', u'\\u540c\\u4e8b', u'\\u5904', u'\\u6536\\u5230', u'\\u4e09\\u4e2a', u'\\u523a\\u6fc0', u'\\u6210\\u4e3a', u'\\u4e09\\u4e2a', u'\\u613f\\u671b']\n",
+        "[u'\\u4eac\\u4e1c', u'\\u6d3b\\u52a8', u'\\u6709\\u54c1', u'\\u667a\\u80fd', u'\\u4f53\\u8102', u'\\u5065\\u5eb7\\u79e4', 'picooc']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u53f2', u'\\u6700\\u5f3a', u'\\u8868\\u683c', u'\\u6392\\u7248', u'\\u672f', u'\\u539f\\u521b', u'\\u79cb\\u53f6', u'\\u8bed\\u5f55', u'\\u63a8\\u8350', 'ppt', 'pp', u'\\u5fae\\u76d8', u'\\u79cb\\u53f6']\n",
+        "[]\n",
+        "[u'\\u7f51\\u76d8', u'\\u6301\\u4e45\\u6218', u'\\u5fae\\u76d8', u'\\u70ed\\u4e2a', u'\\u8eab', u'\\u7a7a\\u95f4', u'\\u518d\\u5927\\u6709', u'\\u4e1c\\u897f', u'\\u88c5', u'\\u542c\\u8bf4', u'\\u8d44\\u6e90', u'\\u518d', u'\\u591a\\u767d', u'\\u53d1\\u6761', u'\\u5fae\\u535a', u'\\u89c1\\u8bc6', u'\\u89c1\\u8bc6', u'\\u5fae\\u76d8']\n",
+        "[u'\\u5e74\\u7ec8', u'\\u7ee9\\u6548', u'\\u7406\\u60f3', u'\\u798f\\u5229', u'\\u5956\\u91d1', u'\\u5168', u'\\u6ce1\\u6c64', u'\\u70e6\\u8e81', u'\\u5f00\\u4e2a', u'\\u7ea2\\u5305', u'\\u8bd5\\u8bd5', u'\\u8bf4\\u4e0d\\u5b9a', u'\\u4e2d', u'\\u9886\\u53d6', u'\\u7ea2\\u5305', u'\\u5fae\\u76d8\\u5e74\\u7ec8\\u5956']\n",
+        "[u'\\u8001\\u677f', u'\\u62a0\\u95e8', u'\\u5956\\u91d1', u'\\u5c11', u'\\u6625\\u8282', u'\\u4e4b\\u540e', u'\\u8df3\\u69fd', u'\\u4f24\\u5fc3', u'\\u5f00\\u4e2a', u'\\u7ea2\\u5305', u'\\u8bd5\\u8bd5', u'\\u8bf4\\u4e0d\\u5b9a', u'\\u60ca\\u559c', u'\\u9886\\u53d6', u'\\u7ea2\\u5305', u'\\u5fae\\u76d8\\u5e74\\u7ec8\\u5956']\n",
+        "[u'\\u5e74\\u7ec8', u'\\u5927\\u5956', u'\\u62ff\\u5230', u'\\u624b', u'\\u571f\\u8c6a', u'\\u4e0d\\u6101', u'\\u6fc0\\u52a8', u'\\u5f00\\u4e2a', u'\\u7ea2\\u5305', u'\\u8bd5\\u8bd5', u'\\u8bf4\\u4e0d\\u5b9a', u'\\u9526\\u4e0a\\u6dfb\\u82b1', u'\\u9886\\u53d6', u'\\u7ea2\\u5305', u'\\u5fae\\u76d8\\u5e74\\u7ec8\\u5956']\n",
+        "[u'\\u5956\\u91d1', u'\\u53d1\\u591f', u'\\u4e0d\\u9760', u'\\u8c31', u'\\u526f\\u4e1a', u'\\u5f25\\u8865', u'\\u522b\\u7740\\u6025', u'\\u5f00\\u4e2a', u'\\u7ea2\\u5305', u'\\u8bd5\\u8bd5', u'\\u8bf4\\u4e0d\\u5b9a', u'\\u610f\\u5916', u'\\u6536\\u83b7', u'\\u9886\\u53d6', u'\\u7ea2\\u5305', u'\\u5fae\\u76d8\\u5e74\\u7ec8\\u5956']\n",
+        "[u'\\u8001\\u677f', u'\\u62a0\\u95e8', u'\\u5956\\u91d1', u'\\u5c11', u'\\u6625\\u8282', u'\\u4e4b\\u540e', u'\\u8df3\\u69fd', u'\\u4f24\\u5fc3', u'\\u5f00\\u4e2a', u'\\u7ea2\\u5305', u'\\u8bd5\\u8bd5', u'\\u8bf4\\u4e0d\\u5b9a', u'\\u60ca\\u559c', u'\\u9886\\u53d6', u'\\u7ea2\\u5305', u'\\u5fae\\u76d8\\u5e74\\u7ec8\\u5956']\n",
+        "[u'\\u64c5', u'\\u603b\\u7ed3', u'\\u6307\\u5f85', u'\\u8d77\\u822a']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247', u'\\u4e2d\\u56fd', u'\\u4f18\\u52bf', u'\\u7f8e\\u6d32', u'\\u63d0\\u524d', u'\\u5c0f\\u65f6', u'\\u8de8\\u5e74']\n",
+        "[u'\\u4eca\\u5929', u'\\u53cd\\u5e94\\u901f\\u5ea6']\n",
+        "[u'\\u7f51\\u7ad9', u'\\u540e\\u95e8', u'\\u53eb\\u505a', u'\\u9ed1\\u5ba2', u'\\u5165\\u4fb5', u'\\u4e00\\u4e2a', u'\\u7f51\\u7ad9', u'\\u540e', u'\\u901a\\u5e38', u'\\u4e00\\u4e9b', u'\\u6587\\u4ef6', u'\\u7f51\\u7ad9', u'\\u670d\\u52a1\\u5668', u'\\u76ee\\u5f55', u'\\u4e0b', u'\\u6b63\\u5e38', u'\\u7f51\\u9875\\u6587\\u4ef6', u'\\u6df7\\u5728', u'\\u4e00\\u8d77', u'\\u4f7f\\u7528', u'\\u6d4f\\u89c8\\u5668', u'\\u8bbf\\u95ee', u'\\u6587\\u4ef6', u'\\u5f97\\u5230', u'\\u4e00\\u4e2a', u'\\u547d\\u4ee4', u'\\u6267\\u884c', u'\\u73af\\u5883', u'\\u6700\\u7ec8', u'\\u8fbe\\u5230', u'\\u63a7\\u5236', u'\\u7f51\\u7ad9', u'\\u670d\\u52a1\\u5668', u'\\u76ee\\u7684', u'\\u4e0a\\u4f20\\u4e0b\\u8f7d', u'\\u6587\\u4ef6', u'\\u67e5\\u770b', 'webshell', 'asp', 'php', 'web', 'asp', 'php']\n",
+        "[u'\\u4e00\\u53e5', u'\\u8bdd', u'\\u6728\\u9a6c', u'\\u521d\\u7ea7', u'\\u7bc7', u'\\u5e38\\u89c1', u'\\u540e\\u95e8', u'\\u89e3\\u6790', u'\\u7f51\\u7ad9', u'\\u540e\\u95e8', u'\\u53eb\\u505a', u'\\u9ed1\\u5ba2', u'\\u5165\\u4fb5', u'\\u4e00\\u4e2a', u'\\u7f51\\u7ad9', u'\\u540e', u'\\u901a\\u5e38', u'\\u4e00\\u4e9b', u'\\u6587\\u4ef6', u'\\u7f51\\u7ad9', u'\\u670d\\u52a1\\u5668', u'\\u76ee\\u5f55', u'\\u4e0b', u'\\u6b63\\u5e38', u'\\u7f51\\u9875\\u6587\\u4ef6', u'\\u6df7\\u5728', u'\\u4e00\\u8d77', u'\\u4f7f\\u7528', u'\\u6d4f\\u89c8\\u5668', u'\\u8bbf\\u95ee', u'\\u6587\\u4ef6', u'\\u5f97\\u5230', u'\\u4e00\\u4e2a', u'\\u547d\\u4ee4', u'\\u6267\\u884c', u'\\u73af\\u5883', u'\\u6700\\u7ec8', u'\\u8fbe\\u5230', u'\\u63a7\\u5236', u'\\u7f51', 'php', 'webshell', 'asp', 'php', 'web', 'asp', 'php']\n",
+        "[u'\\u8bc4\\u8bba', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u6e38\\u620f', u'\\u535a\\u5ba2', u'\\u97f3\\u4e50', u'\\u4fe1\\u606f\\u65f6\\u4ee3', u'\\u9b54\\u9b3c', u'\\u884c\\u519b', u'\\u8def\\u7ebf\\u56fe', 'ffff', 'krsec']\n",
+        "[u'\\u642d\\u4e0a', u'\\u672b\\u8282', u'\\u8f66\\u53a2', u'\\u5206\\u4eab']\n",
+        "[]\n",
+        "[u'\\u5c01\\u95ed', u'\\u4e16\\u754c', u'\\u8d70', u'\\u53d1\\u73b0', u'\\u4e16\\u754c', u'\\u7f8e\\u5999', u'\\u6b64\\u5904', u'\\u5c01\\u95ed', u'\\u4f20\\u7edf\\u610f\\u4e49', u'\\u5c01\\u95ed']\n",
+        "[u'\\u8c37\\u6b4c', u'\\u6b63\\u5f0f', u'\\u9000\\u51fa', u'\\u4e2d\\u56fd', u'\\u5927\\u9646', u'\\u4e94\\u5468', u'\\u5e74', u'\\u5206\\u4eab', u'\\u6708\\u5149\\u535a\\u5ba2 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u7b2c\\u4e00\\u6b21', u'\\u591c\\u665a', u'\\u8def\\u8fc7']\n",
+        "[u'\\u8def\\u8fc7', 'jingji', 'oo']\n",
+        "[u'\\u6e05\\u6668', u'\\u9633\\u5149']\n",
+        "[u'\\u7ffb\\u5f00\\u4e66', u'\\u72af\\u56f0', u'\\u03c0', u'\\u03c0']\n",
+        "[u'\\u4e0b', u'\\u5185\\u5b58', u'\\u5206\\u6790', u'\\u68c0\\u6d4b', u'\\u65b9\\u6cd5', u'\\u77e5\\u8bc6\\u5e93', 'linux', 'rootkit', 'wooyun']\n",
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+        "[u'\\u6211\\u521a', u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u4e0d\\u9519', u'\\u6587\\u4ef6', u'\\u63a8\\u8350', u'\\u770b\\u770b', 'programming', 'objective', 'fifth', 'edition', 'mobi', 'mobi', u'\\u5fae\\u76d8']\n",
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+        "[]\n",
+        "[u'\\u8fa3', u'\\u53ef\\u7231', u'\\u5973\\u5b69\\u5b50', u'\\u505a', u'\\u4ee3\\u8d2d']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u8bf4', u'\\u8bf4', u'\\u773c\\u4e2d', u'\\u754c', u'\\u52a0\\u73ed', u'\\u6587\\u5316', u'\\u6280\\u672f', u'\\u6210\\u5c31', u'\\u68a6\\u60f3', u'\\u6280\\u672f', u'\\u535a\\u5ba2', 'cto']\n",
+        "[u'\\u5f00\\u5934', u'\\u624b\\u673a\\u53f7\\u7801', u'\\u8fd0\\u8425\\u5546', u'\\u7cfb\\u7edf', u'\\u5bb6', 'xp']\n",
+        "[u'\\u5217', u'\\u89c9\\u5f97', u'\\u597d', u'\\u6e05\\u6670', u'\\u4e4b\\u6b7b', u'\\u6765\\u81ea', u'\\u82f9\\u679c', u'\\u5f00\\u53d1', u'\\u4e2d\\u6587', u'\\u7ad9', 'mattt', 'thompson', 'cocoa', 'cocoachina', u'CocoaChina']\n",
+        "[u'\\u9879', u'\\u5e74', u'\\u63fd', u'\\u4e0b', u'\\u9879', u'\\u4e13\\u5229', u'\\u5e74', u'\\u589e\\u957f', 'ibm', u'\\u6570\\u8bfb']\n",
+        "[u'\\u4ebf\\u6b21', u'\\u63a8\\u51fa', u'\\u4e00\\u6b3e', u'\\u5168\\u65b0', u'\\u5927\\u578b\\u673a', u'\\u6bcf\\u5929', u'\\u6700\\u9ad8', u'\\u5b8c\\u6210', u'\\u4ebf\\u6b21', u'\\u4ea4\\u6613', 'ibm', u'\\u6570\\u8bfb']\n",
+        "[u'\\u4ecb\\u7ecd', u'\\u6280\\u672f', u'\\u7ffb\\u8bd1', u'\\u521b\\u59cb\\u4eba', u'\\u6700\\u65b0', u'\\xa0', u'\\u53d1\\u5e03', u'\\xa0', u'\\u53d1\\u5e03', u'\\u4e00\\u4e2a', u'\\u53eb\\u505a', u'\\u65b0', u'\\u529f\\u80fd', u'\\u7248\\u672c', u'\\u9ed8\\u8ba4', u'\\u7ed1\\u5b9a', u'\\u53d1\\u5e03', 'rails', 'turbolinks', 'david', 'heinemeier', 'hansson', 'ruby', 'rail', 'twitter', 'turbolinks', 'ruby', 'rails', 'gemfile', 'turboli']\n",
+        "[u'\\u8c08', u'\\u6df7\\u5408', u'\\u79fb\\u52a8', u'\\u5e94\\u7528', u'\\u5f00\\u53d1', u'\\u9177\\u58f3', 'dhh', 'coolshell', 'cn']\n",
+        "['fe', 'mvc']\n",
+        "['fly']\n",
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+        "[u'\\u6709\\u79cd', u'\\u5468\\u5929', u'\\u665a\\u4e0a', u'\\u9519\\u89c9']\n",
+        "[u'\\u5988\\u5988', u'\\u8bf4', u'\\u6728\\u6709', u'\\u5403', u'\\u798f', 'qaq']\n",
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+        "[u'\\u5367\\u69fd', u'\\u8fd9\\u662f', u'\\u7206\\u70b8']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u6bcf\\u4e2a', u'\\u7ec4\\u5408', u'\\u8fc7\\u6c14', u'\\u53ef\\u5e2e', u'\\u5c0f\\u9a97\\u5b50', u'\\u6bcf\\u6b21', u'\\u90fd\\u8bf4\\u4f1a', u'\\u4e00\\u76f4', u'\\u652f\\u6301', u'\\u4e0b\\u53bb', u'\\u638f\\u7caa']\n",
+        "[u'\\u5bf9\\u4e0d\\u8d77', u'\\u6d6a\\u8d39', u'\\u5e7f\\u544a\\u8d39', u'\\u5b9d\\u9a6c', u'\\u4e2d\\u56fd']\n",
+        "[u'\\u4e24\\u79cd', u'\\u5c34\\u5c2c', u'\\u60c5\\u51b5', u'\\ud83d', u'\\ude05', u'\\u9648\\u8d6b\\u627f\\u8ba4\\u79bb\\u5a5a']\n",
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+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u4f73\\u80fd', u'\\u4e07', u'\\u50cf\\u7d20', u'\\u751f\\u4ea7', u'\\u6295\\u7ed9', u'\\u4f73\\u80fd', u'\\u9009\\u9879', u'\\u8868\\u6001', 'cmos', u'ETPHOTOS']\n",
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+        "[u'\\u5185\\u5fc3', u'\\u5f3a\\u5927', u'\\u65e0\\u6240\\u754f\\u60e7']\n",
+        "['hackers', 'read', 'private', 'sms', 'listen', 'phone', 'calls', 'hacker', 'news']\n",
+        "['oracle', 'database', 'attacking', 'tool', 'odat', 'penetrate', 'oracle', 'database', 'hackers', 'online', 'club', 'hoc']\n",
+        "['hacking', 'facebook', 'accounts', 'using', 'android', 'origin', 'policy', 'vulnerability', 'hacker', 'news']\n",
+        "['latest', 'gadgets', 'mobiles', 'tablets', 'android', 'apps', 'social', 'media', 'tech', 'news', 'indian', 'government', 'block', 'websites', 'hosting', 'terrorism', 'content', 'including', 'pastebin', 'github', 'vimeo']\n",
+        "['jobs', 'google', 'android', 'reverse', 'engineer', 'apply', 'hoc', 'job', 'portal']\n",
+        "[u'\\u6765\\u81ea', 'cscript', 'ealert', 'fscript', 'cimg', 'fsrc', 'djavascript', 'aprompt', 'ciframe', 'fsrc', 'djavascript', 'aprompt', u'\\u5c0f\\u7c73\\u65d7\\u8230\\u65b0\\u54c1\\u53d1\\u5e03\\u4f1a']\n",
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+        "[u'\\u6740', u'\\u65f6\\u95f4', u'\\u5355\\u5237', u'\\u5fae\\u535a', u'\\u591f', u'\\u5c0f\\u6e38\\u620f', u'\\u6ee1\\u8db3', u'\\u65b0\\u7248', u'\\u9002\\u914d', u'\\u7cbe\\u5f69', u'\\u9891\\u9053', u'\\u805a\\u5408', u'\\u5185\\u5bb9', u'\\u4f9b', u'\\u56f4\\u89c2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'weico', 'iphone', 'plus', 'weico']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'rings', 'fellowship', u'\\u5fae\\u76d8', u'\\u5f20\\u831c_Lucy \\u5206\\u4eab\\u7684\"Lord of']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5356', u'\\u8822', u'\\u7ed3\\u675f', u'\\u90a3\\u9897', u'\\u673a\\u667a', u'\\u8c46', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'hobbit', 'tolkien', 'mobi', u'\\u5fae\\u76d8']\n",
+        "[u'\\u6709\\u670b\\u81ea\\u8fdc\\u65b9\\u6765', u'\\u7816\\u547c']\n",
+        "[u'\\u591c\\u591c', u'\\u65e0\\u7720']\n",
+        "[u'\\u521a\\u521a', u'\\u5237', u'\\u5b8c\\u7259', u'\\u53d1\\u73b0', u'\\u65e9\\u4e0a', u'\\u4e70', u'\\u5305\\u5b50', u'\\u4e66\\u5305', u'\\u91cc\\u672c', u'\\u6253\\u7b97', u'\\u5b9e\\u9a8c\\u5ba4', u'\\u518d', u'\\u5403']\n",
+        "[u'\\u5f88\\u7d2f', u'\\u7d2f\\u5230', u'\\u5934\\u75bc', u'\\u613f\\u610f', u'\\u65e9\\u7761']\n",
+        "[u'\\u300e', u'\\u8bb8\\u5f0f\\u4f1f', u'\\u5173\\u6ce8', u'\\u8f6c\\u5411', u'\\u539f\\u56e0', u'\\u8bed\\u8a00', u'\\u77e5\\u4e4e', u'\\u300f', 'erlang', 'go', 'go']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5c9b', u'\\u4eca\\u5929', u'\\u4e09\\u6d45', 'pangpang']\n",
+        "[u'\\u597d', u'\\u68d2', u'\\u6d77\\u98ce']\n",
+        "[u'\\u53ef\\u7231', u'\\u73ca\\u745a', u'\\u4ed4']\n",
+        "[u'\\u6559\\u7ec3', u'\\u6307\\u7740', u'\\u524d\\u65b9', 'kiki']\n",
+        "[u'\\u6c99\\u5df4', u'\\u4ed9\\u672c\\u5a1c', u'\\u6025\\u6551', u'\\u8003\\u8bc1', u'\\u9014\\u4e2d', u'\\u62cd', u'\\u7167\\u7247', 'aow']\n",
+        "[u'\\u6c34\\u91cc', u'\\u6bd4\\u8f83', u'\\u7f8e']\n",
+        "[u'\\u6c99\\u5df4', u'\\u4ed9\\u672c\\u5a1c', u'\\u6025\\u6551', u'\\u8003\\u8bc1', u'\\u9014\\u4e2d', u'\\u62cd', u'\\u7167\\u7247', 'aow']\n",
+        "[u'\\u6c99\\u5df4', u'\\u4ed9\\u672c\\u5a1c', u'\\u6025\\u6551', u'\\u8003\\u8bc1', u'\\u9014\\u4e2d', u'\\u62cd', u'\\u7167\\u7247', 'aow']\n",
+        "[u'\\u8239\\u8239']\n",
+        "[u'\\u5c0f\\u4e11\\u9c7c']\n",
+        "[u'\\u519b\\u8230', u'\\u5c9b', u'\\u7f8e\\u7f8e']\n",
+        "[u'\\u6c99\\u5df4', u'\\u4ed9\\u672c\\u5a1c', u'\\u6025\\u6551', u'\\u8003\\u8bc1', u'\\u9014\\u4e2d', u'\\u62cd', u'\\u7167\\u7247', 'aow']\n",
+        "[u'\\u6d77\\u5154', u'\\u7231', u'\\u7231']\n",
+        "[u'\\u6bd4\\u7ffc', u'\\u6e38']\n",
+        "[u'\\u7f8e', u'\\u73ca\\u745a']\n",
+        "[u'\\u624b\\u7ed8', u'\\u9910\\u56fe', u'\\u597d', u'\\u7231']\n",
+        "[u'\\u7231\\u6f5c', u'\\u6f5c\\u6c34', u'\\u4e2d\\u5fc3', u'\\u6bcf\\u5929', u'\\u51fa\\u53d1', u'\\u8ddf\\u7740', u'\\u8239', u'\\u51fa\\u53d1', u'\\u54d2']\n",
+        "[u'\\u519b\\u8230', u'\\u5c9b', u'\\u9760\\u8fd1', u'\\u83f2\\u5f8b\\u5bbe', u'\\u6700\\u8fd1', u'\\u4e00\\u4e2a', u'\\u5c9b', u'\\u5c9b\\u4e0a', u'\\u9a7b\\u519b', u'\\u771f\\u67aa', u'\\u4e00\\u7fa4', u'\\u4e8c\\u8d27', u'\\u81ea\\u62cd\\u7167', u'\\u5175\\u54e5\\u54e5', u'\\u4e00\\u76f4', u'\\u7b11', u'\\u4e0d\\u8bed', 'high']\n",
+        "[u'\\u6652\\u6652', u'\\u7c89\\u7ea2\\u8272', u'\\u811a\\u8e7c', u'\\u597d', u'\\u559c\\u6b22', u'\\u9999\\u6e2f', u'\\u4e2d\\u73af', u'\\u8d2d\\u5165', 'coco']\n",
+        "[u'\\u6559\\u7ec3', u'\\u59ff\\u52bf', u'\\u771f\\u7684', u'\\u8d85\\u9177', u'\\u8eab\\u6750', u'\\u597d\\u597d', u'\\u7f8e\\u5973', u'\\u6559\\u7ec3', u'\\u771f\\u662f\\u592a', u'\\u5e78\\u798f', 'kiki']\n",
+        "[u'\\u9c7c\\u9c7c', u'\\u8c03\\u76ae', u'\\ud83d', u'\\ude04', u'\\u56f4\\u7740', u'\\u8f6c', u'\\u6c34\\u4e0d\\u6df1', u'\\u519b\\u8230', u'\\u5c9b', u'\\u6c99\\u5730']\n",
+        "[u'\\u5768', u'\\u6d77\\u53c2', u'\\u4f2a\\u88c5', u'\\u771f', u'\\u597d']\n",
+        "[u'\\u8fd9\\u662f', u'\\u4e00\\u53ea', u'\\u4e4c\\u8d3c', u'\\u672c\\u6765', u'\\u60a0\\u54c9\\u60a0\\u54c9', u'\\u6709\\u4eba', u'\\u624b\\u8d31', u'\\u78b0', u'\\u4e00\\u4e0b', u'\\u5410', u'\\u4e00\\u5806', u'\\u58a8', u'\\u53d8\\u8272', u'\\u9003\\u8dd1', u'\\u7b11', u'\\u5c4e']\n",
+        "[u'\\u5b8c\\u6210', u'\\u6df1\\u6f5c', u'\\u6c89\\u8239', u'\\u9876\\u7ea7', u'\\u4e2d\\u6027', u'\\u6d6e\\u529b', u'\\u5bfb\\u56de', u'\\u653e\\u6d41', 'aow']\n",
+        "[u'\\u5927\\u4f19', u'\\u4e00\\u8d77', u'\\u5403\\u996d', u'\\u996d', u'\\u5de6\\u8fb9', u'\\u4e24\\u4e2a', u'\\u9a6c\\u6765\\u897f\\u4e9a', u'\\u5409\\u9686\\u5761', u'\\u8fc7\\u6765', u'\\u53f3\\u8fb9', u'\\u7537\\u751f', u'\\u5c0f\\u660e', u'\\u6559\\u7ec3', u'\\u6559', u'\\u6559\\u7ec3', u'\\u5973\\u751f', u'\\u6559\\u7ec3', u'\\u53ef\\u7231', u'\\u8eab\\u6750', u'\\u597d', u'\\u68d2', u'\\u59b9\\u5b50', u'\\u7b11', u'\\u9152\\u7a9d', 'ow', 'kiki']\n",
+        "[u'\\u597d\\u5403', u'\\u6839\\u672c', u'\\u505c\\u4e0d\\u4e0b\\u6765', u'\\u7279\\u522b', u'\\u5bb6', u'\\u9cc4', u'\\u68a8\\u6c41', u'\\u597d\\u5403', u'\\u54ed']\n",
+        "[u'\\u611f\\u53d7', u'\\u6d77\\u6d0b', u'\\u611f\\u53d7', u'\\u6d6e\\u529b', u'\\ud83d', u'\\udc1f', u'\\u4ed9\\u672c\\u5a1c', u'\\u6df1\\u6f5c', u'\\u8003\\u8bc1', u'\\u9014\\u4e2d', u'\\u62cd', u'\\u7167\\u7247']\n",
+        "[u'\\u8fd9\\u5bb6', u'\\u5e97', u'\\u9cc4', u'\\u68a8\\u6c41', u'\\u771f\\u7684', u'\\u8d85\\u68d2']\n",
+        "[u'\\u6d45', u'\\u5730\\u65b9', u'\\u6559\\u7ec3', u'\\u597d', u'\\u641e\\u7b11', u'\\u7259\\u818f', u'\\u9017', u'\\u771f\\u7684', u'\\u8fc7\\u6765', u'\\u5403', u'\\u5403', u'\\u4e00\\u53e3', u'\\u5410\\u6389']\n",
+        "[]\n",
+        "[u'\\u597d', u'\\u53ef\\u7231', u'\\u6d77\\u661f']\n",
+        "[u'\\u611f\\u53d7', u'\\u6d77\\u6d0b', u'\\u611f\\u53d7', u'\\u6d6e\\u529b', u'\\ud83d', u'\\udc1f', u'\\u4ed9\\u672c\\u5a1c', u'\\u6df1\\u6f5c', u'\\u8003\\u8bc1', u'\\u9014\\u4e2d', u'\\u62cd', u'\\u7167\\u7247']\n",
+        "[u'\\u611f\\u53d7', u'\\u6d77\\u6d0b', u'\\u611f\\u53d7', u'\\u6d6e\\u529b', u'\\ud83d', u'\\udc1f', u'\\u4ed9\\u672c\\u5a1c', u'\\u6df1\\u6f5c', u'\\u8003\\u8bc1', u'\\u9014\\u4e2d', u'\\u62cd', u'\\u7167\\u7247']\n",
+        "[u'\\u611f\\u53d7', u'\\u6d77\\u6d0b', u'\\u611f\\u53d7', u'\\u6d6e\\u529b', u'\\ud83d', u'\\udc1f', u'\\u4ed9\\u672c\\u5a1c', u'\\u6df1\\u6f5c', u'\\u8003\\u8bc1', u'\\u9014\\u4e2d', u'\\u62cd', u'\\u7167\\u7247']\n",
+        "[u'\\u611f\\u53d7', u'\\u6d77\\u6d0b', u'\\u611f\\u53d7', u'\\u6d6e\\u529b', u'\\ud83d', u'\\udc1f', u'\\u4ed9\\u672c\\u5a1c', u'\\u6df1\\u6f5c', u'\\u8003\\u8bc1', u'\\u9014\\u4e2d', u'\\u62cd', u'\\u7167\\u7247']\n",
+        "[u'\\u611f\\u53d7', u'\\u6d77\\u6d0b', u'\\u611f\\u53d7', u'\\u6d6e\\u529b', u'\\ud83d', u'\\udc1f', u'\\u4ed9\\u672c\\u5a1c', u'\\u6df1\\u6f5c', u'\\u8003\\u8bc1', u'\\u9014\\u4e2d', u'\\u62cd', u'\\u7167\\u7247']\n",
+        "[u'\\u7f8e', u'\\u73ca\\u745a']\n",
+        "[u'\\u884c\\u51f6']\n",
+        "[u'\\u9c7c\\u9c7c', u'\\u597d', u'\\u53ef\\u7231', u'\\u6591\\u9a6c\\u9c7c']\n",
+        "[u'\\u5076\\u9047', u'\\u81ea\\u7531', u'\\u6f5c', u'\\u54e5\\u4eec', u'\\u4eca\\u5929', u'\\u4e00\\u5929', u'\\u6025\\u6551', u'\\u5b9e\\u8df5', u'\\u8bfe', u'\\u5b66\\u4e60', u'\\u6a21\\u62df', u'\\u6025\\u6551', u'\\u573a\\u666f', u'\\u62d6\\u4eba', u'\\u4eba\\u5de5\\u547c\\u5438', u'\\ud83d', u'\\ude04']\n",
+        "[u'\\u611f\\u53d7', u'\\u6d77\\u6d0b', u'\\u611f\\u53d7', u'\\u6d6e\\u529b', u'\\ud83d', u'\\udc1f', u'\\u4ed9\\u672c\\u5a1c', u'\\u6df1\\u6f5c', u'\\u8003\\u8bc1', u'\\u9014\\u4e2d', u'\\u62cd', u'\\u7167\\u7247']\n",
+        "[u'\\u6bd5\\u4e1a', u'\\u4e00\\u6b21', u'\\u62ff\\u4e09\\u8bc1', u'\\u6551\\u63f4', 'aow', 'efr']\n",
+        "[u'\\u8d85', u'\\u7f8e\\u4e3d', u'\\u72ee\\u5b50', u'\\u9c7c', u'\\u8d85\\u5927', 'lion', 'fish']\n",
+        "[u'\\u94bb\\u6d1e', u'\\u6c34\\u5e95', u'\\u597d', u'\\u597d\\u73a9']\n",
+        "[u'\\u5927\\u4f19\\u513f', u'\\u6c89\\u8239', u'\\u91cc', u'\\u597d\\u5f00\\u5fc3']\n",
+        "[u'\\u9a6c\\u5e03', u'\\u5c9b\\u4e0a', u'\\u4f4f\\u5bbf', u'\\u9152\\u5e97', u'\\u4e0d\\u9519']\n",
+        "[u'\\u6d77', u'\\u8717\\u725b', u'\\u58f3', u'\\u54d2']\n",
+        "[u'\\u53ea', u'\\u6d77\\u9f9f', u'\\u8d77\\u7801', u'\\u6709\\u7c73', u'\\u8d85\\u7ea7', u'\\u5927\\u9a6c', u'\\u5e03\\u5c9b', u'\\u4e07\\u5c81']\n",
+        "[u'\\u73a9', u'\\u6d77\\u661f']\n",
+        "[u'\\u4eca\\u5929', u'\\u4e00\\u5929', u'\\u8fd4\\u7a0b', u'\\u6700\\u540e', u'\\u4f53\\u9a8c', u'\\u4e00\\u4e0b', u'\\u4f4f', u'\\u6d77\\u666f\\u623f', u'\\u9a6c\\u5e01', u'\\u4e00\\u5929', u'\\u771f\\u7684', u'\\u4e0d\\u9519', u'\\u63a8\\u8350', u'\\u6d77\\u6d0b', u'\\u4e4b\\u5fc3']\n",
+        "[u'\\u56de\\u5bb6', u'\\u98de\\u56de', u'\\u9999\\u6e2f', u'\\u820d\\u4e0d\\u5f97', u'\\u4e9a\\u5e87\\u4ed9', u'\\u672c\\u5a1c', u'\\u56de\\u6765', u'\\u8fd8\\u8981', u'\\u8bd7', u'\\u5df4\\u4e39']\n",
+        "[u'\\u8d85', u'\\u7f8e\\u4e3d', u'\\u72ee\\u5b50', u'\\u9c7c', u'\\u8d85\\u5927', 'lion', 'fish']\n",
+        "[u'\\u4e00\\u4f4d', u'\\u4f53\\u7cfb\\u7ed3\\u6784', u'\\u7814\\u7a76', u'\\u4eba\\u5458', u'\\u4eca\\u5e74', u'\\u81ea\\u7136\\u79d1\\u5b66', u'\\u4e00\\u7b49\\u5956', u'\\u8bc4\\u8bba', u'\\u8f6c\\u8f7d', u'\\u6df7', u'\\u5475\\u5475']\n",
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+        "[u'\\u5206\\u4eab', u'\\u5347\\u7ea7', 'mac', 'os', 'git', u'JinnLynn \\u7684\\u6587\\u7ae0\\u300cHOW TO:']\n",
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+        "[u'\\u53ea\\u80fd', u'\\u6570\\u7ec4', 'jquery', 'trigger']\n",
+        "[u'\\u6c42\\u9001', u'\\u5206\\u4eab']\n",
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+        "['repeat']\n",
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+        "[]\n",
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+        "[]\n",
+        "[u'\\u66b4\\u98df', u'\\u75c7']\n",
+        "[u'\\u907f\\u514d', u'\\u9ad8\\u4ef7', u'\\u4e70\\u5165', u'\\u80a1\\u7968', u'\\u4e00\\u4e2a', u'\\u5c0f', u'\\u516c\\u5f0f', u'\\u5206\\u4eab', u'\\u4eca\\u65e5\\u5934\\u6761 )']\n",
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+        "['airjacket']\n",
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+        "[u'\\u6211\\u64cd', u'\\u8bf4', u'\\u8bc4\\u8bba', u'\\u6846']\n",
+        "[u'\\u9019\\u88e1', u'\\u5e7e\\u500b', u'\\u5716\\u5d29', u'\\u77e5\\u9053', u'\\u67e5\\u8a62', u'\\u9ebc', u'\\u4e00\\u5b9a', u'\\u904e\\u96fb\\u8166', u'\\u767b\\u9304', u'\\u591a\\u92b3\\u6377', 'mac', 'pc', 'mac']\n",
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+        "[]\n",
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+        "[u'\\u6e90\\u7801', u'\\u884c', u'\\u597d\\u96be', u'\\u64b8', 'angular']\n",
+        "[u'\\u8ba1\\u5212', u'\\u505a', u'\\u5b98\\u7f51', u'\\u6559\\u7a0b', u'\\u7279\\u4e48', 'ng', 'hybrid', 'app', 'ng']\n",
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+        "[u'\\u6316', u'\\u5751', 'bug']\n",
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+        "[u'\\u4e00\\u4e0b', u'\\u5206\\u4eab', 'react', 'js', 'conf', 'keynote', 'introducing', 'react', 'native', 'mark', u'\\u571f\\u8c46\\u79d1\\u6280\\uff09']\n",
+        "[u'\\u6700\\u8fd1', u'\\u52a8\\u4f5c', u'\\u597d', u'\\u5174\\u594b', u'\\u524d\\u7aef', u'\\u8d8a\\u6765\\u8d8a', u'\\u6298\\u817e', u'\\u4e1c\\u897f', u'\\u7fa1\\u6155', u'\\u725b\\u4eba', 'react']\n",
+        "[u'\\u597d', u'\\u9ebb\\u70e6', u'\\u770b\\u5230', u'\\u5165\\u95e8', u'\\u827e\\u739b', u'\\u7b97\\u7b97', 'everything', 'executor', 'winhotkey', 'autohoykey']\n",
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+        "[]\n",
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+        "[u'\\u5206\\u4eab', u'\\u4e03\\u6b65', 'ppt']\n",
+        "[u'\\u611f\\u8c22', u'\\u8d4f\\u541b', u'\\u6253\\u8d4f', u'\\u54d2', u'\\u300e', u'\\u5fae\\u535a', u'\\u6253\\u8d4f', u'\\u300f']\n",
+        "[u'\\u5973\\u795e']\n",
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+        "['hearts', 'comprised', 'boss', 'zhang', 'monkey', 'garfield', 'dongdong', 'fish', 'jonser', 'zing', 'deer', 'staclynxia', 'gege', 'janie', 'moon']\n",
+        "['hearts', 'comprised', 'boss', 'zhang', 'monkey', 'garfield', 'dongdong', 'fish', 'jonser', 'zing', 'deer', 'staclynxia', 'gege', 'janie', 'moon', 'youki']\n",
+        "[u'\\u6ee1\\u8179', u'\\u8bdd', u'\\u4e0d\\u77e5', u'\\u8bf4', u'\\u795d\\u597d']\n",
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+        "['happynewyear', 'geeks']\n",
+        "['geeks', u'HappyNewYear']\n",
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+        "[u'\\u6df1\\u5ea6', u'\\u91c7\\u8bbf', u'\\u7ade\\u8d5b', 'kaggle', 'cifar']\n",
+        "[u'\\u662f\\u5426', u'\\u8bb0\\u8d77', u'\\u4e92\\u8054\\u7f51', u'\\u5e74\\u4ee3', 'happy', 'memories']\n",
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+        "[]\n",
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+        "[u'\\u6700', u'\\u9002\\u5408', u'\\u82f1\\u6587\\u540d', u'\\u6db5\\u4e49', u'\\u68ee\\u6797', u'\\u91d1\\u53d1', u'\\u5973\\u5b69', u'\\u751c\\u7f8e', u'\\u53ef\\u7231', u'\\u53d6\\u4e2a', u'\\u9002\\u5408', u'\\u82f1\\u6587\\u540d', u'\\u7b80\\u5355', u'\\u8f93\\u5165', u'\\u4e2d\\u6587\\u540d', u'\\u6d4b\\u8bd5', u'\\u5730\\u5740', 'daisy', 'go', 'go']\n",
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+        "[u'\\u4e71\\u7801', u'\\u7f16\\u7801', u'\\u95ee\\u9898', u'\\u767e\\u5ea6\\u5730\\u56fe']\n",
+        "[u'\\u4e8b\\u513f', u'\\u4e00\\u4e2a', u'\\u5de8', u'\\u590d\\u6742', u'\\u534f\\u8bae', u'\\u89e3\\u51b3', u'\\u95ee\\u9898', u'\\u95ee\\u9898', u'\\u5b50', u'\\u95ee\\u9898', u'\\u9634\\u6697\\u9762', u'\\u5b66\\u4e60', u'\\u6bd4\\u8f83', u'\\u75db\\u82e6', u'\\u8fc7\\u7a0b', u'\\u5b66\\u4e60', u'\\u8fc7\\u7a0b', u'\\u5374', u'\\u4eba', u'\\u6536\\u83b7', u'\\u534f\\u8bae', u'\\u7ec6\\u8282', u'\\u63a8\\u8350', u'\\u5206\\u4eab', 'tcp', 'tcp', 'tcp', 'tcp', 'richard', u'IT\\u6280\\u672f\\u535a\\u5ba2\\u5927\\u5b66\\u4e60\\uff09']\n",
+        "[u'\\u521a\\u6362', u'\\u9ed8\\u8ba4', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
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+        "[]\n",
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+        "[u'\\u5206\\u4eab', u'\\u5934\\u6761\\u65b0\\u95fb \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u731c', u'\\u786e\\u5b9e', u'\\u6dd8\\u5b9d', u'\\u505a']\n",
+        "[u'\\u865a\\u62df\\u76ee\\u5f55', u'\\u91cc\\u9762', u'\\u7ee7\\u627f', u'\\u7f51\\u7ad9', u'\\u8bbe\\u7f6e', u'\\u535a\\u5ba2\\u56ed', 'webconfig', 'lee', 'lulu']\n",
+        "[u'\\u5feb\\u901f', u'\\u56fe\\u8868', u'\\u63a7\\u4ef6', u'\\u5f00\\u6e90', u'\\u535a\\u5ba2\\u56ed', 'highchartsnet', 'linezero']\n",
+        "[u'\\u5199', u'\\u754c\\u9762', u'\\u5199', u'\\u5ba2\\u6237\\u7aef', u'\\u5e93', u'\\u535a\\u5ba2\\u56ed', 'codefirst', 'ui', 'liulun']\n",
+        "[u'\\u793e\\u4f1a', u'\\u5e72\\u51c0', u'\\u81ea\\u8d39', u'\\u51fa\\u7248', u'\\u600e\\u4e48\\u56de\\u4e8b', u'\\u4fe1\\u606f', u'\\u53d1\\u8fbe', u'\\u4eca\\u5929', u'\\u77e5\\u9053', u'\\u81ea\\u8d39', u'\\u51fa\\u7248', u'\\u80af\\u5b9a', u'\\u77e5\\u9053', u'\\u81ea\\u8d39', u'\\u51fa\\u7248']\n",
+        "[u'\\u6b3e', u'\\u6b3e', u'\\u4eba\\u751f', u'\\u7a7f', u'\\u6b3e', u'\\u4e8b\\u513f', u'\\u6709\\u70b9\\u50cf', u'\\u4ea4\\u670b\\u53cb', u'\\u8273\\u5149\\u56db\\u5c04', u'\\u957f\\u8896\\u5584\\u821e', u'\\u4e3b\\u52a8', u'\\u793a\\u597d', u'\\u4ea4\\u9645\\u82b1', u'\\u5438\\u5f15']\n",
+        "[u'\\u9b45\\u529b', u'\\u8bf4\\u8d77', u'\\u7530\\u56ed', u'\\u91cc', u'\\u87cb\\u87c0', u'\\u535a\\u5ba2\\u56ed', 'net', 'mono', 'net', 'core']\n",
+        "[u'\\u6709\\u65f6', u'\\u73cd\\u8d35', u'\\u6619\\u82b1\\u4e00\\u73b0', u'\\u5927\\u5e86', u'\\u9e33\\u9e2f', u'\\u5403\\u591f', u'\\u8098\\u5b50', u'\\u5b8c', u'\\u4e8c\\u4eba\\u8f6c', u'\\u8fc7\\u763e', u'\\u60f3\\u6362\\u4e2a', u'\\u53e3\\u5473', u'\\u5c24\\u5176', u'\\u4e00\\u5ea7', u'\\u8d44\\u6e90', u'\\u57ce\\u5e02', u'\\u540d\\u8f66']\n",
+        "['yaaaase']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'lecun', 'unreasonable', 'effectiveness', u'\\u5fae\\u76d8', u'\\u7231\\u53ef\\u53ef-\\u7231\\u751f\\u6d3b']\n",
+        "[u'\\u4e2d', u'\\u6709\\u4eba', u'\\u95ee', u'\\u4f5c\\u8005', u'\\u56de\\u590d', u'\\u8bf4', 'google', 'group', 'redis', 'cluster', 'release', 'redis', 'released', 'matter', 'days', 'jan']\n",
+        "[u'\\u7f8e\\u56e2\\u7f51', u'\\u62db\\u8058', u'\\u5f00\\u53d1', u'\\u8fd0\\u7ef4', u'\\u5f00\\u53d1', u'\\u8d1f\\u8d23', u'\\u7f8e\\u56e2\\u7f51', u'\\u6570\\u636e\\u5e93', u'\\u65e5\\u5e38', u'\\u8fd0\\u7ef4', u'\\u8fd0\\u7ef4', u'\\u5e73\\u53f0', u'\\u6784\\u5efa', u'\\u516c\\u53f8', u'\\u73b0\\u5728', u'\\u5904\\u4e8e', u'\\u9ad8\\u901f', u'\\u53d1\\u5c55', u'\\u9636\\u6bb5', u'\\u4f53\\u9a8c', u'\\u4e00\\u4e2a', u'\\u7f51\\u7ad9', u'\\u5feb\\u901f', u'\\u53d1\\u5c55', u'\\u65f6', u'\\u6570\\u636e\\u5e93', u'\\u51b2\\u51fb', u'\\u4e00\\u8d77', u'\\u516c\\u53f8', u'\\u6210\\u957f', u'\\u6210\\u957f', u'\\u5de5\\u4f5c\\u4f5c\\u98ce', u'\\u7b80\\u5355', u'\\u5b9e\\u6548', u'\\u56e2\\u961f', u'\\u6c1b\\u56f4', u'\\u5f00\\u653e', u'\\u81ea\\u7531', u'\\u9f13\\u52b1', u'\\u521b\\u65b0', u'\\u6df1\\u5165', u'\\u5b66\\u4e60', u'\\u6c42', u'\\u8f6c\\u53d1', 'linux', 'proxy', 'mysql', 'mysql', 'dba', 'python']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u771f\\u662f', u'\\u4e00\\u4e2a', u'\\u5927\\u6740\\u5668', u'\\u7b2c\\u4e00', u'\\u65f6\\u95f4', u'\\u770b\\u770b', u'\\u91cc\\u9762', u'\\u5b58', u'\\u76f4\\u63a5', u'\\u6302', 'redis', 'keys', 'rename', 'command', 'rd', 'redis', 'redis']\n",
+        "[u'\\u652f\\u6301', u'\\u4e00\\u4e2a', u'\\u8868\\u6563', u'\\u4e24\\u4e2a', u'\\u7ef4\\u5ea6', u'\\u4e24\\u4e2a', u'\\u4e1a\\u52a1', u'\\u5199', u'\\u53ea', u'\\u5199', u'\\u4e00\\u6b21', u'\\u66f4\\u65b0', u'\\u4e24\\u4e2a', u'\\u7ef4\\u5ea6', u'\\u6563\\u8868', 'tddl', 'drds', 'sharding', 'key', 'drds', 'drds', u'\\u6dd8\\u5b9d\\u6c88\\u8be2_WhisperXD']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u6a21\\u578b', u'\\u4e24\\u4e2a', u'\\u597d\\u56fe', u'\\u5747\\u8861', u'\\u53d1\\u5c55', u'\\u4eba\\u624d', u'\\u5206\\u4eab', u'\\u56fe\\u7247', 'ksa']\n",
+        "[u'\\u63a8\\u8350', u'\\u8bb2\\u89e3', u'\\u4f18\\u5316', u'\\u56db\\u79cd', u'\\u7b56\\u7565', u'\\u6587\\u7ae0', u'\\u56fe\\u753b', u'\\u6e05\\u6670', u'\\u4e00\\u770b', u'\\u61c2', 'mariadb', 'subquery', 'duplicateweedout', 'firstmatch', 'loosescan', 'materialization']\n",
+        "[u'\\u6c5f\\u82cf', u'\\u65b0\\u5e74', u'\\u6f14\\u51fa', u'\\u9648\\u5955\\u8fc5', u'\\u5468\\u6770\\u4f26', u'\\u6dd8\\u6c70']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u521a\\u521a', u'\\u53d1\\u5e03', u'\\u7167\\u7247', 'instagram']\n",
+        "[u'\\u516c\\u53f8', u'\\u8033\\u673a', u'\\u6302', u'\\u8033\\u6735', u'\\u542c\\u6b4c', u'\\u770b\\u5230', u'\\u4e00\\u8f86', u'\\u516c\\u4ea4\\u8f66', u'\\u5f00', u'\\u8fc7\\u6765', u'\\u516c\\u4ea4\\u7ad9', u'\\u8dd1', u'\\u516c\\u4ea4\\u8f66', u'\\u5750\\u4e0b', u'\\u7a81\\u7136', u'\\u60f3\\u8d77', u'\\u8033\\u673a', u'\\u515c\\u91cc', u'\\u80cc\\u5305', u'\\u56de\\u5fc6', u'\\u4e0b', u'\\u80af\\u5b9a', u'\\u6234\\u4e0a', u'\\u8dd1', u'\\u8fc7\\u7a0b', u'\\u4e2d', u'\\u4e22', u'\\u8ff7\\u832b', u'\\u4e2d\\u6478', u'\\u4e0b', u'\\u8033\\u6735', u'\\u8033']\n",
+        "[u'\\u8bf4\\u79cb\\u77f3', u'\\u4e09\\u671f', u'\\u901a\\u4e86', u'\\u79cb\\u6d9b', u'\\u8def', u'\\u5835', u'\\u5835\\u5f97', u'\\u597d', u'\\u4e25\\u91cd', u'\\u4eca\\u5929']\n",
+        "[u'\\u4eca\\u5929', u'\\u5929\\u8272', u'\\u4f30\\u8ba1', u'\\u4eba', u'\\u7761', u'\\u8fc7\\u5934']\n",
+        "[u'\\u7ea2\\u706f']\n",
+        "[u'\\u5206\\u4eab', u'\\u5434\\u519b\\u535a\\u58eb \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u676d\\u5dde', u'\\u7ad9', u'\\u676d\\u5dde', u'\\u51ac\\u5929', u'\\u7a7a\\u6c14\\u8d28\\u91cf', u'\\u582a\\u5fe7']\n",
+        "[u'\\u4eca\\u5929', u'\\u7279\\u610f', u'\\u641c', u'\\u4e0b', u'\\u516c\\u5171', u'\\u5355\\u8f66', u'\\u53d1\\u73b0', u'\\u6c5f\\u6d59', u'\\u6bcf\\u4e2a', u'\\u5730\\u7ea7\\u5e02', u'\\u516c\\u5171', u'\\u81ea\\u884c\\u8f66', u'\\u7cfb\\u7edf', u'\\u53bf\\u57ce', u'\\u53cd\\u89c2', u'\\u5e7f\\u4e1c', u'\\u73e0\\u4e09\\u89d2', u'\\u975e\\u73e0', u'\\u97f6\\u5173', u'\\u6e5b\\u6c5f']\n",
+        "[u'\\u73b0\\u5728', u'\\u50f5\\u5c38', u'\\u7c89', u'\\u9a97\\u7c89', u'\\u4e00\\u4e2a\\u4e2a', u'\\u6028\\u5987']\n",
+        "[]\n",
+        "[u'\\u4eae', u'\\u778e', u'\\u72d7\\u773c', u'\\u676d\\u5dde\\u5730\\u94c1\\u5b9a\\u5b89\\u8def\\u7ad9']\n",
+        "[u'\\u94b1\\u5858\\u6c5f', u'\\u8239']\n",
+        "[u'\\u94b1\\u6c5f', u'\\u4e09\\u6865']\n",
+        "[u'\\u676d\\u5dde', u'\\u516c\\u4ea4\\u7ad9', u'\\u4ead', u'\\u914d\\u7f6e']\n",
+        "[u'\\u5206\\u4eab', u'\\u5206\\u4eab', u'\\u5f20\\u60e0\\u59b9', u'\\u5355\\u66f2', u'\\u542c\\u6d77', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u5f20\\u60e0\\u59b9', u'\\u5355\\u66f2', u'\\u542c\\u6d77', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'feature', 'learning', 'deep', u'\\u5fae\\u76d8', u'Huaijin \\u5206\\u4eab\\u7684\"Unsupervised']\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u8c22\\u8c22', u'\\u7ebd\\u7ea6', u'\\u5929\\u751f', u'\\u5b8c\\u7f8e', u'\\u62d0\\u4e2a', u'\\u7687\\u5e1d', u'\\u56de', u'\\u73b0\\u4ee3', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
+        "[u'\\u300e', u'\\u6570\\u5b66', u'\\u4e4b\\u7f8e', u'\\u756a\\u5916\\u7bc7', u'\\u5e73\\u51e1', u'\\u795e\\u5947', u'\\u8d1d\\u53f6\\u65af', u'\\u65b9\\u6cd5', u'\\u2013', u'\\u6570\\u76df', u'\\u300f']\n",
+        "[u'\\u529b\\u633d\\u72c2\\u6f9c', u'\\u633d\\u6551', u'\\u51e0\\u4e2a', u'\\u51e0\\u5206', u'\\u5b66\\u751f', u'\\u4e16\\u754c', u'\\u51e0\\u4e2a', u'\\u8fd9\\u79cd', u'\\u6539\\u5377', u'\\u4eba', u'\\u597d']\n",
+        "[u'\\u4eca\\u665a', u'\\u6dd8\\u5b9d', u'\\u4ed8\\u6b3e', u'\\u4e0d\\u5230', u'\\u5206\\u949f', u'\\u9a97\\u5b50', u'\\u7535\\u8bdd', u'\\u8bf4', u'\\u8ba2\\u5355', u'\\u5f02\\u5e38', u'\\u51c6\\u786e', u'\\u8bf4\\u51fa', u'\\u8ba2\\u5355', u'\\u8be6\\u60c5', u'\\u4fe1\\u606f', u'\\u6cc4\\u9732', u'\\u592a\\u5feb', u'\\u592a', u'\\u8be1\\u5f02', u'\\u7535\\u8bdd', u'\\u90a3\\u5934', u'\\u542c\\u5230', u'\\u597d\\u51e0\\u4e2a', u'\\u4eba', u'\\u6307\\u5bfc', u'\\u53d7\\u5bb3\\u8005', u'\\u64cd\\u4f5c', u'\\u6c47\\u6b3e', u'\\u6d3b\\u8dc3', u'\\u9ed1\\u4ea7', u'\\u9707\\u7cbe', u'\\u7f51\\u4e0a', u'\\u4e00\\u5806', u'\\u4eba', u'\\u9a97', u'\\u6ca1\\u4eba\\u7ba1', u'\\u4e00\\u4e0b', u'\\u9a97\\u5b50', u'\\u7535\\u8bdd', u'\\u9493\\u9c7c', u'\\u7f51\\u5740', u'\\u6dd8\\u5b9d', 'rdfgs', 'pw', u'\\u5e7f\\u5dde\\u7f51\\u8b66', u'\\u676d\\u5dde\\u7f51\\u8b66']\n",
+        "[u'\\u6444\\u5f71\\u5e08']\n",
+        "[u'\\u5fd9', u'\\u8fde\\u5e74', u'\\u8ba1\\u5212', u'\\u65f6\\u95f4', u'\\u5199']\n",
+        "[u'\\u9648\\u6d01\\u4eea', u'\\u6dd8\\u6c70', u'\\u5b8c\\u5168', u'\\u73b0\\u573a', u'\\ud83d', u'\\udc36', u'\\u592a', 'low']\n",
+        "[u'\\u4e00\\u5b9a', u'\\u8349\\u8393', u'\\u5473']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[]\n",
+        "[u'\\u8de8\\u5e74', u'\\u5e78\\u8fd0', u'\\u6211\\u5bb6', u'\\u9886\\u5230', u'\\u9001', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u8de8\\u5e74', u'\\u7b54\\u8c22', u'\\u5361\\u5238', u'\\u8bd5\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u8c03\\u620f', u'\\u4e00\\u4e2a', u'\\u673a\\u5668\\u4eba', u'\\u5904\\u5973', u'\\u5904\\u5973', u'\\u5c04\\u624b', u'\\u6bd4\\u8f83', u'\\u5438\\u5f15', u'\\u54c8\\u54c8\\u54c8', u'\\u54c8\\u54c8\\u54c8', u'\\u83ab\\u540d', u'\\u6233', u'\\u4e2d', u'\\u7b11', u'\\u70b9']\n",
+        "[u'\\u674e\\u5f66\\u5b8f', u'\\u6761', u'\\u6cd5\\u5219', u'\\u767e\\u5ea6', u'\\u5458\\u5de5', u'\\u4e0d\\u597d', u'\\u6df7', u'\\u5206\\u4eab', u'\\u4eca\\u65e5', u'\\u5934\\u6761', 'tm', 'joke']\n",
+        "[u'\\u5ab3\\u5987\\u513f', u'\\u7ea2\\u5305', u'\\u597d\\u5927', u'\\u4e00\\u4e2a']\n",
+        "[u'\\u5143\\u65e6', u'\\u4e0d\\u5f00\\u68ee']\n",
+        "[u'\\u4ee5\\u4e3a', u'\\u77e5\\u9053', u'\\u5f00']\n",
+        "[u'\\u4ec7', u'\\u6028', u'\\u8fd8\\u6765', 'day']\n",
+        "[u'\\u6b63\\u9762', u'\\u80cc\\u9762', u'\\u5168\\u7403', u'\\u9650\\u91cf\\u4f9b\\u5e94', u'\\u666e\\u4eac', u'\\u4e00\\u53f0', u'\\u4e60', u'\\u4e00\\u53f0', u'\\u4e00\\u53f0', u'\\u624b\\u91cc', 'android', 'kindle']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
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+        "[u'\\u771f', u'\\u770b\\u4e0d\\u51fa', u'\\u5435', u'\\u5012', u'\\u8ba4\\u4e3a', u'\\u8fd9\\u662f', u'\\u5e38\\u6001', u'\\u8fc7\\u6765\\u4eba', u'\\u4ee5\\u540e', u'\\u8fd9\\u79cd', u'\\u5e38\\u6001', u'\\u7ee7\\u7eed', u'\\u8fd9\\u662f', u'\\u4e16\\u754c', u'\\u96be\\u9898', u'\\u4eba', u'\\u5e38\\u5435', u'\\u5435', u'\\u5fae\\u535a\\u4e0a', u'\\u8bf4', u'\\u505a', u'\\u6570\\u636e\\u5e93', u'\\u76f8\\u5173', u'\\u4e1c\\u897f', u'\\u524d\\u5bb6', u'\\u516c\\u53f8', u'\\u505a', u'\\u56fd\\u4ea7', u'\\u6570\\u636e\\u5e93', u'\\u603b\\u4f1a', u'\\u4e00\\u4e9b', u'\\u4eba\\u4f1a', u'\\u5435', 'cassandra', 'hbase', 'mongodb', 'mysql', 'postgresql', u'\\u5e73\\u6c11\\u67b6\\u6784']\n",
+        "[u'\\u4ee3\\u7801', u'\\u89c4\\u6a21', u'\\u6bd4\\u8f83', u'\\u6362\\u6210', u'\\u529f\\u80fd', u'\\u6bd4\\u8f83', u'\\u6761', u'\\u7b49\\u5f0f', u'\\u6210\\u7acb', u'\\u662f\\u4e0d\\u662f', u'\\u6709\\u610f\\u601d', u'\\u5b58\\u50a8', u'\\u5f15\\u64ce', u'\\u6362', u'\\u4e00\\u79cd', u'\\u6570\\u636e\\u7ed3\\u6784', u'\\u6362', u'\\u4e00\\u79cd', u'\\u8bbe\\u8ba1', u'\\u6362', u'\\u4e00\\u79cd', u'\\u8bed\\u8a00', u'\\u4ea7\\u751f', u'\\u5dee\\u5f02', 'innodb', 'wiredtiger', 'mvstore']\n",
+        "[u'\\u5fae\\u535a', u'\\u8bc4\\u8bba', u'\\u597d', u'\\u5947\\u602a', u'\\u53d1\\u4e86', u'\\u4e00\\u6761', u'\\u5fae\\u535a', u'\\u6211\\u53d1', u'\\u4e00\\u6761', u'\\u5fae\\u535a', u'\\u4e0b\\u56de', u'\\u4e00\\u6761', u'\\u8bc4\\u8bba', u'\\u4e0b\\u56de', u'\\u56de\\u590d', u'\\u4e0b', u'\\u56de\\u590d', u'\\u56de\\u590d', u'\\u53ea', u'\\u4e2d', u'\\u4e0b']\n",
+        "[u'\\u5657\\u738b', u'\\u540c\\u5b66', u'\\u8fdb\\u519b', u'\\u4f5c\\u5bb6', u'\\u5708', u'\\u597d\\u50cf', u'\\u542c', u'\\u5408\\u7406', u'\\u4e2d\\u6587', u'\\u4e16\\u754c', u'\\u5fae\\u535a', u'\\u535a\\u5ba2', u'\\u8fd9\\u79cd', u'\\u540a\\u4e1d', u'\\u5e73\\u53f0', u'\\u73a9', u'\\u6280\\u672f', u'\\u5b66\\u672f', u'\\u5708', u'\\u4eba', u'\\u76ee\\u6807', u'\\u8bfb\\u8005', u'\\u7801', u'\\u519c\\u5708', u'\\u89c9\\u5f97', u'\\u6389', u'\\u5708', u'\\u4ee5\\u524d', u'\\u7801', u'\\u519c\\u5708', u'\\u73b0\\u5728', u'\\u5708', u'\\u82e5\\u771f', u'\\u5708', u'\\u81ea\\u8a00\\u81ea\\u8bed', u'\\u5708', 'low']\n",
+        "[u'\\u505a', u'\\u8bed\\u8a00', u'\\u505a', u'\\u5f00\\u53d1\\u5de5\\u5177', u'\\u6323\\u94b1', u'\\u5fae\\u8f6f', u'\\u5f00\\u53d1\\u5de5\\u5177', u'\\u5356\\u94b1', u'\\u5929\\u671d', u'\\u4eba\\u7528', u'\\u6b63\\u7248', u'\\u62b1\\u6028', u'\\u9020', u'\\u5b7d', u'\\u505a', u'\\u57fa\\u7840', u'\\u8f6f\\u4ef6', u'\\u6323\\u94b1', u'\\u53ea', u'\\u5269', u'\\u6570\\u636e\\u5e93', u'\\u6570\\u636e', u'\\u4e1c\\u897f', u'\\u52c9\\u5f3a', u'\\u89c9\\u5f97', u'\\u91cd\\u8981', u'\\u516c\\u53f8', u'\\u613f\\u610f', u'\\u4f7f\\u7528', u'\\u5f00\\u6e90', u'\\u6570\\u636e\\u5e93', u'\\u65f6', u'\\u8d2d\\u4e70', u'\\u989d\\u5916', u'\\u5546\\u4e1a', u'\\u670d\\u52a1']\n",
+        "[u'\\u5e74', u'\\u5e74', u'\\u5bd2\\u5047', u'\\u6301\\u7eed', u'\\u51e0\\u5468', u'\\u770b\\u5230', u'\\u5bc6\\u5bc6\\u9ebb\\u9ebb', u'\\u827a\\u672f', u'\\u751f\\u6765', u'\\u8003\\u8bd5', u'\\u753b\\u753b', u'\\u5360', u'\\u6700\\u5927', u'\\u6bd4\\u91cd', u'\\u62a5\\u8003', u'\\u9662\\u6821', u'\\u6d41', u'\\u5de5\\u79d1', u'\\u9662\\u6821', u'\\u51d1\\u70ed\\u95f9', u'\\u827a\\u672f', u'\\u5929\\u5206', u'\\u5b66\\u751f', u'\\u5c11\\u6570', u'\\u591a\\u6570', u'\\u6587\\u5316', u'\\u79d1', u'\\u4e0d\\u597d', u'\\u827a\\u672f', u'\\u4ee5\\u4e3a', u'\\u5c11\\u6570', u'\\u53e6\\u7c7b', u'\\u4eba\\u58eb', u'\\u9886\\u57df', u'\\u5374', u'\\u6210', u'\\u6559\\u80b2', u'\\u4ea7\\u4e1a\\u5316', u'\\u4e0b', u'\\u4e00\\u79cd', u'\\u666e\\u901a', u'\\u5546\\u4e1a', u'\\u4ea7\\u54c1', u'\\u6709\\u4e66\\u8bfb', u'\\u60e8', u'\\u8bfb\\u4e66', u'\\u66f4\\u60e8', u'\\u771f\\u662f', u'\\u65e0', u'\\u89e3']\n",
+        "[u'\\u597d', u'\\u7edd\\u671b', u'\\u51fa\\u73b0', u'\\u66ff\\u4ee3\\u54c1', u'\\u4e4b\\u524d', u'\\u672a\\u6765', u'\\u5e74', u'\\u4e3b\\u6d41', u'\\u8fc7\\u53bb', u'\\u5e74', u'\\u53d6\\u4ee3', u'\\u672a\\u6765', u'\\u540e\\u7ee7', u'\\u591a\\u5e74', u'\\u4e3b\\u6d41', u'\\u63a5\\u53d7', u'\\u547d', u'\\u5df2\\u7ecf', u'\\u706b\\u8fc7', u'\\u66f4\\u597d', 'java', 'java', 'scala', 'ruby', 'golang']\n",
+        "[u'\\u89c9\\u5f97', u'\\u8ba1\\u7b97\\u673a', u'\\u884c\\u4e1a', u'\\u9700\\u8981', u'\\u5929\\u624d', u'\\u5730\\u65b9', u'\\u9075\\u5faa', u'\\u4f18\\u79c0', u'\\u6280\\u672f', u'\\u80dc\\u51fa', u'\\u6cd5\\u5219', u'\\u8d76\\u4e0a', u'\\u5e74\\u4ee3', u'\\u987a\\u52bf', u'\\u5bb9\\u6613', u'\\u6210\\u7ee9', u'\\u6210\\u529f', u'\\u5f52\\u4e8e', u'\\u4e92\\u5229', u'\\u7f51', u'\\u51fa\\u73b0', u'\\u514d\\u8d39', u'\\u8349\\u6839', u'\\u6109\\u5feb', u'\\u73a9\\u800d', u'\\u5e7f\\u544a', u'\\u505a', u'\\u4e0d\\u9519', u'\\u4f01\\u4e1a\\u5e94\\u7528', u'\\u4e2d', u'\\u5ffd\\u60a0', u'\\u4e8b\\u60c5', u'\\u6210\\u529f', u'\\u5927\\u534a', 'javascript', 'php', 'mysql', 'java', 'sun', 'ibm']\n",
+        "[u'\\u73a9', u'\\u6280\\u672f', u'\\u4e09\\u677f\\u65a7', u'\\u95ee\\u9898', u'\\u89e3\\u51b3', u'\\u7a7a\\u95f4', u'\\u53d1\\u6325', u'\\u8d39\\u65f6\\u95f4', u'\\u4eba', u'\\u76f4\\u63a5', u'\\u8bfe\\u672c', u'\\u8bba\\u6587', u'\\u4e2d', u'\\u627e', u'\\u4eba', u'\\u559c\\u6b22', u'\\u73b0\\u6709', u'\\u5f00\\u6e90', u'\\u9879\\u76ee', u'\\u627e', u'\\u725b', u'\\u4eba', u'\\u7231\\u9020', u'\\u8f6e\\u5b50', u'\\u4eba', u'\\u76f4\\u63a5', u'\\u8df3\\u8fc7', u'\\u6700', u'\\u91cd\\u8981', u'\\u627e', u'\\u95ee\\u9898', u'\\u627e', u'\\u65b9\\u5411', u'\\u591a\\u5e74', u'\\u5c31\\u8d25', u'\\u627e', u'\\u95ee\\u9898', u'\\u65b9\\u5411', u'\\u52aa\\u529b', u'\\u91cd\\u8981']\n",
+        "[u'\\u76ee\\u524d', u'\\u5df2\\u7ecf', u'\\u4e00\\u4e2a', u'\\u5b8c\\u6574', u'\\u5206\\u5e03\\u5f0f', u'\\u6570\\u636e\\u5e93', u'\\u6ee1\\u8db3', u'\\u4e0d\\u60f3', u'\\u6709\\u6240', u'\\u521b\\u65b0', u'\\u5206', u'\\u65b9\\u9762', u'\\u65b0', u'\\u6709\\u522b\\u4e8e', u'\\u5206\\u5e03\\u5f0f', u'\\u4e8b\\u52a1', u'\\u6a21\\u578b', u'\\u5df2', u'\\u5b8c\\u6210', u'\\u65b0', u'\\u6709\\u522b\\u4e8e', u'\\u6570\\u636e\\u7ed3\\u6784', u'\\u6b63\\u5728', u'\\u5b9e\\u9a8c', u'\\u96c6\\u7fa4', u'\\u62d3\\u6251', u'\\u67b6\\u6784', u'\\u53d8\\u5316', u'\\u65b0', u'\\u5206\\u533a', u'\\u7b97\\u6cd5', u'\\u6784\\u601d', u'\\u65b0', u'\\u7b97\\u6cd5', u'\\u8f83\\u96be', 'lealone', 'yet', 'another', 'db', 'pc', 'tree', 'lsm', 'tree', 'fractal', 'tree', 'join']\n",
+        "[u'\\u5df2\\u7ecf', u'\\u6709\\u4eba', u'\\u5b9e\\u73b0', u'\\u65e0\\u9501', 'tree', 'lock', 'free', 'tree']\n",
+        "[u'\\u8bf7\\u6559', u'\\u4e00\\u4e0b', u'\\u810f\\u9875', u'\\u5237\\u65b0', u'\\u786c\\u76d8', u'\\u5df2\\u7ecf', u'\\u4f7f\\u7528', 'innodb', 'place', 'update', 'append']\n",
+        "[u'\\u89e3\\u51b3', u'\\u95ee\\u9898', u'\\u5b8c\\u7f8e', u'\\u76ee\\u524d', u'\\u6d41\\u884c', u'\\u51e0\\u4e2a', u'\\u5f00\\u6e90', u'\\u4ea7\\u54c1', u'\\u4e2d', u'\\u5b9e\\u73b0', u'\\u9700\\u8981', u'\\u5199', u'\\u4e00\\u6b21', u'\\u6570\\u636e', u'\\u5148\\u5199', u'\\u5185\\u5b58', u'\\u518d', u'\\u786c\\u76d8', u'\\u7acb\\u5373', u'\\u5199', u'\\u5ef6\\u8fdf', u'\\u5199', u'\\u9020\\u6210', u'\\u5199', u'\\u653e\\u5927', u'\\u66f4\\u65b0', u'\\u4e00\\u6761', u'\\u8bb0\\u5f55', u'\\u5b8c\\u6574', u'\\u5730\\u5199', u'\\u4e00\\u4e2a', u'\\u9875', u'\\u5148\\u5929\\u6027', u'\\u7f3a\\u9677', 'mvstore', 'lock', 'free', 'nosql', 'lsm', 'tree', 'append', 'log', 'mvstore', 'log', 'append', 'tree']\n",
+        "[u'\\u65b0', u'\\u4e00\\u5e74', u'\\u65e7']\n",
+        "['explains', 'want', 'implement', 'lock', 'free', 'concurrent', 'data', 'structures', 'modern', 'multiprocessors', 'hardware', 'must', 'provide', 'primitive', 'synchronization', 'operations', 'loads', 'stores']\n",
+        "[u'\\u524d', u'\\u51e0\\u5929', u'\\u8c8c\\u4f3c', u'\\u770b\\u5230', u'\\u82f1\\u6587\\u7248', u'\\u5206\\u4eab']\n",
+        "[u'\\u65e0\\u804a', u'\\u4e70', u'\\u57df\\u540d', 'oceanbase', 'info']\n",
+        "[u'\\u6700\\u8fd1', u'\\u8bbf\\u95ee', u'\\u56fd\\u5916', u'\\u7f51\\u7ad9', u'\\u771f\\u662f', u'\\u60e8\\u4e0d\\u5fcd\\u7779']\n",
+        "['blinkest', 'shanbay', 'everyday', 'hard', 'rules']\n",
+        "[]\n",
+        "['apache', 'samza', 'linkedin', 'framework', 'stream', 'processing']\n",
+        "[u'\\u8c46\\u5217', u'\\u4ee5\\u4e3a', u'\\u770b\\u5230', u'\\u7b80\\u5355', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', 'logo', 'app']\n",
+        "['new', 'cpus', 'since', 'affect', 'programmers']\n",
+        "[u'\\u7f51\\u4e0a', u'\\u627e', u'\\u4e00\\u4e2a', u'\\u514d\\u8d39', u'\\u7ee7\\u7eed', u'\\u4e09\\u4e2a', 'redeem', u'blinkist']\n",
+        "[u'\\u8003\\u8651', u'\\u5165\\u4e2a', u'\\u73b0\\u5728', u'\\u516c\\u53f8', u'\\u5927\\u7b14', u'\\u7535', u'\\u65b9\\u4fbf', 'nuc']\n",
+        "[u'\\u514d\\u8d39\\u7248', u'\\u51c0', u'\\u4e9b', u'\\u6210\\u529f', u'\\u5b66', u'\\u4e66']\n",
+        "[u'\\u6b63\\u5728', u'\\u542c', u'\\u674e\\u5b97\\u76db', u'\\u5355\\u66f2', u'\\u7ec8\\u4e8e', u'\\u5931\\u53bb', u'\\u542c\\u542c']\n",
+        "[u'\\u5929\\u4e0b']\n",
+        "[u'\\u54af', u'\\u795d', u'\\u5143\\u65e6', u'\\u5feb\\u4e50', u'\\u571f\\u8c6a', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u4e00\\u8d77', u'\\u62a2', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u97e9\\u5e9a']\n",
+        "[u'\\u5143\\u65e6', u'\\u80fd\\u9886', u'\\u73b0\\u91d1', u'\\u65b0\\u5e74', u'\\u7b2c\\u4e00\\u4e2a', u'\\u5c0f', u'\\u8d22\\u795e\\u7237', u'\\u53d1\\u7ea2\\u5305', u'\\u9886', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u97e9\\u5e9a']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u590d\\u6742', u'\\u7f51\\u7edc', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u5206\\u4eab', u'\\u8bfb\\u4e66\\u4f1a', u'\\u4e00\\u5468\\u5e74', u'\\u63a8\\u8350', 'nietzsche', 'prml', 'graphical', 'models', 'pdf', u'\\u5fae\\u76d8']\n",
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+        "[u'\\u8bba\\u575b', u'\\u5e16\\u5b50', u'\\u63d0\\u5230', u'\\u63a7\\u5236', u'\\u5feb\\u901f', u'\\u6253\\u65ad', u'\\u79cd', u'\\u65b9\\u6cd5', u'\\u4f7f\\u7528', u'\\u65e0\\u6cd5', u'\\u6253\\u65ad', u'\\u5efa\\u7acb', u'\\u4e00\\u4e2a', u'\\u6253\\u65ad', u'\\u52a8\\u753b', u'\\u65f6', u'\\u73b0\\u64ad', u'\\u518d\\u64ad', u'\\u76ee\\u6807', u'\\u4f7f\\u7528', u'\\u65b9\\u6cd5', u'\\u7b2c\\u4e00', u'\\u5e27', u'\\u6700\\u540e', u'\\u4e00\\u5e27', u'\\u6761\\u4ef6', u'\\u63a7\\u5236', u'\\u8854\\u63a5', u'\\u5173\\u7cfb', 'unity', 'mecanim', 'transition', 'transition', 'null', 'state', 'null', 'state', 'state', 'start', 'moving', 'end', 'start', 'clip', 'end', 'clip', 'trigger']\n",
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+        "[u'\\u4e00\\u4e9b', u'\\u6253\\u6597', u'\\u53c2\\u8003']\n",
+        "[u'\\u7248', u'\\u9884\\u5b9a', u'\\u6253\\u6298\\u6263', 'witcher', 'ps']\n",
+        "[u'\\u8fd9\\u7bc7', u'\\u6709\\u70b9', u'\\u610f\\u601d']\n",
+        "['developing', 'sword', 'exploring', 'challenge', 'creating', 'authentic', 'entertaining', 'melee', 'combat', 'systems', 'games']\n",
+        "[u'\\u8fd9\\u7bc7\\u5019', u'\\u4e16\\u8fbe', u'\\u4e13\\u8bbf', u'\\u4e0d\\u9519']\n",
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+        "[]\n",
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+        "[u'\\u4e0d\\u9519']\n",
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+        "[u'\\u5934\\u75bc', 'pain', 'gain']\n",
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+        "[]\n",
+        "[u'\\u78b0\\u78b0', u'\\u5927\\u795e', u'\\u73a9\\u538c', u'\\u6709\\u7a7a', u'\\u4e00\\u628a', 'qi', 'mei', 'hurley', 'fragglerock']\n",
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+        "[u'\\u6709\\u70b9\\u7d2f', u'\\u5f31\\u667a', u'\\u95ee\\u9898', u'\\u5934\\u7eea']\n",
+        "['jzheng', 'header', 'host', 'preprd', 'gocs', 'hbogo', 'com', u's603544la1sl44 ~]$ curl']\n",
+        "[u'\\u5f00\\u5fc3', u'\\u8001\\u677f', u'\\u8868\\u626c', u'\\u4e00\\u4e0b']\n",
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+        "[u'\\u641e\\u9519', u'\\u8bef\\u4f1a', u'\\u4e0d\\u9519', 'call']\n",
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+        "[u'\\u5206\\u4eab', u'\\u6211\\u7684\\u5370\\u8c61\\u7b14\\u8bb0 ']\n",
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+        "[u'\\u5e76\\u53d1', u'\\u6027', u'\\u5e76\\u53d1', u'\\u6027', u'\\u57fa\\u7840', 'jvm', 'java']\n",
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+        "[u'\\u4f7f\\u7528', u'\\u5f00\\u53d1', u'\\u670d\\u52a1', 'spring', 'hateoas', 'rest']\n",
+        "[u'\\u8868\\u8fbe\\u5f0f', u'\\u5e26\\u5165', 'retrolambda', 'android', 'lambda', 'android']\n",
+        "[u'\\u65f6\\u95f4', u'\\u65f6\\u533a', u'\\u5f71\\u54cd', u'\\u65f6\\u95f4', u'\\u70b9', u'\\u4eba\\u70ba', u'\\u4ecb\\u5165', u'\\u5e38\\u89c1', u'\\u5efa\\u7acb', u'\\u65f6\\u95f4', u'\\u6700\\u540e', u'\\u4fee\\u6539', u'\\u65f6\\u95f4', u'\\u5230\\u671f', u'\\u65f6\\u95f4', u'\\u7c7b', u'\\u65f6\\u95f4', u'\\u70b9', u'\\u4f7f\\u7528', u'\\u8457\\u91cd', u'\\u65f6\\u95f4', u'\\u70b9', u'\\u5173', u'\\u4fc2', 'java', 'localdatetime', 'vs', 'instant']\n",
+        "['java', 'new', 'api', 'tips']\n",
+        "['uuid', 'primary', 'key']\n",
+        "[u'\\u65b9\\u5f0f', u'\\u7f16\\u5199', u'\\u6d4b\\u8bd5', u'\\u7a0b\\u5e8f', 'rest', 'assured', 'java', 'dsl', 'easy', 'testing', 'rest', 'services', 'java', 'dsl', 'rest']\n",
+        "[u'\\u4e09\\u5e05']\n",
+        "['howardlvv', u'Arrow-Online']\n",
+        "[u'2014']\n",
+        "[u'\\u5fae\\u535a', u'\\u7b49\\u7ea7', u'\\u5347\\u7ea7', u'\\u60ca\\u559c', u'\\u6210\\u957f', u'\\u793c', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u5c0f\\u4f19\\u4f34', u'\\u901f\\u6765', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
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+        "[u'iojs']\n",
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+        "[u'\\u767e\\u5ea6', u'\\u592a\\u72e0']\n",
+        "[u'\\u5199']\n",
+        "['new', 'array', 'fill', 'map', 'filter']\n",
+        "[u'\\u611f\\u53d7\\u4e00\\u4e0b', u'\\u8bda\\u610f', u'\\u7334\\u5b50', u'\\u7334\\u5b50', u'\\u5c3e\\u5df4', u'\\u8981\\u957f']\n",
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+        "[u'\\u8ffd\\u8d23', u'\\u4e25\\u60e9', u'\\u8fd8\\u4f1a', u'\\u4e0d\\u65ad', u'\\u5e74\\u8f7b', u'\\u751f\\u547d', u'\\u727a\\u7272', u'\\u54c8\\u5c14\\u6ee8', u'\\u5927\\u706b', u'\\u6551\\u63f4', u'\\u6307\\u6325\\u5b98', u'\\u6551\\u706b', u'\\u8fc7\\u7a0b', u'\\u53d7\\u5230', u'\\u884c\\u653f\\u547d\\u4ee4', u'\\u5e72\\u6270', u'\\u727a\\u7272', u'\\u6d88\\u9632\\u5458', u'\\u5e74\\u8f7b', u'\\u66fe', u'\\u53c2\\u4e0e', u'\\u6b64\\u6b21', u'\\u54c8\\u5c14\\u6ee8', u'\\u5927\\u706b', u'\\u6551\\u63f4', u'\\u54c8\\u5c14\\u6ee8', u'\\u6d88\\u9632\\u652f\\u961f', u'\\u6307\\u6325\\u5b98', u'\\u9648\\u5e73', u'\\u5316\\u540d', u'\\u4ecb\\u7ecd', u'\\u76ee\\u524d', u'\\u6d88\\u9632\\u4eba\\u5458', u'\\u914d\\u989d', u'\\u56fd\\u5bb6', u'\\u5175\\u5f79', u'\\u7f16\\u5236', u'\\u6bcf\\u5e74', u'\\u65b0\\u5175', u'\\u5f81\\u96c6', u'\\u4e3b\\u8981', u'\\u4eba\\u5458', u'\\u8865\\u7ed9', u'\\u6765\\u6e90']\n",
+        "[]\n",
+        "[u'\\u5b9e', u'\\u4fe1\\u606f']\n",
+        "[u'\\u4e00\\u5f20', u'\\u56fe', u'\\u544a\\u8bc9', u'\\u5168\\u56fd', u'\\u6700\\u725b', u'\\u533b\\u9662', u'\\u6392\\u884c\\u699c', u'\\u5fc5\\u5b58', u'\\u5148\\u9a6c', u'\\u751f\\u547d', u'\\u65f6\\u62a5', 'lw']\n",
+        "[u'\\u652f\\u4ed8\\u5b9d', u'\\u5c3c\\u739b', u'\\u903c']\n",
+        "[u'\\u9a82\\u4eba']\n",
+        "['end', 'discussion']\n",
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+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u4f60\\u5bb6', u'\\u623f\\u4ea7\\u8bc1', u'\\u5199', u'\\u540d\\u5b57', u'\\u6295\\u7ed9', u'\\u592b\\u59bb\\u4fe9', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u623f\\u4ea7\\u8bc1\\u5f97\\u5199\\u6211\\u7238\\u5988\\u540d\\u5b57', u'\\u623f\\u4ea7\\u8bc1\\u5f97\\u5199\\u6211\\u7238\\u5988\\u540d\\u5b57']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'bishop', 'pattern', 'recognition', 'machine', u'\\u5fae\\u76d8', u'\\u7b97\\u6cd5\\u5408\\u5531\\u56e2']\n",
+        "[u'\\u4e00\\u74f6', u'\\u8305\\u53f0\\u9152', u'\\u6d53\\u6d53', u'\\u6b22\\u805a', u'\\u60c5', u'\\u8305\\u53f0', u'\\u53d1\\u653e', u'\\u65b0\\u5e74\\u793c\\u7269', u'\\u521a\\u521a', u'\\u83b7\\u5f97', u'\\u8305\\u53f0', u'\\u795e\\u79d8', u'\\u5927\\u793c\\u5305', u'\\u6fc0\\u6d3b\\u7801', u'\\u8d85\\u9ad8', u'\\u4e2d\\u5956\\u7387', u'\\u5730\\u5740']\n",
+        "[u'\\u5f00\\u901a', u'\\u7f51\\u6613', u'\\u4ee5\\u540e', u'\\u5199\\u5199', u'\\u6587\\u7ae0', u'\\u53d1\\u53d1\\u56fe', u'\\u5730\\u5740', 'lofter', 'lofter']\n",
+        "[u'\\u524d\\u7aef', u'\\u6253\\u5305', u'\\u7bc7', u'\\u6781\\u5ba2', u'\\u6807\\u7b7e', u'\\u5728\\u7ebf', u'\\u7f16\\u7a0b', u'\\u77e5\\u8bc6', u'\\u5206\\u4eab', u'\\u5b66\\u4e60', u'\\u5e73\\u53f0', 'grunt', 'css']\n",
+        "[u'\\u6a21\\u7248', u'\\u5f15\\u64ce', u'\\u5b9e\\u7528\\u6559\\u7a0b', u'\\u76ee\\u5f55', u'\\u6768\\u5143', u'\\u535a\\u5ba2\\u56ed', 'js', 'handlebars', 'js']\n",
+        "[u'\\u5237\\u65b0', u'\\u6539\\u53d8', 'url', 'pushstate', 'ajax', 'nets']\n",
+        "[u'\\u73a9', u'\\u7535\\u5546', u'\\u5fae\\u4fe1', u'\\u771f\\u6b63', u'\\u60f3\\u8981', u'\\u73b0\\u5728', u'\\u5fae\\u4fe1', u'\\u7092', u'\\u70ed', u'\\u5374', u'\\u63a9\\u76d6', u'\\u76ee\\u524d', u'\\u5fae\\u4fe1', u'\\u7535\\u5546', u'\\u8d5a', u'\\u5406\\u559d', u'\\u8d5a\\u94b1', u'\\u7a98\\u5883', u'\\u771f\\u6b63', u'\\u5fae\\u4fe1', u'\\u5356', u'\\u597d', u'\\u5546\\u5bb6', u'\\u4e00\\u4e9b', u'\\u672c\\u6765', u'\\u5df2\\u7ecf', u'\\u540d\\u58f0\\u5728\\u5916', u'\\u5bfc\\u6d41', u'\\u6709\\u5e97', u'\\u7ebf\\u4e0b', u'\\u5f80\\u7ebf', u'\\u5bfc\\u6d41', u'\\u864e\\u55c5\\u7f51']\n",
+        "[u'\\u4eca\\u5929', u'\\u80cc', u'\\u96c5\\u601d', u'\\u6838\\u5fc3', u'\\u5355\\u8bcd', u'\\u90a3\\u79cd', u'\\u60f3\\u8981', u'\\u73a9', u'\\u5185\\u5fc3\\u6df1\\u5904', u'\\u6000\\u63e3', u'\\u80cc\\u5355\\u8bcd', u'\\u5bfc\\u81f4', u'\\u79cd\\u79cd', u'\\u4e0d\\u5b89', u'\\u7406\\u89e3', u'\\u80cc\\u5355\\u8bcd', u'\\u5185\\u5fc3', u'\\u53ec\\u5524', u'\\u597d\\u50cf', u'\\u70b9\\u6574', u'\\u65b0\\u95fb\\u8054\\u64ad', u'\\u771f\\u7684', u'\\u7b80\\u7b80\\u5355\\u5355', u'\\u6362\\u4e2a', u'\\u53f0', u'\\u9003\\u907f', u'\\u80cc\\u5355\\u8bcd', u'\\u767e\\u8bcd\\u65a9', u'\\u767e\\u8bcd\\u65a9\\u5b66\\u9738\\u8ba4\\u8bc1']\n",
+        "[u'\\u505a\\u5230', u'\\u6bcf\\u5929', u'\\u6b21', u'\\u4ee5\\u4e0a', u'\\u90e8\\u7f72', 'etsy']\n",
+        "['test']\n",
+        "[u'\\u5199', u'\\u5c0f', u'\\u811a\\u672c', u'\\u626b\\u6bb5', u'\\u7aef\\u53e3', u'\\u95ee\\u9898', u'\\u592a\\u591a']\n",
+        "[u'\\u547d\\u4ee4', u'\\u5c0f', u'\\u6280\\u5de7', u'\\u5374', u'\\u529e']\n",
+        "[u'\\u8865\\u5929', u'\\u53d1\\u5e03', u'\\u4e00\\u4e2a', u'\\u5382\\u5546', u'\\u6f0f\\u6d1e', u'\\u672a', u'\\u7406\\u7531', u'\\u53ea', u'\\u63a5\\u53d7', u'\\u5382\\u5546', u'\\u7279\\u5b9a', u'\\u7f51\\u5740', u'\\u6f0f\\u6d1e', u'\\u7b97\\u662f', u'\\u633a', u'\\u5947\\u8469', u'\\u672a', u'\\u7406\\u7531']\n",
+        "[u'\\u73b0\\u5728', u'\\u6253\\u4e0d\\u5f00', u'\\u771f\\u662f', 'getpocket', 'com']\n",
+        "[u'\\u6f2b\\u6f2b', u'\\u4eba\\u751f\\u8def', u'\\u7e3d\\u6703', u'\\u9047\\u898b', u'\\u5e7e\\u500b', u'\\u7da0\\u8336', u'\\u5a4a', u'\\u660e\\u5929', u'\\u9084\\u5f97', u'\\u65e9\\u8d77', u'\\u7df4\\u8eca', u'\\u597d', u'\\u559c\\u6b61', u'\\u5716\\u6587\\u7121\\u95dc', 'yurisa']\n",
+        "[u'\\u542c', u'\\u54e5', u'\\u4e70', u'\\u4e00\\u8f86', u'\\u5965\\u8fea', u'\\u4eca\\u665a', u'\\u9e21\\u8840', u'\\u7761\\u4e0d\\u7740', u'\\u5c5e\\u4e8e', u'\\u8f66', u'\\ud83d', u'\\ude02']\n",
+        "[u'\\u8170\\u9178', u'\\u817f\\u75bc']\n",
+        "['sometimes', 'much', 'information', 'make', 'hard', 'decide', 'start', 're', 'beginner', 'get', 'involved', 'something', 'want', 'lean', 'study', 'true', 'daily', 'life']\n",
+        "[u'\\u63a8\\u8350', u'\\u5f00\\u53d1\\u4eba\\u5458', u'\\u5b9e\\u7528', u'\\u547d\\u4ee4\\u884c', u'\\u5de5\\u5177', u'\\u6280\\u672f', u'\\u6587\\u6458', u'\\u5f00\\u6e90', u'\\u793e\\u533a', 'lupa']\n",
+        "[u'\\u57fa\\u7840', u'\\u7334\\u5b50', u'\\u61c2', u'\\u5165\\u95e8', u'\\u8d1d\\u683c', u'\\u4e50', 'git', 'git', 'backlog']\n",
+        "[u'\\u6700\\u5168', u'\\u5feb\\u6377\\u952e', u'\\u7ec4\\u5408', u'\\u6c47\\u603b', u'\\u7cfb\\u7edf', u'\\u8ba8\\u8bba', u'\\u82f9\\u679c\\u7f51', u'\\u82f9\\u679c', u'\\u7b14\\u8bb0\\u672c', u'\\u82f9\\u679c', u'\\u8bba\\u575b', u'\\u82f9\\u679c', u'\\u8f6f\\u4ef6', u'\\u82f9\\u679c', u'\\u6e38\\u620f', u'\\u5b98\\u7f51', 'mac', 'os', 'mac', 'os', 'mac', 'os', 'ios', 'iphone', 'ipad', 'macbook', 'pro']\n",
+        "[u'\\u8f6f\\u4ef6', u'\\u8f6f\\u4ef6', u'\\u4e0b\\u8f7d', u'\\u8f6f\\u4ef6', u'\\u82f9\\u679c', u'\\u4e0b\\u8f7d', u'\\u8f93\\u5165\\u6cd5', u'\\u82f9\\u679c\\u7f51', u'\\u94f6', u'\\u82f9\\u679c', u'\\u7092\\u80a1', u'\\u82f9\\u679c', u'\\u64ad\\u653e\\u5668', u'\\u64ad\\u653e\\u5668', u'\\u8f6f\\u4ef6', u'\\u6e38\\u620f', u'\\u4e0b\\u8f7d', u'\\u82f9\\u679c\\u7f51', 'quiver', 'mac', 'mac', 'mac', 'mac', 'mac', 'app', 'mac', 'mac', 'iphone', 'ipad', 'macx', 'cn']\n",
+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u5fc5\\u77e5', u'\\u5fc5\\u4f1a', u'\\u5f00\\u53d1\\u8005', u'\\u5de5\\u5177', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', 'python', 'python']\n",
+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u5fc5\\u77e5', u'\\u5fc5\\u4f1a', u'\\u5f00\\u53d1\\u8005', u'\\u5de5\\u5177', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', 'python', 'python']\n",
+        "[u'\\u6b63\\u5219\\u8868\\u8fbe\\u5f0f', u'\\u6307\\u5357', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', 'python', 'python']\n",
+        "[u'\\u6b63\\u5219\\u8868\\u8fbe\\u5f0f', u'\\u6307\\u5357', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', 'python', 'python']\n",
+        "[u'\\u5206\\u949f', u'\\u6548\\u7387', u'\\u6cd5\\u5219', u'\\u535a\\u5ba2', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf']\n",
+        "[u'\\u523a\\u6740', u'\\u91d1\\u6b63\\u6069', u'\\u6210\\u91d1\\u9178\\u8393', u'\\u70ed\\u95e8']\n",
+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u535a\\u5ba2', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', 'facebook']\n",
+        "[u'\\u7b2c\\u4e8c', u'\\u8bb2', u'\\u5f00\\u53d1', u'\\u65b0\\u95fb', u'\\u53d1\\u5e03', u'\\u7cfb\\u7edf', u'\\u5728\\u7ebf\\u64ad\\u653e', u'\\u4f18', u'\\u9177\\u7f51', u'\\u89c6\\u9891', u'\\u9ad8\\u6e05', u'\\u5728\\u7ebf', u'\\u89c2\\u770b', 'codeigniter']\n",
+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u5b66', u'\\u67b6\\u6784']\n",
+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u5b66', u'\\u67b6\\u6784']\n",
+        "[u'\\u4f18\\u79c0', u'\\u540e', u'\\u7aef', u'\\u670d\\u52a1', u'\\u8bbe\\u8ba1', u'\\u5b9e\\u73b0', u'\\u6280\\u672f', u'\\u6587\\u6458', u'\\u5f00\\u6e90', u'\\u793e\\u533a', 'docker', 'hub', 'docker', 'registry', 'lupa']\n",
+        "[u'\\u6210\\u4e3a', u'\\u4f18\\u79c0', u'\\u9ad8\\u7ea7', u'\\u7a0b\\u5e8f\\u5458', u'\\u8981\\u70b9', u'\\u6280\\u672f', u'\\u6587\\u6458', u'\\u5f00\\u6e90', u'\\u793e\\u533a', 'lupa']\n",
+        "[u'\\u6210\\u4e3a', u'\\u4f18\\u79c0', u'\\u9ad8\\u7ea7', u'\\u7a0b\\u5e8f\\u5458', u'\\u8981\\u70b9', u'\\u6280\\u672f', u'\\u6587\\u6458', u'\\u5f00\\u6e90', u'\\u793e\\u533a', 'lupa']\n",
+        "[u'\\u4f7f\\u7528', u'\\u811a\\u672c', u'\\u5bf9\\u7cfb\\u7edf', u'\\u8fdb\\u7a0b', u'\\u8d44\\u6e90', u'\\u8fdb\\u884c', u'\\u76d1\\u63a7', u'\\u535a\\u5ba2', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', 'shell', 'linux']\n",
+        "[u'\\u4e5f\\u8bb8', u'\\u6709\\u53f2\\u4ee5\\u6765', u'\\u6700\\u597d', u'\\u6e38\\u620f', u'\\u535a\\u5ba2', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', 'nethack']\n",
+        "[u'\\u56fd\\u5916', u'\\u4e00\\u4e9b', u'\\u77e5\\u540d', u'\\u7a0b\\u5e8f\\u5458', u'\\u529e\\u516c\\u5ba4', u'\\u7535\\u8111\\u684c', u'\\u535a\\u5ba2', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf']\n",
+        "[u'\\u4e2d', u'\\u8ba1\\u5212', u'\\u4efb\\u52a1', 'linux', 'crontab']\n",
+        "[u'\\u4f18\\u5316', u'\\u6027\\u80fd', u'\\u535a\\u5ba2', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', 'mysql', 'insert']\n",
+        "[u'\\u753b\\u56fe', u'\\u89e3\\u91ca', u'\\u8bed\\u53e5', u'\\u535a\\u5ba2', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', 'sql', 'join']\n",
+        "[u'\\u63a2\\u7d22', u'\\u672c\\u5730', u'\\u6865\\u63a5', u'\\u7f51\\u7edc', 'docker', 'dockerone']\n",
+        "['dockerone']\n",
+        "[u'\\u7b2c\\u4e94', u'\\u90e8\\u5206', u'\\u67b6\\u6784', u'\\u7bc7', u'\\u7b2c\\u5341\\u56db\\u7ae0', u'\\u67b6\\u6784', u'\\u81ea\\u52a8', u'\\u6545\\u969c', u'\\u8f6c\\u79fb', u'\\u8bfb\\u5199', u'\\u5206\\u79bb', u'\\u5b9e\\u8df5', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'mongodb', 'replica', 'sets', 'csdn', 'net']\n",
+        "['native', 'sql', 'analytics', 'mongodb', 'slamdata', 'mongodb']\n",
+        "[u'\\u8d76\\u96c6\\u7f51', u'\\u5e94\\u7528', u'\\u514d\\u8d39', u'\\u9ad8\\u901f\\u4e0b\\u8f7d', u'\\u767e\\u5ea6', u'\\u4e91\\u7f51\\u76d8', u'\\u5206\\u4eab', u'\\u65e0', u'\\u9650\\u5236', 'mongodb', 'pdf']\n",
+        "[u'\\u771f\\u6b63', u'\\u6027\\u80fd', u'\\u75af\\u5149', u'\\u65e0\\u7ebf', u'\\u535a\\u5ba2\\u56ed', 'mongodb']\n",
+        "[u'\\u6570\\u636e\\u6a21\\u578b', u'\\u6280\\u672f', u'\\u65b9\\u6848', 'mongodb', u'\\u5927\\u6570\\u636e\\u8d44\\u8baf']\n",
+        "[u'\\u7528\\u505a', u'\\u7b80\\u5355', u'\\u805a\\u5408', u'\\u7edf\\u8ba1', 'mongodb', 'mapreduce', 'pandas']\n",
+        "[u'\\u4f7f\\u7528', u'\\u5b66\\u4e60', u'\\u805a\\u5408', u'\\u67e5\\u8be2', u'\\u4e24\\u79cd', u'\\u65b9\\u5f0f', u'\\u9644', u'\\u9879\\u76ee', u'\\u6e90\\u7801', u'\\u535a\\u5ba2\\u56ed', 'mongodb', 'mongodb', 'ontheroad', 'lee']\n",
+        "[u'\\u7070\\u592a\\u72fc', u'\\u4ee3\\u7801', u'\\u6258\\u7ba1', u'\\u5f00\\u6e90', u'\\u4e2d\\u56fd', u'\\u793e\\u533a', 'lepus']\n",
+        "[u'\\u6027\\u80fd', u'\\u63d0\\u5347', u'\\u500d', u'\\u4f18\\u5316', u'\\u5b9d\\u5178', u'\\u6570\\u636e\\u5e93', u'\\u8d44\\u8baf', 'mongodb', 'mapreduce', 'iteye']\n",
+        "[u'\\u6269\\u5c55', u'\\u7ea2\\u5c18', u'\\u70c8\\u7130', 'php', 'mongod']\n",
+        "[u'\\u5e0c\\u671b', u'\\u65e9\\u70b9', u'\\u77e5\\u9053', u'\\u7528\\u6cd5', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', 'python', 'python']\n",
+        "[u'\\u6570\\u636e\\u5e93', u'\\u6d4f\\u89c8\\u5668', u'\\u7834\\u89e3', u'\\u7248\\u672c', 'mdb', 'explorer', 'mac', 'mac', 'app', 'store']\n",
+        "[u'\\u8001\\u5a46', u'\\u89e3\\u91ca', u'\\u535a\\u5ba2', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', 'mapreduce']\n",
+        "[u'\\u63d0\\u5347', u'\\u8d44\\u6e90', u'\\u5229\\u7528\\u7387', u'\\u6846\\u67b6', u'\\u535a\\u5ba2', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', 'hce', 'mapreduce']\n",
+        "[u'\\u5e74\\u4e2a', u'\\u6700', u'\\u6d41\\u884c', u'\\u524d\\u7aef', u'\\u6846\\u67b6', u'\\u5bf9\\u6bd4', u'\\u524d\\u7aef', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', 'web']\n",
+        "[u'\\u5730\\u56fe', u'\\u6a21\\u62df', u'\\u75ab\\u60c5', u'\\u6269\\u6563', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', 'python', 'python']\n",
+        "[u'\\u4ebf', u'\\u7ea7\\u7528\\u6237', u'\\u4e0b', u'\\u65b0\\u6d6a', u'\\u5fae\\u535a', u'\\u5e73\\u53f0', u'\\u67b6\\u6784', u'\\u535a\\u5ba2', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf']\n",
+        "[u'\\u5e74', u'\\u4e00\\u8d77', u'\\u8ffd\\u8fc7', u'\\u7f13\\u5b58', u'\\u5199\\u6cd5', u'\\u535a\\u5ba2', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf']\n",
+        "[u'\\u5e74', u'\\u4e00\\u8d77', u'\\u8ffd\\u8fc7', u'\\u7f13\\u5b58', u'\\u5199\\u6cd5', u'\\u535a\\u5ba2', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf']\n",
+        "[u'\\u5e74\\u6708\\u65e5']\n",
+        "[u'\\u63d0\\u9ad8', u'\\u7f16\\u7a0b', u'\\u6280\\u5de7', u'\\u5de5\\u5177', u'\\u524d\\u7aef', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', 'javascript', 'web']\n",
+        "['alerta']\n",
+        "['alerta']\n",
+        "['docker', 'code']\n",
+        "[u'\\u6b63\\u5728', u'\\u6caa\\u6c5f', u'\\u90e8\\u843d', u'\\u5b66', u'\\u5916\\u8bed', u'\\u73a9', u'\\u6709\\u5b66', u'\\u7cbe\\u5f69', u'\\u591a\\u6837', u'\\u5e94\\u7528', u'\\u529f\\u80fd', u'\\u5b8c\\u7f8e', u'\\u5916\\u8bed', u'\\u4ea4\\u6d41', u'\\u4e92\\u52a8', u'\\u82f1\\u65e5\\u6cd5', u'\\u97e9', u'\\u542c\\u8bf4\\u8bfb\\u5199', u'\\u5916\\u8bed', u'\\u5b66\\u4e60', u'\\u8f7b\\u677e', u'\\u597d\\u73a9', u'\\u76f8\\u4fe1', u'\\u5916\\u8bed', u'\\u4e00\\u5b9a', u'\\u8fdb\\u6b65', u'\\u6ef4']\n",
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+        "['nobody', 'knows', 'really', 'maybe', 'give', 'damn']\n",
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+        "[u'\\u4f11\\u7720', u'\\u5c4f\\u4fdd', u'\\u4e4b\\u540e', u'\\u8981\\u6c42', u'\\u8f93\\u5165', u'\\u5bc6\\u7801', u'\\u767b\\u5f55', 'mac', 'windows']\n",
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+        "[u'\\u5929\\u5730', u'\\u832b\\u832b', u'\\u76f8\\u4eb2', u'\\u5b64\\u5f71', u'\\u5b64\\u8def\\u914d', u'\\u5b64\\u9b42']\n",
+        "[u'\\u5ba0\\u4eec']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u7279\\u4e48', u'\\u8003', u'\\u5b8c']\n",
+        "[u'\\u51ac\\u5929']\n",
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+        "['see', 'things', 'see']\n",
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+        "[]\n",
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+        "[]\n",
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+        "[u'\\u521d\\u96ea']\n",
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+        "[u'\\u53d1\\u5e03', 'rust', 'lang', 'alpha', 'language', 'rustlang', u'rust ']\n",
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+        "[]\n",
+        "[u'\\u597d', 'android']\n",
+        "[u'\\u901a\\u5bb5', u'\\u52a0\\u73ed', u'\\u9879\\u76ee', u'\\u4e0a\\u7ebf']\n",
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+        "[]\n",
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+        "[u'\\u5e02\\u573a', u'\\u89c4\\u6a21', u'\\u7ed3\\u6784', u'\\u5e74', u'\\u5e7f\\u544a', u'\\u6536\\u5165', u'\\u5360', u'\\u5c45\\u9996\\u4f4d', u'\\u4e1a\\u52a1\\u6536\\u5165', u'\\u4efd\\u989d', u'\\u4e0a\\u5347', u'\\u5e74', u'\\u5728\\u7ebf\\u89c6\\u9891', u'\\u5e02\\u573a', u'\\u89c4\\u6a21', u'\\u8fbe', u'\\u4ebf\\u5143', u'\\u7f51\\u7edc', u'\\u6d41\\u5a92\\u4f53']\n",
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+        "[u'\\u5fae\\u535a', u'\\u7b49\\u7ea7', u'\\u5347\\u7ea7', u'\\u60ca\\u559c', u'\\u6210\\u957f', u'\\u793c', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u5c0f\\u4f19\\u4f34', u'\\u901f\\u6765', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
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+        "['react', 'quick', 'start', 'guide']\n",
+        "['mozilla', 'iphone', 'cpu', 'iphone', 'os', 'like', 'mac', 'os', 'applewebkit', 'khtml', 'like', 'gecko', 'mobile', 'micromessenger']\n",
+        "[u'\\u5feb\\u6765', u'\\u6345', u'\\u505c']\n",
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+        "[]\n",
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+        "[u'\\u63d0\\u73b0', u'\\u73b0\\u91d1', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u62a2\\u5230', u'\\u53c2\\u52a0', u'\\u5143', u'\\u6dd8', u'\\u5145\\u503c\\u5361', u'\\u9001', u'\\u4e0d\\u505c', u'\\u5e78\\u8fd0', u'\\u8f6c\\u76d8', u'\\u62bd\\u5956', u'\\u6d3b\\u52a8', u'\\u8bd5\\u8bd5', u'\\u529b', u'\\u4e8c\\u6dd8\\u7f51', u'\\u65b0', u'\\u7528\\u6237\\u6ce8\\u518c', u'\\u9001\\u4e8c', u'\\u6dd8', u'\\u5145\\u503c\\u5361']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'iplaysoft', 'com', 'sourcehansanscn', 'zip', u'\\u5fae\\u76d8', u'XForce']\n",
+        "[u'\\u521a\\u521a', u'\\u6210\\u529f', u'\\u9884\\u7ea6', u'\\u7ea2\\u7c73', u'\\u624b\\u673a', u'\\u559c\\u6b22', u'\\u8f7b\\u5de7', u'\\u624b\\u611f', u'\\u597d', u'\\u4ec5\\u514b\\u8f7b', u'\\u82f1\\u5bf8', u'\\u5c4f\\u5e55', u'\\u5927\\u5c0f', u'\\u521a\\u521a', u'\\u597d', u'\\u5973\\u5b69\\u5b50', u'\\u62ff\\u5728\\u624b\\u4e0a', u'\\u89c9\\u5f97', u'\\u7b28\\u91cd', u'\\u8272', u'\\u51b0\\u6fc0\\u6dcb', u'\\u540e\\u76d6', u'\\u53ef\\u9009', u'\\u5e0c\\u671b', u'\\u5f00\\u653e', u'\\u8d2d\\u4e70', u'\\u62a2', u'\\u4e00\\u90e8', u'\\u5206\\u4eab', u'\\u5206\\u4eab', u'\\u5730\\u5740', u'\\u6211\\u7231\\u7ea2\\u7c73\\u624b\\u673a', u'\\u7ea2\\u7c73\\u624b\\u673a \\u9884\\u7ea6\\u5730\\u5740']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u65b0\\u6d6a', u'\\u8c03\\u67e5', u'\\u8bb0\\u8005', u'\\u4f2a\\u88c5\\u6210', u'\\u533b\\u751f', u'\\u52a9\\u624b', u'\\u62cd\\u6444', u'\\u59da\\u8d1d\\u5a1c', u'\\u9057\\u4f53', u'\\u89c9\\u5f97', u'\\u662f\\u5426', u'\\u8fdd\\u80cc', u'\\u65b0\\u95fb', u'\\u4f26\\u7406', u'\\u6295\\u7ed9', u'\\u8fdd\\u80cc', u'\\u9009\\u9879', u'\\u8868\\u6001']\n",
+        "[u'\\u53d1\\u73b0', u'\\u7ea2\\u5305', u'\\u6bcf\\u591a\\u6765', u'\\u4eba', u'\\u589e\\u52a0', u'\\u5143', u'\\u8d76\\u7d27']\n",
+        "[u'\\u9886\\u57df', u'\\u4f18\\u79c0', u'\\u535a\\u5ba2', u'\\u7c7b\\u4f3c', u'\\u95ee\\u9898', u'\\u76f8\\u5bf9', u'\\u56fd\\u5185', u'\\u7f8e\\u5e1d', u'\\u9ad8\\u624b', u'\\u4e00\\u4e2a', u'\\u56de\\u7b54', u'\\u7b54\\u6848', 'quora', 'best', 'programming', 'blogs', 'faves', 'parti', u'\\u77e5\\u4e4e \\u56de\\u7b54\\u4e86\\u3010CS']\n",
+        "[u'\\u970d\\u6bd4\\u7279', u'\\u4eba', u'\\u5b9a\\u6863', u'\\u9884\\u544a\\u7247', u'\\u5206\\u4eab', u'\\u51e4\\u51f0\\u89c6\\u9891\\uff09']\n",
+        "[u'\\u5e72', u'\\u70b9', u'\\u4e8b\\u60c5']\n",
+        "[u'\\u535a\\u7269\\u9986', u'\\u5947\\u5999', u'\\u591c', u'\\u5386\\u53f2', u'\\u8fd9\\u523b', u'\\u590d\\u6d3b', u'\\ud83d', u'\\udc3c']\n",
+        "[u'\\u547d\\u4ee4', u'\\u5f20\\u56fe', u'\\u6574\\u7406', u'\\u633a', u'\\u6e05\\u6670', u'\\u539f\\u56fe', u'\\u5730\\u5740', 'docker']\n",
+        "[u'\\u611f\\u89c9', u'\\u505a', u'\\u4e0d\\u9519', u'\\u5b9a\\u65f6', u'\\u63a8\\u9001', 'yahoo', 'news', 'digest']\n",
+        "[u'\\u3014', u'\\u7248\\u672c', u'\\u3015', 'linux', 'sucks']\n",
+        "[u'\\u6382\\u91cf', u'\\u8ba4\\u51c6', u'\\u515a', u'\\u5b97\\u65e8', u'\\u4f7f\\u547d', u'\\u8ba4\\u51c6', u'\\u671f\\u5f85', u'\\u4e60\\u8fd1\\u5e73', u'\\u65a9\\u9489\\u622a\\u94c1', u'\\u5730\\u8bf4']\n",
+        "[u'\\u4e0d\\u9519', u'\\u76ca\\u667a', u'\\u6e38\\u620f', u'\\u7ec3\\u624b']\n",
+        "[u'\\u591c\\u665a', u'\\u601d\\u5ff5', u'\\u767d\\u65e5', u'\\u84dd\\u5929', u'\\u2601']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u4e2d', u'\\u82f1', u'\\u5b57\\u5e55', u'\\u55b5', u'\\u5b57\\u5e55\\u7ec4', 'katy', 'perry', 'roar']\n",
+        "[u'\\u5927\\u5b66', u'\\u8ba1\\u7b97\\u673a', u'\\u8bfe\\u7a0b', u'\\u8d44\\u6e90']\n",
+        "['little', 'book', 'os', 'development']\n",
+        "[u'\\u3014', u'\\u5355\\u8bcd', u'\\u3015', u'\\u4eba\\u8d28', 'hostage']\n",
+        "[u'\\u65b0', u'\\u90ae\\u4ef6\\u5730\\u5740', 'tuhaihe', 'dj', 'icloud', 'com', u'# gmail \\uff0c\\u6216\\u8005 tuhaihe ']\n",
+        "[u'\\u5f00\\u6e90', u'\\u8fd0\\u8425', u'\\u7ee7\\u7eed', u'\\u62db', u'\\u4eba', u'\\u73b0\\u5728', u'\\u62db\\u4eba', u'\\u592a\\u96be', u'\\ud83d', u'\\ude2d', 'csdn', 'code']\n",
+        "[u'\\u4ef7\\u503c']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[]\n",
+        "[u'\\u5dee\\u5f02\\u5316']\n",
+        "[]\n",
+        "['xquartz', 'version', 'org', 'window', 'system', 'runs', 'os']\n",
+        "[u'\\u5e2e\\u8f6c', u'\\u8c0b\\u667a', u'\\u62db\\u8058', u'\\u793e\\u533a', u'\\u7ecf\\u7406', u'\\u62db', u'\\u534a\\u5e74', u'\\u6709\\u6728\\u6709', u'\\u62db', u'\\u96be\\u561b', u'\\u5fc3\\u6709', u'\\u621a\\u621a']\n",
+        "['vim', 'mac', 'vimr']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u53cd\\u95ee', u'\\u6709\\u529b', u'\\ud83d', u'\\udc3a']\n",
+        "[u'\\u55c5\\u76d0', u'\\u74f6', u'\\u73a9\\u610f\\u513f', u'\\u3014', u'\\u8d34', u'\\u3015']\n",
+        "[u'\\u55c5\\u76d0', u'\\u767e\\u5ea6', u'\\u767e\\u79d1']\n",
+        "[u'\\u3014', u'\\u5e2e\\u8f6c', u'\\u3015', u'\\u62db\\u8058', u'\\u5c0f\\u4f19\\u4f34', u'\\u8fc7\\u6765', u'\\u204e', u'\\u204d', u'\\u0334', u'\\u031b', u'\\u1d17', u'\\u204d', u'\\u0334', u'\\u031b', u'\\u204e', 'suse']\n",
+        "[u'\\u4f9b\\u5e94\\u5546', 'vendor']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u53d1', u'\\u7a7f\\u8d8a', u'\\u6280\\u5de7', u'\\u8bd5\\u8bd5', u'\\u907f\\u514d', u'\\u6bcf\\u6b21', u'\\u8f93\\u5165', u'\\u5bc6\\u7801', u'\\u914d\\u7f6e\\u6587\\u4ef6', u'\\u4e2d', u'\\u8bbe\\u7f6e', 'ssh', 'ssh']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u63a8\\u8350', u'\\u81ea\\u7531\\u8f6f\\u4ef6', u'\\u57fa\\u91d1\\u4f1a', u'\\u5468\\u5e74', u'\\u5ba3\\u4f20', u'\\u89c6\\u9891', u'\\u6388\\u6743', 'cc', 'sa', u'CSDN_CODE']\n",
+        "[u'\\u8be5\\u535a', u'\\u4e3b', u'\\u5ba3\\u4f20', u'\\u6050\\u6016\\u4e3b\\u4e49', u'\\u5b97\\u6559', u'\\u4ec7\\u6068', u'\\u6050\\u6016\\u4e3b\\u4e49', u'\\u6447\\u65d7\\u5450\\u558a', u'\\u5f3a\\u70c8\\u8981\\u6c42', u'\\u5c01\\u535a']\n",
+        "[]\n",
+        "[u'\\u6765\\u5929', u'\\u732b', u'\\u4e00\\u5230', u'\\u8282\\u65e5', u'\\u52a0\\u73ed']\n",
+        "['object', 'object']\n",
+        "[u'\\u54c8\\u54c8\\u54c8']\n",
+        "[u'\\u55b5', u'\\u661f', u'\\u5927\\u5192\\u9669', u'\\u91cc', u'\\u575a\\u6301', u'\\u79d2', u'\\u68d2']\n",
+        "[u'\\u55b5', u'\\u661f', u'\\u5927\\u5192\\u9669', u'\\u91cc', u'\\u575a\\u6301', u'\\u79d2', u'\\u68d2']\n",
+        "[u'\\u55b5', u'\\u661f', u'\\u5927\\u5192\\u9669', u'\\u91cc', u'\\u575a\\u6301', u'\\u79d2', u'\\u68d2']\n",
+        "[u'\\u5b66\\u5bb6', 'css', 'animation']\n",
+        "[u'\\u5c0f\\u7c73', u'\\u6d77\\u53c2', u'\\u7ca5', u'\\u83dc\\u8c31', u'\\u597d\\u6781\\u4e86', u'\\u7248']\n",
+        "[u'\\u65f6\\u95f4', u'\\u7d27\\u8feb', u'\\u5bf9\\u624b', u'\\u5f3a\\u5927', u'\\u5e2e', u'\\u706d', u'\\u6e38\\u620f', u'\\u4efb\\u52a1', u'\\u5931\\u8d25', u'\\u77e5\\u9053', u'\\u52aa\\u529b', u'\\u5e2e\\u5fd9', u'\\u652f\\u6301', u'\\u9009\\u624b', u'\\u63d0\\u9ad8', u'\\u652f\\u6301', u'\\u5ea6', u'\\u83b7\\u5f97', u'\\u80fd\\u91cf', u'\\u57ce', u'\\u7279\\u6b8a', u'\\u5956\\u52b1', 'ta', u'\\u767e\\u4e07\\u7c89\\u4e1d#\\u4e2d\\u73a9\\u7684']\n",
+        "[]\n",
+        "[u'\\u521a\\u521a', u'\\u5b89\\u88c5', u'\\u5fc3\\u8df3', u'\\u4e00\\u6b3e', u'\\u5145\\u6ee1', u'\\u60f3\\u8c61\\u529b', u'\\u5174\\u8da3', u'\\u793e\\u4ea4', u'\\u4ea7\\u54c1', u'\\u5174\\u8da3', u'\\u6807\\u7b7e', u'\\u63a8\\u8350', u'\\u7528\\u6237', u'\\u9047\\u89c1', u'\\u61c2', u'\\u4eba', u'\\u4e00\\u8d77', u'\\u505a', u'\\u559c\\u7231', u'\\u4e8b', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', 'app', 'store', u'\\u5fc3\\u8df3\\u624b\\u673a\\u5ba2\\u6237\\u7aef#\\uff0c']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f8e', u'\\u62cd', u'\\u68a6\\u60f3', u'\\u4efb\\u6027', u'\\u664b\\u5546', u'\\u4e92\\u8054\\u7f51', u'\\u521b\\u5ba2', u'\\u5e74', u'\\ud83d', u'\\ude04', u'\\ud83d', u'\\ude06', u'\\u62a5\\u540d', u'\\u8bf7', u'\\u8fdb\\u5165', u'\\u5206\\u4eab', u'\\u745e\\u5f6c\\u540c\\u5b66', u'\\u7f8e\\u62cd']\n",
+        "['hello']\n",
+        "[u'\\u8bbe\\u8ba1', u'\\u4f7f\\u7528', u'\\u6846\\u67b6', 'intellij', 'idea', 'netty']\n",
+        "[u'\\u7f51\\u7ad9', u'\\u5907\\u6848', u'\\u5de5\\u4fe1\\u90e8', u'\\u6ce8\\u9500', u'\\u5988', u'\\u86cb']\n",
+        "[u'\\u6781\\u5149', u'\\u63a8\\u9001', u'\\u5e94\\u8be5', u'\\u7b97\\u662f', u'\\u8be6\\u7ec6', u'\\u6587\\u6863', u'\\u8bf4\\u660e', u'\\u8fd9\\u662f', 'api']\n",
+        "[u'\\u597d', u'\\u4ee3\\u7801', u'\\u8fd9\\u79cd', u'\\u6ce8\\u91ca', u'\\u52a0', u'\\u5f88\\u96be', u'\\u8bfb\\u61c2']\n",
+        "[u'\\u5199', u'\\u4e00\\u4e2a', u'\\u591a\\u884c', u'\\u670d\\u52a1', u'\\u7c7b', u'\\u786e\\u5b9e', u'\\u4e9b', u'\\u63a5\\u53e3', u'\\u6e05\\u6670', u'\\u5fcd']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u5495\\u549a', u'\\u7f51', u'\\u8bb0\\u5f55', u'\\u8fd0\\u52a8', u'\\u52a0\\u6cb9']\n",
+        "[u'\\u6628\\u665a', u'\\u5730\\u94c1', u'\\u542c', u'\\u4e00\\u5973', u'\\u804a', u'\\u4eca\\u665a', u'\\u542c', u'\\u4e24\\u5973', u'\\u804a', u'\\u5f00\\u53d1', u'\\u5e1d\\u90fd', u'\\u4eba\\u624d\\u6d4e\\u6d4e', 'redis', 'andrid']\n",
+        "[u'\\u521a\\u521a', u'\\u7528\\u4ee5', u'\\u516c\\u91cc', u'\\u901f\\u5ea6', u'\\u8dd1', u'\\u516c\\u91cc', 'nike', u'nikerunning #nikeplus:']\n",
+        "[u'\\u521a\\u521a', u'\\u7528\\u4ee5', u'\\u516c\\u91cc', u'\\u901f\\u5ea6', u'\\u8dd1', u'\\u516c\\u91cc', 'nike', u'nikerunning #nikeplus:']\n",
+        "[u'\\u53d1\\u73b0', u'\\u597d\\u597d', u'\\u6c9f\\u901a', u'\\u59b9']\n",
+        "[u'\\u4eca\\u665a', u'\\u8dd1']\n",
+        "[u'\\u4e00\\u7bc7', u'\\u6e90\\u7801', u'\\u5206\\u6790', u'\\u4e4b\\u4e09', u'\\u5c40\\u90e8', u'\\u5355\\u7ebf\\u7a0b', u'\\u4e32\\u884c\\u5316', u'\\u8bbe\\u8ba1', 'blog', 'netty']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u642c', u'\\u901f\\u5ea6', u'\\u660e\\u663e', u'\\u63d0\\u5347', u'\\u5907\\u6848', 'blog', 'linode']\n",
+        "[u'\\u521a\\u521a', u'\\u7528\\u4ee5', u'\\u516c\\u91cc', u'\\u901f\\u5ea6', u'\\u8dd1', u'\\u516c\\u91cc', 'nike', u'nikerunning #nikeplus:']\n",
+        "[u'\\u6700', u'\\u770b\\u5230', u'\\u4ee3\\u7801', u'\\u903b\\u8f91', u'\\u4e71', u'\\u5145\\u6ee1', u'\\u5206\\u5f00', u'\\u529f\\u80fd', u'\\u5355\\u4e00', u'\\u4e0d\\u597d', 'ifelse']\n",
+        "[u'\\u8fd9\\u56de', u'\\u95ee\\u9898']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u8bf4', u'\\u5929\\u82b1\\u4e71\\u5760', u'\\u6ca1\\u620f']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6700', u'\\u63a8\\u5d07', u'\\u8fd1\\u73b0\\u4ee3', u'\\u653f\\u6cbb', u'\\u4eba\\u7269', u'\\u4e24\\u4f4d', u'\\u6295\\u7ed9', u'\\u8881\\u4e16\\u51ef', u'\\u9009\\u9879', u'\\u8868\\u6001', u'laoshi2009']\n",
+        "[u'\\u5929\\u5929', u'\\u77e5\\u4e4e', u'\\u63d0\\u9ad8', u'\\u903c\\u683c']\n",
+        "[u'\\u505a', u'\\u5f00\\u53d1', u'\\u57fa\\u7840', u'\\u770b\\u770b', u'\\u300e', u'\\u534f\\u8bae', u'\\u6536\\u96c6', u'\\u5907\\u7528', u'\\u4f5c\\u4e1a', u'\\u90e8\\u843d', u'\\u7f16\\u8f91', u'\\u9605\\u8bfb\\u5668', u'\\u300f', 'web', 'http', 'cmd', 'markdown']\n",
+        "[u'\\u5e72\\u8106', u'\\u4ee5\\u540e', u'\\u7ea7\\u522b', u'\\u6807\\u51c6', u'\\u7a0b\\u5e8f\\u5458', u'\\u7ea7\\u522b', u'\\u7edf\\u4e00', u'\\u4e00\\u4e0b', 'bat']\n",
+        "[u'\\u4e3e\\u7740', u'\\u7535\\u8bdd', u'\\u8bb2', u'\\u5206\\u949f', u'\\u80f3\\u818a', u'\\u7d2f\\u9178']\n",
+        "[u'\\u4ee3\\u7801', u'\\u5199', u'\\u5f00\\u5fc3', u'\\u56de\\u5bb6', u'\\u5356', u'\\u8c46\\u8150', u'\\u751f\\u6d3b', u'\\u5f00\\u5fc3', u'\\u6b63\\u9053']\n",
+        "[u'\\u5ea7', u'\\u5fc3\\u60c5', u'\\u597d\\u591a', u'\\u51c6\\u5907', u'\\u56de\\u5bb6', u'\\u5356', u'\\u8c46\\u8150']\n",
+        "[u'\\u73b0\\u5728', u'\\u542c', u'\\u5e7f\\u64ad', u'\\u53ea\\u80fd', u'\\u542c', u'\\u968f\\u98ce', u'\\u5f80\\u4e8b', u'\\u8fd9\\u79cd', u'\\u8282\\u76ee']\n",
+        "[u'\\u5782\\u76f4', u'\\u5316\\u5986\\u54c1', u'\\u7535\\u5546', u'\\u5929\\u5929', u'\\u7f51', u'\\u51fa\\u73b0']\n",
+        "[u'\\u5199', u'\\u5546\\u4e1a', u'\\u7a0b\\u5e8f\\u4ee3\\u7801', u'\\u5199', u'\\u5e94\\u7528', u'\\u4ee3\\u7801', u'\\u5199', u'\\u5f00\\u5fc3', u'\\u5c31\\u884c\\u4e86']\n",
+        "[u'\\u521a\\u521a', u'\\u7528\\u4ee5', u'\\u516c\\u91cc', u'\\u901f\\u5ea6', u'\\u8dd1', u'\\u516c\\u91cc', 'nike', 'nikeplus', u'nikerunning']\n",
+        "[u'\\u5efa\\u8bae', u'\\u53d6\\u6d88', u'\\u4e13\\u5bb6']\n",
+        "[u'\\u4e0a\\u4e86\\u8d3c\\u8239', u'\\u4e0b\\u6765']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5220\\u9664', u'\\u5de5\\u7a0b\\u9879\\u76ee', u'\\u5e55\\u4e09\\u5c11', u'\\u535a\\u5ba2\\u56ed', 'android', 'studio']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
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+        "[u'\\u559c\\u6b22', u'\\u624b\\u673a', u'\\u968f\\u65f6', u'\\u62cd', u'\\u4e0b', u'\\u8eab\\u8fb9', u'\\u98ce\\u666f', u'\\u5206\\u4eab', u'\\u5bb6\\u4eba', u'\\u670b\\u53cb', u'\\u542c\\u8bf4', u'\\u4e07', u'\\u50cf\\u7d20', u'\\u9632\\u6296', u'\\u955c\\u5934', u'\\u62cd\\u6444', u'\\u591c\\u666f', u'\\u7167\\u7247', u'\\u4e13\\u4e1a\\u7ea7', u'\\u652f\\u6301', u'\\u53cc\\u5361', u'\\u53cc\\u5f85', u'\\u53cc', u'\\u968f\\u65f6', u'\\u5206\\u4eab', u'\\u7167\\u7247', u'\\u82f1\\u5bf8', u'\\u5927\\u5c4f', u'\\u9ad8\\u901a', u'\\u9a81\\u9f99', u'\\u5904\\u7406\\u5668', u'\\u597d\\u770b', u'\\u597d', u'\\u4ec5\\u5143', u'\\u5f00\\u653e', u'\\u8d2d\\u4e70', u'\\u4e00\\u5b9a', u'\\u5165\\u624b', u'\\u5206\\u4eab', u'\\u9884\\u7ea6', u'\\u5730\\u5740', u'\\u5c0f\\u7c73Note', u'\\u5c0f\\u7c73\\u624b\\u673a']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u97f3\\u60a6\\u53f0', u'\\u624b\\u673a', u'\\u5ba2\\u6237\\u7aef', u'\\u6700\\u65b0', u'\\u6700\\u5168', u'\\u6700\\u9ad8', u'\\u6e05', u'\\u624b\\u4e2d', u'\\u4e00\\u8d77', u'\\u770b\\u597d', u'\\u97f3\\u4e50\\u5427', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', 'mv']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5347', u'\\u7b49\\u7ea7', u'\\u798f\\u5229', u'\\u4eab', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u60f3\\u60f3', u'\\u6709\\u70b9', u'\\u5c0f', u'\\u6fc0\\u52a8', u'\\u5c0f\\u4f19\\u4f34', u'\\u513f\\u4eec', u'\\u901f\\u6765', u'\\u56f4\\u89c2', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u539f\\u6765', u'\\u8003\\u8bd5', u'\\u8d34', u'\\u5220', u'\\u6574\\u7406', u'\\u5723\\u5b89', u'\\u9a7e\\u6821', u'\\u767e\\u5ea6', u'\\u8d34']\n",
+        "[u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'android', 'failed', 'pull', 'selection', 'central', 'perk', 'csdn', 'net']\n",
+        "[u'\\u94bb\\u77f3', u'\\u516b\\u4e2a', u'\\u95ee\\u9898', u'\\u5468\\u6770\\u4f26', u'\\u7ed3\\u5a5a', u'\\u5f15\\u53d1', u'\\u5206\\u4eab', u'\\u77e5\\u9053\\u65e5\\u62a5 \\uff09']\n",
+        "[u'\\u89c1\\u8fc7', u'\\u6700\\u597d', u'\\u5165\\u95e8\\u6559\\u7a0b', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'git', 'voluptas', 'csdn', 'net']\n",
+        "[u'\\u7528\\u6cd5', u'\\u5f52\\u7eb3', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'grep', 'sed', 'awk', 'find', 'zzulp', 'csdn', 'net']\n",
+        "[u'\\u4f7f\\u7528', u'\\u57fa\\u7840', u'\\u7f16\\u7a0b', u'\\u57fa\\u7840', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'bash', 'shell', 'zzulp', 'csdn', 'net']\n",
+        "[u'\\u7528\\u6cd5', u'\\u5f52\\u7eb3', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'grep', 'sed', 'awk', 'find', 'zzulp', 'csdn', 'net']\n",
+        "[u'\\u4eba\\u5927\\u4ee3\\u8868', u'\\u7c73']\n",
+        "[u'\\u7535\\u89c6\\u53f0', u'\\u662f\\u5426', u'\\u9006\\u88ad', u'\\u7f51\\u7edc', u'\\u89c6\\u9891', u'\\u7f51\\u6613', u'\\u79d1\\u6280']\n",
+        "[u'\\u63a8\\u5012', u'\\u6b21\\u5143\\u5899', u'\\u5206\\u4eab', u'36\\u6c2a\\uff09']\n",
+        "[u'\\u6d6a\\u6f2b', u'\\u672c\\u8d28', u'\\u7b2c\\u4e00', u'\\u7b54', u'\\u804a\\u804a', u'\\u54f2\\u5b66', u'\\u57c3\\u53ca', u'\\u4eba', u'\\u8bf4', u'\\u9489', u'\\u5341\\u5b57\\u67b6', u'\\u6d6a\\u6f2b', u'\\u8d70\\u4e0a', u'\\u5341\\u5b57\\u67b6', u'\\u6d6a\\u6f2b', u'\\u5148\\u6765', u'\\u770b\\u770b', u'\\u5047', u'\\u6d6a\\u6f2b', u'\\u5047', u'\\u6d6a\\u6f2b', u'\\u7231', u'\\u7231', u'\\u4e0d\\u591f', u'\\u53ea\\u60f3', u'\\u966a', u'\\u5de6\\u53f3', u'\\u7d27\\u7d27', u'\\u63e1\\u4f4f', u'\\u624b', u'\\u966a', u'\\u98ce\\u971c', u'\\u96e8\\u9732', u'\\u5929\\u6daf\\u6d77\\u89d2', u'\\u5206\\u4eab', u'\\u6e90\\u9756_Cris :', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u8fd0\\u8425', u'\\u65b9\\u5f0f', u'\\u56fd\\u5185', u'\\u89c6\\u9891', u'\\u7f51\\u7ad9', u'\\u76f8\\u6bd4', u'\\u4f18\\u7f3a\\u70b9', u'\\u8bc4\\u8bba', u'\\u672c\\u4f53', u'\\u884c\\u5bb6', u'\\u5374', u'\\u542c\\u8bf4', u'\\u4e00\\u70b9', u'\\u8fd0\\u8425', u'\\u6a21\\u5f0f', u'\\u4f17\\u6240\\u5468\\u77e5', u'\\u56fd\\u5916', u'\\u7248\\u6743', u'\\u76d1\\u63a7', u'\\u4e25\\u683c', u'\\u4e0d\\u60f3', u'\\u4fb5\\u6743', u'\\u62db\\u60f9', u'\\u4e00\\u5806', u'\\u5b98\\u53f8', u'\\u907f\\u514d', u'\\u4e00\\u4e9b', u'\\u8fd0\\u8425', u'\\u98ce\\u9669', u'\\u5206\\u4eab', 'youtube', 'youtube', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u55e4\\u4e4b\\u4ee5\\u9f3b', u'\\u5947\\u8ff9', u'\\u524d', u'\\u6dd8\\u5b9d', u'\\u5de5\\u7a0b\\u5e08', u'\\u8be6\\u89e3', u'\\u6280\\u672f', 'cto', 'com']\n",
+        "[u'\\u534a\\u6b21', u'\\u5143', u'\\u786c\\u6838', u'\\u7528\\u6237', u'\\u7fa4\\u4f53', u'\\u5207\\u5165', u'\\u624b\\u7ed8', u'\\u793e\\u533a', u'\\u5206\\u4eab', 'cosplay', u'36\\u6c2a\\uff09']\n",
+        "[u'\\u8c46\\u74e3', u'\\u4e13\\u680f', u'Mobix \\u8c08\\u8c08\\u5168\\u6808\\u5de5\\u7a0b\\u5e08']\n",
+        "[u'\\u5899', u'\\u4eba', u'\\u5b89\\u5fc3', u'\\u5e72\\u6d3b']\n",
+        "[u'\\u5899', 'apache', 'git', 'repo']\n",
+        "[u'\\u65b0\\u5e74\\u5feb\\u4e50', u'\\u5b66UI\\u7f51']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u5993\\u5973', u'\\u4e22\\u4eba', u'\\u5341\\u5927', u'\\u884c\\u4e1a']\n",
+        "[u'\\u5c4c', u'\\u5988', u'\\u77e5\\u9053']\n",
+        "[u'\\u56de\\u590d', u'\\u5b66\\u4e60', u'\\u633a', u'\\u6709\\u610f\\u601d', u'\\u8bc4\\u8bba', u'\\u5b66\\u7f51', u'\\u653e\\u5927\\u955c', u'\\u52a8\\u6548', u'\\u5236\\u4f5c', u'\\u89e3\\u6790', u'\\u6559\\u7a0b', 'ui', 'ps', u'\\u54c6\\u5566\\u78b0:\\u4e0d\\u9519\\u3002\\u3002\\u3002', u'\\u54c6\\u5566\\u78b0: ']\n",
+        "[u'\\u56de\\u590d', u'\\u4f5c\\u4e1a', u'\\u540e', u'\\u53d1\\u73b0', u'\\u56fe\\u7247', u'\\u626d\\u66f2', u'\\u952f\\u9f7f', u'\\u53cd\\u6b63', u'\\u539f\\u56fe', u'\\u4e0b\\u9762', u'\\u5b66UI\\u7f51']\n",
+        "[u'\\u56de\\u590d', u'\\u5143', u'\\u6c17', u'\\u597d\\u5403', u'\\u9b3c', u'\\u8bc4\\u8bba', u'\\u5b66\\u7f51', u'\\u5f15\\u5bfc', u'\\u9875', u'\\u8bbe\\u8ba1', u'\\u6559\\u7a0b', u'\\u4e0b\\u96c6', u'\\u5b66\\u7f51', u'\\u7b2c\\u4e03\\u671f', u'\\u8bbe\\u8ba1', u'\\u8bfe', 'ui', 'app', 'ui', 'ui', 'yy', u'\\u5143\\u6c17\\u597d\\u5403\\u9b3c:\\u8d5e~~~']\n",
+        "[u'\\u5f20\\u56fe', u'\\u4e0d\\u9519', u'\\u5206\\u4eab', u'\\u840c\\u82bd']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u56de\\u590d', u'\\u738b\\u4e8e', u'\\u679c\\u679c', u'\\u8d5e', u'\\u5f88\\u6f02\\u4eae', u'\\u4e0b\\u56fe', u'\\u89e3\\u51b3', u'\\u952f\\u9f7f', u'\\u738b\\u4e8e', u'\\u679c\\u679c', u'\\u56de\\u590d', u'\\u738b\\u4e8e', u'\\u679c\\u679c', u'\\u56de\\u590d', u'\\u964c\\u5317\\u9ed8', u'\\u539f\\u56fe', u'\\u952f\\u9f7f', u'\\u4f20\\u5230', u'\\u76f8\\u518c', u'\\u952f\\u9f7f', u'\\u6069', u'\\u590d\\u5236', u'\\u7f51\\u5740', u'\\u952f\\u9f7f', u'\\u8fd9\\u662f', u'\\u8bc4\\u8bba', u'\\u5b66\\u7f51', u'\\u624b\\u628a\\u624b', u'\\u5206\\u4eab', u'\\u5206\\u5706', u'\\u6280\\u5de7', u'\\u5b66\\u7f51', u'\\u7b2c\\u5341\\u4e8c', u'\\u671f', u'\\u8bbe\\u8ba1', u'\\u8bfe', 'ui', 'ui', 'yy', u'\\u738b\\u4e8e\\u679c\\u679c:']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6dd8\\u5b9d', u'\\u5c0f', u'\\u70ae\\u8f70', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u7f51\\u76d1\\u53f8', u'\\u53f8\\u957f', u'\\u4f10', u'\\u5f00\\u5fc3', u'\\u6dd8\\u5b9d', u'\\u6295\\u7ed9', u'\\u652f\\u6301', u'\\u6dd8\\u5b9d', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u62a5\\u544a', u'\\u4e25\\u8c28', u'\\u7f3a\\u4e4f', u'\\u51c6\\u786e\\u6027', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u8d22\\u7ecf\\u7f51']\n",
+        "[u'\\u70c2\\u7247', u'\\u9000\\u7968']\n",
+        "[u'\\u684c\\u9762', u'\\u9648\\u8001\\u5e08', u'\\u9673', u'\\u7dba', u'\\u8c9e', 'cheerego', u'\\u65b0\\u5e74\\u6652\\u9996\\u5c4f', u'\\u9648\\u7eee\\u8d1e\\u97f3\\u4e50\\u793e\\u533a ', u'\\u9648\\u7eee\\u8d1e\\u5427 ']\n",
+        "[u'\\u684c\\u9762', u'\\u9648\\u8001\\u5e08', u'\\u9673', u'\\u7dba', u'\\u8c9e', 'cheerego', u'\\u65b0\\u5e74\\u6652\\u9996\\u5c4f', u'\\u9648\\u7eee\\u8d1e\\u97f3\\u4e50\\u793e\\u533a ', u'\\u9648\\u7eee\\u8d1e\\u5427 ']\n",
+        "[u'\\u7b11', u'\\u6b7b', u'\\u5206\\u4eab', u'\\u5de6\\u8033\\u6735\\u8017\\u5b50 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u738b\\u5927\\u96f7', u'\\u7ed9\\u529b', u'\\u4e2d\\u56fd\\u8db3\\u7403\\u52a0\\u6cb9']\n",
+        "['test']\n",
+        "['test']\n",
+        "['test']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u7231', u'\\u9a6c\\u514b', u'\\u611f\\u89c9', u'\\u4e0d\\u9519', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7dbe\\u91ce', u'\\u307e', u'\\u3057', u'\\u308d', u'\\u6765\\u81ea', u'\\u867e\\u7c73', u'\\u97f3\\u4e50', 'ideal', 'white']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u542c\\u5230', u'\\u60f3\\u5230', u'\\u6b7b\\u795e', u'\\u91cc\\u8fb9', u'\\u5c0f\\u767d', u'\\u9a84\\u50b2', u'\\u7a1a\\u5ae9', u'\\u5374', u'\\u5f3a\\u5927']\n",
+        "[u'\\u897f\\u5b89', u'\\u6d4b\\u8bd5', u'\\u4ea4\\u6d41\\u6d3b\\u52a8', u'\\u897f\\u5b89', u'\\u516c\\u5f00', u'\\u884c\\u4e1a', u'\\u6d41\\u884c', u'\\u5de5\\u5177', u'\\u6280\\u672f', u'\\u5ba3\\u8bb2', u'\\u6b22\\u8fce', u'\\u53c2\\u52a0', 'thoughtworks', 'workshop']\n",
+        "[u'\\u79d1\\u6280', u'\\u6539\\u53d8', u'\\u4e16\\u754c', u'\\u654f\\u6377', u'\\u6539\\u53d8', u'\\u6d4b\\u8bd5', u'\\u654f\\u6377', u'\\u76db\\u884c', u'\\u4eca\\u5929', u'\\u6d4b\\u8bd5', u'\\u884c\\u4e1a', u'\\u65b0\\u9c9c', u'\\u540d\\u8bcd', u'\\u8f88\\u51fa', u'\\u79d1\\u6280', u'\\u6539\\u53d8', u'\\u4e16\\u754c', u'\\u65f6\\u4ee3', u'\\u8bf7', u'\\u5de5\\u4f5c', u'\\u4ea4\\u7ed9', u'\\u8ba1\\u7b97\\u673a', u'\\u79d1\\u6280', u'\\u8ba1\\u7b97\\u673a', u'\\u6539\\u53d8', u'\\u751f\\u6d3b', 'thoughtworks', 'xi', 'qa', 'workshop', 'thoughtworks', 'china', 'qa', 'blog', 'tdd', 'bdd', 'atdd', 'agiletesting', 'kanban', 'mobiletesting', 'appium', 'qa', 'qa']\n",
+        "['consumer', 'driven', 'contracts', 'test']\n",
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+        "[u'\\u4e00\\u76f4', u'\\u76d1\\u6d4b', u'\\u5bb6\\u4e91', u'\\u670d\\u52a1\\u5546', u'\\u5b95\\u673a', u'\\u6545\\u969c', u'\\u9891\\u7387', u'\\u516c\\u53f8', u'\\u670d\\u52a1\\u5546', u'\\u4e2d', u'\\u4e00\\u5bb6', u'\\u8fd0\\u884c', u'\\u4e00\\u4e2a', u'\\u7f51\\u7edc', u'\\u670d\\u52a1\\u5668', u'\\u8ffd\\u8e2a', u'\\u670d\\u52a1', u'\\u65e0\\u6cd5', u'\\u4f7f\\u7528', u'\\u6700\\u540e', u'\\u8bb0\\u5f55', u'\\u4e0b', u'\\u5b95\\u673a', u'\\u6545\\u969c', u'\\u53d1\\u751f', u'\\u6b21\\u6570', u'\\u65f6\\u957f', u'\\u8fd9\\u79cd', u'\\u529e\\u6cd5', u'\\u5b8c\\u7f8e', u'\\u5374', u'\\u597d', u'\\u89c2\\u5bdf', u'\\u670d\\u52a1\\u5546', u'\\u670d\\u52a1', u'\\u8fd0\\u884c', u'\\u60c5\\u51b5', 'cloudharmony']\n",
+        "[u'\\u535a\\u79d1', u'\\u672c\\u5468', u'\\u5ba3\\u5e03', u'\\u516c\\u53f8', u'\\u6b63\\u5728', u'\\u51fa\\u8d27', u'\\u63a7\\u5236\\u5668', u'\\u63d0\\u4f9b', u'\\u4e3a\\u671f', u'\\u4e00\\u5e74', u'\\u514d\\u8d39', u'\\u8bb8\\u53ef\\u8bc1', 'sdn']\n",
+        "['pgop']\n",
+        "['gtm', 'qugg', 'lgdklv', 'kj']\n",
+        "['jsbmz', 'ax', 'iolpjr', 'zp']\n",
+        "[u'\\u7206\\u7206', u'\\u7206\\u731b\\u8d27', u'\\u5f3a\\u52bf', u'\\u6765\\u88ad', u'\\u505a\\u5de5', u'\\u8d85\\u597d', u'\\u54c1\\u8d28', u'\\u8bf4\\u8bdd', u'\\u5fc3\\u52a8', u'\\u884c\\u52a8', u'\\u81ea\\u4fe1', u'\\u8473\\u4fe1', 'alw', 'luhfld', 'em', 'vip']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u798f\\u5229', u'\\u5c45\\u5bb6', u'\\u65c5\\u884c', u'\\u5fc5\\u5907', u'\\u978b\\u6b3e', u'\\u660e\\u661f', u'\\u4ee3\\u8a00', u'\\u6b3e', u'\\u4f53\\u9a8c', u'\\u660e\\u661f', u'\\u8303\\u513f', u'\\u7cbe\\u6e5b', u'\\u505a\\u5de5', u'\\u5b98\\u65b9', u'\\u540c\\u6b65', u'\\u51fa\\u54c1', u'\\u4e00\\u76f4', u'\\u8d70', u'\\u6f6e\\u6d41', u'\\u5c16\\u7aef', u'\\u6ca1\\u4f4f', u'\\u635f\\u5931', u'\\u54af\\u8473\\u4fe1', 'pgf', 'ifo', 'yqvm', 'hold', 'vip']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u798f\\u5229', u'\\u5c45\\u5bb6', u'\\u65c5\\u884c', u'\\u5fc5\\u5907', u'\\u978b\\u6b3e', u'\\u660e\\u661f', u'\\u4ee3\\u8a00', u'\\u6b3e', u'\\u4f53\\u9a8c', u'\\u660e\\u661f', u'\\u8303\\u513f', u'\\u7cbe\\u6e5b', u'\\u505a\\u5de5', u'\\u5b98\\u65b9', u'\\u540c\\u6b65', u'\\u51fa\\u54c1', u'\\u4e00\\u76f4', u'\\u8d70', u'\\u6f6e\\u6d41', u'\\u5c16\\u7aef', u'\\u6ca1\\u4f4f', u'\\u635f\\u5931', u'\\u54af\\u8473\\u4fe1', 'ml', 'ruvc', 'uxmj', 'hold', 'vip']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u798f\\u5229', u'\\u5c45\\u5bb6', u'\\u65c5\\u884c', u'\\u5fc5\\u5907', u'\\u978b\\u6b3e', u'\\u660e\\u661f', u'\\u4ee3\\u8a00', u'\\u6b3e', u'\\u4f53\\u9a8c', u'\\u660e\\u661f', u'\\u8303\\u513f', u'\\u7cbe\\u6e5b', u'\\u505a\\u5de5', u'\\u5b98\\u65b9', u'\\u540c\\u6b65', u'\\u51fa\\u54c1', u'\\u4e00\\u76f4', u'\\u8d70', u'\\u6f6e\\u6d41', u'\\u5c16\\u7aef', u'\\u6ca1\\u4f4f', u'\\u635f\\u5931', u'\\u54af\\u8473\\u4fe1', 'zytgtefaeeotlxpni', 'xp', 'cb', 'hold', 'vip']\n",
+        "[u'\\u7206\\u7206', u'\\u7206\\u731b\\u8d27', u'\\u5f3a\\u52bf', u'\\u6765\\u88ad', u'\\u505a\\u5de5', u'\\u8d85\\u597d', u'\\u54c1\\u8d28', u'\\u8bf4\\u8bdd', u'\\u5fc3\\u52a8', u'\\u884c\\u52a8', u'\\u81ea\\u4fe1', u'\\u8473\\u4fe1', 'ep', 'dbh', 'tco', 'qj', 'gx', 'vip']\n",
+        "[u'\\u5b9e\\u529b', u'\\u4efb\\u6027']\n",
+        "[u'\\u56fd\\u4eba', u'\\u7ffb\\u5531', u'\\u521d\\u97f3', u'\\u672a\\u6765', u'\\u6d88\\u5931', u'\\u8f6f\\u8f6f', u'\\u4e3b', u'\\u30df', u'\\u30c3', u'\\u30c6', u'\\u30a3', u'\\u732e\\u4e0a', u'\\u65b0\\u5e74', u'\\u7b2c\\u4e00\\u4efd', u'\\u819d\\u76d6', u'\\u6ca1\\u7528', u'\\u52a0\\u901f\\u5668', u'\\u52a0\\u4e2a', u'\\u6807\\u7b7e', u'\\u8fd9\\u8d27\\u4e5f\\u80fd\\u7ffb\\u5531']\n",
+        "[u'\\u5b66\\u671f', u'\\u5c0f\\u7ec4', u'\\u4f5c\\u4e1a', u'\\u633a', u'\\u8d39\\u89e3', u'\\u751f\\u6015', u'\\u505a', u'\\u4e00\\u70b9\\u70b9', u'\\u770b\\u4f3c', u'\\u5c0f\\u7ec4\\u8ba8\\u8bba', u'\\u5206\\u914d', u'\\u5de5\\u4f5c', u'\\u626f\\u76ae', u'\\u5c0f\\u65f6', u'\\u4eca\\u5929', u'\\u5b57', u'\\u590d\\u5236\\u7c98\\u8d34', u'\\u4e13\\u95e8', u'\\u505a', u'\\u4e0a\\u5468', u'\\u57fa\\u672c\\u529f\\u80fd', u'\\u505a\\u597d', u'\\u95ee', u'\\u8bf4', u'\\u505a', u'\\u987a\\u5e26', u'\\u6539', u'\\u5475\\u5475', u'\\u5475\\u5475', u'\\u884c\\u52a8', u'\\u5546\\u52a1', u'\\u5b66\\u671f', u'\\u4f5c\\u4e1a', u'\\u597d\\u50cf', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u505a', 'app']\n",
+        "[u'\\u674e\\u534e\\u7434', u'\\u8001\\u5e08', u'\\u77e5\\u9053', u'\\u5f62\\u5bb9', u'\\u505a\\u5230', u'\\u95e8\\u8bfe', u'\\u5374', u'\\u5360', u'\\u6389', u'\\u534a\\u5929', u'\\u5b8c\\u5168', u'\\u529e\\u6cd5', u'\\u627e', u'\\u5b9e\\u4e60', u'\\u4e0b\\u5b66\\u671f']\n",
+        "[u'\\u4eba\\u751f', u'\\u597d', u'\\u8270\\u96be', u'\\u4eca\\u5929', u'\\u53d1\\u73b0', u'\\u4e00\\u95e8', u'\\u7fd8', u'\\u552f\\u4e00', u'\\u4e00\\u8282\\u8bfe', u'\\u5c0f\\u7ec4', u'\\u5206\\u914d', u'\\u4e0d\\u9020', u'\\u5206\\u5230', u'\\u56e2\\u961f', u'\\u5408\\u4f5c', u'\\u5206\\u6570', u'\\u6302', u'\\u76d8', u'\\u83ab\\u540d', u'\\u4e22\\u5931', u'\\u4e00\\u95e8', u'\\u8bfe', u'\\u6240\\u6709', u'\\u673a\\u8003', u'\\u5185\\u5bb9', u'\\u4e22']\n",
+        "[u'\\u4e0a\\u4f20', u'\\u5f20', u'\\u7167\\u7247', u'\\u4e13\\u8f91', u'\\u9ed8\\u8ba4', u'\\u4e13\\u8f91']\n",
+        "[u'\\u4e0b\\u6863', u'\\u5fc3', u'\\u585e\\u585e', u'\\u597d\\u4e0d\\u5bb9\\u6613', u'\\u505a\\u597d', u'\\u5fc3\\u7406\\u51c6\\u5907', u'\\u65e7\\u91d1\\u5c71', u'\\u4e1c\\u4eac', u'\\u8bbe\\u5b9a', u'\\u56fd\\u8bed\\u7248', u'\\u8fdd\\u548c\\u611f', u'\\u7b11\\u70b9', u'\\u51cf\\u5f31', u'\\u5730\\u65b9', u'\\u5f00\\u5fc3', u'\\u673a\\u5668\\u4eba', u'\\u7ffb\\u8bd1\\u6210', u'\\u676f\\u9762', u'\\u0e07', u'\\u2022', u'\\u0300', u'\\u2022', u'\\u0301', u'\\u0e07', u'\\u597d\\u68d2', u'\\u5947\\u602a', u'\\u840c\\u70b9', u'\\u8001\\u7eb8', u'\\u771f', u'\\u54ed', u'\\u6cea\\u70b9', u'\\u592a\\u4f4e', u'\\u5410', u'\\u69fd', u'\\u4e00\\u4e0b', u'\\u7537\\u4e3b', u'\\u9a6f\\u9f99', u'\\u9ad8\\u624b', u'\\u7537\\u4e3b\\u957f', 'winter', 'sleeping', 'big', 'hero', 'baymax']\n",
+        "[u'\\u4e24\\u95e8', u'\\u8bfe\\u7a0b', u'\\u6210\\u5c31', u'\\u8fbe\\u6210', u'\\u671f\\u672b\\u8003', u'\\u539f\\u56e0', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u4e24\\u95e8', u'\\u534a\\u9014\\u800c\\u5e9f', u'\\u53ef\\u60dc', u'\\u7ee7\\u7eed', u'\\u5b8c\\u6210', u'\\u6700', u'\\u559c\\u6b22', u'\\u6606\\u66f2', u'\\u4e4b\\u7f8e', u'\\u55bd', 'cousera', 'modeling', 'thinking']\n",
+        "[u'\\u540c\\u4e00\\u4e2a', u'\\u540c\\u4e00\\u4e2a', u'\\u59b9\\u5b50', u'\\u642d\\u8baa', u'\\u4e24\\u6b21', u'\\u6574\\u4e2a', u'\\u5bf9\\u8bdd', u'\\u4e00\\u6a21\\u4e00\\u6837', u'\\u9177\\u7231', u'\\u544a\\u8bc9', u'\\u7a7f\\u8d8a', 'brt']\n",
+        "[u'\\u611f\\u89c9', u'\\u9a9a\\u5f53', u'\\u840c\\u840c', u'\\u54d2', u'\\u4eca\\u5929', u'\\u5237', u'\\u4e0b\\u5348', u'\\u4e2d', u'\\u82f1', u'\\u5b57\\u5e55', u'\\u55b5', u'\\u5b57\\u5e55\\u7ec4', u'\\u4e3b', 'maroon', 'sugar', 'skinslife']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u7c91', u'\\u7c91', u'\\u9ebb\\u9ebb', u'\\u7535\\u8bdd', u'\\u53e5', u'\\u8bdd', u'\\u8bdd\\u9898', u'\\u8f6c\\u5230', u'\\u7537\\u76c6\\u53cb', u'\\u4e0d\\u60f3', u'\\u4e0d\\u60f3', u'\\u4e0d\\u60f3']\n",
+        "[u'\\u5f88\\u8d5e', u'\\u5929\\u7c41', u'\\u5973\\u58f0', 'father']\n",
+        "[u'\\u611f\\u89c9', u'\\u6700\\u8fd1', u'\\u505a\\u4e8b', u'\\u8d8a\\u6765\\u8d8a', u'\\u8ba1\\u5212', u'\\u535a\\u5ba2', u'\\u505c', u'\\u5b66\\u4e60', u'\\u505c', u'\\u53d8\\u6210', u'\\u771f\\u6b63', u'\\u8ff7\\u832b', u'\\u4eba']\n",
+        "[u'\\u770b\\u5230', u'\\u9ad8\\u4e2d', u'\\u7528\\u9875', u'\\u7eb8', u'\\u8bb0\\u5f55\\u4e0b\\u6765', u'\\u90a3\\u6bb5', u'\\u7ecf\\u5386', u'\\u611f\\u6168', u'\\u4e8b\\u60c5', u'\\u5df2\\u7ecf', u'\\u65f6\\u95f4', u'\\u5e78\\u4e8f', u'\\u8bb0\\u5f55', u'\\u4e0b', u'\\u4e00\\u6bb5', u'\\u56de\\u5fc6', u'\\u73b0\\u5728', u'\\u65e9', u'\\u5df2\\u7ecf', u'\\u5fd8\\u8bb0', u'\\u4eba', u'\\u4e8b']\n",
+        "[u'\\u611f\\u5192', u'\\u597d', u'\\u9f3b\\u6d95', u'\\u5b9e\\u5728', u'\\u597d\\u5403']\n",
+        "[u'\\u4fdd\\u798f\\u5bfa', u'\\u793e\\u533a', u'\\u533b\\u9662', u'\\u4e00\\u7fa4', u'\\u732a']\n",
+        "[u'\\u4e70\\u836f', u'\\u5751']\n",
+        "[u'\\u611f\\u89c9', u'\\u4ee3\\u7801', u'\\u6709\\u70b9', u'\\u610f\\u601d']\n",
+        "[u'\\u611f\\u89c9', u'\\u4ee3\\u7801', u'\\u6709\\u70b9', u'\\u610f\\u601d']\n",
+        "['viva', 'la', 'vida']\n",
+        "[u'\\u56fd\\u5bb6\\u961f', u'\\u7a7f', u'\\u6709\\u70b9', u'\\u4e60\\u60ef', 'nike']\n",
+        "[u'\\u8111\\u5b50']\n",
+        "[u'\\u4e0d\\u592a\\u597d']\n",
+        "[u'\\u836f', u'\\u505c']\n",
+        "[u'\\u5206\\u4eab', u'\\u7070\\u9e3d\\u5b50\\u94f6\\u6c34 \\u7684\\u6587\\u7ae0']\n",
+        "['ix', 'wordtoix']\n",
+        "['dog', 'swims', 'water']\n",
+        "[u'\\u559c\\u6b22', u'\\u5c0f\\u5c4f', u'\\u624b\\u673a', u'\\u79d1\\u6280', u'\\u7f8e\\u5b66']\n",
+        "['anima', 'sana', 'corpore', 'sano']\n",
+        "[u'\\u88c5', u'\\u773c\\u778e', 'visual', 'studio']\n",
+        "[u'\\u6d6a\\u8d39\\u65f6\\u95f4']\n",
+        "[u'\\u6cd5\\u56fd', u'\\u57f9\\u6839']\n",
+        "['wtf']\n",
+        "[u'\\u5e73\\u548c']\n",
+        "[u'\\u7814\\u7a76\\u751f', u'\\u4f1a\\u5f04\\u70b9', u'\\u4e8b\\u60c5', u'\\u6548', u'\\u7387', u'\\u6c38', u'\\u8fdc', u'\\u4f4e']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u8fde\\u7eed', u'\\u6267\\u884c', u'\\u591a\\u6761', u'\\u547d\\u4ee4', u'\\u65b9\\u6cd5', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'linux', 'recording', 'csdn', 'net']\n",
+        "[u'\\u7801\\u519c', u'\\u79d8\\u5bc6', u'\\u591c\\u732b\\u5b50', u'\\u66f4\\u597d', u'\\u5b8c\\u6210', u'\\u5de5\\u4f5c', u'\\u82f9\\u679c', u'\\u5f00\\u53d1', u'\\u4e2d\\u6587', u'\\u7ad9', u'\\u6700\\u70ed', u'\\u5f00\\u53d1', u'\\u793e\\u533a', u'\\u6700\\u70ed', u'\\u82f9\\u679c', u'\\u5f00\\u53d1', u'\\u793e\\u533a', u'\\u6700\\u70ed', u'\\u5f00\\u53d1', u'\\u793e\\u533a', 'cocoachina', 'iphone', 'ipad']\n",
+        "[u'\\u53d1\\u5e03\\u4f1a', u'\\u6c89\\u9ed8', u'\\u4e2d', u'\\u7206\\u53d1', u'\\u4ea7\\u54c1', u'\\u4e0d\\u9519', u'\\u611f\\u89c9', u'\\u60f3\\u8981', 'windows', 'surface', 'hub']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6dd8\\u5b9d', u'\\u53eb\\u677f', u'\\u56fd\\u5bb6', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u652f\\u6301', u'\\u6295\\u7ed9', u'\\u56fd\\u5bb6', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u5357\\u65b9\\u90fd\\u5e02\\u62a5']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u60f3', u'\\u6ed1\\u52a8', u'\\u67e5\\u770b', u'\\u540e\\u9762', u'\\u8f66\\u6b21', u'\\u53d8\\u6210', u'\\u70b9\\u51fb', u'\\u4e00\\u8d9f', u'\\u8f66\\u6b21', u'\\u6e29\\u99a8', u'\\u63d0\\u793a', u'\\u8fd8\\u6210', u'\\u6076\\u5fc3', u'\\u63d0\\u793a', u'\\u7968', u'\\u4e70\\u4e0d\\u5230', u'\\u6ed1\\u52a8', u'\\u663e\\u793a', u'\\u505a', u'\\u4e0d\\u597d', u'\\u505a', u'\\u8f6f\\u4ef6', u'\\u4e0d\\u7528', u'\\u6d4b\\u8bd5', u'\\u77e5\\u9053', u'\\u4e00\\u9875', u'\\u663e\\u793a', u'\\u5b8c', u'\\u9700\\u8981', u'\\u5f80\\u540e', u'\\u6ed1', u'\\u66f4\\u65b0', u'\\u4eba', u'\\u770b\\u5230', 'bug', u'12306\\u52a8\\u6001\\u5b98\\u7f51']\n",
+        "['rain', 'prince', 'poster', 'credit', 'twitter', u'KlockworxInfo']\n",
+        "[u'\\u514b\\u62c9', u'\\u604b\\u4eba', 'rain', 'jihoon']\n",
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+        "[u'\\u60f3', u'\\u767d\\u96ea\\u516c\\u4e3b', u'\\u6740\\u4eba', u'\\u4e8b\\u4ef6']\n",
+        "[u'\\u60f3', u'\\u592a\\u7a7a', u'\\u4e39\\u8fea']\n",
+        "[u'\\u770b\\u8fc7', u'\\u6a21\\u4eff', u'\\u6e38\\u620f']\n",
+        "[u'\\u60f3', u'\\u65f6\\u5149', u'\\u7a7f\\u68ad']\n",
+        "[u'\\u770b\\u8fc7', u'\\u75be\\u901f', u'\\u8ffd\\u6740', u'\\u8212\\u723d', u'\\u62cd\\u4e0b', u'\\u597d', 'city', 'hunter']\n",
+        "[u'\\u9ad8\\u5821', u'\\u5947\\u4eba', 'bioshock', 'looking', 'good']\n",
+        "[u'\\u60f3', u'\\u5df4\\u52d2\\u83ab', u'\\u72c2\\u82b1']\n",
+        "[u'\\u60f3', u'\\u8352\\u91ce', u'\\u730e\\u4eba']\n",
+        "[u'\\u60f3\\u8bfb', u'\\u751f\\u6d3b']\n",
+        "[u'\\u770b\\u8fc7', u'\\u970d\\u6bd4\\u7279', u'\\u4eba', u'\\u4e94\\u519b', u'\\u4e4b\\u6218', u'\\u7b2c\\u4e8c\\u90e8', u'\\u597d\\u770b', u'\\u6700\\u68d2', 'lotr']\n",
+        "[u'\\u60f3', u'\\u5973\\u5deb']\n",
+        "[u'\\u770b\\u8fc7', u'\\u9e1f', u'\\u4eba']\n",
+        "[u'\\u770b\\u8fc7', u'\\u4e0d\\u901f\\u4e4b\\u5ba2', u'\\u6740', u'\\u6740', u'\\u6740']\n",
+        "[u'\\u770b\\u8fc7', u'\\u957f\\u7259', u'\\u54c8\\u54c8\\u54c8\\u54c8', 'kevin', 'smith']\n",
+        "[u'\\u60f3', 'knock', 'knock']\n",
+        "[u'\\u63a8\\u8350', u'\\u970d\\u6bd4\\u7279', u'\\u4eba', u'\\u4e94\\u519b', u'\\u4e4b\\u6218', u'\\u5f71\\u8bc4', u'\\u745f\\u5170\\u8fea\\u5c14\\u4e4b\\u6012', u'\\u6bdb', u'\\u5012\\u9709', u'\\u603b\\u662f', u'\\u9605\\u8bfb', u'\\u5168\\u6587', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u7535\\u5f71']\n",
+        "[u'\\u60f3', u'\\u6d1b\\u6749\\u77f6', u'\\u5f71\\u8bdd']\n",
+        "[u'\\u60f3', u'\\u5929\\u5802', u'\\u4e4b\\u6218']\n",
+        "[u'\\u60f3', u'\\u80a5\\u745e', u'\\u75af\\u72c2', u'\\u65e5\\u8bb0', u'\\u7b2c\\u4e00\\u5b63']\n",
+        "[u'\\u60f3', u'\\u8d6b\\u5229']\n",
+        "[u'\\u60f3', u'\\u77f3\\u5934', u'\\u8bfb\\u8005']\n",
+        "[u'\\u60f3\\u8bfb', 'stones', 'summer']\n",
+        "[u'\\u60f3\\u8bfb', u'\\u7985', u'\\u6469\\u6258\\u8f66', u'\\u7ef4\\u4fee', u'\\u827a\\u672f']\n",
+        "[u'\\u8bfb\\u8fc7', u'\\u53d8\\u5f97', u'\\u601d\\u60f3', u'\\u962e', u'\\u4e00\\u5cf0', u'\\u535a\\u5ba2', u'\\u6587\\u96c6', u'\\u652f\\u6301', u'\\u4e00\\u4e0b', u'\\u962e', u'\\u8001\\u5e08']\n",
+        "[u'\\u60f3\\u8bfb', 'hard', 'thing', 'hard', 'things']\n",
+        "[u'\\u60f3', u'\\u7126\\u8651']\n",
+        "[u'\\u770b\\u8fc7', u'\\u591c\\u884c\\u8005', u'\\u5b66\\u9662', u'\\u5988', u'\\u778e\\u4e86\\u773c']\n",
+        "[u'\\u60f3', u'\\u6ce2\\u5409\\u4e9a', u'\\u5bb6\\u65cf', u'\\u7b2c\\u4e00\\u5b63']\n",
+        "[u'\\u60f3', u'\\u5e03\\u9c81\\u514b\\u6797']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4eca\\u5929', u'\\u6210\\u529f', u'\\u9886\\u53d6', u'\\u79ef\\u5206', u'\\u5fae\\u535a\\u63a7', u'\\u7ea2\\u5305', u'\\u683c\\u74e6\\u62c9\\u751f\\u6d3b\\u7f51']\n",
+        "[u'\\u8d5a\\u5e01', u'\\u795e\\u5668', u'\\u4e2d\\u56fd', u'\\u72d7\\u72d7', u'\\u5e01', u'\\u534f\\u4f1a', u'\\u8054\\u624b', u'\\u5e01', u'\\u8d5a\\u5ba2', u'\\u6253\\u9020', u'\\u4e00\\u795e\\u7ea7', u'\\u5e94', u'\\ufffd', u'\\u6b63\\u5728', u'\\u6d3e\\u53d1', u'\\u603b\\u91d1\\u989d', u'\\u72d7\\u72d7', u'\\u5e01', u'\\u7ecf\\u5178', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u5e01', u'\\u63a8', u'\\u72d7\\u72d7\\u5e01\\u7ea2\\u5305', u'\\u5e01\\u63a8\\u7ea2\\u5305', u'\\u6c5f\\u6069-\\u72d7\\u72d7\\u5e01']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u592a\\u68d2\\u4e86', u'\\u8fd9\\u6b21', u'\\u7f51\\u8d2d', u'\\u62ff\\u5230', u'\\u989d\\u5916', u'\\u8fd4\\u5229', u'\\u6bcf\\u5929', u'\\u7b7e\\u5230', u'\\u73b0\\u91d1', u'\\u673a\\u4f1a\\u96be\\u5f97', u'\\u8d76\\u7d27', u'\\u770b\\u770b', u'\\u6dd8\\u7c89\\u5427']\n",
+        "[u'\\u62e8\\u53f7', u'\\u795e\\u5668', u'\\u79d2\\u6740', u'\\u5fae\\u4fe1', u'\\u7535\\u8bdd\\u672c', u'\\u56fd\\u9645', u'\\u56fd\\u5185', u'\\u6f2b\\u6e38', u'\\u5168\\u514d\\u8d39', u'\\u624b\\u673a', u'\\u5ea7\\u673a', u'\\u968f\\u4fbf', u'\\u9001', u'\\u5206\\u949f', u'\\u65f6', u'\\u957f', u'\\u9886\\u8d70', u'\\u4e0d\\u8c22']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u62e8\\u53f7', u'\\u795e\\u5668', u'\\u79d2\\u6740', u'\\u5fae\\u4fe1', u'\\u7535\\u8bdd\\u672c', u'\\u56fd\\u9645', u'\\u56fd\\u5185', u'\\u6f2b\\u6e38', u'\\u5168\\u514d\\u8d39', u'\\u624b\\u673a', u'\\u5ea7\\u673a', u'\\u968f\\u4fbf', u'\\u9001', u'\\u5206\\u949f', u'\\u65f6', u'\\u957f', u'\\u9886\\u8d70', u'\\u4e0d\\u8c22']\n",
+        "['test']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u8de8\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u9e1f\\u54e5', u'\\u6700\\u540e', u'\\u6ca1\\u8bf4', u'\\u94b1', u'\\u65e0\\u4ef7', u'\\u5206\\u4eab']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5b59\\u949f\\u79c0', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u6559\\u7a0b', u'\\u6ce8\\u91ca', u'\\u5168', u'\\u63a8\\u8350', u'\\u5fae\\u76d8', u'\\u6e7e\\u533a\\u8bc4\\u8bba']\n",
+        "[u'\\u5c0f\\u53f7', 'gaoliang']\n",
+        "[u'\\u5c0f\\u53f7', 'hello', 'gaoliang']\n",
+        "[u'\\u5c0f\\u53f7', 'weiboat', 'gaoliang']\n",
+        "['nihao', u'gaoliang\\u5c0f\\u53f72']\n",
+        "['shenmeqingk', u'gaoliang\\u5c0f\\u53f72']\n",
+        "[u'gaoliang\\u5c0f\\u53f72']\n",
+        "[u'\\u6c42\\u7b7e\\u5566']\n",
+        "[u'\\u7b2c\\u4e00', u'\\u7b7e', u'\\u3000', u'\\u7b7e', u'\\u3000', u'\\u7075\\u7b7e', u'\\u6c42\\u5f97', u'\\u7b2c\\u4e00\\u679d', u'\\u3000', u'\\u9f99\\u864e', u'\\u98ce\\u4e91\\u9645\\u4f1a', u'\\u65f6', u'\\u3000', u'\\u51cc\\u9704\\u626c', u'\\u81ea\\u4e50', u'\\u3000', u'\\u4efb\\u541b', u'\\u6765\\u5f80', u'\\u8d74', u'\\u7476\\u6c60', u'\\u3000', u'\\u3000', u'\\u3000', u'\\u89e3\\u7b7e', u'\\u94fe\\u63a5', u'\\u6c42\\u7b7e\\u5566', u'\\u7a46\\u5934\\u9e1f  ']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6295\\u7968', u'\\u6211\\u514d', u'\\u8d77\\u6b65\\u4ef7', u'\\u6295\\u7ed9', u'\\u4e0a\\u6d77', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "['acknowledgements']\n",
+        "[]\n",
+        "[u'\\u4e2d\\u56fd\\u8f6f\\u4ef6\\u884c\\u4e1a\\u534f\\u4f1a', u'\\u7cfb\\u7edf', u'\\u8f6f\\u4ef6', u'\\u8fc7\\u7a0b', u'\\u6539\\u8fdb', u'\\u5206\\u4f1a', u'\\u4e00\\u4e2a', u'\\u7231', u'\\u6b22\\u4e50', u'\\u96c6\\u4f53', u'\\u66fe\\u7d93', u'\\u4e00\\u4efd', u'\\u771f\\u631a', u'\\u7f8e\\u597d', u'\\u5de5\\u4f5c', u'\\u6446\\u5728', u'\\u9762\\u524d', u'\\u73cd\\u60dc', u'\\u76f4\\u5230', u'\\u5931\\u53bb', u'\\u540e\\u6094\\u83ab\\u53ca', u'\\u804c\\u4f4d', u'\\u731b', u'\\u6233', u'\\u56fe\\u7247', u'\\u6709\\u610f\\u8005', u'\\u79c1\\u4fe1', u'\\u62a5\\u540d', u'\\u7b80\\u5386', u'\\u8bf7', u'\\u76f4\\u63a5', u'\\u79c1\\u4fe1', u'\\u53d1\\u9001', u'\\u671f\\u5f85', u'\\u52a0\\u5165', u'\\u4e0a\\u5fae\\u535a\\u627e\\u5de5\\u4f5c']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u6253\\u5f00', u'\\u56fe\\u7247', u'\\u6253\\u5f00', u'\\u56fe\\u7247', u'\\u663e\\u793a', u'\\u63a7\\u4ef6', u'\\u4e2d', 'vs', 'mfc', 'opencv', 'windows', 'vs', 'mfc', 'opencv', 'picture', 'opencv']\n",
+        "[u'\\u200b', u'\\u5e74', u'\\u6700\\u540e', u'\\u4e00\\u665a', u'\\u5931\\u7720', u'\\u4e2d', u'\\u5ea6\\u8fc7', u'\\u4e3b\\u8981', u'\\u539f\\u56e0', u'\\u4e2d\\u5348', u'\\u559d', u'\\u4e00\\u676f', u'\\u5496\\u5561', u'\\u65e9\\u4e0a', u'\\u56db\\u70b9', u'\\u7761\\u7740', u'\\u603b\\u7ed3', u'\\u559d\\u5496\\u5561', u'\\u6bc1', u'\\u7761\\u7720', u'\\u505a', u'\\u534a\\u5e74', u'\\u8ba1\\u5212', u'\\u7ed3\\u675f', u'\\u7ed3\\u675f', u'\\u90a3\\u5929', u'\\u5e0c\\u671b', u'\\u60ca\\u559c']\n",
+        "[u'\\u96e8', u'\\u82b1\\u74e3', u'\\u58f0\\u97f3']\n",
+        "[u'\\u6212\\u7cd6\\u6212', u'\\u5496\\u5561', u'\\u6212', u'\\u82b9\\u83dc']\n",
+        "[u'\\u76c6\\u53cb', u'\\u4e00\\u8d77', u'\\u5403', u'\\u996d', u'\\u970d\\u6bd4\\u7279', u'\\u4eba', u'\\u6563', u'\\u4f1a\\u513f', u'\\u6b65', u'\\u8eab\\u5fc3', u'\\u8212\\u7545']\n",
+        "[u'\\u51e0\\u4e2a', u'\\u5fd9\\u5fd9\\u788c\\u788c', u'\\u8d77\\u65e9\\u8d2a\\u9ed1', u'\\u7ed3\\u7b97', u'\\u4e0b\\u6765', u'\\u56de\\u5bb6', u'\\u8fc7\\u5e74', u'\\u55bd', 'happy', 'ending']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u63a8\\u9177', u'\\u5ba2\\u6237\\u7aef', u'\\u4e13\\u4e1a', u'\\u79d1\\u6280', u'\\u9605\\u8bfb', u'\\u5e94\\u7528', u'\\u6d77\\u91cf', u'\\u5185\\u5bb9', u'\\u667a\\u80fd', u'\\u63a8\\u8350', u'\\u503c\\u5f97', u'\\u4e0b\\u8f7d', u'\\u4f7f\\u7528', u'\\u63a8', u'\\u9177\\u7f51']\n",
+        "[u'\\u5e74', u'\\u7b2c\\u4e00\\u573a', u'\\u52a0\\u73ed', u'\\u4ee5\\u5f80', u'\\u65e9', u'\\u4e00\\u4e9b']\n",
+        "[u'\\u5206\\u4eab', u'Laruence \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u6668\\u96fe', u'\\u6e14\\u5bb6', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5', u'\\u5c01\\u9762\\u56fe']\n",
+        "[u'\\u6b63\\u7528', u'\\u4ed9\\u5251', u'\\u97f3\\u4e50', u'\\u6709\\u6ca1\\u6709', u'\\u7248\\u6743']\n",
+        "[u'\\u4e2d\\u56fd\\u961f', u'\\u88c1\\u5224', u'\\u95e8\\u6881', u'\\u4e24\\u4e2a', u'\\u961f\\u53cb', u'\\u6700\\u7ed9\\u529b']\n",
+        "[u'\\u4e2d\\u56fd\\u961f', u'\\u4e70', u'\\u9a6c\\u822a', u'\\u673a\\u7968']\n",
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+        "[]\n",
+        "[]\n",
+        "['deepdyve', 'gift', 'thanks', 'deepdyve']\n",
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+        "[]\n",
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+        "['happy', 'birthday', 'honey', 'llllllll', 'lynn']\n",
+        "[u'\\u5927\\u90e8\\u5206', u'\\u6240\\u8c13', u'\\u521b\\u610f', u'\\u7b80\\u5386', u'\\u8bbe\\u8ba1', u'\\u534e\\u800c\\u4e0d\\u5b9e', u'\\u6839\\u672c', u'\\u4f4d\\u7f6e', u'\\u5199', u'\\u63cf\\u8ff0', u'\\u90e8\\u5206', u'\\u66f4\\u662f', u'\\u778e', u'\\u6570\\u636e', u'\\u53ef\\u89c6\\u5316', u'\\u778e', u'\\u8d34', u'\\u56fe\\u8868', u'\\u5410', u'\\u69fd', u'\\u8f6f\\u4ef6', u'\\u6280\\u80fd', u'\\u6253\\u5206\\u6570', u'\\u6761', u'\\u8fd9\\u79cd', u'\\u7b80\\u5386', u'\\u9002\\u5408', u'\\u81ea\\u7528', 'creative', 'resume', 'design', 'experience', 'section', 'skills', 'icon', 'graphic', 'designer', 'high']\n",
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+        "[u'\\u5317\\u5927', u'\\u6570\\u636e\\u5206\\u6790', u'\\u6570\\u5b66', u'\\u5bfc\\u8bba', u'\\u8bfe\\u7a0b', u'\\u6388\\u8bfe', u'\\u8001\\u5e08', u'\\u6559\\u6388', u'\\u8bfe\\u7a0b\\u5185\\u5bb9', u'\\u9887\\u4e3a', u'\\u4e30\\u5bcc', u'\\u5bd2\\u5047', u'\\u56de\\u53bb', u'\\u597d\\u597d', u'\\u770b\\u770b', 'yuan', 'yao']\n",
+        "[u'\\u4eca\\u65e5', u'\\u6700\\u4f73', u'\\u521d\\u604b', u'\\u6b21']\n",
+        "[u'\\u968f\\u673a', u'\\u77e9\\u9635']\n",
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+        "[u'\\u75af\\u9b54', u'\\u6210\\u6d3b']\n",
+        "[]\n",
+        "[u'\\u76f4\\u63a5', u'\\u505a', u'\\u672c\\u4e66', u'\\u8bfe\\u540e', u'\\u4e60\\u9898', u'\\u592a\\u96be', 'asymptotic', 'statistics']\n",
+        "[u'\\u5199\\u4e66', u'\\u7ed9\\u51fa', u'\\u4e60\\u9898', u'\\u7b54\\u6848']\n",
+        "[u'\\u672c\\u4e66', u'\\u597d\\u50cf', u'\\u4e0d\\u9519', 'asymptotic', 'theory', 'statistics', 'probability', 'anirban', 'dasguapta']\n",
+        "[u'\\u4e00\\u5468', u'\\u5468\\u62a5', u'\\u505a', u'\\u5b8c', u'\\u771f\\u662f', u'\\u5143\\u6c14\\u5927\\u4f24', u'\\u653e\\u5047', u'\\u56de\\u5bb6', u'\\u4fee\\u517b']\n",
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+        "['time', 'go', 'home']\n",
+        "[u'\\u51b7\\u6b7b', u'\\u4eba']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247', u'\\u611f\\u8c22', u'\\u738b', u'\\u540c\\u5b66', u'\\u53d1\\u73b0', u'\\u4e00\\u540d', u'\\u9017']\n",
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+        "[u'\\u8bfb\\u8fc7', u'\\u81f4', u'\\u7ec8\\u5c06', u'\\u901d\\u53bb', u'\\u9752\\u6625', u'\\u5b8c\\u5168', u'\\u903b\\u8f91', u'\\u53ef\\u8a00', u'\\u5267\\u60c5', u'\\u8001\\u5957']\n",
+        "['weibo', 'firefox']\n",
+        "[u'\\xa0', u'\\xd7', u'\\xa0', 'programming', 'language', 'png', 'png', 'image', 'pixels']\n",
+        "[u'\\u770b\\u8fc7', u'\\u5fc3\\u82b1', u'\\u8def\\u653e', u'\\u6ce1\\u599e', u'\\u4eba', u'\\u5b66', u'\\u6ce1\\u599e', u'\\u653e\\u4e0d\\u5f00', u'\\u6027\\u683c']\n",
+        "[u'\\u670b\\u53cb', u'\\u5e2e\\u5fd9', u'\\u770b\\u770b', u'\\u7ea2\\u8272', u'\\u84dd\\u8272', u'\\u53e0', u'\\u4e00\\u8d77', u'\\u610f\\u601d', u'arch#+#awesome-wm#\\u548c#xterm']\n",
+        "[u'\\u5b98\\u7f51', u'\\u9519', u'\\u6fc0\\u8d77', u'\\u4fdd\\u62a4', u'\\u6b32\\u671b', u'\\u5c0f', u'\\u72d0\\u72f8', u'\\u771f\\u840c', u'mozilla']\n",
+        "[u'\\u5e74\\u4f1a']\n",
+        "[u'\\u81ea\\u5b9a\\u4e49', u'\\u5206\\u4eab', u'\\u5185\\u5bb9']\n",
+        "[u'\\u5e74', u'\\u6109\\u5feb', u'\\u5145\\u5b9e', u'\\u611f\\u8c22', u'\\u8eab\\u8fb9', u'\\u6240\\u6709\\u4eba', u'\\u4e8b', u'\\u5e74', u'\\u60f3', u'\\u6536\\u83b7', u'\\u505c\\u4e0b', u'\\u5954\\u8dd1', u'\\u811a\\u6b65', u'\\u597d\\u597d', u'\\u4eab\\u53d7', u'\\u751f\\u6d3b']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u89c9\\u5f97', u'\\u5854\\u5c14\\u5fb7', u'\\u5229', u'\\u52a0\\u76df', u'\\u540e', u'\\u54ea\\u4f4d', u'\\u5916\\u63f4', u'\\u8d70', u'\\u6295\\u7ed9', u'\\u6d1b\\u7ef4', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u9c81\\u80fd\\u8db3\\u7403\\u65b0\\u95fb']\n",
+        "['belong', 'sea', 'aqua', 'aquarius', u'nowplaying# #diumoo']\n",
+        "[u'\\u672a\\u6765', u'\\u5374', u'\\u4e00\\u4e2a', u'\\u503e\\u8bc9\\u8005']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u4e03\\u5927', u'\\u4ee4\\u4eba', u'\\u60ca\\u609a', u'\\u79d1\\u5b66\\u5b9e\\u9a8c']\n",
+        "[u'\\u5206\\u4eab', u'\\u5404\\u7c7b', u'\\u7535\\u5b50\\u4e66', u'\\u653f\\u6cbb', u'\\u7ecf\\u6d4e', u'\\u54f2\\u5b66', u'\\u7f51\\u76d8']\n",
+        "[u'\\u795e\\u7ecf\\u7f51\\u7edc', u'\\u7b80\\u53f2']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u4fd7\\u79f0', u'\\u4f38\\u624b', u'\\u515a', u'\\u884c\\u4e1a', u'\\u91cc', u'\\u5f20\\u5634', u'\\u515a', u'\\u5f62\\u5bb9', u'\\u5408\\u9002', u'\\u6700', u'\\u9119\\u89c6', u'\\u8fd9\\u79cd', u'\\u4ea4\\u6d41', u'\\u4e4b\\u540d\\u884c', u'\\u5f20\\u5634', u'\\u4e4b\\u5b9e', u'\\u5206\\u4eab', u'\\u5de6\\u8033\\u6735\\u8017\\u5b50 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u4e1c\\u5317', u'\\u4eba', u'\\u5520\\u55d1', u'\\u592a\\u9017']\n",
+        "[u'\\u5206\\u4eab', u'\\u9752\\u5e74\\u4eba', u'\\u8001\\u5e74\\u4eba', u'\\u6162\\u6027\\u75c5', u'\\u5a01\\u80c1', u'\\u8d8a\\u6765\\u8d8a', u'\\u5f7b\\u5e95', u'\\u653e\\u5f03', u'\\u62b1', u'\\u6295\\u673a', u'\\u5fc3\\u7406', u'\\u627e', u'\\u504f\\u65b9', u'\\u795e\\u533b', u'\\u79d1\\u5b66\\u5408\\u7406', u'\\u63a7\\u5236', u'\\u52a0', u'\\u4fdd\\u5b88', u'\\u6cbb\\u7597', u'\\u7b49\\u5f85', u'\\u5e0c\\u671b', u'\\u5230\\u6765', u'\\u4eac\\u864e\\u5b50 \\u7684\\u6587\\u7ae0 ']\n",
+        "[u'\\u4eca\\u5929', u'\\u5f00\\u53d1', u'\\u9700\\u6c42', u'\\u6761\\u7ebf', u'\\u5e74', u'\\u5403\\u5403\\u559d\\u559d', u'\\u5520\\u5520', u'\\u4e00\\u5e74', u'\\u55d1', u'\\u6700\\u5927', u'\\u60ca\\u559c', u'\\u9886\\u5bfc', u'\\u767e\\u5fd9\\u4e4b\\u4e2d', u'\\u5173\\u6ce8', u'\\u5fae\\u535a', u'\\u538b\\u529b', u'\\u52a8\\u529b', u'\\u8d76\\u7d27', u'\\u5206\\u5e03\\u5f0f', u'\\u8fd9\\u4ef6', u'\\u4e8b', u'\\u843d\\u5730']\n",
+        "[u'\\u8eba', u'\\u8f66\\u4e0a', u'\\u8ba8\\u8bba', u'\\u51e0\\u4e07', u'\\u4ebf', u'\\u516c\\u53f8', u'\\u4e8b\\u52a1', u'\\u60f3\\u5230', u'\\u4e0b\\u5468', u'\\u90a3\\u5927', u'\\u51e0\\u5343', u'\\u80a1\\u7968', u'\\u88ab\\u5957', u'\\u65e0\\u5fc3', u'\\u7761\\u7720']\n",
+        "['google', 'mirror', 'ttlsa', 'com', 'verygoogle', 'com', 'openibm', 'com', 'cc', 'www', 'google', 'com', 'im', 'goog', 'sinaapp', 'com', 'awk', 'www', 'sssis', 'com', 'www', 'gvgle', 'com', 'www', 'xiexingwen', 'com']\n",
+        "[u'\\u6bd4\\u8f83\\u7a33\\u5b9a', 'google', 'mirror', 'ttlsa', 'com', 'awk', 'www', 'sssis', 'com']\n",
+        "[u'\\u65b0\\u5e74', u'\\u9001', u'\\u597d', u'\\u793c', u'\\u8fc7\\u5e74', u'\\u65b0', u'\\u7535\\u89c6', u'\\u65b0', u'\\u4e00\\u5e74', u'\\u65b0', u'\\u52a0\\u591a\\u5b9d', u'\\u8d3a\\u5c81', u'\\u62a2\\u8d2d', u'\\u4e13\\u573a', u'\\u5df2\\u7ecf', u'\\u5f00\\u542f', u'\\u9884\\u7ea6', u'\\u65b0\\u5e74', u'\\u793c\\u5305', u'\\u51c6\\u5907', u'\\u597d', u'\\u62a2', u'\\u62a2', u'\\u62a2', u'\\u8bf7', u'\\u5173\\u6ce8', u'\\u5fae\\u535a', u'\\u516c\\u4f17', u'\\u8d26\\u53f7', u'\\u6d3b\\u52a8', u'\\u4e0d\\u65ad', u'\\u597d\\u793c', u'\\u4e0d\\u65ad', u'\\u4e00\\u540c', u'\\u8d70\\u8d77', 'air', u'\\u5468\\u4e8c\\u73b0\\u8d27\\u65e5#\\u4e0e', u'\\u8d85\\u7ea7\\u7535\\u89c6', u'\\u52a0\\u591a\\u5b9d\\u51c9\\u8336', u'\\u4e50\\u89c6\\u5546\\u57ce \\u548c', u'\\u52a0\\u591a\\u5b9d\\u51c9\\u8336']\n",
+        "[u'\\u6de1\\u6de1\\u7684', u'\\u60c5\\u601d', u'\\u60f3\\u8d77', u'\\u66fe', u'\\u67d4', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u653e\\u624b\\u53bb\\u505a', u'\\u6210\\u771f', u'\\u7231\\u60c5', u'\\u627e\\u5230', u'\\u50cf\\u662f', u'\\u627e\\u5230', u'\\u771f\\u7684', u'\\u4e00\\u751f', u'\\u552f\\u4e00', u'\\u4efb\\u52a1', u'\\u6210\\u4e3a', u'\\u771f\\u7684', u'\\u518d', u'\\u76f8\\u7231', u'\\u5e74', u'\\u8131\\u5355', u'\\u8bb8\\u4e0b', u'\\u65b0\\u5e74', u'\\u613f\\u671b', 'lumia', u'\\u5fae\\u8f6fLumia\\uff0c']\n",
+        "[u'\\u5b9d\\u5f3a\\u54e5', u'\\u4efb\\u6027', u'\\u4e00\\u628a', u'\\u65e2\\u51b3', u'\\u8f93\\u8d62', u'\\u51b3', u'\\u751f\\u6b7b', u'\\u4e00\\u4e2a\\u4eba\\u7684\\u6b66\\u6797']\n",
+        "[u'\\u738b\\u5927\\u96f7', u'\\u795e', u'\\u6251\\u6551', u'2015\\u5e74\\u4e9a\\u6d32\\u676f']\n",
+        "[u'\\u90dc\\u6797\\u65af\\u66fc', u'\\u7a7a\\u4e2d', u'\\u4f20\\u7403', u'\\u771f\\u662f', u'\\u60ca\\u5929', u'\\u4e00\\u4f20', u'\\u4e9a\\u6d32\\u676f', u'\\u7ec4', u'\\u4e2d\\u56fd', u'\\u4e4c\\u5179\\u522b\\u514b\\u65af\\u5766', u'\\u5206\\u4eab', 'vs', u'\\u65b0\\u6d6a\\u89c6\\u9891\\u76f4\\u64ad\\uff09']\n",
+        "[u'\\u9876', u'\\u56fd\\u8db3\\u518d\\u542f\\u822a']\n",
+        "[u'\\u5206\\u4eab', u'\\u59da\\u8d1d\\u5a1c']\n",
+        "[u'\\u7a77', u'\\u53ea', u'\\u5269\\u94b1', u'\\u5c0f\\u51b0']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5343\\u8a00\\u4e07\\u8bed', u'\\u6321\\u4e0d\\u4f4f', u'\\u559c\\u6b22']\n",
+        "[u'\\u8d62', u'\\u4e16\\u754c', u'\\u8f93']\n",
+        "[]\n",
+        "[u'\\u5206\\u5e03\\u5f0f\\u7cfb\\u7edf', u'\\u6570\\u636e', u'\\u6574\\u5408', u'\\u5de5\\u5177', u'\\u5206\\u522b', u'\\u7528\\u4e8e', u'\\u6570\\u636e', u'\\u5bfc\\u5165', u'\\u5bfc\\u51fa', u'\\u573a\\u666f', u'\\u4e0b', u'\\u52a0\\u901f', u'\\u6570\\u636e\\u4f20\\u8f93', u'\\u9700\\u8981', u'\\u5e76\\u884c', u'\\u5316', u'\\u6279\\u91cf', u'\\u5904\\u7406', u'\\u79f0\\u4e3a', u'\\u4e00\\u4e2a', u'\\u5de5\\u5177', u'\\u53ea\\u53d1', u'\\u5e38\\u89c1', u'\\u6709\\u7528', u'\\u5f00\\u6e90', u'\\u9879\\u76ee', 'flume', 'fluentd', 'campus', 'databus', 'pipeline', 'bulkload', 'embulk']\n",
+        "['optimal', 'space', 'time', 'tradeoffs', 'inverted', 'indexes']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
+        "[u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5347\\u7ea7', u'\\u798f\\u5229', u'\\u5927\\u724c', u'\\u660e\\u661f', u'\\u7b7e\\u540d', u'\\u793c', u'\\u7efc\\u827a', u'\\u95e8\\u7968', u'\\u767e\\u4e07', u'\\u73b0\\u91d1', u'\\u5238', u'\\u5347', u'\\u7b49\\u7ea7', u'\\u4eab', u'\\u7279\\u6743', u'\\u8d70\\u4e0a', u'\\u4eba\\u751f', u'\\u5dc5\\u5cf0', u'\\u9886\\u53d6', 'macbook', 'iphone', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u7ea2\\u5305', u'\\u9501\\u5c4f', u'\\u4e00\\u4e2a', u'\\u795e\\u5947', u'\\u9501', u'\\u5c4f', u'\\u8f6f\\u4ef6', u'\\u65b0', u'\\u7528\\u6237', u'\\u9001\\u5143', u'\\u4e0b\\u8f7d']\n",
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+        "['testing']\n",
+        "[]\n",
+        "[u'\\u51fa\\u5dee']\n",
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+        "[u'\\u641e', u'\\u6b7b', u'\\u516c\\u53f8', u'\\u91cc', u'\\u88c5\\u4e2a', u'\\u4e0d\\u884c', u'\\u624b\\u52a8', u'\\u88c5', u'\\u6076\\u5fc3', u'\\u6b7b', u'\\u7c7b\\u4f3c', u'\\u81ea\\u52a8', u'\\u4e0b\\u8f7d', u'\\u4e0d\\u884c', u'\\u81ea\\u52a8\\u66f4\\u65b0', u'\\u4e0d\\u884c', u'\\u611f\\u89c9', u'\\u4e00\\u4e2a', u'\\u6bdb\\u75c5', u'\\u5c01', u'\\u6709\\u6ca1\\u6709', u'\\u5927\\u795e', u'\\u6307\\u70b9', u'\\u4e00\\u4e0b', u'\\u7834\\u89e3', 'python', 'package', 'pip', 'easy', 'install', 'dependency', 'maven', 'archetype', 'miktex', 'sty', 'port']\n",
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+        "[u'\\u4e0eSOBUG\\u5e76\\u80a9']\n",
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+        "[u'\\u6211\\u4e66\\u8bfb', u'\\u5c11', u'\\u9a97']\n",
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+        "[u'\\u671f\\u671b', u'\\u8d8a\\u9ad8', u'\\u5931\\u671b', u'\\u8d8a\\u5927']\n",
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+        "[u'\\u6211\\u4f1a', u'\\u544a\\u8bc9', u'\\u5b89\\u5168_linso \\u662f\\u5f2f\\u7684\\u4e48 ?']\n",
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+        "[]\n",
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+        "[u'\\u8fd9\\u79cd', u'\\u50bb', u'\\u903c', u'\\u4eb2\\u621a', u'\\u8349']\n",
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+        "[u'\\u5b54\\u5361\\u79f0', u'\\u6295\\u4e0a', u'\\u6e2f', u'\\u53ea', u'\\u94b1', u'\\u6cf0\\u8fbe', u'\\u5bcc\\u529b', u'\\u8d2d\\u585e\\u8d85', u'\\u5c04\\u624b', 'pk', 'return', 'king', 'welcome', u'\\u6211\\u6709\\u8bdd\\u8bf4']\n",
+        "[u'\\u6740', u'\\u65f6\\u95f4', u'\\u5355\\u5237', u'\\u5fae\\u535a', u'\\u591f', u'\\u5c0f\\u6e38\\u620f', u'\\u6ee1\\u8db3', u'\\u65b0\\u7248', u'\\u9002\\u914d', u'\\u7cbe\\u5f69', u'\\u9891\\u9053', u'\\u805a\\u5408', u'\\u5185\\u5bb9', u'\\u4f9b', u'\\u56f4\\u89c2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'weico', 'iphone', 'plus', 'weico']\n",
+        "[u'\\u8bed\\u8a00', u'\\u5b57\\u8282', u'\\u5bf9\\u9f50', u'\\u8be6\\u89e3', u'\\u5bf9\\u9f50', u'\\u5bf9\\u9f50', u'\\u73b0\\u4ee3', u'\\u8ba1\\u7b97\\u673a', u'\\u4e2d', u'\\u5185\\u5b58\\u7a7a\\u95f4', u'\\u5212\\u5206', u'\\u7406\\u8bba', u'\\u8bb2', u'\\u4f3c\\u4e4e', u'\\u7c7b\\u578b', u'\\u53d8\\u91cf', u'\\u8bbf\\u95ee', u'\\u5730\\u5740', u'\\u5b9e\\u9645', u'\\u60c5\\u51b5', u'\\u8bbf\\u95ee', u'\\u7279\\u5b9a', u'\\u53d8\\u91cf', u'\\u7279\\u5b9a', u'\\u5185\\u5b58\\u5730\\u5740', u'\\u8bbf\\u95ee', u'\\u9700\\u8981', u'\\u7c7b\\u578b', u'\\u6570\\u636e', u'\\u4e00\\u5b9a', u'\\u89c4\\u5219', u'\\u7a7a\\u95f4', u'\\u6392\\u5217', 'byte']\n",
+        "[u'\\u6bb5', u'\\u6bb5', u'\\u6bb5', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'bss', 'data', 'text', 'canbus', 'csdn', 'net']\n",
+        "[u'\\u7f16\\u8bd1\\u5668', u'\\u652f\\u6301', u'\\u6a21\\u677f', u'\\u5206\\u79bb\\u5f0f', u'\\u7f16\\u8bd1', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'fisher', 'jiang', 'csdn', 'net']\n",
+        "[u'\\u65b0\\u5e74', u'\\u7b2c\\u4e00', u'\\u8dd1', u'\\u7ee7\\u7eed', u'\\u52a0\\u6cb9', 'km']\n",
+        "[u'\\u89c9\\u5f97', u'\\u80e1\\u5f66\\u658c', u'\\u5c71\\u4e18', u'\\u6bc1', u'\\u4f53\\u65e0\\u5b8c\\u80a4']\n",
+        "[u'\\u65b0', u'\\u5973\\u795e', u'\\u5929\\u751f\\u6b4c\\u59ecA-Lin']\n",
+        "[u'\\u672c\\u6765', u'\\u6253\\u7b97', u'\\u8dd1', u'\\u534a\\u8def', u'\\u9047\\u5230', u'\\u91ce\\u72d7', u'\\u8ffd', u'\\u5b66\\u6821', u'\\u56f4\\u680f', u'\\u592a', u'\\u5371\\u9669', u'\\u4e2d\\u95f4', u'\\u6700', u'\\u9ec4\\u8272', u'\\u90e8\\u5206', u'\\u72d7', u'\\u8ffd', u'\\u52a0\\u901f', u'\\u8dd1', u'\\u90e8\\u5206', 'km', 'tm', 'ran', 'km', 'nike', 'nikeplus']\n",
+        "['ran', 'km', 'nike', 'nikeplus']\n",
+        "['ran', 'km', 'nike', 'nikeplus']\n",
+        "[u'\\u8bf7\\u95ee', u'\\u5168', u'\\u94fe\\u8def', u'\\u5f02\\u6b65', u'\\u8fd9\\u8bcd', u'\\u7ffb\\u8bd1']\n",
+        "['ran', 'km', 'nike', 'nikeplus']\n",
+        "[u'\\u547c\\u53eb', u'\\u55b5', u'\\u661f\\u4eba', u'\\u50bb', u'\\u903c', u'\\u767e\\u5ea6', u'\\u753b\\u732b\\u840c\\u6b7b\\u72fc']\n",
+        "[u'\\u5199', u'\\u65b0', u'\\u6587\\u7ae0', u'\\u8c08\\u8c08', u'\\u521b\\u65b0', u'\\u5206\\u4eab', u'\\u7b80\\u4e66 \\uff09']\n",
+        "[u'\\u4eba', u'\\u9009\\u62e9', u'\\u51fa\\u56fd\\u6df1\\u9020', u'\\u4e24\\u5e74', u'\\u662f\\u56e0\\u4e3a', u'\\u56fd\\u5185', u'\\u6d6a\\u8d39', u'\\u56db\\u5e74', u'\\u516d\\u5e74']\n",
+        "[u'\\u89c9\\u5f97', u'\\u4f01\\u4e1a', u'\\u9762\\u8bd5', u'\\u5e94\\u8be5', u'\\u907f\\u514d', u'\\u95ee', u'\\u5b66\\u751f', u'\\u8fc7\\u65f6', u'\\u4e1c\\u897f', u'\\u5c24\\u5176', u'\\u8fc7\\u65f6', u'\\u5de5\\u5177\\u6027', u'\\u6280\\u5de7\\u6027', u'\\u5185\\u5bb9', u'\\u5982\\u95ee', u'\\u5b66\\u751f', u'\\u662f\\u5426', u'\\u719f\\u6089', u'\\u5904\\u7406', u'\\u517c\\u5bb9\\u6027', u'\\u5b66\\u751f', u'\\u6700', u'\\u91cd\\u8981', u'\\u5b66\\u597d', u'\\u57fa\\u7840', u'\\u8fc7\\u65f6', u'\\u8574\\u542b', u'\\u601d\\u60f3', u'\\u5b66\\u4e60', u'\\u6700\\u524d\\u6cbf', u'\\u6280\\u672f', u'\\u5927\\u90e8\\u5206', u'\\u516c\\u53f8', u'\\u90fd\\u8fd8\\u6ca1', u'\\u8003\\u67e5', u'\\u6839\\u57fa', u'\\u8003\\u67e5', u'\\u5b66\\u4e60', u'\\u80fd\\u529b', 'ie']\n",
+        "[u'\\u8bfe\\u7a0b', u'\\u53c2\\u52a0', u'\\u5c0f\\u4f19\\u4f34', u'\\u4e00\\u5757', u'\\u53c2\\u52a0', u'\\u4e00\\u540c', u'\\u8ba8\\u8bba', 'heterogeneous', 'parallel', 'programming', 'coursera']\n",
+        "[u'\\u6652', u'\\u4e00\\u4e0b', u'\\u6700\\u8fd1', u'\\u8fdb\\u5ea6', u'\\u5b66\\u671f', u'\\u5b8c\\u6210', u'\\u603b\\u5206', u'\\u76ee\\u524d', u'\\u4e24\\u95e8', u'\\u4e00\\u95e8', u'\\u4e00\\u95e8', u'\\u52a0\\u5165', u'\\u8bc1\\u4e66', u'\\u51e0\\u5929', u'\\u5e94\\u8be5', u'\\u7ee7\\u7eed', u'\\u52a0\\u6cb9', 'introduction', 'marketing', 'model', 'thinking', 'hpp', 'introduction', 'finance', 'machine', 'learning', 'signature', 'track', 'marketing', u'\\u6211\\u7684Coursera']\n",
+        "[u'\\u8bf4', u'\\u6c83\\u987f', u'\\u5546\\u5b66\\u9662', u'\\u8bc1\\u4e66', 'introduction', 'marketing']\n",
+        "[u'\\u8bf4', u'\\u6c83\\u987f', u'\\u5546\\u5b66\\u9662', u'\\u8bc1\\u4e66', 'introduction', 'marketing']\n",
+        "[u'\\u8bf4', u'\\u6c83\\u987f', u'\\u5546\\u5b66\\u9662', u'\\u8bc1\\u4e66', 'introduction', 'marketing']\n",
+        "[u'\\u59da\\u8d1d\\u5a1c']\n",
+        "[u'\\u4ec5\\u9650', u'\\u56fd\\u5916', 'css', 'report', 'examining', 'css', 'used', 'wild']\n",
+        "[u'\\u76f8\\u4fe1', u'\\u751f\\u547d', u'\\u9a97\\u5c40']\n",
+        "[u'\\u4ee5\\u524d', u'\\u53d1', u'\\u56fd', u'\\u8db3', u'\\u51fa\\u7ebf', u'\\u76f4\\u64ad', u'\\u541e\\u7fd4']\n",
+        "[u'\\u4e09\\u5929', u'\\u56de\\u5bb6']\n",
+        "[u'\\u4e0a\\u9762', u'\\u770b\\u5230', u'\\u7b11\\u8bdd', u'\\u94fe\\u8def', u'\\u5229\\u7528\\u7387', 'yahoo', 'answers', 'link', 'utilization', 'link', 'utilization', 'process', 'adding', 'link', 'web', 'page', 'profitable', 'us']\n",
+        "[u'\\u8003\\u5b8c', u'\\u56de\\u5bb6']\n",
+        "['mf', u'\\u98de\\u5e38\\u51c6']\n",
+        "[u'\\u6709\\u6743\\u6709\\u52bf', u'\\u5929\\u4e0b', u'\\u4eba', u'\\u6bd4\\u4e0d\\u4e0a', u'\\u6709\\u5bb6', u'\\u4eba', u'\\u665a\\u5b89']\n",
+        "[]\n",
+        "[u'\\u8d35\\u535a']\n",
+        "[u'\\u9001', u'\\u5143\\u7fa4', u'\\u7ea2\\u5305', u'\\u606d\\u559c\\u53d1\\u8d22', u'\\u4e07\\u4e8b\\u5982\\u610f']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u7b2c\\u4e94\\u671f', u'\\u5fc3\\u76ee', u'\\u4e2d', u'\\u7b2c\\u4e00\\u540d', u'\\u6295\\u7ed9', u'\\u5929\\u751f', u'\\u6b4c', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u6211\\u662f\\u6b4c\\u624b', u'\\u6211\\u662f\\u6b4c\\u624b', u'\\u6211\\u662f\\u6b4c\\u624b']\n",
+        "[u'\\u6b23\\u8d4f', u'\\u897f\\u6d0b', u'\\u97f3\\u4e50', u'\\u7ec6\\u80de', u'\\u77e5\\u9053', u'\\u9996\\u6b4c', u'\\u628a\\u63e1', u'\\u597d', u'\\u53ea\\u80fd', u'\\u97f3\\u4e50', u'\\u6c34\\u5e73', u'\\u592a\\u5dee', u'\\u5f20\\u9753\\u9896']\n",
+        "[u'\\u53ef\\u4e50', u'\\u6709\\u70b9', u'\\u53fc']\n",
+        "[u'\\u6700\\u65b0', u'\\u6700\\u5168', u'\\u9a7e', u'\\u8003\\u8bd5\\u9898', u'\\u6700', u'\\u98ce\\u8da3', u'\\u5356\\u840c', u'\\u8be6\\u89e3', u'\\u6700', u'\\u4e0e\\u4f17\\u4e0d\\u540c', u'\\u7528\\u6237', u'\\u70b9\\u8bc4', u'\\u5168\\u6c11', u'\\u9a7e\\u8003', u'\\u9a7e\\u8003', u'\\u5b9d\\u5178', u'122\\u5168\\u56fd\\u4ea4\\u901a\\u5b89\\u5168\\u65e5']\n",
+        "[u'\\u8fde\\u7eed', u'\\u597d\\u51e0\\u4e2a', u'\\u665a\\u4e0a', u'\\u51cc\\u6668', u'\\u70b9\\u591a', u'\\u7761\\u89c9', u'\\u4eca\\u5929', u'\\u4e0a\\u5e8a\\u7761\\u89c9']\n",
+        "[u'\\u559c\\u5927\\u666e\\u5954']\n",
+        "[u'\\u4e3e\\u9996', u'\\u4ef0\\u671b', u'\\u987b\\u81fe\\u4e4b\\u95f4', u'\\u53ea', u'\\u601d\\u5ff5', u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u4ef0\\u671b', u'\\u5c01\\u9762', u'\\u56fe', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u53d1\\u73b0', u'\\u53f7', u'\\u5927\\u5c0f', u'\\u5b57\\u4f53', u'\\u6f02\\u4eae']\n",
+        "[u'\\u5c42', u'\\u771f\\u662f', u'\\u4e0d\\u9519', u'\\u53ef\\u60dc', u'\\u4e00\\u5f20', u'\\u5e8a', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\u544a\\u8bc9', u'\\u8001\\u5a46', u'\\u65c1\\u8fb9', u'\\u5357\\u901a', u'\\u5927\\u5b66', u'\\ud83d', u'\\ude01', u'\\ud83d', u'\\ude01', u'\\ud83d', u'\\ude01', u'\\ud83d', u'\\ude01', u'\\ud83d', u'\\ude01', 'view']\n",
+        "[u'\\u6837\\u5b50', u'\\u5c0f\\u8d39', u'\\u54af']\n",
+        "[u'\\u679c\\u51bb', 'cc']\n",
+        "[u'\\u535a\\u8fdc\\u697c', u'\\u8f6c', u'\\u4e00\\u5708', u'\\u53d1\\u73b0', u'\\u957f\\u5f97', u'\\u4e11', u'\\u5973\\u751f', u'\\u81ea\\u4e60']\n",
+        "[u'\\u5267\\u900f\\u5267', u'\\u900f', u'\\u597d', u'\\u7f8e\\u4e3d']\n",
+        "[u'\\u5bb0\\u5272', u'\\u771f', u'\\u53d8\\u6210', u'\\u778e\\u5b50', u'\\u4ed6\\u5988\\u7684', u'\\u5317\\u90ae', u'\\u534e\\u4e3a', 'google', 'vpn', 'gfw']\n",
+        "[u'\\u73b0\\u5728', u'\\u5df2\\u7ecf', u'\\u6dd8\\u5b9d', u'\\u627e', u'\\u4e0d\\u5230', u'\\u5e97\\u540d', u'\\u4fdd\\u969c', u'\\u6743\\u76ca', u'\\u5e73\\u53f0', u'\\u672c\\u6765', u'\\u7827\\u677f', u'\\u9c7c\\u8089']\n",
+        "[u'\\u770b\\u8fc7', u'\\u4e00\\u6b65\\u4e4b\\u9065']\n",
+        "['guangzhou', u' Guangzhou Tower']\n",
+        "['guangzhou', u' \\u5ee3\\u5dde\\u5e02\\u6c99\\u9762']\n",
+        "[u'\\u4e24\\u5e74', u'\\u4e00\\u76f4', u'\\u7ebd\\u7ea6', u'\\u5e7f\\u5dde', u'\\u4e0a\\u6d77', u'\\u4e09\\u4e2a', u'\\u5730\\u65b9', u'\\u4e0a\\u6d77', 'airport', u'guangzhou #shanghai ', u' \\u5e7f\\u5dde\\u767d\\u4e91\\u673a\\u573a']\n",
+        "[u'\\u5bf9\\u4e0d\\u8d77', u'\\u9752\\u6625', u'\\u8bc4\\u5206', u'\\u795e\\u5267']\n",
+        "[u'\\u770b\\u8fc7', u'\\u65e0\\u803b\\u4e4b\\u5f92', u'\\u7f8e\\u7248', u'\\u7b2c\\u4e94', u'\\u5b63']\n",
+        "[u'\\u5475\\u5475']\n",
+        "[u'\\u770b\\u8fc7', u'\\u592a\\u5e73', u'\\u8f6e\\u4e0a']\n",
+        "[u'\\u770b\\u8fc7', u'\\u84dd\\u8272', u'\\u9aa8\\u5934']\n",
+        "[u'\\u770b\\u8fc7', u'\\u54c6', u'\\u68a6', u'\\u4f34', u'\\u540c\\u884c']\n",
+        "[u'\\u4e07\\u7269', u'\\u7406\\u8bba', u'\\u8bc4\\u5206']\n",
+        "[u'\\u770b\\u8fc7', u'\\u6027\\u672c\\u6076']\n",
+        "[u'\\u770b\\u8fc7', u'\\u6a21\\u4eff', u'\\u6e38\\u620f']\n",
+        "[u'\\u770b\\u8fc7', u'\\u9e1f', u'\\u4eba']\n",
+        "[u'\\u751c\\u871c\\u871c', u'\\u8bc4\\u5206']\n",
+        "[u'\\u56de', u'\\u7f8e\\u56fd', u'\\u524d', u'\\u5e7f\\u5dde', u'\\u6700\\u540e', u'\\u4e00\\u4e2a', u'\\u5468\\u672b', u'\\u6c5f\\u666f', u'\\u623f\\u91cc', u'\\u597d', u'\\u60c5\\u8c03', 'guangzhou', u' \\u5e7f\\u5dde']\n",
+        "['seeing', 'guangzhou', 'sky', 'guangzhou', u' Soluxe Hotel Guangzhou']\n",
+        "[u'\\u5e7f\\u5dde', u'\\u4e5d\\u5bab\\u683c', u'\\u706b\\u9505', 'guangzhou', u'hotpot ', u' \\u9999\\u5929\\u4e0b']\n",
+        "[u'\\u5e7f\\u5dde', u'guangzhou #IFC ']\n",
+        "[u'\\u5e7f\\u5dde', 'hui', 'guangzhou', u'guangzhou #IFC ', u' \\u5e7f\\u5dde\\u5929\\u6cb3\\u592a\\u53e4\\u6c47Taikoo']\n",
+        "[u'\\u5e7f\\u5dde', u'\\u5854', u'guangzhou #cantontower ', u' Canton Tower']\n",
+        "[u'\\u4e2d\\u5c71\\u5927\\u5b66', 'sunyatsenuniversity', 'university', u'guangzhou #zsu ', u' \\u4e2d\\u5c71\\u5927\\u5b78 Sun Yat-sen']\n",
+        "[u'\\u4e2d\\u5c71\\u5927\\u5b66', 'sunyatsenuniversity', 'university', u'guangzhou ', u' \\u4e2d\\u5c71\\u5927\\u5b78 Sun Yat-sen']\n",
+        "[u'\\u4e2d\\u5c71\\u5927\\u5b66', 'sunyatsenuniversity', 'university', u'guangzhou ', u' \\u4e2d\\u5c71\\u5927\\u5b78 Sun Yat-sen']\n",
+        "[u'\\u5e7f\\u5dde', 'seeing', 'guangzhou', 'sky', 'hui', 'guangzhou', u'guangzhou ', u' \\u5e7f\\u5dde\\u5929\\u6cb3\\u592a\\u53e4\\u6c47Taikoo']\n",
+        "['jfk', 'airport', 'snow', 'airport', 'airport', u'newyork #jfk ', u' John F. Kennedy International']\n",
+        "[u'\\u60f3\\u51fa', u'\\u4e00\\u9053', u'\\u9762\\u8bd5\\u9898', u'\\u5df2\\u77e5', u'\\u95ee', u'\\u60c5\\u51b5', u'\\u4e0b', u'\\u7b49\\u4e8e']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab', u'\\u6211\\u7684\\u5370\\u8c61\\u7b14\\u8bb0 ']\n",
+        "[u'\\u5206\\u4eab', u'\\u6211\\u7684\\u5370\\u8c61\\u7b14\\u8bb0 ']\n",
+        "[u'\\u5206\\u4eab', u'\\u6211\\u7684\\u5370\\u8c61\\u7b14\\u8bb0 ']\n",
+        "[u'\\u767b\\u5f55', u'\\u7ec8\\u4e8e', u'\\u627e\\u5230', u'\\u795e\\u5668', u'\\u5185\\u5bb9', u'\\u7206\\u591a', u'\\u65b0\\u95fb', u'\\u5c0f\\u8bf4', u'\\u97f3\\u4e50', u'\\u76f8\\u58f0', u'\\u8131\\u53e3\\u79c0', u'\\u60f3', u'\\u542c', u'\\u5173\\u952e', u'\\u591a\\u5bb6', u'\\u7535\\u53f0', u'\\u5c0f\\u65f6', u'\\u4e0d\\u95f4\\u65ad', u'\\u76f4\\u64ad', u'\\u6536', 'fm', u'\\u873b\\u8713FM']\n",
+        "[u'\\u7f51\\u6e38', u'\\u4e4b\\u5929', u'\\u8c34', u'\\u4fee\\u7f57', u'\\u9ad8\\u97f3\\u8d28', u'\\u7f51\\u6e38', u'\\u4e4b\\u5929', u'\\u8c34', u'\\u4fee\\u7f57']\n",
+        "[u'\\u7f51\\u6e38', u'\\u4e4b\\u5929', u'\\u8c34', u'\\u4fee\\u7f57', u'\\u9ad8\\u97f3\\u8d28', u'\\u7f51\\u6e38', u'\\u4e4b\\u5929', u'\\u8c34', u'\\u4fee\\u7f57']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u6709\\u7528', u'\\u624b\\u673a', u'\\u4e00\\u70b9', u'\\u8d44\\u8baf', u'\\u884c\\u4e1a\\u8d44\\u8baf', u'\\u751f\\u6d3b', u'\\u77e5\\u8bc6', u'\\u6700', u'\\u91cd\\u8981', u'\\u8ba2\\u9605', u'\\u4efb\\u610f', u'\\u5174\\u8da3\\u7231\\u597d', u'\\u6bcf\\u5929', u'\\u53ea\\u8bfb', u'\\u4e00\\u70b9', u'\\u505a', u'\\u4e3b\\u7f16', u'\\u4e0b\\u8f7d', u'\\u4f53\\u9a8c', 'app']\n",
+        "[u'\\u6536\\u85cf', u'\\u7845\\u8c37', u'\\u5e74', u'\\u6700\\u5177', u'\\u5f71\\u54cd\\u529b', u'\\u5341\\u5927', u'\\u521b\\u4e1a', u'\\u516c\\u53f8', u'\\u5206\\u4eab', u'\\u4e00\\u70b9', u'\\u8d44\\u8baf']\n",
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+        "[]\n",
+        "[]\n",
+        "[u'\\u6211\\u521a', u'\\u4e9a\\u9a6c\\u900a', u'\\u8d2d\\u4e70', u'\\u9ed1\\u5ba2', u'\\u753b\\u5bb6', u'\\u7845\\u8c37', u'\\u521b\\u4e1a', u'\\u7236', u'\\u6587\\u96c6', u'\\u7535\\u5b50\\u4e66', 'cn', 'paul', 'graham', 'kindle', 'paul', 'graham']\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "['linus']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u8fa9\\u767d']\n",
+        "[u'\\u6211\\u521a', u'\\u4e9a\\u9a6c\\u900a', u'\\u8d2d\\u4e70', u'\\u4eba\\u751f', u'\\u667a\\u6167', u'\\u53d4\\u672c\\u534e', u'\\u7cfb\\u5217', u'\\u7535\\u5b50\\u4e66', u'\\u53d4\\u672c\\u534e', 'cn', 'kindle', 'arthur', 'schopenhauer']\n",
+        "[u'\\u6211\\u521a', u'\\u4e9a\\u9a6c\\u900a', u'\\u8d2d\\u4e70', u'\\u66fe\\u56fd\\u85e9', u'\\u5bb6\\u4e66', u'\\u7535\\u5b50\\u4e66', u'\\u66fe\\u56fd\\u85e9', 'cn', 'kindle']\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "['lisp']\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u5c0f\\u7c73', u'\\u5b98\\u65b9', u'\\u6b63\\u5728', u'\\u5b9e\\u65f6', u'\\u89c6\\u9891', u'\\u76f4\\u64ad', u'\\u53d1\\u5e03\\u4f1a', u'\\u73b0\\u573a', u'\\u5b9e\\u51b5', u'\\u76f4\\u64ad', u'\\u7b2c\\u4e00', u'\\u65f6\\u95f4', u'\\u83b7\\u53d6', u'\\u65b0\\u54c1', u'\\u4ef7\\u683c', u'\\u53c2\\u6570\\u4fe1\\u606f', u'\\u5b9e\\u65f6', u'\\u5fae\\u535a', u'\\u8ba8\\u8bba', u'\\u804a\\u804a', u'\\u770b\\u6cd5', u'\\u62bd\\u5956', u'\\u72c2\\u9001', u'\\u65b0\\u54c1', u'\\u7801', u'\\u4f18\\u60e0\\u5238', u'\\u7ec8\\u6781', u'\\u5927\\u5956', u'\\u795e\\u79d8', u'\\u65b0\\u54c1', u'\\u70b9\\u51fb', u'\\u89c2\\u770b', u'\\u76f4\\u64ad', u'\\u5c0f\\u7c73\\u65d7\\u8230\\u65b0\\u54c1\\u53d1\\u5e03\\u4f1a', u'\\u5c0f\\u7c73\\u624b\\u673a', u'\\u5c0f\\u7c73\\u793e\\u533a']\n",
+        "[u'\\u9001', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u91d1\\u989d']\n",
+        "[u'\\u8fd0\\u6c14', u'\\u597d', u'\\u7ea2\\u5305', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u5feb\\u6765', u'\\u73a9']\n",
+        "[u'\\u7f51\\u6613', u'\\u4e91', u'\\u9605\\u8bfb', u'\\u5168\\u65b0', u'\\u8f7b\\u88c5', u'\\u518d', u'\\u51fa\\u53d1', u'\\u5347\\u81f3', u'\\u6700\\u65b0\\u7248', u'\\u514d\\u8d39', u'\\u4eab\\u6709', u'\\u7ea2\\u9ad8\\u7cb1', u'\\u4e54\\u5e03\\u65af', u'\\u4f73\\u4f5c', u'\\u60ca\\u559c', 'iphone']\n",
+        "[u'\\u6211\\u521a', u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u4e0d\\u9519', u'\\u6587\\u4ef6', u'\\u6838\\u5fc3', u'\\u7f16\\u7a0b', u'\\u63a8\\u8350', u'\\u770b\\u770b', 'python', 'pdf', u'\\u5fae\\u76d8']\n",
+        "[u'\\u4e00\\u8d77', u'\\u901a\\u5bb5', u'\\u4eba', u'\\u771f\\u591a']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'angelababy']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'angelababy', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0']\n",
+        "[u'\\u4f4e\\u5934', u'\\u738b\\u51a0', u'\\u6389']\n",
+        "[u'\\u54c7\\u585e', u'\\u65b0\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u9648\\u5b66\\u51ac', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u5143\\u65e6', u'\\u80fd\\u9886', u'\\u73b0\\u91d1', u'\\u65b0\\u5e74', u'\\u7b2c\\u4e00\\u4e2a', u'\\u5c0f', u'\\u8d22\\u795e\\u7237', u'\\u53d1\\u7ea2\\u5305', u'\\u9886', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u9648\\u5b66\\u51ac']\n",
+        "[u'\\u6625\\u5929', u'\\u5feb\\u4e50', u'\\u5c0f\\u733f', u'\\u641c\\u9898']\n",
+        "[u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5347\\u7ea7', u'\\u798f\\u5229', u'\\u5927\\u724c', u'\\u660e\\u661f', u'\\u7b7e\\u540d', u'\\u793c', u'\\u7efc\\u827a', u'\\u95e8\\u7968', u'\\u767e\\u4e07', u'\\u73b0\\u91d1', u'\\u5238', u'\\u5347', u'\\u7b49\\u7ea7', u'\\u4eab', u'\\u7279\\u6743', u'\\u8d70\\u4e0a', u'\\u4eba\\u751f', u'\\u5dc5\\u5cf0', u'\\u9886\\u53d6', 'macbook', 'iphone', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u5fae\\u535a', u'\\u7b49\\u7ea7', u'\\u5347\\u7ea7', u'\\u60ca\\u559c', u'\\u6210\\u957f', u'\\u793c', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u5c0f\\u4f19\\u4f34', u'\\u901f\\u6765', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u9752\\u6625', u'\\u90a3\\u5e74', u'\\u7535\\u5f71\\u7248', u'\\u4e3b', u'\\u59b3', u'\\u8bf4', u'\\u59b3', u'\\u559c\\u6b22', u'\\u80e1\\u6e23', u'\\u6765\\u81ea', u'\\u7535\\u5f71\\u9891\\u9053', 'hdts', 'acfun']\n",
+        "[u'\\u4e0d\\u8ba9', u'\\u4eba', u'\\u7ea0\\u7ed3', u'\\u6bc1', u'\\u4e09\\u89c2', u'\\u7535\\u5f71']\n",
+        "[u'\\u5377\\u798f', u'\\u4e3b\\u6f14', u'\\u827e\\u5170', u'\\u56fe\\u7075', u'\\u4e00\\u70b9', u'\\u753b\\u8d28', u'\\u4e0d\\u884c', u'\\u7ee7\\u7eed', u'\\u4e0b\\u53bb', u'\\u90e8\\u597d', u'\\u7535\\u5f71', u'\\u8c8c\\u4f3c', u'\\u56fd\\u5185', u'\\u4e0a\\u6620', u'\\u6a21\\u4eff\\u6e38\\u620f']\n",
+        "[u'\\u5377\\u798f', u'\\u4e3b\\u6f14', u'\\u827e\\u5170', u'\\u56fe\\u7075', u'\\u4e00\\u70b9', u'\\u753b\\u8d28', u'\\u4e0d\\u884c', u'\\u8d85\\u6e05', u'\\u753b\\u8d28', u'\\u518d', u'\\u90e8\\u597d', u'\\u7535\\u5f71', u'\\u8c8c\\u4f3c', u'\\u56fd\\u5185', u'\\u4e0a\\u6620', u'\\u6a21\\u4eff\\u6e38\\u620f']\n",
+        "[u'\\u8fd9\\u90e8', u'\\u795e\\u7ea7\\u7247', u'\\u7ec8\\u4e8e', u'\\u7ad9', u'\\u4e0a\\u6620', u'\\u5206\\u4eab', u'\\u89c6\\u9891', u'\\u5973\\u751f\\u5bbf\\u820d', u'\\u798f\\u5229', u'\\u5410\\u69fd', u'\\u795e\\u7247', u'\\u56fd\\u4ea7', u'\\u826f\\u5fc3', u'\\u4e2d', u'\\u82f1', u'\\u53cc\\u5b57', u'\\u4e3b', u'\\u50b2', u'\\u5929\\u7687', u'\\u5983', u'\\u94fe\\u63a5', 'acfun', 'bd']\n",
+        "[u'\\u6ee1\\u6ee1\\u7684', u'\\u7ae5\\u5e74', u'\\u8bb0\\u5fc6', u'\\u5206', u'\\u5206\\u949f', u'\\u544a\\u8bc9', u'\\u5389\\u5bb3', u'\\u6b8b\\u9177', u'\\u5929\\u4f7f', u'\\u884c\\u52a8', u'\\u7eb2', u'\\u7248\\u672c', u'\\u5c55\\u793a', u'\\u4e3b', u'\\u7535\\u6c60', 'eva']\n",
+        "[u'\\u8d5e', 'poi']\n",
+        "[u'\\u6700', u'\\u65b0\\u4e00\\u96c6', u'\\u8d5e', 'poi']\n",
+        "[u'\\u51c6\\u5907', u'\\u8d70', u'\\u4eba', u'\\u56de\\u5bb6']\n",
+        "[u'\\u98de', u'\\u534a\\u7a7a', u'\\u589e\\u538b', u'\\u7cfb\\u7edf\\u6545\\u969c', u'\\u8fd4\\u822a']\n",
+        "[u'\\u6211\\u521a', u'\\u53c2\\u52a0', u'\\u7f51\\u76d8', u'\\u7a7a\\u95f4', u'\\u9886', u'\\u6ce8\\u518c', u'\\u83b7', u'\\u771f\\u6b63', u'\\u65e0\\u9650', u'\\u6c38\\u4e45', u'\\u7a7a\\u95f4', u'\\u81ea\\u52a8', u'\\u589e\\u957f', u'\\u5f15\\u7206', u'\\u4e91', u'\\u65f6\\u4ee3', u'\\u901f\\u5ea6', u'\\u53c2\\u4e0e', 'tb', u'115\\u7f51\\u76d8']\n",
+        "[u'\\u5728\\u5bb6', u'\\u597d', u'\\u51b7', u'{', u'{', u'{', u'}', u'}', u'}', u'\\u624b\\u6296', u'\\u811a\\u6296']\n",
+        "[u'\\u7a77\\u4eba\\u5bb6', u'\\u73a9\\u4e0d\\u8d77', u'\\u786c\\u4ef6']\n",
+        "[u'\\u5206\\u4eab', u'\\u89c6\\u9891', u'\\u9752\\u53f2\\u7559\\u540d', u'\\u523a\\u5ba2', u'\\u4fe1\\u6761', u'\\u4e3b', u'\\u94fe\\u63a5', 'acfun', 'gmv', 'sothoth']\n",
+        "[u'\\u590f\\u6d1b\\u514b', u'\\u70ed\\u62cd', u'\\u5377\\u798f', u'\\u597d\\u840c', u'\\u9605\\u8bfb']\n",
+        "[u'\\u4eca\\u5e74', u'\\u5723\\u8bde', u'\\u7279\\u8f91', u'\\u590f\\u6d1b\\u514b', u'\\u70ed\\u62cd', u'\\u5377\\u798f', u'\\u597d\\u840c', u'\\u9605\\u8bfb']\n",
+        "[u'\\u82f1\\u6587', u'\\u6c34\\u51c6', u'\\u5dee', u'\\u51fa\\u73b0', u'\\u8fd9\\u53e5', u'\\u8bdd', u'\\u6123', u'\\u534a\\u5929', u'\\u539f\\u6765', u'\\u6572', u'\\u56de\\u8f66', u'\\u7ee7\\u7eed\\u4e0b\\u53bb', u'\\u4e00\\u76f4', u'\\u4ee5\\u4e3a', u'\\u540e\\u53f0', u'\\u9ed8\\u9ed8', u'\\u8fdb\\u884c', 'press', 'want']\n",
+        "[u'\\u518d', u'\\u51fa\\u9519', u'\\u771f', u'\\u5954\\u6e83']\n",
+        "[u'\\u770b\\u5230', u'\\u8fd9\\u53e5', u'\\u8bdd', u'\\u54ed', u'\\u597d', u'\\u4e2d\\u5348', u'\\u73b0\\u5728', u'\\u7ec8\\u4e8e', u'\\u641e\\u5b9a', u'\\u73af\\u5883', u'\\u5b89\\u88c5', u'\\u524d\\u620f', u'\\u5305\\u62ec', u'\\u5df2\\u7ecf', u'\\u8fc7\\u65f6', u'\\u8d44\\u6599', u'\\u592a\\u65e7', u'\\u66f4\\u65b0', u'\\u540e\\u671f', u'\\u505a\\u597d', u'\\u7d2f', u'\\u62a5', 'gcc', 'arm', 'elf', 'error']\n",
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+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u814a\\u516b', 'gui']\n",
+        "[u'\\u505c\\u64ad', u'\\u4e24\\u5468', u'\\u5f00\\u64ad', 'poi']\n",
+        "[u'\\u505c\\u64ad', u'\\u4e24\\u5468', u'\\u5f00\\u64ad', u'\\u51c6\\u5907', u'\\u5f00\\u62cd', 'poi']\n",
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+        "[u'\\u4e0b\\u96ea', u'\\u8868', u'\\u7fa1\\u6155']\n",
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+        "[u'\\u770b\\u8fc7', u'\\u75af\\u72c2', u'\\u77f3\\u5934', u'\\u63a5\\u5730', u'\\u6c14']\n",
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+        "['glass', 'lewis', 'iss', 'recommend', 'osisko', 'virginia', 'shareholders', 'vote', 'business', 'combination']\n",
+        "[u'\\u4e2d', u'\\u4fc4', u'\\u4e24\\u56fd', u'\\u5143\\u9996', u'\\u4e92\\u81f4', u'\\u65b0\\u5e74', u'\\u8d3a\\u7535']\n",
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+        "['title', 'href']\n",
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+        "['report', 'uk', 'police', 'arrest', 'lizard', 'squad', 'member']\n",
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+        "['sony', 'hackers', 'leak', 'details', 'firm', 'deal', 'netflix', 'info', 'celebrities']\n",
+        "[u'\\u548c\\u987a', u'\\u7535\\u6c14', u'\\u7ecf\\u8425', u'\\u60c5\\u51b5', u'\\u826f\\u597d', u'\\u8ba2\\u5355', u'\\u9971\\u6ee1']\n",
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+        "['menlo', 'security', 'predictions', 'shift', 'attack', 'vectors']\n",
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+        "['nz', 'corrections', 'staff', 'caught', 'file', 'spying']\n",
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+        "['sony', 'playstation', 'network', 'back', 'online', 'really']\n",
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+        "[u'\\u56fd\\u5bb6', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u79e9\\u5e8f']\n",
+        "['lookback', 'predictions', 'vs', 'reality']\n",
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+        "['boxin', 'china']\n",
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+        "['focused', 'sun', 'chinese', 'partner', 'americans', 'solar', 'microgrids']\n",
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+        "[u'\\u514d\\u8d39', u'\\u6ce8\\u518c', u'\\u4fe1\\u606f\\u7cfb\\u7edf', u'\\u5b89\\u5168', u'\\u5e08', u'\\u5728\\u7ebf', u'\\u57f9\\u8bad', 'cissp']\n",
+        "[u'\\u4e89\\u8bae', u'\\u5b69\\u5b50', u'\\u4e70', u'\\u7a83\\u542c', u'\\u624b\\u8868', u'\\u5475\\u62a4', u'\\u5b89\\u5168', u'\\u7ed1\\u67b6', u'\\u81ea\\u7531']\n",
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+        "[u'\\u5ba0\\u7269', u'\\u8ffd\\u8e2a', u'\\u5668', u'\\u5347\\u7ea7', u'\\u6574\\u5408', u'\\u667a\\u80fd\\u5bb6\\u5c45', u'\\u5e73\\u53f0', 'tagg']\n",
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+        "[u'\\u65e0\\u7ebf', u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u5458\\u5de5', u'\\u9700\\u77e5']\n",
+        "['build', 'bear', 'workshop', 'inc', 'announces', 'participation', 'th', 'annual', 'icr', 'xchange', 'conference']\n",
+        "[u'\\u516c\\u5b89', u'\\u4fe1\\u606f\\u7cfb\\u7edf', u'\\u5e94\\u7528', u'\\u65e5\\u5fd7', u'\\u5b89\\u5168', u'\\u5ba1\\u8ba1', u'\\u5e73\\u53f0', u'\\u7cfb\\u7edf', u'\\u62db\\u6807', u'\\u516c\\u544a']\n",
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+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u4e60\\u60ef']\n",
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+        "[u'\\u5b89\\u5168', u'\\u6559\\u80b2', u'\\u57f9\\u8bad', u'\\u65b9\\u6848']\n",
+        "[u'\\u8bc6\\u522b', u'\\u5173\\u952e', u'\\u5b89\\u5168', u'\\u6307\\u6807', u'\\u5305\\u62ec', u'\\u76d1\\u63a7', u'\\u8003\\u6838', u'\\u8058\\u7528', u'\\u9996\\u5e2d', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5b98', u'\\u786e\\u4fdd', u'\\u5173\\u952e', u'\\u6570\\u636e', u'\\u5b89\\u5168', u'\\u8463\\u4e8b', u'\\u4e86\\u89e3', u'\\u516c\\u53f8', u'\\u4e92\\u8054', u'\\u4e16\\u754c', u'\\u4e2d', u'\\u7ba1\\u7406', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u98ce\\u9669', 'ceo']\n",
+        "['corkagefee', 'launches', 'wine', 'directory']\n",
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+        "[u'\\u806f\\u60f3', u'\\u7cfb\\u5217', u'\\u5275\\u65b0', u'\\u6280\\u8853', u'\\u63d0\\u5347', u'\\u9748', u'\\u6d3b\\u6027', u'\\u8207', u'\\u4e92\\u901a\\u6027', 'yoga']\n",
+        "[u'\\u9996\\u521b', u'\\u7f6e\\u4e1a', u'\\u7b7e\\u7ea6', u'\\u91d1\\u989d', u'\\u4e0a\\u5347', u'\\u4ebf\\u4eba\\u5e01', u'\\u4e1c\\u65b9\\u7f51']\n",
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+        "[]\n",
+        "[u'\\u7a81\\u53d1', u'\\u53a6\\u95e8', u'\\u6e56\\u6ee8', u'\\u4e2d\\u8def', u'\\u9644\\u8fd1', u'\\u8d77\\u706b', u'\\u6d53\\u70df\\u6eda\\u6eda', u'\\u660e\\u706b', u'\\u5df2', u'\\u6251\\u706d']\n",
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+        "[u'\\u4e2d\\u8def', u'\\u5927\\u6218', u'\\u91cd\\u88c5', u'\\u4e0a\\u9635', u'\\u65b0', u'\\u5730\\u56fe', u'\\u82f1\\u96c4', u'\\u6307\\u5357', 'hon']\n",
+        "[u'\\u6768\\u5e42', u'\\u5218\\u8bd7', u'\\u8bd7', u'\\u8303\\u51b0\\u51b0', u'\\u8881\\u59d7\\u59d7', u'\\u5973\\u795e', u'\\u62db\\u4eba\\u70e6', u'\\u4e00\\u9762']\n",
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+        "['putting', 'year', 'data', 'breach', 'rest', u'Vormetric |', u'CloudExpo ']\n",
+        "[u'\\u5de5\\u4e1a', u'\\u63a7\\u5236\\u7cfb\\u7edf', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u6280\\u672f', u'\\u670d\\u52a1', u'\\u8054\\u76df', u'\\u526f\\u7406\\u4e8b\\u957f', u'\\u5355\\u4f4d']\n",
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+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u6559\\u80b2', u'\\u52a8\\u753b', u'\\u529e\\u516c\\u5ba4', u'\\u5b89\\u5168']\n",
+        "[u'\\u5148\\u6cb3', u'\\u73af\\u4fdd', u'\\u524d', u'\\u4e09\\u5b63\\u5ea6', u'\\u4e1a\\u7ee9', u'\\u9884\\u589e', u'\\u2013', u'\\u7f51\\u6613']\n",
+        "[u'\\u5f02\\u52a8\\u80a1', u'\\u70b9\\u8bc4', u'\\u5c71\\u4e1c', u'\\u9ec4\\u91d1', u'\\u7cbe\\u5de5', u'\\u94a2\\u6784']\n",
+        "[u'\\u907f\\u514d', u'\\u7a7a\\u5934', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u6587\\u4ef6', u'\\u4f53\\u7cfb']\n",
+        "[u'\\u5b89\\u5168', u'\\u52a8\\u753b']\n",
+        "[u'\\u4e5d\\u7ae0', u'\\u4fe1\\u5b89', u'\\u4e86\\u89e3', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u89e3\\u51b3\\u65b9\\u6848', u'\\u4e00\\u4e2a', u'\\u660e\\u786e', u'\\u5b9a\\u4e49', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u7ba1\\u7406\\u4f53\\u7cfb', u'\\u7075\\u513f', u'\\u8bb2\\u5e08', u'\\u5a13\\u5a13\\u9053\\u6765', u'\\u70b9\\u51fb', u'\\u94fe\\u63a5']\n",
+        "['spacex', 'calls', 'launch', 'space', 'station', 'last', 'minute']\n",
+        "[u'\\u516c\\u53f8', u'\\u4e1c\\u534e', u'\\u6d4b\\u8bd5', u'\\u5927\\u578b', u'\\u6e2f\\u673a', u'\\u76d1\\u63a7', u'\\u7cfb\\u7edf', u'\\u5904', u'\\u8d77\\u6b65', u'\\u671f', u'\\u548c\\u8baf\\u7f51']\n",
+        "[u'\\u8054\\u4fe1', u'\\u6469\\u8d1d', u'\\u53c2\\u52a0', u'\\u79fb\\u52a8', u'\\u667a\\u80fd', u'\\u7ec8\\u7aef', u'\\u5e94\\u7528', u'\\u5b89\\u5168', u'\\u9ad8\\u5cf0\\u8bba\\u575b']\n",
+        "[u'\\u6d77\\u5eb7', u'\\u5a01\\u89c6', u'\\u4e2d\\u6807', u'\\u5357\\u6881', u'\\u77ff\\u4e1a', u'\\u6307\\u6325', u'\\u4e2d\\u5fc3', u'\\u76d1\\u63a7', u'\\u9879\\u76ee', 'lcd']\n",
+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u516c\\u76ca', u'\\u77ed\\u7247', u'\\u5c0f\\u5fc3', u'\\u62ab\\u9732', u'\\u5730\\u7406\\u4f4d\\u7f6e', u'\\u4fe1\\u606f']\n",
+        "['official', 'hot', 'water', 'wearing', 'costly', 'coat']\n",
+        "['vornado', 'completes', 'modification', 'montehiedra', 'debt']\n",
+        "[u'\\u5e38\\u5dde\\u5e02', u'\\u8ba1\\u7b97\\u673a\\u4fe1\\u606f', u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u6559\\u80b2', u'\\u534f\\u4f1a']\n",
+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u52a8\\u753b\\u7247', u'\\u5c55\\u64ad', u'\\u65e0\\u7ebf', u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u4f7f\\u7528', 'wifi']\n",
+        "[u'\\u65e5\\u672c', u'\\u6b32', u'\\u4e16\\u754c', u'\\u57ce\\u5e02', u'\\u8bbe', u'\\u65e5\\u672c', u'\\u5c4b', u'\\u5f00\\u5c55', u'\\u6587\\u5316', u'\\u5916\\u4ea4']\n",
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+        "[u'\\u7075\\u9b42', u'\\u4e0d\\u706d', u'\\u604b\\u4eba']\n",
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+        "[u'\\u4e2d\\u56fd', u'\\u6570\\u636e\\u5b89\\u5168', u'\\u610f\\u8bc6']\n",
+        "[u'\\u9996\\u5bb6', u'\\u7cfb', u'\\u6d88\\u8d39', u'\\u91d1\\u878d\\u516c\\u53f8', u'\\u83b7\\u6279', u'\\u4e3b\\u6253', u'\\u65e0', u'\\u7269\\u7406', u'\\u7f51\\u70b9', u'\\u6982\\u5ff5']\n",
+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u52a8\\u753b\\u7247', u'\\u5c55\\u64ad', u'\\u9488\\u5bf9', u'\\u4f01\\u4e1a', u'\\u804c\\u5458', u'\\u793e\\u4ea4', u'\\u5de5\\u7a0b', u'\\u8bc8\\u9a97', u'\\u7535\\u8bdd']\n",
+        "[u'\\u677e\\u4e0b', u'\\u5c55\\u51fa', u'\\u5168\\u7403', u'\\u9996\\u6b3e', u'\\u4e0b\\u4e00\\u4ee3', u'\\u84dd\\u5149', u'\\u64ad\\u653e\\u673a', u'\\u6837\\u673a', 'ces']\n",
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+        "[u'\\u5b89\\u5168\\u610f\\u8bc6', u'\\u57f9\\u8bad', u'\\u8bfe\\u9898']\n",
+        "['radisys', 'present', 'needham', 'growth', 'conference', 'january']\n",
+        "[u'\\u4e39\\u9633\\u5e02', u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u63a8\\u5e7f', u'\\u534f\\u4f1a']\n",
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+        "[u'\\u5317\\u4eac', u'\\u519c\\u6751', u'\\u5546\\u4e1a\\u94f6\\u884c', u'\\u4eba\\u5de5', u'\\u670d\\u52a1', u'\\u7535\\u8bdd']\n",
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+        "[u'\\u514d\\u8d39', u'\\u6ce8\\u518c', u'\\u4fe1\\u606f\\u7cfb\\u7edf', u'\\u5b89\\u5168', u'\\u5e08', u'\\u5728\\u7ebf', u'\\u57f9\\u8bad', 'cissp']\n",
+        "[u'\\u7d22\\u5c3c', u'\\u667a\\u80fd', u'\\u624b\\u73af', u'\\u4e3b\\u6253', u'\\u8fd0\\u52a8', u'\\u76d1\\u6d4b', 'smartband', 'talk']\n",
+        "[u'\\u5b89\\u5168\\u610f\\u8bc6', u'\\u57f9\\u8bad\\u4e2d\\u5fc3']\n",
+        "[u'\\u91cd\\u89c6', u'\\u5546\\u4e1a', u'\\u673a\\u5bc6', u'\\u6570\\u636e', u'\\u4fdd\\u62a4', u'\\u673a\\u5bc6', u'\\u6570\\u636e', u'\\u6210\\u529f', u'\\u5bc6\\u5207\\u76f8\\u5173', u'\\u7ade\\u4e89\\u8005', u'\\u7a83\\u53d6', u'\\u975e\\u6cd5', u'\\u66dd\\u5149', u'\\u4e1a\\u52a1', u'\\u53d7\\u5230', u'\\u4e25\\u91cd', u'\\u635f\\u5931', u'\\u4e0d\\u65ad', u'\\u6316\\u6398', u'\\u5ba2\\u6237', u'\\u9700\\u6c42', u'\\u5f00\\u53d1\\u65b0', u'\\u4ea7\\u54c1', u'\\u6ce8\\u610f', u'\\u4fdd\\u62a4', u'\\u673a\\u5bc6', u'\\u6570\\u636e', u'\\u5b89\\u5168']\n",
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+        "[u'\\u76ef\\u4e0a', 'apt']\n",
+        "[u'\\u738b\\u4e16\\u8363', u'\\u589e\\u6301', u'\\u6c49\\u56fd', u'\\u7f6e\\u4e1a', u'\\u4e07\\u80a1', u'\\u8017\\u8d44', u'\\u4e07', u'\\u6e2f\\u5e01']\n",
+        "[u'\\u5b89\\u5168\\u610f\\u8bc6', u'\\u6559\\u80b2', u'\\u5149\\u8292']\n",
+        "['aterica', 'develops', 'world', 'first', 'high', 'tech', 'smart', 'case', 'epipen', 'help', 'families', 'living', 'anaphylaxis']\n",
+        "[u'\\u5317', u'\\u65b0', u'\\u5efa\\u6750', u'\\u878d\\u8d44', u'\\u878d\\u5238', u'\\u4fe1\\u606f']\n",
+        "[u'\\u534e\\u85cf\\u5bfa', u'\\u9ad8\\u901f', u'\\u4ea4\\u8b66', u'\\u5143\\u65e6', u'\\u671f\\u95f4', u'\\u5b89\\u5168', u'\\u6709\\u5e8f', u'\\u4fdd', u'\\u7545\\u901a']\n",
+        "[u'\\u9700\\u77e5', u'\\u4e92\\u8054\\u7f51', u'\\u91d1\\u878d', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u57fa\\u7840']\n",
+        "['zix', 'corporation', 'present', 'needham', 'growth', 'conference', 'january']\n",
+        "[u'\\u4e07\\u5b81\\u5e02', u'\\u5546\\u52a1\\u5c40', u'\\u539f', u'\\u5c40\\u957f', u'\\u97e9\\u4fca\\u5b9a', u'\\u8fdd\\u7eaa', u'\\u8fdd\\u6cd5', u'\\u53cc\\u5f00']\n",
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+        "[u'\\u80a1\\u4fdd\\u58f3', u'\\u8bfb\\u79d2', u'\\u7f8e\\u5229', u'\\u660e\\u65e5', u'\\u6458\\u5e3d', u'\\u8d44\\u4ea7\\u91cd\\u7ec4', 'st', 'st']\n",
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+        "[u'\\u65b0\\u5b89', u'\\u80a1\\u4efd', u'\\u5e74', u'\\u7b2c\\u4e09\\u5b63\\u5ea6', u'\\u62a5\\u544a']\n",
+        "[u'\\u8d44\\u91d1', u'\\u5229\\u7387', u'\\u7a33\\u6b65', u'\\u4e0b\\u63a2', u'\\u77ed\\u671f', u'\\u6d41\\u52a8\\u6027', u'\\u65e0\\u865e']\n",
+        "[u'\\u603b\\u88c1', u'\\u7ecf\\u7406', u'\\u4fdd\\u969c', u'\\u5546\\u4e1a', u'\\u6210\\u529f', u'\\u9700\\u8981', u'\\u5458\\u5de5', u'\\u62e5\\u6709', u'\\u8db3\\u591f', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u8ba4\\u77e5', u'\\u80fd\\u529b', u'\\u4f7f\\u7528', u'\\u611f\\u6ce2', u'\\u5e73\\u53f0', u'\\u5feb\\u610f', u'\\u5b89\\u5ba3', u'\\u63d0\\u5347', u'\\u5b89\\u5168', u'\\u9632\\u8303', u'\\u610f\\u8bc6', u'\\u6c34\\u5e73', 'sensiwave', 'rapid', 'awareness']\n",
+        "[u'\\u5316\\u5de5\\u4ea7\\u54c1', u'\\u5468', u'\\u4ef7\\u683c', u'\\u8bc4\\u8bba', u'\\u4e2d\\u56fd', u'\\u73bb\\u7ea4', u'\\u6d77\\u5916', u'\\u88c5\\u7f6e', u'\\u6295\\u4ea7', u'\\u6b27\\u76df', u'\\u53cd\\u503e\\u9500', u'\\u53cd\\u8865\\u8d34', u'\\u5f71\\u54cd', u'\\u5c0f', u'\\u817e\\u8baf']\n",
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+        "[u'\\u4f01\\u4e1a', u'\\u5b89\\u5168', u'\\u5ba3\\u4f20', u'\\u5c0f', u'\\u77ed\\u7247']\n",
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+        "[u'\\u4e92\\u8054\\u7f51', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u8bba\\u6587']\n",
+        "[u'\\u6076\\u5ff5', u'\\u6d88\\u5931', u'\\u840c\\u82bd', u'\\u72b6\\u6001']\n",
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+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u5ba3\\u4f20', u'\\u6d3b\\u52a8']\n",
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+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u57f9\\u8bad', u'\\u8054\\u76df']\n",
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+        "[u'\\u624b\\u673a', u'\\u5b89\\u5168', u'\\u65b9\\u9488']\n",
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+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u7231\\u597d\\u8005', u'\\u7279\\u522b', u'\\u65e0\\u7ebf\\u7f51\\u7edc', u'\\u6e17\\u900f', u'\\u6d4b\\u8bd5\\u4eba\\u5458', u'\\u767d\\u5e3d', u'\\u9ed1\\u5ba2', u'\\u5b89\\u5353', u'\\u82f9\\u679c', u'\\u5e94\\u7528', u'\\u5f00\\u53d1\\u8005', u'\\u79fb\\u52a8', u'\\u8bbe\\u5907', u'\\u63a7\\u5236']\n",
+        "[u'\\u8363\\u4e30', u'\\u8054\\u5408', u'\\u4e8f\\u635f', u'\\u6536\\u7a84', u'\\u4e07\\u7f8e\\u5143', u'\\u7f51\\u6613']\n",
+        "[u'\\u6e23\\u6253', u'\\u9996\\u4e88', u'\\u65b0\\u4e16\\u754c', u'\\u767e\\u8d27', u'\\u4e2d\\u56fd', u'\\u8dd1', u'\\u8d62\\u5927\\u5e02', u'\\u8bc4\\u7ea7', u'\\u817e\\u8baf']\n",
+        "[u'\\u5bb6\\u5ead\\u7528\\u6237', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6']\n",
+        "[u'\\u8363\\u4e30', u'\\u8054\\u5408', u'\\u63a7\\u80a1', u'\\u83b7', u'\\u94f6\\u884c', u'\\u878d\\u8d44', u'\\u53d1', u'\\u7b2c\\u4e8c\\u6279', u'\\u53ef\\u6362', u'\\u80a1', u'\\u503a\\u5238']\n",
+        "[u'\\u521b\\u7acb', u'\\u516c\\u53f8', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u6587\\u5316', u'\\u57fa\\u672c\\u8981\\u7d20']\n",
+        "['nation', 'state', 'cyberthreats', 'hack']\n",
+        "[u'\\u559c\\u5c1a', u'\\u63a7\\u80a1', u'\\u5fd9', u'\\u5e76\\u8d2d', u'\\u751c\\u54c1', u'\\u4e1a\\u52a1', u'\\u6216\\u6210', u'\\u672a\\u6765', u'\\u4eae\\u70b9']\n",
+        "[u'\\u5b81\\u590f', u'\\u62df', u'\\u4e09\\u5e74', u'\\u5efa\\u6210', u'\\u793e\\u4f1a', u'\\u4fe1\\u7528', u'\\u4f53\\u7cfb', u'\\u65b0\\u534e\\u7f51', u'\\u5b81\\u590f', u'\\u9891\\u9053']\n",
+        "[u'\\u9752\\u6d77', u'\\u786e\\u4fdd', u'\\u5168\\u9762\\u5b8c\\u6210', u'\\u5341\\u4e8c\\u4e94', u'\\u89c4\\u5212', u'\\u76ee\\u6807', u'\\u4f5c\\u51fa', u'\\u65b0', u'\\u8d21\\u732e', u'\\u4e2d\\u56fd', u'\\u7ecf\\u6d4e\\u7f51']\n",
+        "[u'\\u79fb\\u52a8', u'\\u91d1\\u878d\\u670d\\u52a1', u'\\u4e2d', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u95ee\\u9898', u'\\u5b9e\\u5f55']\n",
+        "[u'\\u4e2d\\u62c9', u'\\u8bba\\u575b', u'\\u9996\\u5c4a', u'\\u90e8\\u957f\\u7ea7', u'\\u4f1a\\u8bae', u'\\u53ec\\u5f00', u'\\u53cc\\u8fb9\\u5173\\u7cfb', u'\\u8d70\\u8fdb', u'\\u65b0', u'\\u65f6\\u4ee3']\n",
+        "[u'\\u5feb\\u8baf', u'\\u6d59\\u6c5f', u'\\u6c38\\u5f3a', u'\\u8dcc\\u505c', u'\\u62a5\\u4e8e', u'\\u5143']\n",
+        "[u'\\u4e09\\u5206\\u949f', u'\\u6539\\u53d8', u'\\u5b89\\u5168', u'\\u57f9\\u8bad', u'\\u4eba\\u5458', u'\\u5de5\\u4f5c', u'\\u72b6\\u6001']\n",
+        "[u'\\u8fde\\u4e91\\u6e2f\\u5e02', u'\\u4e92\\u8054\\u7f51\\u5b89\\u5168', u'\\u57f9\\u8bad\\u4e2d\\u5fc3']\n",
+        "['happens', 'enterprises', 'promote', 'employees', 'low', 'security', 'iqs']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u6700\\u5f31', u'\\u73af\\u8282', u'\\u4e00\\u4e9b', u'\\u89c2\\u70b9', u'\\u53d7', u'\\u4fe1\\u4efb', u'\\u5458\\u5de5', u'\\u8f6c\\u5c97', u'\\u5458\\u5de5', u'\\u5f15\\u8d77', u'\\u5b89\\u5168', u'\\u98ce\\u9669', u'\\u5927\\u4e8e', u'\\u79bb\\u804c', u'\\u5458\\u5de5', u'\\u5e74\\u8f7b', u'\\u6570\\u7801', u'\\u4e00\\u4ee3', u'\\u7f3a\\u4e4f', u'\\u77e5\\u8bc6\\u4ea7\\u6743', u'\\u5b89\\u5168', u'\\u4fdd\\u5bc6', u'\\u610f\\u8bc6', u'\\u5bc6\\u7801', u'\\u91cd\\u7f6e', u'\\u673a\\u5236', u'\\u5bc6\\u7801', u'\\u8106\\u5f31']\n",
+        "[u'\\u5feb\\u8baf', u'\\u6d59\\u6c5f', u'\\u6c38\\u5f3a', u'\\u8dcc\\u505c', u'\\u62a5\\u4e8e', u'\\u5143']\n",
+        "['sony', 'hacked', 'korea', 'hacktivists', 'ex', 'employee']\n",
+        "[u'\\u5458\\u5de5', u'\\u5b89\\u5168\\u610f\\u8bc6', u'\\u6c34\\u5e73', u'\\u8c03\\u67e5']\n",
+        "[u'\\u5feb\\u8baf', u'\\u94dc\\u9675', u'\\u6709\\u8272', u'\\u6da8\\u505c', u'\\u62a5\\u4e8e', u'\\u5143']\n",
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+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u56fd\\u4ea7\\u5316', u'\\u653f\\u7b56', u'\\u5e55\\u540e', u'\\u63a8\\u624b']\n",
+        "[u'\\u529e\\u516c\\u5ba4', u'\\u5b89\\u5168', u'\\u6559\\u8bad']\n",
+        "[u'\\u523b\\u4e0d\\u5bb9\\u7f13', u'\\u63d0\\u5347', u'\\u91d1\\u878d', u'\\u4fdd\\u9669\\u4e1a', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6']\n",
+        "['intersystems', 'successfully', 'completes', 'ehealth', 'exchange', 'product', 'testing', 'ensure', 'interoperability']\n",
+        "[u'\\u77e5\\u9053', u'\\u521b\\u5b87', u'\\u53d7\\u9080', u'\\u53c2\\u52a0', u'\\u5927\\u4f1a', 'vara']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u5c4f\\u5e55', u'\\u4fdd\\u62a4', u'\\u7a0b\\u5e8f']\n",
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+        "['spectra', 'energy', 'spectra', 'energy', 'partners', 'schedule', 'fourth', 'quarter', 'earnings', 'conference', 'call']\n",
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+        "[u'\\u68c0\\u6d4b', u'\\u5e94\\u7528\\u7a0b\\u5e8f', u'\\u5b89\\u5168', 'web']\n",
+        "['fbi', 'director', 'points', 'north', 'korea', 'sony', 'attack']\n",
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+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u77e5\\u8bc6\\u5e93']\n",
+        "['prosecutors', 'recommend', 'criminal', 'charges', 'petraeus']\n",
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+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u5927\\u7247']\n",
+        "[]\n",
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+        "['translators', 'trusted', 'business', 'information']\n",
+        "[u'\\u4f5b\\u5c71\\u5e02', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u57f9\\u8bad\\u4e2d\\u5fc3']\n",
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+        "['high', 'employment', 'china', 'leading', 'universities']\n",
+        "[u'\\u6d59\\u6c5f', u'\\u9f99\\u76db\\u5b9a', u'\\u589e', u'\\u7533\\u8bf7', u'\\u83b7', u'\\u8bc1\\u76d1\\u4f1a', u'\\u5ba1\\u6838', u'\\u7f51\\u6613']\n",
+        "['barracuda', 'web']\n",
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+        "[u'\\xae', u'\\u5ba3\\u5e03', u'\\u7b7e\\u8ba2', u'\\u6536\\u8d2d', u'\\u534f\\u8bae', 'mavenir', 'systems', 'ulticom', 'inc']\n",
+        "[u'\\u8c37\\u6b4c', u'\\u5fae\\u8f6f', u'\\u53d1\\u5e03', u'\\u8865\\u4e01', u'\\u524d', u'\\u516c\\u5e03', u'\\u6f0f\\u6d1e', 'windows']\n",
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+        "['traditional', 'defences', 'stopping', 'breaches', 'claims', 'real', 'world', 'fireeye', 'study']\n",
+        "['title', 'href']\n",
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+        "[u'\\u8499\\u8349', u'\\u6297\\u65f1', u'\\u4e2d\\u6807', u'\\u4e4c\\u5170\\u6d69\\u7279', u'\\u4ebf', u'\\u5de5\\u7a0b']\n",
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+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5a01\\u80c1\\u76d1\\u63a7', u'\\u4e2d\\u5fc3']\n",
+        "[u'\\u4e16\\u754c', u'\\u7ecf\\u6d4e', u'\\u5f31\\u52bf', u'\\u590d\\u82cf', u'\\u4e2d\\u56fd', u'\\u7ecf\\u6d4e', u'\\u4f9d\\u65e7', u'\\u62a2\\u773c']\n",
+        "[u'\\u4e92\\u8054\\u7f51\\u5b89\\u5168', u'\\u77e5\\u8bc6']\n",
+        "[u'\\u5168\\u7403', u'\\u4f9b\\u5e94\\u94fe', u'\\u5171\\u4eab', u'\\u6570\\u636e', u'\\u5b89\\u5168', u'\\u7ba1\\u7406', u'\\u6311\\u6218', u'\\u8d8a\\u6765\\u8d8a', u'\\u767e\\u5206\\u767e', u'\\u9ed1', u'\\u9ed1\\u540e', u'\\u6b63\\u786e', u'\\u54cd\\u5e94', u'\\u5173\\u952e']\n",
+        "['million', 'android', 'devices', 'risk']\n",
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+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5b9c\\u901a', u'\\u4e16\\u7eaa', u'\\u7b2c\\u4e8c\\u5c4a', u'\\u8463\\u4e8b\\u4f1a', u'\\u7b2c\\u5341\\u4e94\\u6b21', u'\\u4f1a\\u8bae', u'\\u51b3\\u8bae', u'\\u516c\\u544a']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5a01\\u80c1\\u76d1\\u63a7', u'\\u4e2d\\u5fc3']\n",
+        "[u'\\u5b8f\\u5cf0', u'\\u592a\\u5e73\\u6d0b', u'\\u4eca\\u65e9', u'\\u505c\\u724c', u'\\u5f85\\u53d1', u'\\u5185\\u5e55\\u6d88\\u606f', u'\\u516c\\u5e03', 'hk']\n",
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+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u77e5\\u8bc6\\u5e93']\n",
+        "[u'\\u6570\\u636e', u'\\u6e05\\u9664', u'\\u4ea7\\u54c1', u'\\u6df7\\u4e71', u'\\u80cc\\u540e', u'\\u624b\\u673a', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u95ee\\u9898']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u8d85\\u77ed', u'\\u52a8\\u6f2b']\n",
+        "['dangerous', 'chemical', 'trucks', 'stopped']\n",
+        "[u'\\u4e92\\u8054\\u7f51\\u5b89\\u5168', u'\\u5c4f\\u4fdd']\n",
+        "[u'\\u5b89\\u5168', u'\\u884c\\u4e1a', u'\\u65e0\\u9650', u'\\u653e\\u5927', u'\\u4f01\\u56fe', u'\\u6050\\u5413', u'\\u7528\\u6237', 'apt']\n",
+        "['shanghai', 'sees', 'highest', 'wages']\n",
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+        "[u'\\u4e91', u'\\u5b89\\u5168\\u4e8b\\u6545', u'\\u539f\\u56e0']\n",
+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u516c\\u76ca', u'\\u77ed\\u7247', u'\\u5dee\\u65c5', u'\\u65e0\\u7ebf', u'\\u7f51\\u7edc\\u5b89\\u5168']\n",
+        "['citrix', 'drives', 'secure', 'mobility', 'xenmobile']\n",
+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u4e8b\\u4ef6']\n",
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+        "['obama', 'unveils', 'cyberthreat', 'info', 'sharing', 'plan']\n",
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+        "[u'\\u5b66\\u4e60', u'\\u56f0\\u60d1', 'cisa']\n",
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+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u671f\\u520a']\n",
+        "['uk', 'privacy', 'group', 'issues', 'warning', 'council', 'snooping']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u8bc4\\u6d4b']\n",
+        "[u'\\u9ed1\\u5ba2', u'\\u65e0\\u6cd5', u'\\u53d6\\u5f97', u'\\u6b63\\u9762', u'\\u6210\\u529f', u'\\u653b\\u51fb', u'\\u4e4b\\u540e', u'\\u5f80\\u5f80', u'\\u5229\\u7528', u'\\u76ee\\u6807', u'\\u76f8\\u5173\\u8054', u'\\u5546\\u4e1a', u'\\u73af\\u8282', u'\\u4f9b\\u5e94\\u94fe', u'\\u4fbf\\u662f', u'\\u6700\\u4f73', u'\\u5207\\u5165\\u70b9', u'\\u4e1a\\u52a1', u'\\u5206\\u5de5', u'\\u8d8a\\u6765\\u8d8a', u'\\u7ec6\\u5316', u'\\u4eca\\u5929', u'\\u6210\\u529f', u'\\u4f01\\u4e1a', u'\\u91cd\\u89c6', u'\\u4e0a\\u4e0b\\u6e38', u'\\u4f9b\\u5e94\\u94fe', u'\\u5382\\u5546', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u7ba1\\u7406', u'\\u52a0\\u5f3a', u'\\u5458\\u5de5', u'\\u5b89\\u5168', u'\\u57f9\\u8bad']\n",
+        "[u'\\u641c\\u72d7', u'\\u641c\\u7d22', u'\\u7248\\u672c', u'\\u53d1\\u5e03', u'\\u63a8', u'\\u4e2a\\u6027\\u5316', u'\\u9605\\u8bfb', 'app']\n",
+        "[u'\\u6d6a\\u6f6e', u'\\u4fe1\\u606f', u'\\u5e74', u'\\u975e', u'\\u516c\\u5f00', u'\\u53d1\\u884c\\u80a1\\u7968', u'\\u52df\\u96c6', u'\\u8d44\\u91d1', u'\\u4f7f\\u7528', u'\\u53ef\\u884c\\u6027', u'\\u5206\\u6790']\n",
+        "[u'\\u6570\\u636e\\u5b89\\u5168', 'flash']\n",
+        "[u'\\u4f01\\u4e1a', u'\\u5e94\\u8be5', u'\\u9ed1\\u5ba2\\u653b\\u51fb', u'\\u5229\\u76ca', u'\\u53d7\\u635f', u'\\u65f6', u'\\u53ca\\u65f6', u'\\u62a5\\u6848', u'\\u5bfb\\u6c42', u'\\u4e13\\u4e1a', u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u8c03\\u67e5\\u53d6\\u8bc1', u'\\u670d\\u52a1', u'\\u5171\\u540c', u'\\u6253\\u51fb', u'\\u5546\\u4e1a\\u95f4\\u8c0d', u'\\u4e0d\\u826f', u'\\u9ed1\\u5ba2', u'\\u884c\\u4e3a']\n",
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+        "[u'\\u7f51\\u7edc', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u4e8b\\u4ef6', u'\\u54cd\\u5e94', u'\\u534f\\u8c03\\u7ec4']\n",
+        "[u'\\u5174\\u4e1a', u'\\u8bc1\\u5238', u'\\u5927\\u8dcc', u'\\u9884\\u8b66', u'\\u5f0f', u'\\u5047\\u6454', u'\\u725b\\u5e02', u'\\u903b\\u8f91', u'\\u672a', u'\\u6539\\u53d8']\n",
+        "[u'\\u5170\\u5dde', u'\\u94f6\\u884c', u'\\u9053', u'\\u633a\\u8fdb', u'\\u4e92\\u8054\\u7f51', u'\\u91d1\\u878d', u'\\u65b0\\u6d6a']\n",
+        "[u'\\u7a0d\\u7a0d', u'\\u51e0\\u62db', u'\\u9632\\u8303', u'\\u9ed1\\u5ba2', u'\\u7cbe\\u795e\\u5206\\u88c2']\n",
+        "[u'\\u4e2a\\u80a1', u'\\u70b9\\u5c06', u'\\u822a\\u5929', u'\\u79d1\\u6280', u'\\u6210\\u53d1', u'\\u79d1\\u6280', u'\\u6d77\\u901a', u'\\u8bc1\\u5238', u'\\u73b0\\u4f4e', u'\\u5438', u'\\u673a\\u4f1a', u'\\u626c\\u5b50\\u665a\\u62a5', u'\\u7f51']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u57fa\\u7840', u'\\u8003\\u8bd5']\n",
+        "[u'\\u770b\\u5f85', u'\\u8001\\u9f20', u'\\u706d\\u95e8\\u6848', u'\\u5f15\\u53d1', u'\\u4e89\\u8bae']\n",
+        "[u'\\u5174\\u4e1a', u'\\u7533\\u8bf7', u'\\u64a4\\u9500', u'\\u9000\\u5e02', u'\\u98ce\\u9669', u'\\u8b66\\u793a', u'\\u660e', u'\\u505c\\u724c', 'st']\n",
+        "[u'\\u6d77\\u5ce1\\u4e24\\u5cb8', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5ba3\\u4f20\\u5468']\n",
+        "[u'\\u671f\\u4fdd', u'\\u76d1\\u63a7', u'\\u4e2d\\u5fc3', u'\\u7ec4\\u7ec7', u'\\u63a2\\u8ba8', u'\\u5546\\u54c1', u'\\u671f\\u8d27', u'\\u57fa\\u91d1', u'\\u53d1\\u5c55']\n",
+        "[u'\\u79fb\\u52a8', u'\\u91d1\\u878d\\u670d\\u52a1', u'\\u4e2d', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u95ee\\u9898', u'\\u5b9e\\u5f55']\n",
+        "['iphone', 'users', 'government', 'spies']\n",
+        "[]\n",
+        "[u'\\u5efa\\u6750\\u884c\\u4e1a', u'\\u5df2', u'\\u8fdb\\u884c', u'\\u4ea7\\u878d', u'\\u7ed3\\u5408', u'\\u521d\\u6b65', u'\\u63a2\\u7d22']\n",
+        "[u'\\u5b89\\u5168', u'\\u6559\\u80b2', u'\\u57f9\\u8bad', u'\\u65b9\\u6848']\n",
+        "[u'\\u4e2d\\u56fd\\u65b0\\u95fb\\u793e', u'\\u6cb3\\u5317', u'\\u5206\\u793e', u'\\u4e3b\\u529e', u'\\u4e2d\\u56fd', u'\\u65b0\\u95fb\\u7f51']\n",
+        "[u'\\u4f01\\u4e1a', u'\\u505a\\u5230', u'\\u4fe1\\u606f\\u5b89\\u5168']\n",
+        "[u'\\u91d1\\u878d\\u754c', u'\\u5b89\\u5168', u'\\u73b0\\u72b6', u'\\u4ee4\\u4eba\\u62c5\\u5fe7', u'\\u8c03\\u67e5', u'\\u79f0', u'\\u7eb3\\u65af\\u8fbe\\u514b', u'\\u5b89\\u5168\\u63aa\\u65bd', u'\\u677e\\u61c8', u'\\u53ca\\u65f6', u'\\u5b89\\u88c5', u'\\u66f4\\u65b0', u'\\u5bfc\\u81f4', u'\\u906d\\u53d7', u'\\u7f51\\u7edc\\u653b\\u51fb', u'\\u6240\\u6709', u'\\u884c\\u4e1a', u'\\u8ba1\\u7b97\\u673a', u'\\u5b89\\u5168', u'\\u4e00\\u4e2a', u'\\u4ee4\\u4eba', u'\\u6320\\u5934', u'\\u95ee\\u9898']\n",
+        "[u'\\u76c8\\u8b66\\u54cd', u'\\u53f7', u'\\u9ec4\\u6cb3', u'\\u5b9e\\u4e1a', u'\\u5546\\u8a89', u'\\u51cf\\u503c', u'\\u81f4', u'\\u4e8f\\u635f', u'\\u6269\\u5927', 'hk']\n",
+        "['multiple', 'shots', 'killed', 'suicidal', 'bloomington', 'man', 'police', 'encounter', 'last', 'week']\n",
+        "[u'\\u7ec4\\u7ec7', u'\\u906d\\u9047', u'\\u6700\\u7ec8\\u7528\\u6237', u'\\u65e0\\u77e5', u'\\u758f\\u5ffd', u'\\u5bfc\\u81f4', u'\\u5b89\\u5168\\u4e8b\\u6545', u'\\u5e94', u'\\u5b66\\u4e60', u'\\u5efa\\u7acb', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u57f9\\u8bad', u'\\u8ba1\\u5212', u'\\u516c\\u5f00', u'\\u8bfe\\u7a0b', u'\\u8be6\\u60c5']\n",
+        "[u'\\u95fd\\u4faf\\u53bf', u'\\u8ba1\\u7b97\\u673a', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5ba3\\u4f20', u'\\u534f\\u4f1a']\n",
+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u4ece\\u4e1a\\u4eba\\u5458', u'\\u9700', u'\\u4ed4\\u7ec6', u'\\u5b66\\u4e60', u'\\u4e2d\\u592e', u'\\u4f9d\\u6cd5\\u6cbb\\u56fd', u'\\u7cbe\\u795e']\n",
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+        "[u'\\u4e92\\u8054\\u7f51', u'\\u91d1\\u878d', u'\\u77e5\\u9053', u'\\u80ae\\u80c0', u'\\u4ea4\\u6613']\n",
+        "[u'\\u8bc4\\u8bba', u'\\u91d1\\u878d\\u5e02\\u573a', u'\\u9700\\u8981', u'\\u66f4\\u591a', u'\\u5fae\\u4f17', u'\\u94f6\\u884c', u'\\u5f0f', u'\\u9cb6\\u9c7c']\n",
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+        "[u'\\u5458\\u5de5', u'\\u5b89\\u5168\\u610f\\u8bc6', u'\\u4e0d\\u8db3', u'\\u542f\\u793a']\n",
+        "[u'\\u901a\\u9f0e', u'\\u5149\\u7535', u'\\u817e\\u90a6', u'\\u56fd\\u9645', u'\\u62df', u'\\u62ab\\u9732', u'\\u91cd\\u5927', u'\\u4e8b\\u9879', u'\\u65e5\\u8d77', u'\\u505c\\u724c']\n",
+        "[u'\\u82f1\\u7279\\u5c14', u'\\u53d1\\u5e03', 'bay', 'trail']\n",
+        "[u'\\u6d89\\u5bc6', u'\\u4eba\\u5458', u'\\u9700', u'\\u7279\\u522b', u'\\u5c0f\\u5fc3', u'\\u6210\\u4e3a', u'\\u9ed1\\u5ba2', u'\\u653b\\u51fb', u'\\u76ee\\u6807', u'\\u653b\\u51fb', u'\\u624b\\u6bb5', u'\\u5305\\u62ec', u'\\u4f2a\\u88c5\\u6210', u'\\u53d7\\u5bb3\\u8005', u'\\u8ba4\\u8bc6', u'\\u4eba', u'\\u7535\\u5b50\\u90ae\\u4ef6', u'\\u53d1\\u9001', u'\\u6076\\u610f\\u8f6f\\u4ef6']\n",
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+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u5ba3\\u4f20\\u65e5', u'\\u7f51\\u4e0a\\u4ea4\\u6613', u'\\u5b89\\u5168', u'\\u57f9\\u8bad', u'\\u89c6\\u9891']\n",
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+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u7cfb\\u7edf', u'\\u5efa\\u8bbe', u'\\u65b9\\u9762', u'\\u5927\\u578b', u'\\u4f01\\u4e1a', u'\\u771f', u'\\u8003\\u8651', u'\\u52a8\\u624b', u'\\u4e30\\u8863\\u8db3\\u98df', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5d4c\\u8fdb', u'\\u4e1a\\u52a1\\u6d41\\u7a0b', u'\\u7279\\u522b', u'\\u4e1a\\u52a1', u'\\u5e94\\u7528', u'\\u5b89\\u5168', u'\\u65b9\\u9762', u'\\u7b2c\\u4e09\\u65b9', u'\\u901a\\u7528', u'\\u4ea7\\u54c1', u'\\u603b\\u96be', u'\\u6bd4\\u91cf', u'\\u8eab', u'\\u5b9a\\u5236', u'\\u5408\\u9002']\n",
+        "[u'\\u5fae\\u4f17', u'\\u94f6\\u884c', u'\\u6628', u'\\u8bd5\\u8425\\u4e1a', u'\\u5237', u'\\u8138', u'\\u5f00\\u6237', u'\\u6682\\u65e0', u'\\u89e3']\n",
+        "[u'\\u884c\\u653f', u'\\u4eba\\u4e8b\\u90e8', u'\\u5de5\\u4f5c', u'\\u8ba1\\u5212', u'\\u8303\\u6587']\n",
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+        "[u'\\u91cd\\u89c6', u'\\u5b89\\u5168', u'\\u505c\\u7559', u'\\u53e3\\u5934', u'\\u8bbe\\u5b9a', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u6218\\u7565\\u76ee\\u6807', u'\\u5206\\u89e3', u'\\u76ee\\u6807', u'\\u8861\\u91cf', u'\\u76ee\\u6807', u'\\u5b9e\\u73b0', u'\\u60c5\\u51b5', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5904\\u4e8e', u'\\u6df7\\u6c8c', u'\\u4e4b\\u4e2d', u'\\u7ec4\\u7ec7', u'\\u91cd\\u89c6', u'\\u4e0d\\u5c51', u'\\u7ec4\\u7ec7', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5904\\u4e8e', u'\\u6df7\\u6c8c', u'\\u72b6\\u6001', u'\\u6839\\u672c\\u539f\\u56e0']\n",
+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u5728\\u7ebf', u'\\u6d4b\\u8bd5']\n",
+        "[u'\\u5e7f\\u535a', u'\\u80a1\\u4efd', u'\\u4e92\\u8054\\u7f51', u'\\u8425\\u9500', u'\\u7231\\u4e3d\\u7f51', u'\\u5e73\\u53f0', u'\\u5168\\u9762', u'\\u8f6c\\u578b', u'\\u4f20\\u5a92', u'\\u4ea7\\u4e1a', u'\\u817e\\u8baf']\n",
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+        "[u'\\u72ec\\u7acb', u'\\u9632\\u75c5\\u6bd2', u'\\u5382\\u5546', u'\\u672b\\u65e5\\u6765\\u4e34']\n",
+        "[u'\\u5feb\\u8baf', u'\\u5e7f\\u535a', u'\\u80a1\\u4efd', u'\\u6da8\\u505c', u'\\u62a5\\u4e8e', u'\\u5143']\n",
+        "[u'\\u79fb\\u52a8', u'\\u8ba1\\u7b97', u'\\u8bbe\\u5907', u'\\u8bbe\\u7f6e', u'\\u8bbf\\u95ee', u'\\u5bc6\\u7801', u'\\u786e\\u5b9a', u'\\u5b83\\u4f1a', u'\\u5929\\u5929', u'\\u8ddf\\u7740', u'\\u6b65\\u6b65', u'\\u4e0d\\u79bb']\n",
+        "[u'\\u82f9\\u679c', u'\\u6587\\u4ef6', u'\\u641c\\u7d22', u'\\u542b', u'\\u6cc4\\u6f0f', u'\\u7528\\u6237', u'\\u9690\\u79c1', u'\\u6f0f\\u6d1e', 'os', 'spotlight']\n",
+        "[u'\\u5343\\u8db3', u'\\u73cd\\u73e0', u'\\u9ad8\\u7ba1', u'\\u6301\\u80a1', u'\\u6570\\u636e', u'\\u4e00\\u89c8']\n",
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+        "[u'\\u60c5\\u62a5\\u6218', u'\\u5929\\u5929', u'\\u4e0a\\u6f14']\n",
+        "['facing', 'bankruptcy', 'radioshack', 'corporation', 'rsh', 'future', 'depends', 'branding']"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
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+        "[u'\\u2122', 'hall', 'installs', 'phased', 'upgrade', 'directip']\n",
+        "['sealworm', 'common', 'swedish', 'cod', 'fillets', 'study']\n",
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+        "[u'\\u5b81\\u590f', u'\\u79fb\\u52a8', u'\\u4e92\\u8054\\u7f51\\u5b89\\u5168', u'\\u8bba\\u575b', u'\\u94f6\\u5ddd', u'\\u53ec\\u5f00']\n",
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+        "[u'\\u82f9\\u679c', u'\\u641c\\u7d22', u'\\u542b', u'\\u9690\\u79c1', u'\\u6cc4\\u9732', u'\\u6f0f\\u6d1e', 'os', 'spotlight']\n",
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+        "[u'\\u4e0a\\u6d77\\u4ea4\\u5927', u'\\u957f\\u5174', u'\\u6167\\u8c37', u'\\u79d1\\u6280\\u56ed', u'\\u6210\\u7acb', u'\\u7ae0\\u6839\\u660e', u'\\u53c2\\u52a0', u'\\u7b7e\\u7ea6', u'\\u4eea\\u5f0f']\n",
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+        "[u'\\u9053\\u9ad8\\u4e00\\u5c3a', u'\\u9b54\\u9ad8\\u4e00\\u4e08', u'\\u52a0\\u5f3a', u'\\u6280\\u672f', u'\\u9632\\u8303', u'\\u673a\\u5236', u'\\u4e4b\\u5916', u'\\u9c7c\\u513f', u'\\u5b89\\u5168', u'\\u758f\\u5ffd\\u5927\\u610f', u'\\u6210\\u529f', u'\\u9493', u'\\u5173\\u952e', u'\\u539f\\u56e0', u'\\u4e0d\\u65ad\\u52a0\\u5f3a', u'\\u4eba\\u5458', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u57f9\\u8bad', u'\\u6700\\u4f73', u'\\u9632\\u8303\\u63aa\\u65bd']\n",
+        "[u'\\u7a33\\u5982\\u6cf0\\u5c71', u'\\u529e', u'\\u4f01\\u4e1a', u'\\u7cbe\\u8015\\u7ec6\\u4f5c', u'\\u505a', u'\\u5e02\\u573a']\n",
+        "['csrf', 'flaw', 'allowed', 'attackers', 'hijack', 'godaddy', 'domains']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u7ba1\\u7406\\u4eba\\u5458', u'\\u63a5\\u73ed', u'\\u5236\\u5ea6']\n",
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+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5a01\\u80c1\\u76d1\\u63a7', u'\\u4e2d\\u5fc3']\n",
+        "[u'\\u5b69\\u5b50', u'\\u60a3', u'\\u79cb\\u5b63', u'\\u8179\\u6cfb', u'\\u8bfa', u'\\u75c5\\u6bd2', u'\\u5173\\u952e', u'\\u8981\\u9632', u'\\u8131\\u6c34']\n",
+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u77ed\\u7247', u'\\u529e\\u516c\\u5ba4', u'\\u533a\\u57df\\u73af\\u5883', u'\\u5b89\\u5168\\u610f\\u8bc6']\n",
+        "[u'\\u6760\\u6746', u'\\u6de1\\u5316', u'\\u9898\\u6750', u'\\u5f00\\u82b1', u'\\u4e09\\u5927', u'\\u903b\\u8f91', u'\\u4e3b\\u5bfc', u'\\u540e', u'\\u6760\\u6746', u'\\u884c\\u60c5']\n",
+        "[u'\\u6587\\u4ea7', u'\\u5e76\\u8d2d', u'\\u89c4\\u6a21', u'\\u8d85', u'\\u5343\\u4ebf', u'\\u5f71\\u89c6', u'\\u4f20\\u5a92', u'\\u6210', u'\\u70ed\\u70b9', u'\\u9886\\u57df', u'\\u7ec4\\u56fe']\n",
+        "[u'\\u5b89\\u5168', u'\\u57f9\\u8bad', u'\\u4e1a', u'\\u9762\\u4e34', u'\\u8f6c\\u578b']\n",
+        "['bibby', 'financial', 'services', 'offers', 'new', 'fast', 'easy', 'funding', 'solution']\n",
+        "[u'\\u529e\\u516c\\u5ba4', u'\\u5b89\\u5168', u'\\u8981\\u70b9']\n",
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+        "[u'\\u4e2d\\u56fd', u'\\u795e\\u534e', u'\\u56fd\\u9645', u'\\u4fe1\\u7528', u'\\u8bc4\\u7ea7', u'\\u516c\\u544a']\n",
+        "[u'\\u843d\\u5b9e', u'\\u4f9d\\u6cd5\\u6cbb\\u56fd', u'\\u7cbe\\u795e', u'\\u9700\\u4ece', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u884c\\u4e1a']\n",
+        "['centrify', 'reports', 'banner', 'year', 'record', 'sales', 'large', 'customer', 'wins', 'high', 'profile', 'partnerships']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u77e5\\u8bc6\\u5e93']\n",
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+        "[u'\\u65e0\\u7ebf', u'\\u5b89\\u5168', u'\\u5fc3\\u5f97']\n",
+        "[u'\\u5f3a\\u5316', u'\\u8ba1\\u7b97\\u673a', u'\\u5b89\\u5168', u'\\u4fdd\\u5bc6', u'\\u7ba1\\u7406']\n",
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+        "['obama', 'cameron', 'arm', 'arm', 'cybersecurity']\n",
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+        "['playing', 'nsa', 'hardware', 'hackers', 'build', 'usb', 'cable', 'attack']\n",
+        "[u'\\u9547\\u6c5f\\u5e02', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u6587\\u5316', u'\\u534f\\u4f1a']\n",
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+        "['superstitions', 'knocking', 'wood', 'make', 'feel', 'better']\n",
+        "[u'\\u6d6a\\u6f6e', u'\\u4fe1\\u606f', u'\\u52df\\u8d44', u'\\u6574\\u5408', u'\\u96c6\\u56e2\\u519b', u'\\u5de5\\u8d44', u'\\u4ea7', u'\\u56fd\\u4ea7\\u5316', u'\\u6838\\u5fc3', u'\\u5730\\u4f4d', u'\\u5de9\\u56fa']\n",
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+        "[u'\\u4e2d\\u5f18', u'\\u80a1\\u4efd', u'\\u5e74', u'\\u516c\\u53f8\\u503a\\u5238', u'\\u7968\\u9762', u'\\u5229\\u7387', u'\\u540c\\u82b1\\u987a', u'\\u91d1\\u878d\\u7f51']\n",
+        "[u'\\u65b0\\u6d77', u'\\u80a1\\u4efd', u'\\u4e2d\\u671f', u'\\u9884', u'\\u589e\\u81f3', u'\\u9010\\u6e10', u'\\u8f6c\\u578b', u'\\u533b\\u7597\\u5668\\u68b0', u'\\u9886\\u57df', u'\\u641c\\u72d0']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u57f9\\u8bad', u'\\u8054\\u76df']\n",
+        "['china', 'sees', 'net', 'capital', 'outflow', 'first', 'time', 'changes', 'foreign', 'trade', 'development', 'structure']\n",
+        "[u'\\u514d\\u8d39', u'\\u6ce8\\u518c', u'\\u4fe1\\u606f\\u7cfb\\u7edf', u'\\u5b89\\u5168', u'\\u5e08', u'\\u5728\\u7ebf', u'\\u57f9\\u8bad', 'cissp']\n",
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+        "[u'\\u56de\\u5bb6', u'\\u56e2\\u805a', u'\\u627e', u'\\u5de5\\u4f5c', u'\\u4fe1\\u606f', u'\\u503c\\u5f97', u'\\u62e5\\u6709']\n",
+        "[u'\\u82cf\\u8bd5', u'\\u8bd5\\u9a8c', u'\\u8bda\\u4fe1', u'\\u521b\\u65b0', u'\\u52a9\\u529b', u'\\u4e2d\\u56fd', u'\\u5236\\u9020']\n",
+        "[u'\\u5f00\\u653e\\u6027', u'\\u5bfc\\u81f4', u'\\u5927\\u91cf', u'\\u6076\\u610f\\u8f6f\\u4ef6', u'\\u6ecb\\u751f', u'\\u5b9e\\u9645\\u4e0a', u'\\u8bf4\\u6cd5', u'\\u79d1\\u5b66', u'\\u7528\\u6237', u'\\u738b', u'\\u5927\\u91cf', u'\\u5b89\\u5168\\u610f\\u8bc6', u'\\u8584\\u5f31', u'\\u7528\\u6237', u'\\u5927\\u91cf', u'\\u6076\\u610f\\u8f6f\\u4ef6', u'\\u6ecb\\u751f', u'\\u5229\\u7528', u'\\u6839\\u672c\\u539f\\u56e0', 'android']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5de5\\u4f5c', u'\\u673a\\u5236', u'\\u9700', u'\\u7ba1\\u7406', u'\\u8d1f\\u8d23', u'\\u4f7f\\u7528', u'\\u8d1f\\u8d23', u'\\u8fd0\\u884c', u'\\u8d1f\\u8d23', u'\\u539f\\u5219', u'\\u5b9e\\u884c', u'\\u5f52\\u53e3', u'\\u7ba1\\u7406', u'\\u5206\\u7ea7', u'\\u8d1f\\u8d23']\n",
+        "[u'\\u5b89\\u5168\\u610f\\u8bc6', u'\\u57f9\\u8bad\\u4e2d\\u5fc3']\n",
+        "[u'\\u8d63\\u7ca4\\u9ad8\\u901f', u'\\u4ebf\\u5143', u'\\u8d2d\\u4e70', u'\\u519c\\u884c', u'\\u4fdd\\u672c', u'\\u7406\\u8d22\\u4ea7\\u54c1']\n",
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+        "[u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u521b\\u9020\\u8d22\\u5bcc']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u7cbe\\u795e']\n",
+        "[u'\\u5f3a\\u5316', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u81ea\\u68c0', u'\\u5021\\u5bfc', u'\\u5ec9\\u6d01\\u81ea\\u5f8b', u'\\u9632\\u63a7', u'\\u76d1\\u5b88\\u81ea\\u76d7']\n",
+        "['shanghai', 'posts', 'rise', 'trade']\n",
+        "[u'\\u8499\\u725b', u'\\u63a5\\u624b', u'\\u540e', u'\\u4e1a\\u7ee9', u'\\u5927\\u8dcc', u'\\u96c5\\u58eb\\u5229', u'\\u78e8\\u5408\\u671f', u'\\u9047\\u56f0']\n",
+        "[u'\\u6e05\\u6d01\\u536b\\u751f', u'\\u65e5\\u5e38', u'\\u7ba1\\u7406']\n",
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+        "['attackers', 'exploiting', 'zero', 'day', 'vulnerability', 'flash', 'player']\n",
+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u77e5\\u8bc6']\n",
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+        "['voip', 'guide', 'top', 'ways', 'internet', 'telephony', 'could', 'transform', 'business']\n",
+        "['appeals', 'court', 'says', 'provost', 'umphrey', 'attorney', 'breach', 'duty', 'qui', 'tam', 'suit']\n",
+        "[u'\\u6587\\u5316', u'\\u66b4\\u5bcc', u'\\u65f6\\u4ee3', u'\\u6765\\u4e34', u'\\u6587\\u5316\\u4ea7\\u4e1a', u'\\u6210', u'\\u8d44\\u672c', u'\\u5e02\\u573a', u'\\u5ba0\\u513f']\n",
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+        "['customers', 'chose', 'ansible', 'automation']\n",
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+        "['facebook', 'messenger', 'classically', 'bad', 'appsec']\n",
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+        "['distribution', 'market', 'advantage', 'chooses', 'itradenetwork', 'gdsn', 'master', 'data', 'integration', 'services', 'partner']\n",
+        "[u'\\u8fbd\\u4e2d\\u53bf', u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u63a8\\u5e7f', u'\\u534f\\u4f1a']\n",
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+        "['fit', 'con', 'utah', 'pump']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u4e13\\u5bb6', u'\\u7406\\u8bba', u'\\u6d3e']\n",
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+        "[u'\\u4e60\\u8fd1\\u5e73', u'\\u8d5e', u'\\u70c8\\u58eb', u'\\u738b\\u5efa\\u5ddd', u'\\u7956\\u56fd', u'\\u4e0d\\u60dc', u'\\u8840\\u67d3', u'\\u6218\\u65d7', u'\\u56fe']\n",
+        "[u'\\u641c\\u4e8e', u'\\u7279', u'\\u54c1\\u724c', u'\\u5168', u'\\u6e20\\u9053', u'\\u5e03\\u5c40', u'\\u65e5\\u8d8b\\u5b8c\\u5584', u'\\u5f3a\\u70c8\\u63a8\\u8350', u'\\u8bc4\\u7ea7']\n",
+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u610f\\u8bc6']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u4f01\\u4e1a', u'\\u793e\\u4f1a', u'\\u8d23\\u4efb', u'\\u62a5\\u544a', u'\\u6570\\u91cf', u'\\u5927\\u5e45', u'\\u589e\\u957f']\n",
+        "[u'\\u7ec4\\u7ec7', u'\\u670d\\u52a1', u'\\u901a\\u5e38', u'\\u4e13\\u95e8', u'\\u901a\\u9053', u'\\u6743\\u9650', u'\\u7ba1\\u7406', u'\\u65b9\\u9762', u'\\u9ad8\\u7ba1', u'\\u79bb\\u804c', u'\\u63a7\\u5236\\u63aa\\u65bd', u'\\u662f\\u4e0d\\u662f', u'\\u7279\\u522b', u'\\u7167\\u987e', u'\\u4e00\\u4e0b', 'vip', 'vip']\n",
+        "[u'\\u82f1\\u88d8', u'\\u63a7\\u80a1', u'\\u56de\\u8d2d', u'\\u4e07\\u80a1', u'\\u8017\\u8d44', u'\\u4e07', u'\\u6e2f\\u5e01']\n",
+        "['adobe', 'fixes', 'one', 'two', 'zero', 'day', 'flaw', 'flash', 'player']\n",
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+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u516c\\u76ca', u'\\u77ed\\u7247', u'\\u7535\\u8bdd', u'\\u6b20\\u8d39', u'\\u6d89\\u5acc', u'\\u6d17\\u94b1', u'\\u9a97\\u5c40']\n",
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+        "['obama', 'meet', 'bound', 'netanyahu']\n",
+        "[u'\\u6c5f\\u82cf', u'\\u53e5\\u5bb9\\u5e02', u'\\u7cae\\u50a8', u'\\u4e2d\\u5fc3', u'\\u4e3e\\u63aa', u'\\u505a\\u597d', u'\\u7cae\\u98df\\u5b89\\u5168', u'\\u7ba1\\u7406\\u5de5\\u4f5c']\n",
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+        "['disney', 'deaths', 'two', 'visitors', 'died', 'going', 'disney', 'attractions', 'florida', 'last', 'quarter', 'report']\n",
+        "[u'\\u798f\\u5efa\\u7701', u'\\u5efa\\u7b51', u'\\u5e02\\u573a', u'\\u7efc\\u5408', u'\\u76d1\\u7ba1', u'\\u4fe1\\u606f', u'\\u5e73\\u53f0', u'\\u6b63\\u5f0f', u'\\u542f\\u7528', u'\\u4e2d\\u56fd', u'\\u798f\\u5efa']\n",
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+        "['espns', 'gerry', 'hamilton', 'tweets', 'pornhub', 'link', 'video', 'reportedly', 'featured', 'krystal', 'boyd']\n",
+        "[u'\\u592a\\u5e73\\u6d0b', u'\\u5efa\\u8bbe', u'\\u8fde\\u544a', u'\\u516d\\u5730', u'\\u653f\\u5e9c', u'\\u8ba8', u'\\u5de5\\u7a0b\\u6b3e']\n",
+        "[u'\\u4eca\\u65f6', u'\\u8d22\\u7ecf', u'\\u91d1\\u8776', u'\\u56fd\\u9645', u'\\u4f5b\\u5c71\\u5e02', u'\\u4e2d\\u533b\\u9662', u'\\u643a\\u624b', u'\\u91d1\\u8776', u'\\u533b\\u7597', u'\\u5171\\u521b', u'\\u5168\\u56fd', u'\\u9996\\u5bb6']\n",
+        "[u'\\u5b89\\u5168', u'\\u53ef\\u63a7', u'\\u9700', u'\\u56fd\\u4ea7\\u5316', u'\\u8bf4\\u6cd5', u'\\u5e94\\u8be5', u'\\u629b\\u5f03']\n",
+        "[u'\\u91d1\\u8776', u'\\u56fd\\u9645', u'\\u8bd5\\u6c34', u'\\u533b\\u7597', u'\\u9886\\u57df', u'\\u52a0\\u901f', u'\\u7ed3\\u6784\\u6027', u'\\u4e1a\\u52a1', u'\\u8c03\\u6574']\n",
+        "['premier', 'li', 'stresses', 'steady', 'economic', 'growth', 'davos']\n",
+        "[u'\\u9ad8\\u6821', u'\\u5f00\\u8bbe', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u4e13\\u4e1a', u'\\u603b\\u4f53', u'\\u76ee\\u524d', u'\\u8ba1\\u7b97\\u673a\\u6559\\u80b2', u'\\u57f9\\u8bad', u'\\u6d89\\u53ca', u'\\u8ba1\\u7b97\\u673a', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u6559\\u80b2', u'\\u9020\\u6210', u'\\u4eba\\u4eec', u'\\u8ba1\\u7b97\\u673a\\u4fe1\\u606f', u'\\u5b89\\u5168\\u610f\\u8bc6', u'\\u4e0d\\u5f3a', u'\\u4e00\\u4e2a', u'\\u91cd\\u8981', u'\\u56e0\\u7d20']\n",
+        "[u'\\u73e0\\u6c5f', u'\\u5b9e\\u4e1a', u'\\u80a1\\u7968\\u884c\\u60c5', u'\\u8d70\\u52bf', u'\\u5206\\u6790', u'\\u6295\\u8d44', u'\\u5efa\\u8bae']\n",
+        "[u'\\u9648', u'\\u5341\\u4e00', u'\\u8c08\\u5357', u'\\u79d1\\u5927', u'\\u627f\\u8f7d', u'\\u5168\\u6c11', u'\\u6559\\u6539', u'\\u671f\\u5f85']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u641e']\n",
+        "[u'\\u8fdc\\u4e1c', u'\\u8d44\\u4ea7\\u91cd\\u7ec4', u'\\u8f6c\\u578b', u'\\u4e92\\u8054\\u7f51', u'\\u6587\\u5316', u'\\u521b\\u610f', u'\\u516c\\u53f8', 'st']\n",
+        "[u'\\u516c\\u53f8', u'\\u5927\\u6d0b', u'\\u7535\\u673a', u'\\u65b0\\u80fd\\u6e90', u'\\u8f66', u'\\u52a8\\u529b\\u7cfb\\u7edf', u'\\u9500\\u552e', u'\\u7406\\u60f3', u'\\u4e2d\\u592e', u'\\u90e8\\u59d4', u'\\u4e0b\\u5c5e', u'\\u591a\\u5bb6', u'\\u56fd\\u4f01', u'\\u7f51\\u7ad9', u'\\u53d7\\u5230', u'\\u62d2\\u7edd\\u670d\\u52a1', u'\\u653b\\u51fb', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u6210\\u4e3a', u'\\u90e8\\u95e8', u'\\u4e00\\u4e2a', u'\\u4e25\\u8083', u'\\u8bfe\\u9898']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5a01\\u80c1\\u76d1\\u63a7', u'\\u4e2d\\u5fc3']\n",
+        "[u'\\u4e2d\\u56fd\\u7535\\u4fe1', u'\\u8d35\\u5dde', u'\\u516c\\u53f8', u'\\u603b\\u7ecf\\u7406', u'\\u4e0a\\u5b98', u'\\u4e9a\\u975e', u'\\u52a0\\u5bc6', u'\\u8d23\\u4efb', u'\\u65b0\\u534e\\u7f51', u'\\u8d35\\u5dde', u'\\u9891\\u9053']\n",
+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u5ba3\\u4f20', u'\\u516c\\u76ca', u'\\u6559\\u80b2', u'\\u52a8\\u753b', u'\\u4fdd\\u969c', u'\\u5de5\\u4f5c', u'\\u573a\\u6240', u'\\u5b89\\u5168']\n",
+        "[u'\\u8bb0', u'\\u73af\\u7403', u'\\u7535\\u8baf', u'\\u6570\\u636e\\u4e2d\\u5fc3', u'\\u9881\\u53d1', u'\\u8ba4\\u8bc1', u'\\u8bc1\\u4e66', 'sgs', 'iso']\n",
+        "[u'\\u65b0\\u578b', u'\\u5b89\\u5168', u'\\u5a01\\u80c1', u'\\u5c06\\u6765', u'\\u88ad', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5e94\\u5bf9']\n",
+        "[u'\\u8bda\\u9080', u'\\u53c2\\u52a0', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u57f9\\u8bad', u'\\u8bfe\\u7a0b', u'\\u7b80\\u5355', u'\\u4e86\\u89e3', u'\\u516c\\u53f8', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u65b9\\u9488\\u653f\\u7b56', u'\\u6807\\u51c6', u'\\u6d41\\u7a0b']\n",
+        "['state', 'union', 'address', 'disappoints', 'security', 'experts']\n",
+        "[u'\\u6c40\\u68e0', u'\\u516c\\u5171', u'\\u670d\\u52a1\\u4e2d\\u5fc3', u'\\u5f00\\u5c55', u'\\u6d88\\u9632\\u5b89\\u5168', u'\\u77e5\\u8bc6', u'\\u57f9\\u8bad', u'\\u4e2d\\u56fd', u'\\u7ecf\\u6d4e\\u7f51']\n",
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+        "[u'\\u4eca\\u65f6', u'\\u8d22\\u7ecf', u'\\u4e2d\\u56fd\\u6c11\\u822a', u'\\u4fe1\\u606f\\u7f51\\u7edc', u'\\u516c\\u5e03', u'\\u5e74', u'\\u4e2d\\u671f', u'\\u4e1a\\u7ee9']\n",
+        "[u'\\u56fd\\u6295', u'\\u65b0\\u96c6', u'\\u53bb\\u5e74', u'\\u4e8f\\u8fd1', u'\\u4ebf\\u5143', u'\\u65b0\\u6c11', u'\\u7f51']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u6f2b\\u753b']\n",
+        "[u'\\u8bbf\\u5e02', u'\\u5de5\\u4e1a', u'\\u4fe1\\u606f\\u5316', u'\\u59d4\\u5458\\u4f1a', u'\\u4e3b\\u4efb', u'\\u6253\\u9020', u'\\u5b89\\u9633', u'\\u7ecf\\u6d4e', u'\\u5347\\u7ea7\\u7248', u'\\u63d0\\u4f9b', u'\\u57fa\\u7840', u'\\u652f\\u6491']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u4e60\\u60ef']\n",
+        "[u'\\u62e5\\u6709', u'\\u7814\\u7a76\\u751f', u'\\u5b66\\u5386', u'\\u7f51\\u7ad9', u'\\u7ba1\\u7406\\u4eba\\u5458', u'\\u5374', u'\\u9ed1\\u5ba2', u'\\u653b\\u9632', u'\\u65b9\\u9762', u'\\u6597\\u4e0d\\u8fc7', u'\\u521d\\u4e2d\\u751f', u'\\u5173\\u952e', u'\\u7cfb\\u7edf', u'\\u4eba\\u5458', u'\\u6709\\u673a', u'\\u7ed3\\u5408', u'\\u7f3a\\u4e4f', u'\\u7075\\u6d3b', u'\\u6709\\u6548', u'\\u5b89\\u5168', u'\\u9632\\u8303', u'\\u6d41\\u7a0b', u'\\u8fd0\\u4f5c', u'\\u673a\\u5236']\n",
+        "['nye', 'owner', 'developer', 'plan', 'save', 'oldest', 'portions', 'restaurant']\n",
+        "[u'\\u672a\\u6765', u'\\u652f\\u70b9', u'\\u4f01\\u4e1a', u'\\u5927\\u5b66', u'\\u89e3', u'\\u4f01\\u4e1a', u'\\u4e4b\\u5fe7\\u52a9', u'\\u5927\\u5b66\\u751f', u'\\u5c31\\u4e1a', u'\\u56fe']\n",
+        "[u'\\u5bf9\\u8bdd', u'\\u672a\\u6765', u'\\u957f\\u57ce\\u7535\\u8111', u'\\u54c1\\u724c', u'\\u6807\\u8bc6', u'\\u8bbe\\u8ba1', u'\\u5f81\\u96c6', u'\\u542f\\u52a8', u'\\u56fe']\n",
+        "[u'\\u6700\\u65b0', u'\\u7814\\u7a76', u'\\u8c03\\u67e5', u'\\u663e\\u793a', u'\\u5185\\u90e8', u'\\u6cc4\\u5bc6', u'\\u6210\\u4e3a', u'\\u4f01\\u4e1a', u'\\u6570\\u636e', u'\\u5916\\u6cc4', u'\\u5934\\u53f7', u'\\u539f\\u56e0', u'\\u6765\\u81ea', u'\\u4f01\\u4e1a', u'\\u5185\\u90e8', u'\\u4eba\\u58eb', u'\\u5bb6\\u8d3c\\u96be\\u9632']\n",
+        "[u'\\u6280\\u672f', u'\\u53d8\\u5f97', u'\\u79fb\\u52a8', u'\\u5316', u'\\u5e94\\u7528', u'\\u5e7f\\u6cdb', u'\\u9884\\u8ba1', u'\\u7f51\\u7edc\\u653b\\u51fb', u'\\u6570\\u91cf', u'\\u4e0d\\u65ad', u'\\u6500\\u5347']\n",
+        "[u'\\u767d\\u5e3d', u'\\u9ed1\\u5ba2', u'\\u57f9\\u8bad\\u73ed']\n",
+        "[u'\\u5927\\u540c', u'\\u5317\\u8f66', u'\\u91cd\\u5de5', u'\\u83b7', u'\\u8d77\\u91cd\\u673a\\u68b0', u'\\u7279\\u79cd\\u8bbe\\u5907', u'\\u5236\\u9020', u'\\u8d44\\u8d28']\n",
+        "[u'\\u5927\\u540c', u'\\u5317\\u65b9', u'\\u673a\\u68b0', u'\\u96c6\\u56e2', u'\\u5185\\u5916', u'\\u7ed3\\u5408', u'\\u597d', u'\\u53d1\\u5c55', u'\\u7ec4\\u5408\\u62f3']\n",
+        "[u'\\u7535\\u5b50\\u5546\\u52a1', u'\\u5b89\\u5168', u'\\u7814\\u7a76', u'\\u62a5\\u544a']\n",
+        "[u'\\u534e\\u5bcc', u'\\u56fd\\u9645', u'\\u7b2c\\u65b9', u'\\u63a2\\u8ba8', u'\\u4e1a\\u52a1', u'\\u5408\\u4f5c']\n",
+        "[u'\\u513f\\u7ae5', u'\\u79fb\\u52a8', u'\\u8bbe\\u5907', u'\\u4f7f\\u7528', u'\\u5b89\\u5168']\n",
+        "['microsofts', 'online', 'store', 'runs', 'surface', 'tablets', 'windows', 'rt']\n",
+        "[u'\\u7f8e\\u4e9a', u'\\u5149\\u7535', u'\\u65b0', u'\\u7ecf\\u6d4e', u'\\u4e0b', u'\\u65b0', u'\\u6977\\u6a21', u'\\u4e2d\\u8bc1\\u7f51']\n",
+        "[u'\\u51fa\\u72f1', u'\\u540e', u'\\u60f3', u'\\u4e00\\u540d', u'\\u7ea2\\u5ba2', u'\\u5c81', u'\\u9ed1\\u5ba2', u'\\u7a83\\u53d6', u'\\u4fe1\\u606f', u'\\u5c11\\u5e74']\n",
+        "[u'\\u5b9d\\u5b9d', u'\\u5468\\u540e', u'\\u98de\\u884c', u'\\u6625\\u8282', u'\\u56de\\u5bb6', u'\\u5e26\\u5a03', u'\\u7ecf\\u9a8c', u'\\u5206\\u4eab']\n",
+        "[u'\\u4e13\\u5229', u'\\u4fdd\\u62a4', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u6545\\u4e8b', u'\\u6848\\u4f8b']\n",
+        "[u'\\u65e5\\u672c', u'\\u7814\\u7a76', u'\\u4eba\\u5458', u'\\u5236\\u4f5c', u'\\u673a\\u68b0', u'\\u6606\\u866b', u'\\u5229\\u7528', u'\\u87d1\\u8782', u'\\u4f53\\u6db2', u'\\u53d1\\u7535']\n",
+        "['five', 'try', 'limit', 'app', 'obsessions', 'qualitytime', 'start', 'one', 'dragon', 'quest']\n",
+        "[u'\\u7f8e\\u4e9a', u'\\u5149\\u7535', u'\\u52a0\\u5f3a', u'\\u5e02\\u503c', u'\\u7ba1\\u7406', u'\\u516c\\u53f8', u'\\u533b\\u7597', u'\\u5e03\\u5c40', u'\\u5f15', u'\\u5173\\u6ce8']\n",
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+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u8868\\u8fbe']\n",
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+        "['title', 'href']\n",
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+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u7535\\u5b50', u'\\u671f\\u520a']\n",
+        "[u'\\u767e\\u5927', u'\\u8d2d\\u7269\\u4e2d\\u5fc3', u'\\u5e97\\u5e86', u'\\u5171\\u5ea6', u'\\u975e\\u540c\\u51e1\\u54cd', u'\\u5468\\u5e74', 'cbd']\n",
+        "[u'\\u4e92\\u52a8', u'\\u65af', u'\\u7c73\\u514b', u'\\u7ecf\\u9500\\u5546', u'\\u5f00\\u53d1', u'\\u62d3\\u5c55', u'\\u4e2d', u'\\u89c4\\u6a21', u'\\u548c\\u8baf\\u7f51']\n",
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+        "['state', 'union', 'address', 'disappoints', 'security', 'experts']\n",
+        "[u'\\u5409\\u6069', u'\\u954d\\u4e1a', u'\\u878d\\u8d44', u'\\u878d\\u5238', u'\\u4fe1\\u606f', u'\\u4e1c\\u65b9', u'\\u8d22\\u5bcc\\u7f51']\n",
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+        "[u'\\u8d1d\\u8d1d\\u7f51', u'\\u5b8c\\u6210', u'\\u4ebf\\u7f8e\\u5143', u'\\u8f6e', u'\\u878d\\u8d44']\n",
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+        "[u'\\u5b89\\u5168', u'\\u6559\\u80b2', u'\\u57f9\\u8bad', u'\\u65b9\\u6848']\n",
+        "[u'\\u62a5\\u559c\\u9e1f', u'\\u878d\\u8d44', u'\\u878d\\u5238', u'\\u4fe1\\u606f', u'\\u4e1c\\u65b9', u'\\u8d22\\u5bcc\\u7f51']\n",
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+        "[u'\\u4e92\\u8054\\u7f51\\u5b89\\u5168', u'\\u77e5\\u8bc6']\n",
+        "['backup', 'future']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6\\u5f62\\u6001', u'\\u5236\\u8111\\u6743', u'\\u4e89\\u593a']\n",
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+        "[u'\\u4fdd\\u969c', u'\\u5b89\\u5168', u'\\u53ef\\u63a7', u'\\u4f9d\\u8d56', u'\\u56fd\\u4ea7\\u5316']\n",
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+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u516c\\u5f00\\u8bfe', u'\\u63d0\\u5347', u'\\u56fd\\u6c11', u'\\u7f51\\u7edc', u'\\u7d20\\u517b']\n",
+        "['htc', 'teaming', 'armour', 'build', 'fitness', 'tracker', 'report', 'says']\n",
+        "[u'\\u53f0\\u5dde\\u5e02', u'\\u4f01\\u4e1a', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u6559\\u80b2', u'\\u534f\\u4f1a']\n",
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+        "[u'\\u7f51\\u7edc', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5b9e\\u9a8c\\u5ba4']\n",
+        "[u'\\u5f69\\u5a31', u'\\u96c6\\u56e2', u'\\u53d1\\u76c8\\u8b66', u'\\u6599', u'\\u9996\\u4e2a', u'\\u4e8f\\u635f', u'\\u51cf\\u5c11']\n",
+        "[u'\\u6c5f\\u6dee', u'\\u6c7d\\u8f66', u'\\u878d\\u8d44', u'\\u878d\\u5238', u'\\u4fe1\\u606f', u'\\u4e1c\\u65b9', u'\\u8d22\\u5bcc\\u7f51']\n",
+        "[u'\\u8fdb\\u884c', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u57f9\\u8bad', u'\\u8bfe\\u7a0b', u'\\u5b66\\u4e60', u'\\u80fd\\u591f', u'\\u8bbe\\u5b9a', u'\\u516c\\u53f8', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u57f9\\u8bad', u'\\u76ee\\u6807', u'\\u8be6\\u60c5']\n",
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+        "[u'\\u8f7b\\u677e', u'\\u5b9e\\u73b0', u'\\u5b89\\u5168\\u610f\\u8bc6']\n",
+        "['key', 'challenges', 'facing', 'industrial', 'internet', 'things']\n",
+        "[u'\\u65b0\\u660c', u'\\u7ba1\\u7406', u'\\u96c6\\u56e2', u'\\u505c\\u724c', u'\\u516c\\u544a', u'\\u5185\\u5e55\\u6d88\\u606f']\n",
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+        "[u'\\u79fb\\u52a8', u'\\u91d1\\u878d\\u670d\\u52a1', u'\\u4e2d', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u95ee\\u9898', u'\\u5b9e\\u5f55']\n",
+        "[u'\\xfa', 'canc', 'foros', 'app', 'de', 'viajes', 'cancunense', 'alcanza', 'las', 'mil', 'descargas', 'en', 'meses']\n",
+        "[u'\\u8fbd\\u5b81\\u7701', u'\\u5e74', u'\\u5b9e\\u73b0', u'\\u793e\\u533a', u'\\u4e66\\u5c4b', u'\\u5168', u'\\u8986\\u76d6']\n",
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+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u6d77\\u62a5']\n",
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+        "['tele', 'ab', 'fourth', 'quarter', 'result', 'presentation']\n",
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+        "[]\n",
+        "[u'\\u652f\\u6301', u'\\u5168', u'\\u7f51\\u901a', u'\\u4e0d\\u542b', u'\\u9b45\\u84dd', u'\\u7535\\u4fe1', u'\\u5e2e', u'\\u63a8\\u51fa', u'\\u56fe', 'note']\n",
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+        "[u'\\u4fdd\\u5c71\\u5e02', u'\\u7f51\\u7edc', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5ba3\\u4f20', u'\\u534f\\u8c03', u'\\u5c0f\\u7ec4']\n",
+        "[u'\\u4e1c\\u9e9f', u'\\u519c\\u4e1a', u'\\u7696\\u5357', u'\\u9ed1\\u732a', u'\\u6295\\u8d44', u'\\u544a\\u5439']\n",
+        "[u'\\u5207\\u6362', u'\\u7279\\u522b', u'\\u6ce8\\u91cd', u'\\u5458\\u5de5', u'\\u5b89\\u5168\\u610f\\u8bc6', u'\\u5efa\\u8bbe', 'ipv']\n",
+        "[u'\\u817e\\u65b0', u'\\u98df\\u54c1', u'\\u516c\\u5e03', u'\\u7f51\\u4e0a', u'\\u7533\\u8d2d', u'\\u4e2d\\u7b7e\\u53f7', u'\\u5171\\u8ba1', u'\\u4e07\\u4e2a']\n",
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+        "['internet', 'abused', 'things']\n",
+        "[u'\\u5eb7\\u8fbe', u'\\u65b0\\u6750', u'\\u4e0a\\u5e02', u'\\u4e1a\\u7ee9', u'\\u9020\\u5047']\n",
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+        "['regin', 'espionage', 'malware', 'closer', 'look']\n",
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+        "['big', 'data', 'technologies', 'deliver', 'superior', 'performance', 'analytical']\n",
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+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u6559\\u80b2', u'\\u8054\\u76df']\n",
+        "[u'\\u5c31\\u4e1a', u'\\u4fe1\\u606f', u'\\u548c\\u8baf\\u7f51']\n",
+        "[u'\\u4e92\\u8054\\u7f51', u'\\u91d1\\u878d', u'\\u884c\\u4e1a', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6']\n",
+        "['tivo', 'selects', 'ness', 'software', 'engineering', 'services', 'ses', 'help', 'build', 'tivo', 'european', 'development', 'centre']\n",
+        "[u'\\u65e0\\u9521\\u5e02', u'\\u7f51\\u7edc', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5ba3\\u4f20', u'\\u534f\\u8c03', u'\\u5c0f\\u7ec4']\n",
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+        "['new', 'paper', 'shows', 'conservatorship', 'fannie', 'mae', 'freddie', 'mac', 'comply', 'law']\n",
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+        "['acquire', 'nextel', 'mexico', 'assets', 'billion']\n",
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+        "[]\n",
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+        "[u'\\u5206\\u949f', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u52a8\\u753b\\u6559\\u7a0b', u'\\u5305\\u62ec', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u6ce8\\u610f\\u4e8b\\u9879', u'\\u5341\\u5b57', u'\\u5b89\\u5168', u'\\u6b4c\\u8c23', u'\\u767d\\u677f', u'\\u52a8\\u6f2b', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u77e5\\u8bc6', u'\\u53d8\\u5f97', u'\\u8da3\\u5473']\n",
+        "[u'\\u4fe1', u'\\u7f6e\\u4e1a', u'\\u56de\\u8d2d', u'\\u4e07\\u80a1', u'\\u8017\\u8d44', u'\\u4e07', u'\\u6e2f\\u5e01']\n",
+        "[u'\\u9e64\\u5c97\\u5e02', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u6587\\u5316', u'\\u534f\\u4f1a']\n",
+        "[u'\\u5efa\\u7acb', u'\\u5b89\\u5168', u'\\u77e9\\u9635', u'\\u53ef\\u4ee4', u'\\u90e8\\u95e8', u'\\u5404\\u5c3d\\u5176\\u8d23']\n",
+        "[u'\\u5e74', u'\\u6d59\\u6c5f', u'\\u676d\\u5dde', u'\\u957f\\u5b89', u'\\u6c11\\u751f', u'\\u7269\\u6d41', u'\\u6709\\u9650\\u516c\\u53f8', u'\\u6821\\u56ed', u'\\u62db\\u8058', u'\\u7b80\\u7ae0']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u77e5\\u8bc6', u'\\u8003\\u5377']\n",
+        "[u'\\u5e7f\\u4e1c', u'\\u706b\\u8f66\\u7ad9', u'\\u4e24\\u5ea6', u'\\u6301\\u5200', u'\\u523a', u'\\u6b7b', u'\\u5973\\u53cb', u'\\u7537\\u5b50', u'\\u6267\\u884c', u'\\u6b7b\\u5211']\n",
+        "[u'\\u6e29\\u5dde', u'\\u6c11\\u5546', u'\\u94f6\\u884c', u'\\u7b79\\u5efa', u'\\u5de5\\u4f5c', u'\\u51b2\\u523a']\n",
+        "[u'\\u8def\\u7531\\u5668', u'\\u536b\\u58eb', u'\\u7248', u'\\u9996\\u63a8', u'\\u513f\\u7ae5', u'\\u4e0a\\u7f51', u'\\u4fdd\\u62a4', u'\\u529f\\u80fd']\n",
+        "[u'\\u4eba\\u5458', u'\\u5b89\\u5168\\u610f\\u8bc6', u'\\u8003\\u8bc4']\n",
+        "[u'\\u4f01\\u4e1a', u'\\u5b89\\u5168', u'\\u5ba3\\u4f20', u'\\u5c0f', u'\\u77ed\\u7247']\n",
+        "[u'\\u5929\\u6cfd', u'\\u4fe1\\u606f', u'\\u9884\\u8ba1', u'\\u53bb\\u5e74', u'\\u51c0\\u5229', u'\\u540c\\u6bd4', u'\\u589e']\n",
+        "[u'\\u4eba\\u624b', u'\\u4e07\\u5e74\\u524d', u'\\u5c55\\u9732', u'\\u96cf\\u5f62']\n",
+        "[u'\\u6d77\\u5929', u'\\u76db\\u7b75', u'\\u8d1f\\u8d23\\u4eba', u'\\u5916\\u56f4', u'\\u5973', u'\\u771f\\u7684', u'\\u53ea', u'\\u5916\\u56f4', u'\\u6d77\\u5916', u'\\u7f51']\n",
+        "[u'\\u5b89\\u5168', u'\\u53ef\\u63a7', u'\\u9700', u'\\u56fd\\u4ea7\\u5316', u'\\u8bf4\\u6cd5', u'\\u5e94\\u8be5', u'\\u629b\\u5f03']\n",
+        "[u'\\u5929\\u6d25\\u5e02', u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u63a8\\u5e7f', u'\\u534f\\u4f1a']\n",
+        "[u'\\u82f9\\u679c', u'\\u5356', u'\\u73b0\\u91d1\\u6d41', u'\\u8d85', u'\\u4e2d\\u56fd', 'iphone', 'gdp']\n",
+        "[u'\\u516c\\u53f8', u'\\u5e94\\u8be5', u'\\u8bbe\\u7acb', u'\\u72ec\\u7acb', u'\\u4fe1\\u606f\\u6280\\u672f', u'\\u90e8\\u95e8', u'\\u4fe1\\u606f', u'\\u79d1\\u6280', u'\\u98ce\\u9669', u'\\u5ba1\\u8ba1', u'\\u5c97\\u4f4d', u'\\u8d1f\\u8d23', u'\\u4fe1\\u606f', u'\\u79d1\\u6280', u'\\u5ba1\\u8ba1', u'\\u5236\\u5ea6', u'\\u5236\\u8ba2', u'\\u4fe1\\u606f\\u7cfb\\u7edf', u'\\u98ce\\u9669', u'\\u8bc4\\u4f30', u'\\u5ba1\\u8ba1']\n",
+        "[u'\\u5c71\\u9e70', u'\\u7eb8\\u4e1a', u'\\u5927\\u5b97', u'\\u4ea4\\u6613', u'\\u6570\\u636e', u'\\u4e00\\u89c8']\n",
+        "['wild', 'ways', 'people', 'remember', 'passwords']\n",
+        "[u'\\u5dee\\u65c5', u'\\u9152\\u5e97', u'\\u5b89\\u5168']\n",
+        "[u'\\u6bd4\\u4e9a\\u8fea', u'\\u80a1\\u4efd', u'\\u6709\\u9650\\u516c\\u53f8', u'\\u5e74', u'\\u7b2c\\u4e8c\\u6b21', u'\\u4e34\\u65f6', u'\\u80a1\\u4e1c', u'\\u5927\\u4f1a\\u51b3\\u8bae', u'\\u516c\\u544a']\n",
+        "[u'\\u79fb\\u52a8', u'\\u8ba1\\u7b97', u'\\u5b89\\u5168', u'\\u601d\\u7ef4', u'\\u767e\\u5206\\u767e', u'\\u5b89\\u5168', u'\\u5b89\\u5168\\u4e8b\\u6545', u'\\u767e\\u5206\\u767e', u'\\u907f\\u514d', u'\\u4e8b\\u6545', u'\\u4e4b\\u540e', u'\\u53ca\\u65f6', u'\\u6b63\\u786e', u'\\u54cd\\u5e94', u'\\u5173\\u4e4e', u'\\u7ec4\\u7ec7', u'\\u4fe1\\u8a89']\n",
+        "[u'\\u767d\\u5e3d', u'\\u9ed1\\u5ba2', u'\\u901f\\u6210']\n",
+        "[u'\\u79fb\\u52a8', u'\\u8ba1\\u7b97', u'\\u5b89\\u5168', u'\\u6302\\u56fe']\n",
+        "[u'\\u4e00\\u5206\\u949f', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u52a8\\u753b\\u7247', u'\\u8f7b\\u677e', u'\\u6f14\\u7ece', u'\\u4f01\\u4e1a', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u57fa\\u7840\\u77e5\\u8bc6']\n",
+        "['tianjin', 'lowers', 'gdp', 'growth', 'target']\n",
+        "[u'\\u9f50\\u9c81\\u77f3\\u5316', u'\\u5927\\u89c4\\u6a21', u'\\u5f00\\u5c55', u'\\u5b89\\u5168', u'\\u76d1\\u62a4\\u4eba\\u5458', u'\\u6280\\u80fd', u'\\u57f9\\u8bad', u'\\u4e2d\\u56fd', u'\\u77f3\\u5316', u'\\u65b0\\u95fb\\u7f51']\n",
+        "[u'\\u4e5d\\u7ae0', u'\\u4fe1\\u5b89', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u7ecf\\u7406', u'\\u4e3b\\u7ba1', u'\\u5fc5\\u5907', u'\\u624b\\u518c', u'\\u597d', u'\\u4e1c\\u897f', u'\\u5206\\u4eab', u'\\u6536\\u85cf', u'\\u8f6c\\u53d1', u'\\u94fe\\u63a5']\n",
+        "[u'\\u501f\\u94b1', u'\\u6295\\u8d44', u'\\u5de7\\u7528', u'\\u6760\\u6746', u'\\u6536\\u76ca', u'\\u5347\\u7ea7']\n",
+        "[u'\\u4e09\\u7ed3\\u5408', u'\\u4fc3\\u8fdb', u'\\u6cd5\\u8b66', u'\\u5b89\\u5168', u'\\u5c65\\u804c', u'\\u6559\\u80b2']\n",
+        "[u'\\u601d\\u8003', u'\\u5546\\u4e1a', u'\\u7ade\\u4e89', u'\\u73af\\u5883', u'\\u95ee\\u9898', u'\\u73af\\u5883', u'\\u4eba\\u4eec', u'\\u7ec4\\u5efa', u'\\u6700\\u7ec8', u'\\u4eba\\u5458', u'\\u95ee\\u9898', u'\\u52a0\\u5f3a', u'\\u7ec4\\u7ec7', u'\\u5185\\u90e8\\u4eba\\u5458', u'\\u5546\\u4e1a\\u9053\\u5fb7', u'\\u5efa\\u8bbe', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u4fdd\\u5bc6\\u89c2\\u5ff5', u'\\u63d0\\u5347', u'\\u4f01\\u4e1a', u'\\u957f\\u4e45', u'\\u7ade\\u4e89\\u529b', u'\\u5927\\u6709\\u88e8\\u76ca']\n",
+        "[u'\\u5f00', u'\\u8fbe', u'\\u73a9\\u5177\\u5382', u'\\u7b2c\\u4e8c\\u4e2a', u'\\u5408\\u4fca', u'\\u5357\\u65b9', u'\\u90fd\\u5e02\\u62a5']\n",
+        "[u'\\u4e0a\\u6d77', u'\\u9526\\u6c5f', u'\\u56fd\\u9645', u'\\u9152\\u5e97', u'\\u53d1\\u5c55', u'\\u80a1\\u4efd', u'\\u6709\\u9650\\u516c\\u53f8', u'\\u5e74', u'\\u7b2c\\u4e00\\u6b21', u'\\u4e34\\u65f6', u'\\u80a1\\u4e1c']\n",
+        "[u'\\u7f51\\u7edc', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6']\n",
+        "['china', 'automobile', 'axle', 'market', 'overview', 'growth', 'drivers', 'ongoing']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u6e38\\u620f']\n",
+        "[u'\\u8ba1\\u7b97', u'\\u7ec8\\u7aef', u'\\u65e0\\u5904\\u4e0d\\u5728', u'\\u7686', u'\\u9ed1\\u5ba2', u'\\u65f6\\u4ee3', u'\\u9632\\u4e0d\\u80dc\\u9632', u'\\u5168\\u9762', u'\\u7cfb\\u7edf\\u5316', u'\\u7ba1\\u7406\\u4f53\\u7cfb', u'\\u5fc5\\u8981']\n",
+        "[]\n",
+        "[u'\\u5f81\\u96c6', u'\\u8ba4\\u5b9a', u'\\u5b89\\u5168', u'\\u751f\\u4ea7', u'\\u57f9\\u8bad', u'\\u673a\\u6784', u'\\u516c\\u544a']\n",
+        "[u'\\u6cb3\\u5357', u'\\u4e3e\\u529e', u'\\u79fb\\u52a8', u'\\u4e92\\u8054\\u7f51', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5cf0\\u4f1a']\n",
+        "[u'\\u4e00\\u4e9b', u'\\u4f01\\u4e1a', u'\\u7ba1\\u7406\\u5c42', u'\\u6839\\u672c', u'\\u4e25\\u683c', u'\\u610f\\u4e49', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u90e8\\u95e8', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5de5\\u4f5c', u'\\u5f80\\u5f80', u'\\u96b6\\u5c5e\\u4e8e', u'\\u516c\\u53f8', u'\\u9996\\u5e2d', u'\\u4fe1\\u606f', u'\\u5b98', u'\\u804c\\u6743\\u8303\\u56f4']\n",
+        "[u'\\u5783\\u573e\\u90ae\\u4ef6', u'\\u5236\\u9020\\u8005', u'\\u793e\\u4ea4', u'\\u7f51\\u7ad9', u'\\u8f6c\\u79fb', u'\\u53d1\\u73b0', u'\\u7535\\u5b50\\u90ae\\u4ef6', u'\\u8d8a\\u6765\\u8d8a', u'\\u8d5a\\u94b1']\n",
+        "[u'\\u767d\\u5e3d', u'\\u9ed1\\u5ba2', u'\\u901f\\u6210']\n",
+        "[u'\\u745e\\u4fe1', u'\\u7ef4\\u6301', u'\\u4e5d\\u5174', u'\\u63a7\\u80a1', u'\\u8dd1', u'\\u8d62\\u5927\\u5e02', u'\\u8bc4\\u7ea7', u'\\u76ee\\u6807\\u4ef7', u'\\u5143']\n",
+        "[u'\\u534e\\u5b5a\\u8272\\u7eba', u'\\u7f18\\u4f55', u'\\u96ea\\u85cf', u'\\u4ebf', u'\\u9879\\u76ee', u'\\u80a1\\u6743', u'\\u6fc0\\u52b1', u'\\u8ba1\\u5212']\n",
+        "[u'\\u5206\\u4eab', u'\\u8fdb\\u884c', u'\\u5168\\u5458', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u57f9\\u8bad', u'\\u8ba1\\u5212', u'\\u65f6', u'\\u9700\\u8981', u'\\u57f9\\u8bad', u'\\u8bfe\\u9898', u'\\u7d20\\u6750', u'\\u8be6\\u60c5']\n",
+        "[u'\\u56fd\\u9645\\u8db3\\u7403', u'\\u5373\\u65f6\\u6bd4\\u5206', u'\\u9e64\\u5c97', u'\\u73a9\\u73a9', u'\\u68cb\\u724c', u'\\u4e0b\\u8f7d', u'\\u6700\\u65b0', u'\\u7535\\u89c6\\u5267']\n",
+        "[u'\\u7f51\\u7edc', u'\\u6ee5\\u7528', u'\\u523a\\u6fc0\\u4f5c\\u7528', 'qos']\n",
+        "[u'\\u4e0a\\u6e2f', u'\\u5b98\\u65b9', u'\\u5ba3\\u5e03', u'\\u5b54\\u5361', u'\\u52a0\\u76df']\n",
+        "['use', 'alipay', 'app']\n",
+        "['use', 'alipay', 'app', 'fingerprint', 'function', 'extended', 'iphone']\n",
+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u52a8\\u753b\\u7247', u'\\u5c55\\u64ad', u'\\u9488\\u5bf9', u'\\u4f01\\u4e1a', u'\\u804c\\u5458', u'\\u793e\\u4ea4', u'\\u5de5\\u7a0b', u'\\u8bc8\\u9a97', u'\\u7535\\u8bdd']\n",
+        "['labrador', 'technologies', 'inc', 'gypsy', 'swap']\n",
+        "['year', 'smart', 'datarobics']\n",
+        "[u'\\u5e02\\u5317', u'\\u9ad8\\u65b0', u'\\u5e74\\u6708\\u65e5', u'\\u6700\\u65b0', u'\\u63d0\\u793a', u'\\u6295\\u8d44', u'\\u53c2\\u80a1', u'\\u53d8\\u66f4', u'\\u8c03\\u6574']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u5927\\u7247']\n",
+        "[u'\\u91d1\\u71d5', u'\\u51cf\\u6301', u'\\u795e\\u901a', u'\\u7535\\u4fe1\\u670d\\u52a1', u'\\u4e07\\u80a1', u'\\u5957\\u73b0', u'\\u4e07', u'\\u6e2f\\u5e01']\n",
+        "[u'\\u4e92\\u8054\\u7f51', u'\\u5927\\u4f1a', u'\\u805a\\u7126', u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u6cbb\\u7406']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u5dee\\u8bc4', u'\\u5982\\u540c', u'\\u666f\\u5fb7\\u9547', u'\\u9009\\u4e3e', u'\\u5168\\u7968', u'\\u5f80\\u5f80', u'\\u865a\\u5047', u'\\u5371\\u9669', u'\\u541b\\u5b50', u'\\u6c42\\u7f3a', u'\\u5c0f\\u4eba', u'\\u6c42\\u5168']\n",
+        "[u'\\u9752\\u86d9\\u738b\\u5b50', u'\\u4e8c\\u5341\\u8f7d', u'\\u6258\\u8d77', u'\\u4e00\\u4e2a', u'\\u68a6']\n",
+        "[u'\\u89e3\\u8bfb', u'\\u6df1', u'\\u5929\\u9a6c', u'\\u62df\\u5b9a', u'\\u589e\\u52df', u'\\u8d44\\u4ebf\\u6295', u'\\u5efa\\u6b66', u'\\u6c49\\u4ee3', u'\\u7ebf', 'stcn']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u4e8b\\u6545\\u8d23\\u4efb', u'\\u63a8\\u8131']\n",
+        "[u'\\u8087\\u5e86\\u5e02', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u7ba1\\u7406', u'\\u534f\\u4f1a']\n",
+        "[u'\\u56fd\\u4f01', u'\\u79c1\\u4f01', u'\\u5408\\u4f5c', u'\\u542f\\u52a8', u'\\u8001\\u631d', u'\\u4e09\\u6c5f', u'\\u8d2d\\u7269\\u4e2d\\u5fc3', u'\\u5408\\u4f5c\\u9879\\u76ee', u'\\u4fe1\\u606f', u'\\u6cc4\\u9732', u'\\u884d\\u751f', u'\\u591a\\u91cd', u'\\u72af\\u7f6a', u'\\u4eba\\u4eec', u'\\u7528\\u6237', u'\\u8d44\\u6599', u'\\u4e70\\u5bb6', u'\\u4ee5\\u6781', u'\\u4f4e', u'\\u51fa\\u4ef7', u'\\u83b7\\u53d6', u'\\u95ee\\u9898', u'\\u6839\\u6e90', u'\\u4eba\\u4eec', u'\\u6536\\u96c6', u'\\u4e0d\\u8be5', u'\\u6536\\u96c6', u'\\u4fe1\\u606f', u'\\u672a\\u7ecf', u'\\u6388\\u6743', u'\\u5206\\u4eab']\n",
+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u56fd\\u4ea7\\u5316', u'\\u5229\\u76ca', u'\\u9ed1\\u5e55']\n",
+        "[u'\\u4e73\\u5c71', u'\\u4f9b\\u7535', u'\\u516c\\u53f8', u'\\u5b8c\\u5584', u'\\u91cd\\u8981', u'\\u4fe1\\u606f\\u7cfb\\u7edf', u'\\u5b89\\u5168', u'\\u9632\\u62a4', u'\\u4f53\\u7cfb']\n",
+        "[u'\\u8bfa\\u8d1d\\u5c14', u'\\u79d1\\u5b66\\u5956', u'\\u83b7\\u5f97\\u8005', u'\\u65e0\\u6cd5', u'\\u89e3\\u51b3', u'\\u9ad8\\u79d1\\u6280', u'\\u4fe1\\u606f', u'\\u7a83\\u8d3c', u'\\u9632\\u8303', u'\\u96be\\u9898', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u6559\\u80b2', u'\\u5e2e\\u5fd9']\n",
+        "['healthcare', 'gov', 'shares', 'patient', 'data', 'marketers']\n",
+        "[u'\\u4e73\\u5c71', u'\\u4f9b\\u7535', u'\\u516c\\u53f8', u'\\u5b8c\\u5584', u'\\u91cd\\u8981', u'\\u4fe1\\u606f\\u7cfb\\u7edf', u'\\u5b89\\u5168', u'\\u9632\\u62a4', u'\\u4f53\\u7cfb']\n",
+        "[u'\\u518d', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u540d\\u4e49', u'\\u641e', u'\\u529e\\u516c\\u5ba4', u'\\u653f\\u6cbb']\n",
+        "['remotely', 'exploitable', 'ghost', 'bug', 'strikes', 'linux', 'distros']\n",
+        "[u'\\u5b89\\u5168', u'\\u73af\\u4fdd', u'\\u7535\\u5b50', u'\\u6280\\u672f', u'\\u7ec6\\u5fae\\u5904', u'\\u6539\\u53d8', u'\\u6c7d\\u8f66\\u4e1a']\n",
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+        "[u'\\u7701\\u5e7f', u'\\u80a1\\u4efd', u'\\u8fde\\u7eed', u'\\u62ff\\u4e0b', u'\\u516d\\u5bb6', u'\\u5e73\\u53f0', u'\\u516c\\u53f8', u'\\u5408\\u4f19\\u4eba', u'\\u7b7e\\u5bf9', u'\\u8d4c', u'\\u534f\\u8bae']\n",
+        "[u'\\u5eca\\u574a', u'\\u94f6\\u884c', u'\\u5c0f\\u5fae', u'\\u4f01\\u4e1a', u'\\u94f6\\u4f01', u'\\u5bf9\\u63a5', u'\\u4e3e\\u884c', u'\\u548c\\u8baf\\u7f51']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5ba3\\u4f20\\u5468', u'\\u6d3b\\u52a8']\n",
+        "['facebook', 'says', 'outage', 'technical', 'ddos', 'related']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u57f9\\u8bad', u'\\u8ba1\\u5212']\n",
+        "[u'\\u5927\\u90e8\\u5206', u'\\u9493\\u9c7c', u'\\u9a97\\u5c40', u'\\u65b0\\u62db', u'\\u4eba\\u4f1a', u'\\u9a97', u'\\u6709\\u6548', u'\\u9632\\u8303', u'\\u9700', u'\\u4fdd\\u6301', u'\\u6212\\u5fc3', u'\\u522b\\u592a', u'\\u8d2a\\u5fc3']\n",
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+        "[u'\\u56fd\\u7f51', u'\\u957f\\u6625', u'\\u8ba1\\u5212', u'\\u6280\\u672f', u'\\u5ba4', u'\\u624e\\u5b9e', u'\\u5f00\\u5c55', u'\\u5458\\u5de5', u'\\u5b89\\u5168', u'\\u57f9\\u8bad', u'\\u5de5\\u4f5c']\n",
+        "[u'\\u5916\\u519b', u'\\u6d77\\u5916', u'\\u57fa\\u5730', u'\\u626b\\u63cf', u'\\u4e2d\\u56fd', u'\\u6d77\\u519b', u'\\u7f51']\n",
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+        "[u'\\u591a\\u5e74', u'\\u4e00\\u76f4', u'\\u81f4\\u529b\\u4e8e', u'\\u6559\\u80b2', u'\\u6700\\u7ec8\\u7528\\u6237', u'\\u9009\\u62e9', u'\\u4f7f\\u7528', u'\\u4e00\\u4e2a', u'\\u597d', u'\\u5bc6\\u7801', u'\\u4eba', u'\\u72af\\u9519', u'\\u8f7b\\u6613', u'\\u907f\\u514d', u'\\u9519\\u8bef', u'\\u6210\\u4e3a', u'\\u72af', u'\\u4f4e\\u7ea7', u'\\u9519\\u8bef', u'\\u4eba', u'\\u9075\\u5b88', u'\\u826f\\u597d', u'\\u5bc6\\u7801', u'\\u4f7f\\u7528', u'\\u5b9e\\u8df5', u'\\u51fa\\u4eba\\u5934\\u5730']\n",
+        "[u'\\u4f9d\\u6cd5\\u6cbb\\u56fd', u'\\u68a6\\u60f3', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5236\\u5ea6\\u5316', u'\\u7ba1\\u7406', u'\\u73b0\\u5b9e']\n",
+        "[u'\\u6df1\\u5733\\u5e02', u'\\u96f6\\u4e03', u'\\u80a1\\u4efd', u'\\u6709\\u9650\\u516c\\u53f8', u'\\u4e2d\\u6b62', u'\\u949b', u'\\u77ff\\u4ea7\\u54c1', u'\\u603b', u'\\u5305\\u9500', u'\\u5408\\u540c', u'\\u516c\\u544a']\n",
+        "[u'\\u91d1\\u53d1', u'\\u79d1\\u6280', u'\\u6cb9\\u4ef7', u'\\u4e0b\\u8dcc', u'\\u53d7\\u76ca', u'\\u7cfb\\u5217', u'\\u6539\\u6027', u'\\u5851\\u6599', u'\\u9f99\\u5934', u'\\u4e1a\\u7ee9', u'\\u62d0\\u70b9', u'\\u5df2\\u73b0']\n",
+        "[u'\\u5e26\\u6765', u'\\u6570\\u636e\\u5b89\\u5168', u'\\u98ce\\u9669', u'\\u80dc\\u8fc7', u'\\u81ea\\u5e26', u'\\u8ba1\\u7b97', u'\\u8bbe\\u5907', 'byos', 'byod']\n",
+        "[u'\\u6cb3\\u5317', u'\\u66f2\\u9633', u'\\u6295\\u4ebf\\u5efa', u'\\u592a\\u884c\\u5c71', u'\\u767e\\u91cc', u'\\u7eff\\u8272', u'\\u80fd\\u6e90', u'\\u4ea7\\u4e1a\\u5e26']\n",
+        "[u'\\u5b89\\u5168', u'\\u57f9\\u8bad', u'\\u8ba1\\u5212', u'\\u51fa\\u65b0\\u62db']\n",
+        "[u'\\u6cf0\\u56fd', u'\\u5f39\\u52be', u'\\u524d', u'\\u603b\\u7406', u'\\u82f1\\u62c9', u'\\u610f\\u5728', u'\\u660e\\u5e74', u'\\u5927\\u9009', u'\\u6e05\\u969c']\n",
+        "[u'\\u540c\\u65b9', u'\\u80a1\\u4efd', u'\\u643a\\u624b', u'\\u6566\\u5316\\u5e02', u'\\u5171\\u5efa', u'\\u667a\\u6167', u'\\u57ce\\u5e02', u'\\u7269\\u8054', u'\\u4e2d\\u56fd']\n",
+        "[u'\\u6c83\\u5c14\\u6c83', u'\\u5b89\\u5168', u'\\u4ecb\\u7ecd', u'\\u589e\\u5f3a\\u7248', u'\\u76f2\\u70b9', u'\\u4fe1\\u606f\\u7cfb\\u7edf', 'blis']\n",
+        "[u'\\u4f01\\u4e1a', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u4e00\\u5206\\u949f', u'\\u5feb\\u901f', u'\\u6559\\u7a0b']\n",
+        "[u'\\u6211\\u56fd', u'\\u7528\\u6237', u'\\u5df2\\u8d85', u'\\u4e07']\n",
+        "['bill', 'gates', 'tells', 'reddit', 'mysterious', 'personal', 'agent', 'project', 'microsoft']\n",
+        "[u'\\u4ea4\\u94f6', u'\\u56fd\\u9645', u'\\u65b0\\u4e16\\u754c', u'\\u53d1\\u5c55', u'\\u91cd\\u7533', u'\\u4e70\\u5165', u'\\u8bc4\\u7ea7']\n",
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+        "[u'\\u660e\\u661f', u'\\u7535\\u7f06', u'\\u77ed', u'\\u878d\\u5238', u'\\u83b7', u'\\u6ce8\\u518c', u'\\u91d1\\u989d', u'\\u4ebf']\n",
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+        "[u'\\u516c\\u53f8', u'\\u5e94\\u8be5', u'\\u5236\\u5b9a', u'\\u4ecb\\u8d28', u'\\u5206\\u7c7b', u'\\u7ba1\\u7406\\u5236\\u5ea6', u'\\u4ecb\\u8d28', u'\\u5b58\\u50a8', u'\\u5185\\u5bb9', u'\\u91cd\\u8981\\u6027', u'\\u660e\\u786e', u'\\u5b58\\u50a8\\u4ecb\\u8d28', u'\\u7c7b\\u578b', u'\\u5b58\\u653e', u'\\u6280\\u672f\\u6307\\u6807', u'\\u4fdd\\u5b58', u'\\u671f\\u9650', u'\\u5b9a\\u671f\\u68c0\\u67e5', u'\\u4ecb\\u8d28', u'\\u4e2d', u'\\u5b58\\u50a8', u'\\u4fe1\\u606f', u'\\u662f\\u5426', u'\\u5b8c\\u6574', u'\\u53ef\\u7528']\n",
+        "[u'\\u53d7\\u60e0', u'\\u884c\\u4e1a', u'\\u589e\\u957f', u'\\u8868\\u73b0', u'\\u5609\\u745e', u'\\u56fd\\u9645', u'\\u76c8\\u5229', u'\\u5448\\u73b0', u'\\u7a33\\u6b65\\u589e\\u957f']\n",
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+        "[u'\\u4f01\\u4e1a', u'\\u5b89\\u5168', u'\\u7ba1\\u7406\\u4eba\\u5458', u'\\u8fdb\\u884c', u'\\u79ef\\u6781', u'\\u79fb\\u52a8', u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u5165\\u4fb5', u'\\u9632\\u5fa1']\n",
+        "[u'\\u5f15\\u9886', u'\\u6570\\u636e\\u5b89\\u5168', u'\\u660e\\u671d', u'\\u4e07\\u8fbe', u'\\u897f\\u5b89', u'\\u6210\\u90fd', u'\\u6280\\u672f', u'\\u4e2d\\u5fc3', u'\\u6b63\\u5f0f', u'\\u8fd0\\u8425']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u8d85\\u77ed', u'\\u52a8\\u6f2b']\n",
+        "['gc', 'global', 'capital', 'corp', 'announces', 'letter', 'intent', 'respect', 'spin', 'real', 'estate', 'investment', 'subsidiary']\n",
+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u73b0\\u72b6', u'\\u582a\\u5fe7', u'\\u5835', u'\\u7528\\u6237', u'\\u4fe1\\u606f', u'\\u6cc4\\u9732', u'\\u7f3a\\u53e3']\n",
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+        "[u'\\u897f\\u90e8', u'\\u8bc1\\u5238', u'\\u5927\\u76d8', u'\\u91cd\\u56de', u'\\u4e0a\\u5347', u'\\u901a\\u9053', u'\\u505a', u'\\u52a8\\u80fd', u'\\u9010\\u65e5', u'\\u8870\\u51cf']\n",
+        "[u'\\u65e0\\u7ebf', u'\\u73af\\u5883', u'\\u4e2d', u'\\u4e2d\\u95f4\\u4eba', u'\\u653b\\u51fb', u'\\u9632\\u8303', 'mitm']\n",
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+        "[u'\\u6211\\u56fd', u'\\u4e92\\u8054\\u7f51\\u5b89\\u5168', u'\\u95ee\\u9898', u'\\u7a81\\u51fa', u'\\u7f51\\u7edc', u'\\u91d1\\u878d', u'\\u72af\\u7f6a', u'\\u95ee\\u9898', u'\\u4e0d\\u5bb9\\u5ffd\\u89c6', u'\\u906d\\u9047', u'\\u9ed1\\u5ba2\\u653b\\u51fb', u'\\u4e92\\u8054\\u7f51', u'\\u91d1\\u878d', u'\\u6b63\\u5e38', u'\\u8fd0\\u4f5c', u'\\u53d7\\u5230', u'\\u5f71\\u54cd', u'\\u5371\\u53ca', u'\\u6d88\\u8d39\\u8005', u'\\u8d44\\u91d1', u'\\u5b89\\u5168', u'\\u4fe1\\u606f\\u5b89\\u5168']\n",
+        "['courier', 'corporation', 'declares', 'quarterly', 'dividend']\n",
+        "[u'\\u7d27\\u6025', u'\\u6f0f\\u6d1e', u'\\u9884\\u8b66', 'linux']\n",
+        "[u'\\u6211\\u5dde', u'\\u4e3e\\u529e', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u77e5\\u8bc6\\u8bb2\\u5ea7', u'\\u5149\\u660e\\u7f51']\n",
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+        "[]\n",
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+        "[u'\\u7559\\u4e0b', u'\\u79c1\\u4eba', u'\\u4fe1\\u606f', u'\\u53ef\\u98df\\u7528', u'\\u514d\\u8d39', u'\\u9762\\u5305']\n",
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+        "[u'\\u4e09\\u53cb', u'\\u5316\\u5de5', u'\\u878d\\u8d44', u'\\u878d\\u5238', u'\\u4fe1\\u606f', u'\\u4e1c\\u65b9', u'\\u8d22\\u5bcc\\u7f51']\n",
+        "[u'\\u8bc4\\u8bba', u'\\u671f\\u672b', u'\\u8bc4\\u8bed', u'\\u5145\\u6ee1', u'\\u8bd7\\u610f']\n",
+        "[u'\\u5f00\\u653e\\u6027', u'\\u5bfc\\u81f4', u'\\u5927\\u91cf', u'\\u6076\\u610f\\u8f6f\\u4ef6', u'\\u6ecb\\u751f', u'\\u5b9e\\u9645\\u4e0a', u'\\u8bf4\\u6cd5', u'\\u79d1\\u5b66', u'\\u7528\\u6237', u'\\u738b', u'\\u5927\\u91cf', u'\\u5b89\\u5168\\u610f\\u8bc6', u'\\u8584\\u5f31', u'\\u7528\\u6237', u'\\u5927\\u91cf', u'\\u6076\\u610f\\u8f6f\\u4ef6', u'\\u6ecb\\u751f', u'\\u5229\\u7528', u'\\u6839\\u672c\\u539f\\u56e0', 'android']\n",
+        "[u'\\u79d1\\u58eb\\u8fbe', u'\\u9ad8\\u65b0\\u6280\\u672f', u'\\u4f01\\u4e1a', u'\\u91cd\\u65b0', u'\\u8ba4\\u5b9a', u'\\u8bc1\\u5238\\u65f6\\u62a5', u'\\u7f51']\n",
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+        "[u'\\u5357\\u9633\\u5e02', u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u6559\\u80b2', u'\\u8054\\u76df']\n",
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+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u77e5\\u8bc6']\n",
+        "[u'\\u56fd\\u7f51', u'\\u5c71\\u4e1c\\u7535\\u529b', u'\\u516c\\u53f8', u'\\u5f3a\\u5316', u'\\u63d0\\u5347', u'\\u4fe1\\u606f\\u7cfb\\u7edf', u'\\u8fd0\\u7ef4', u'\\u5b89\\u5168', u'\\u6c34\\u5e73']\n",
+        "[u'\\u4f01\\u4e1a', u'\\u5b89\\u5168', u'\\u7ba1\\u7406\\u4eba\\u5458', u'\\u8fdb\\u884c', u'\\u79ef\\u6781', u'\\u79fb\\u52a8', u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u5165\\u4fb5', u'\\u9632\\u5fa1']\n",
+        "[u'\\u6700\\u9ad8\\u68c0', u'\\u51fa\\u53f0', u'\\u8d2f\\u5f7b\\u843d\\u5b9e', u'\\u56db\\u4e2d\\u5168\\u4f1a', u'\\u51b3\\u5b9a', u'\\u6761', u'\\u610f\\u89c1']\n",
+        "[u'\\u6c11\\u8425\\u516c\\u53f8', u'\\u9996\\u63a8', u'\\u5f81\\u4fe1', u'\\u670d\\u52a1', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5907\\u53d7', u'\\u5173\\u6ce8']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u4fdd\\u5bc6', u'\\u534f\\u8bae', u'\\u524d\\u666f']\n",
+        "[u'\\u822a\\u73ed', u'\\u53d6\\u6d88', u'\\u8bc8\\u9a97', u'\\u77ed\\u4fe1', u'\\u76db\\u884c']\n",
+        "[u'\\u4e1c\\u98ce', u'\\u98ce\\u884c', u'\\u6765\\u81ea', u'\\u5236\\u9020', u'\\u4e13\\u5bb6', u'\\u9ad8\\u7aef', u'\\u54c1', 'cm', 'mpv']\n",
+        "[u'\\u90e8\\u95e8', u'\\u4e3b\\u7ba1', u'\\u8d1f\\u8d23', u'\\u8fd0\\u8425', u'\\u8d1f\\u8d23', u'\\u539f\\u5219', u'\\u5207\\u5b9e', u'\\u8d1f\\u8d23', u'\\u7cfb\\u7edf', u'\\u884c\\u4e1a', u'\\u5404\\u7c7b', u'\\u4fe1\\u606f\\u7f51\\u7edc', u'\\u91cd\\u8981', u'\\u4fe1\\u606f\\u7cfb\\u7edf', u'\\u5b89\\u5168', u'\\u7ba1\\u7406\\u5de5\\u4f5c']\n",
+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u5728\\u7ebf', u'\\u8bfe\\u4ef6']\n",
+        "[u'\\u7f51\\u7edc', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5b9e\\u9a8c\\u5ba4']\n",
+        "[]\n",
+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u516c\\u76ca', u'\\u77ed\\u7247', u'\\u626b\\u63cf', u'\\u4e8c\\u7ef4\\u7801', u'\\u5b89\\u5168', u'\\u98ce\\u9669']\n",
+        "[u'\\u9ed1\\u5ba2', u'\\u4e13\\u4e1a', u'\\u5730\\u4e0b', u'\\u8bba\\u575b', u'\\u4e2d', u'\\u8fdb\\u884c', u'\\u6280\\u672f', u'\\u8d43\\u7269', u'\\u4ea4\\u6362', u'\\u73b0\\u5728', u'\\u5b89\\u5168', u'\\u8bba\\u575b', u'\\u53d1\\u8d34', u'\\u6253\\u51fb', u'\\u7f51\\u7edc', u'\\u9ed1\\u52bf\\u529b', u'\\u4efb\\u91cd\\u9053\\u8fdc', 'irc']\n",
+        "['australia', 'growing', 'source', 'ddos', 'attacks', 'well', 'target', 'arbor', 'warns']\n",
+        "[u'\\u5e74', u'\\u5e7f\\u4e1c\\u7701', u'\\u7b2c\\u4e00\\u6b21', u'\\u5bfc\\u6e38', u'\\u8d44\\u683c\\u8003\\u8bd5', u'\\u62a5\\u540d', u'\\u901a\\u77e5']\n",
+        "[u'\\u4faf\\u5ca9', u'\\u53cd\\u5bf9', u'\\u4e2d\\u56fd', u'\\u533b\\u9662', u'\\u53c2\\u52a0', u'\\u56fd\\u5916', u'\\u4fe1\\u606f\\u5316', u'\\u7b49\\u7ea7', u'\\u6d4b\\u8bc4', u'\\u5065\\u5eb7', u'\\u754c']\n",
+        "[u'\\u7f51\\u7edc', u'\\u65e0\\u56fd\\u754c', u'\\u4e92\\u8054\\u7f51\\u5b89\\u5168', u'\\u9700\\u8981', u'\\u5404\\u56fd', u'\\u534f\\u540c', u'\\u914d\\u5408', u'\\u8f7b\\u7387', u'\\u6e90\\u5730\\u5740', u'\\u65ad\\u5b9a', u'\\u6307\\u8d23', u'\\u4ed6\\u56fd', u'\\u5165\\u4fb5', u'\\u884c\\u4e3a', u'\\u4e0d\\u591f', u'\\u8d1f\\u8d23', u'\\u8a00\\u8bba', 'ip']\n",
+        "[u'\\u5927\\u591a\\u6570', u'\\u5b89\\u5168\\u4e8b\\u6545', u'\\u6e90\\u4e8e', u'\\u4eba\\u5458', u'\\u758f\\u5ffd', u'\\u52a0\\u5f3a', u'\\u5458\\u5de5', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u57f9\\u8bad', u'\\u5b89\\u5168\\u610f\\u8bc6', u'\\u6709\\u6548', u'\\u8f6c\\u5316', u'\\u5b89\\u5168', u'\\u884c\\u4e3a', u'\\u964d\\u4f4e', u'\\u5927\\u591a\\u6570', u'\\u5b89\\u5168\\u4e8b\\u6545', u'\\u663e\\u8457', u'\\u4f5c\\u7528']\n",
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+        "[u'\\u4e24\\u9762\\u9488', u'\\u5bc6\\u96c6', u'\\u7b79\\u94b1', u'\\u8865\\u7f3a']\n",
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+        "[u'\\u97e9\\u671d', u'\\u5bf9\\u8bdd', u'\\u843d\\u7a7a', u'\\u97e9\\u653f\\u5e9c', u'\\u6566\\u4fc3', u'\\u671d\\u65b9', u'\\u56de\\u5e94', u'\\u5bf9\\u8bdd', u'\\u63d0\\u8bae']\n",
+        "[u'\\u79be\\u6b23', u'\\u80a1\\u4efd', u'\\u73b0\\u4ef7', u'\\u4e70\\u5165', u'\\u5b58\\u5728', u'\\u5957\\u5229', u'\\u7a7a\\u95f4', u'\\u548c\\u8baf\\u7f51']\n",
+        "[u'\\u53ec\\u5f00', u'\\u5317\\u4eac', u'\\u4eba\\u529b\\u8d44\\u6e90', u'\\u670d\\u52a1\\u4e1a', u'\\u84dd\\u76ae\\u4e66', u'\\u4e13\\u5bb6\\u8bba\\u8bc1']\n",
+        "[u'\\u65b0', u'\\u4eba\\u529b', u'\\u9ad8\\u5cf0\\u8bba\\u575b', u'\\u6536\\u5b98', u'\\u4e13\\u5bb6', u'\\u89e3\\u8bfb', u'\\u6211\\u56fd', u'\\u4eba\\u529b\\u8d44\\u6e90', u'\\u72b6\\u51b5']\n",
+        "[u'\\u5546\\u4e1a\\u95f4\\u8c0d', u'\\u9ed1\\u5ba2', u'\\u53c2\\u4e0e', u'\\u641c\\u7d22', u'\\u4e13\\u5229', u'\\u5927\\u6218', u'\\u653b\\u51fb', u'\\u5458\\u5de5', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', 'apt']\n",
+        "[u'\\u4e1c\\u822a', u'\\u591a\\u5bb6', u'\\u822a\\u7a7a\\u516c\\u53f8', u'\\u66dd', u'\\u6f0f\\u6d1e', u'\\u4fe1\\u606f', u'\\u6cc4\\u9732', u'\\u6210', u'\\u66b4\\u5229', u'\\u6e29\\u5e8a']\n",
+        "[u'\\u624b\\u673a', u'\\u6b4c\\u58f0', u'\\u98d9', u'\\u6e05\\u7406', u'\\u5927\\u5e08', u'\\u6b4c\\u624b', u'\\u52a0\\u901f']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u7535\\u52a8\\u6c7d\\u8f66', u'\\u767e\\u4eba\\u4f1a', u'\\u8c0b\\u5212', u'\\u4ea7\\u4e1a', u'\\u65b0', u'\\u751f\\u6001', u'\\u4eba\\u6c11\\u7f51']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u8d44\\u8baf']\n",
+        "[u'\\u6d2a\\u6d9b', u'\\u80a1\\u4efd', u'\\u8bbe\\u7acb', u'\\u4f18\\u88c5\\u7f51', u'\\u52a0\\u5feb', u'\\u4e92\\u8054\\u7f51', u'\\u5bb6\\u88c5', u'\\u5e73\\u53f0', u'\\u53d1\\u5c55']\n",
+        "['california', 'water', 'shortage', 'billion', 'plant', 'make', 'seawater', 'drinkable', 'end']\n",
+        "[u'\\u8bb2\\u9053\\u5fb7', u'\\u61c2', u'\\u5ba2\\u6237\\u670d\\u52a1', u'\\u5458\\u5de5', u'\\u5356\\u6389', u'\\u5ba2\\u6237\\u8d44\\u6599', u'\\u7ade\\u4e89\\u8005', u'\\u5e7f\\u544a\\u5546', u'\\u6362\\u53d6', u'\\u9ed1\\u8272', u'\\u6536\\u5165', u'\\u52a0\\u5f3a', u'\\u5b89\\u5168\\u610f\\u8bc6', u'\\u804c\\u4e1a', u'\\u64cd\\u5b88', u'\\u57f9\\u8bad', u'\\u76d1\\u7ba1', u'\\u5fc5\\u8981']\n",
+        "[u'\\u9ec4\\u6cb3\\u65cb\\u98ce', u'\\u5e74', u'\\u4e0a\\u534a\\u5e74', u'\\u5ea6', u'\\u51c0\\u5229', u'\\u540c\\u6bd4', u'\\u589e']\n",
+        "['monsanto', 'board', 'approves', 'dividend', 'cents', 'per', 'share']\n",
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+        "[u'\\u624b\\u673a', u'\\u5ba2\\u6237\\u7aef', u'\\u9065\\u63a7', u'\\u7535\\u6d41', u'\\u5b9a\\u65f6\\u5f00\\u5173', u'\\u4e2d\\u56fd', u'\\u4fe1\\u606f\\u4ea7\\u4e1a', u'\\u7f51']\n",
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+        "[u'\\u822a\\u5929', u'\\u4e07\\u6e90', u'\\u4e2d\\u56fd', u'\\u9996\\u5bb6', u'\\u6700\\u5927', u'\\u77f3\\u58a8', u'\\u70ef', u'\\u7814\\u53d1', u'\\u5236\\u9020', u'\\u5e94\\u7528', u'\\u4ea7\\u4e1a\\u5316']\n",
+        "[u'\\u6c5f\\u82cf', u'\\u822a\\u5929', u'\\u4e07\\u6e90']\n",
+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u516c\\u76ca', u'\\u77ed\\u7247', u'\\u793e\\u4ea4', u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u57fa\\u7840']\n",
+        "[u'\\u82cf\\u5b81', u'\\u542f\\u52a8', u'\\u84dd\\u76fe', u'\\u884c\\u52a8', u'\\u5bf9\\u6807', u'\\u6b63\\u54c1', u'\\u884c\\u8d27', u'\\u5e95\\u7ebf']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u671f\\u520a']\n",
+        "[u'\\u516c\\u79c1\\u5206\\u660e', u'\\u516c\\u53f8', u'\\u503c\\u94b1', u'\\u5458\\u5de5', u'\\u5de5\\u4f5c', u'\\u56fd\\u5185', u'\\u5c0f', u'\\u516c\\u53f8', u'\\u8001\\u677f', u'\\u559c\\u6b22', u'\\u73a9', u'\\u516c\\u53f8', u'\\u4e0b\\u5c5e', u'\\u4e4b\\u95f4', u'\\u611f\\u60c5', u'\\u5b9e\\u9645\\u4e0a', u'\\u505a\\u6cd5', u'\\u804c\\u4e1a\\u5316', u'\\u589e\\u52a0', u'\\u70b9', u'\\u5458\\u5de5', u'\\u798f\\u5229', u'\\u5185\\u90e8', u'\\u6c9f\\u901a', u'\\u6bd4\\u7528', u'\\u516c\\u53f8', u'\\u5bb6\\u5ead', u'\\u822c', u'\\u6e29\\u6696', u'\\u5458\\u5de5', u'\\u4e3b\\u4eba\\u7fc1', u'\\u7cbe\\u795e', u'\\u5458\\u5de5', u'\\u6d17\\u8111', u'\\u4e13\\u4e1a']\n",
+        "['kickstart', 'seed', 'fund', 'closes', 'largest', 'seed', 'fund', 'ever', 'utah', 'adds', 'two', 'industry', 'veterans', 'management', 'team']\n",
+        "[u'\\u897f\\u95e8\\u5b50', u'\\u4ea7\\u54c1', u'\\u7cfb\\u5217', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u670d\\u52a1', u'\\u5305', u'\\u6574\\u4f53', u'\\u89e3\\u51b3\\u65b9\\u6848', u'\\u4e2d\\u56fd', u'\\u5de5\\u63a7\\u7f51']\n",
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+        "[u'\\u65b0', u'\\u6982\\u5ff5', u'\\u7535\\u89c6', u'\\u54ea\\u5bb6', u'\\u5f3a']\n",
+        "[u'\\u4f01\\u4e1a', u'\\u76c8\\u8b66', u'\\u5927\\u6210', u'\\u751f\\u5316', u'\\u79d1\\u6280', u'\\u5f55', u'\\u539f\\u6750\\u6599', u'\\u4e8f\\u635f', u'\\u62e8\\u5907', u'\\u589e\\u503c\\u7a0e', u'\\u6d89\\u4e5d', u'\\u5343\\u4e07\\u5143']\n",
+        "[u'\\u6587\\u767b\\u5e02', u'\\u4e92\\u8054\\u7f51\\u5b89\\u5168', u'\\u57f9\\u8bad\\u4e2d\\u5fc3']\n",
+        "[u'\\u56db\\u5ddd\\u957f\\u8679', u'\\u6536\\u8d2d', u'\\u516b\\u4e00', u'\\u83b7', u'\\u56fd\\u9632', u'\\u79d1\\u5de5', u'\\u5c40', u'\\u6279\\u51c6', u'\\u4e2d\\u56fd', u'\\u7f51']\n",
+        "[u'\\u9646\\u6613', u'\\u77e5\\u540d', u'\\u641c\\u7d22\\u5f15\\u64ce', u'\\u516c\\u53f8', u'\\u641c\\u5ea6', u'\\u516c\\u53f8', u'\\u4e00\\u540d', u'\\u8d44\\u6df1', u'\\u7814\\u53d1', u'\\u7ec4\\u957f', u'\\u770b\\u770b', u'\\u9047\\u5230', u'\\u641c\\u7d22\\u7b97\\u6cd5', u'\\u95ee\\u9898', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u8c03\\u67e5', u'\\u4eba\\u5458', u'\\u53d1\\u73b0', 'louis', 'sodo']\n",
+        "[u'\\u5149\\u7ea4', u'\\u5bbd\\u5e26', u'\\u79fb\\u52a8', u'\\u7701\\u94b1', u'\\u5b9e\\u60e0', u'\\u5feb\\u901f']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u4eba\\u5bff', u'\\u589e\\u6301', u'\\u6c11\\u751f\\u94f6\\u884c', u'\\u80a1\\u81f3']\n",
+        "[u'\\u4fe1\\u606f\\u7cfb\\u7edf', u'\\u5b89\\u5168', u'\\u8bb2\\u5ea7']\n",
+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u516c\\u76ca', u'\\u77ed\\u7247', u'\\u9632\\u8303', u'\\u5916\\u56fd', u'\\u60c5\\u62a5\\u673a\\u6784', u'\\u8058\\u7528', u'\\u519b\\u4e8b', u'\\u95f4\\u8c0d\\u6d3b\\u52a8']\n",
+        "[u'\\u53f0\\u6e7e', u'\\u4e00\\u5bb6', u'\\u5468\\u520a', u'\\u6307', u'\\u738b\\u6c38\\u5e86', u'\\u957f\\u5b50', u'\\u8e0f', u'\\u7236\\u4eb2', u'\\u5893\\u5730', u'\\u906d\\u5224', u'\\u8d54', u'\\u4eba\\u6c11\\u7f51']\n",
+        "['topface', 'cuts', 'deal', 'hacker', 'prevent', 'sale', 'massive', 'email', 'database']\n",
+        "[u'\\u897f\\u65b9', u'\\u653f\\u5ba2', u'\\u501f\\u7528', u'\\u5f31\\u8089\\u5f3a\\u98df', u'\\u4e1b\\u6797', u'\\u6cd5\\u5219', u'\\u53d1\\u8d77', u'\\u56fd\\u5bb6', u'\\u4e4b\\u95f4', u'\\u7f51\\u7edc', u'\\u6218\\u4e89', u'\\u8f93\\u51fa', u'\\u81ea\\u7531', u'\\u5e73\\u7b49', u'\\u666e\\u4e16', u'\\u4ef7\\u503c\\u89c2', u'\\u91ce\\u86ee', u'\\u611a\\u6627', u'\\u8868\\u73b0', u'\\u4e1c\\u897f\\u65b9', u'\\u5343\\u5e74', u'\\u6587\\u660e', u'\\u4e92\\u8054\\u7f51', u'\\u9cc4\\u4eec', u'\\u8086\\u610f', u'\\u8df5\\u8e0f', u'\\u770b\\u5ba2', u'\\u65e0\\u5f62\\u4e2d', u'\\u6210', u'\\u53d7\\u5bb3\\u8005']\n",
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+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u56fd\\u4ea7\\u5316', u'\\u5229\\u76ca', u'\\u9ed1\\u5e55']\n",
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+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u610f\\u8bc6', u'\\u6e38\\u620f']\n",
+        "[u'\\u8ba1\\u7b97\\u673a', u'\\u5b89\\u5168', u'\\u4ff1\\u4e50\\u90e8']\n",
+        "[u'\\u4e92\\u8054\\u7f51', u'\\u91d1\\u878d', u'\\u77e5\\u9053', u'\\u80ae\\u80c0', u'\\u4ea4\\u6613']\n",
+        "[u'\\u884c\\u4e1a', u'\\u6280\\u672f', u'\\u5feb\\u9012', u'\\u6807\\u7b7e', u'\\u4fdd\\u62a4', u'\\u4fe1\\u606f\\u5b89\\u5168']\n",
+        "[u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u7ba1\\u7406\\u4f53\\u7cfb', u'\\u5185\\u5ba1\\u5458', 'iso']\n",
+        "[u'\\u7f51\\u6e38', u'\\u65b0', u'\\u73a9\\u6cd5', u'\\u4f20\\u9012', u'\\u5b89\\u5168\\u610f\\u8bc6', u'\\u6b63', u'\\u80fd\\u91cf']\n",
+        "['china', 'punishes', 'fund', 'companies', 'market', 'malpractice']\n",
+        "[u'\\u5929\\u6d25', u'\\u77f3\\u5316', u'\\u63a5\\u5730', u'\\u6c14', u'\\u57f9\\u8bad', u'\\u8054\\u901a', u'\\u73b0\\u573a']\n",
+        "[u'\\u7f51\\u7ad9', u'\\u9ed1', u'\\u96be\\u4ee5', u'\\u5b8c\\u5168\\u907f\\u514d', u'\\u6559\\u80b2', u'\\u7528\\u6237', u'\\u7f51\\u7ad9', u'\\u4f7f\\u7528', u'\\u5bc6\\u7801', u'\\u5de5\\u4f5c', u'\\u5bc6\\u7801', u'\\u79c1\\u4eba', u'\\u5bc6\\u7801', u'\\u8bbe']\n",
+        "[u'\\u4e2d\\u8bc1', u'\\u89e3\\u8bfb', u'\\u6f33\\u5dde', u'\\u53d1\\u5c55', u'\\u6c34\\u4ef7', u'\\u8c03\\u6574', u'\\u589e\\u6536', u'\\u4e07\\u5143', u'\\u91d1\\u878d\\u754c']\n",
+        "[u'\\u7533\\u94f6\\u4e07\\u56fd', u'\\u6052\\u6307', u'\\u673a\\u4f1a', u'\\u56de\\u5347', u'\\u548c\\u8baf\\u7f51']\n",
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+        "['dell', 'xps', 'laptops', 'help', 'business', 'users', 'get', 'serious']\n",
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+        "[u'\\u53d1\\u9ad8\\u70e7', u'\\u4e24\\u5929', u'\\u597d', u'\\u4e0d\\u60f3', u'\\u611f\\u5192', u'\\u8fdf\\u8fdf', u'\\u4e0d\\u597d']\n",
+        "[u'\\u4e70', u'\\u8d85\\u539a', u'\\u5317\\u8138', u'\\u518d\\u4e5f', u'\\u5929\\u51b7']\n",
+        "[u'\\u5b66\\u671f', u'\\u6211\\u8981', u'\\u505a', u'\\u4e00\\u4e2a', u'\\u91cd\\u5927', u'\\u6539\\u53d8', u'\\u665a\\u4e0a', u'\\u6539\\u6210', u'\\u65e9\\u6668', u'\\u5148', u'\\u575a\\u6301', u'\\u4e00\\u4e2a\\u6708', u'\\u8bd5\\u8bd5\\u770b', 'gym', 'gym']\n",
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+        "[u'\\u9891\\u7e41', u'\\u505c\\u8bfe', u'\\u5b63\\u8282']\n",
+        "[u'\\u4e70', u'\\u4e00\\u7f50', u'\\u8702\\u871c', u'\\u67da\\u5b50\\u8336', u'\\u597d\\u50cf', u'\\u597d\\u559d', u'\\u6837\\u5b50', u'\\u53d1\\u73b0', u'\\u62e7', u'\\u4e0d\\u5f00']\n",
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+        "[u'\\u9010\\u4e00', u'\\u7ec6\\u6570', u'\\u5065\\u8eab', u'\\u5708', u'\\u591a\\u5e74', u'\\u8c23\\u8a00', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 \\uff09']\n",
+        "[u'\\u505a\\u8981', u'\\u8e0f\\u5b9e', u'\\u8e0f\\u5b9e', u'\\u8e0f\\u5b9e', u'\\u7406\\u89e3', u'\\u95ee\\u9898', u'\\u900f\\u5f7b', u'\\u900f\\u5f7b', u'\\u900f\\u5f7b', u'\\u4ee5\\u540e', u'\\u518d\\u4e5f\\u4e0d\\u80fd', u'\\u4e00\\u77e5\\u534a\\u89e3', u'\\u4ee5\\u4e3a', u'\\u61c2', 'research']\n",
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+        "[u'\\u6495\\u6389', u'\\u4f59\\u79c0\\u534e', u'\\u8eab\\u4e0a', u'\\u79cd\\u79cd', u'\\u5a31\\u4e50', u'\\u6807\\u7b7e', u'\\u53ea\\u6765', u'\\u8bfb\\u4e00\\u8bfb', u'\\u8bd7', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 \\uff09']\n",
+        "[u'\\u6709\\u70b9\\u7d2f']\n",
+        "[u'\\u6211\\u521a', u'\\u53c2\\u52a0', u'\\u7f51\\u76d8', u'\\u7a7a\\u95f4', u'\\u9886', u'\\u6ce8\\u518c', u'\\u83b7', u'\\u771f\\u6b63', u'\\u65e0\\u9650', u'\\u6c38\\u4e45', u'\\u7a7a\\u95f4', u'\\u81ea\\u52a8', u'\\u589e\\u957f', u'\\u5f15\\u7206', u'\\u4e91', u'\\u65f6\\u4ee3', u'\\u901f\\u5ea6', u'\\u53c2\\u4e0e', 'tb', u'115\\u7f51\\u76d8']\n",
+        "['reactivecocoa', 'mvvm', 'opengl', 'es', 'nu']\n",
+        "[]\n",
+        "[u'\\u6d4b\\u8bd5']\n",
+        "[u'\\u52a0\\u5b8c', u'\\u73ed', u'\\u4e0d\\u5230', u'\\u56de\\u5bb6', u'\\u8f66']\n",
+        "[]\n",
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+        "[u'\\u5b81\\u9759', u'\\u5348\\u540e']\n",
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+        "[u'\\u5973\\u4eba', u'\\u95ee', u'\\u8863\\u670d', u'\\u597d\\u4e0d\\u597d']\n",
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+        "[u'\\u5317\\u4eac', u'\\u5927\\u9053', u'\\u4e91\\u884c', u'\\u79d1\\u6280', u'\\u6709\\u9650\\u516c\\u53f8', u'\\u516c\\u53f8', u'\\u8425\\u4e1a\\u6267\\u7167', u'\\u529e', u'\\u4e0b\\u6765', u'\\u8fd9\\u4e0b', u'\\u540d\\u6b63\\u8a00\\u987a', u'\\u4e0d\\u884c', u'\\u884c', u'\\u4e07\\u91cc\\u957f\\u5f81', u'\\u7b2c\\u4e00\\u6b65', u'\\u5662', u'\\u505a', u'\\u81ea\\u7814', u'\\u4ea7\\u54c1', 'server', 'san']\n",
+        "[u'\\u5206\\u4eab', u'\\u738b\\u5c0f\\u4e1c \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u65b0\\u6d6a', u'\\u5fae\\u535a', u'\\u5e2e\\u4eba', u'\\u4e0d\\u53bb', u'\\u6b7b', u'\\u5fae\\u535a', u'\\u88ab\\u76d7', u'\\u52a0', u'\\u5173\\u6ce8', u'\\u53d6\\u6d88', u'\\u5173\\u6ce8', u'\\u540e', u'\\u5237\\u65b0', u'\\u53d1', u'\\u5fae\\u535a', u'\\u624b\\u673a', u'\\u5ba2\\u6237\\u7aef', u'\\u505a', u'\\u4e00\\u5768\\u7fd4', u'\\u5410\\u69fd', u'\\u65e0\\u529b']\n",
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+        "[u'\\u6b63\\u5728', u'\\u7528\\u4e50\\u89c6', u'\\u89c6\\u9891', u'\\u7b2c\\u5468', u'\\u5341\\u4f73', u'\\u7403', u'\\u5e93\\u91cc', u'\\u620f\\u800d', u'\\u96f7\\u9706', u'\\u5a01\\u5c11', u'\\u8d85\\u5f3a', u'\\u5288\\u6263', 'nba']\n",
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+        "[u'\\u5206\\u4eab', u'\\u6768\\u9759Lillian \\u7684\\u6587\\u7ae0']\n",
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+        "['everyone', 'corner']\n",
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+        "[u'\\u60f3\\u8981', u'\\u7801']\n",
+        "[u'\\u7801', u'TimberlandFans', u'timberlandChina']\n",
+        "[u'\\u4e3a\\u5565', u'\\u7801', u'TimberlandFans', u'timberlandChina']\n",
+        "[u'\\u56de\\u7b54', u'\\u5c3f', u'\\u618b']\n",
+        "[u'\\u611f\\u8c22', u'\\u59dc\\u603b\\u8ba9', u'\\u628a\\u73a9', u'\\u52a8\\u94c1', u'\\u5355\\u5143', u'\\u5904\\u7406', u'\\u542c\\u60ef', u'\\u52a8\\u5708', u'\\u8fd9\\u4e00', u'\\u542c', u'\\u4e00\\u4e2a', u'\\u65b0', u'\\u4e16\\u754c', 'weston', u'\\u8fdc\\u6d0b\\u5149\\u534e\\u4e2d\\u5fc3 ORACLE', u'kkterry']\n",
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+        "[]\n",
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+        "[u'\\u5168\\u7403', u'\\u9876\\u5c16', u'\\u521b\\u610f', u'\\u5206\\u4eab', u'\\u5e73\\u53f0', 'topys', 'openyourmind']\n",
+        "['durex']\n",
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+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
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+        "[u'\\u521a\\u6362', u'\\u98ce\\u8f7b\\u4e91\\u6de1', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u529f\\u80fd', u'\\u6709\\u70b9', u'\\u522e\\u76ee\\u76f8\\u770b', u'\\u611f\\u89c9', 'ppt']\n",
+        "[u'\\u6f8e\\u6e43', u'\\u65b0\\u95fb', u'\\u8bf7\\u95ee', u'\\u8d5b\\u5148\\u751f', u'\\u5eb7', u'\\u9e4f\\u4e3e', u'\\u673a\\u5668', u'\\u505a\\u5230', u'\\u4eba', u'\\u667a\\u80fd', u'\\u5206\\u4eab', u'\\u6f8e\\u6e43\\u65b0\\u95fb']\n",
+        "[u'\\u6f8e\\u6e43', u'\\u65b0\\u95fb', u'\\u8bf7\\u95ee', u'\\u8d5b\\u5148\\u751f', u'\\u5eb7', u'\\u9e4f\\u4e3e', u'\\u673a\\u5668', u'\\u505a\\u5230', u'\\u4eba', u'\\u667a\\u80fd', u'\\u5206\\u4eab', u'\\u6f8e\\u6e43\\u65b0\\u95fb']\n",
+        "[u'\\u4e00\\u53f0', u'\\u7535\\u8111', u'\\u91cc', u'\\u4e66', u'\\u6bd4\\u4e00', u'\\u6574\\u4e2a', u'\\u4e66\\u67dc', u'\\u4e66', u'\\u591a\\u5f97\\u591a', u'\\u559c\\u6b22', u'\\u7eb8\\u4e66', u'\\u559c\\u6b22', 'pdf']\n",
+        "[u'\\u9605\\u8bfb', u'\\u8fc7\\u7a0b', u'\\u4e2d', u'\\u4ea7\\u751f', u'\\u7b14\\u8bb0', u'\\u5f53\\u60f3', u'\\u7b14\\u8bb0', u'\\u5185\\u5bb9', u'\\u7528\\u6765', u'\\u505a', u'\\u62a5\\u544a', u'\\u65f6', u'\\u9700\\u8981', u'\\u505a', u'\\u73b0\\u5728', u'\\u5df2\\u7ecf', u'\\u529f\\u80fd', u'\\u76f4\\u63a5', u'\\u7b14\\u8bb0', u'\\u53d8\\u6210', u'\\u62a5\\u544a', u'\\u5185\\u5bb9', u'\\u6574\\u5768', u'\\u7b14\\u8bb0', u'\\u653e\\u5728', u'\\u7248\\u5f0f', u'\\u8fdb\\u884c', u'\\u6574\\u7406', u'\\u89c9\\u5f97', u'\\u5229\\u7528', u'\\u8bed\\u4e49', u'\\u6280\\u672f', u'\\u5206\\u6790', u'\\u7b14\\u8bb0', u'\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u6392\\u7248', u'\\u4e00\\u4e2a', u'\\u4e0d\\u9519', u'\\u670d\\u52a1', 'ppt', 'evernote', 'presentation', 'ppt', 'ppt']\n",
+        "[u'\\u8d8a\\u6765\\u8d8a', u'\\u70c2', 'ios']\n",
+        "[u'\\u56fe\\u7247', u'\\u7528\\u6237', u'\\u73bb\\u7483', u'\\u8c61', u'\\u56fe\\u7247', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', 'milo', 'app']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'install', 'protege', 'exe', u'\\u5fae\\u76d8', u'\\u7ea2\\u67a3\\u6817\\u5b50']\n",
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+        "[u'\\u5206\\u4eab']\n",
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+        "[u'\\u539f\\u6765', u'\\u6c14\\u606f', u'\\u953b\\u9020', u'\\u4e00\\u4e2a', u'\\u8bb2\\u6545\\u4e8b', u'\\u5730\\u65b9', u'\\u4e00\\u4e2a', u'\\u58f0\\u97f3', u'\\u629a\\u5e73', u'\\u4f24\\u75d5', u'\\u64e6\\u5e72', u'\\u773c\\u6cea', u'\\u4e00\\u4e2a', u'\\u8033\\u6735', u'\\u5fc3', u'\\u8bf4\\u8bdd', u'\\u5730\\u65b9', 'eason']\n",
+        "[u'\\u5e74', u'\\u5f20\\u6587\\u654f', u'\\u77e5\\u4e4e', u'\\u9605\\u8bfb', u'\\u9875', u'\\u65b0\\u77e5', u'\\u8d21\\u732e', u'\\u56de\\u7b54', u'\\u6700\\u597d\\u76842014']\n",
+        "[u'\\u5206\\u4eab', u'\\u6309\\u94ae', u'\\u8bbe\\u7f6e', u'\\u9875', u'\\u5fae\\u535a', u'\\u5f00\\u653e\\u5e73\\u53f0']\n",
+        "[u'\\u6811\\u4e0a', u'\\u6302', u'\\u6c14\\u7403']\n",
+        "[u'\\u6811\\u4e0a', u'\\u6302', u'\\u6c14\\u7403']\n",
+        "[u'\\u6811\\u4e0a', u'\\u6302', u'\\u6c14\\u7403']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u706b\\u9f99\\u679c', u'\\u7c7d', 'sweet']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u51c9']\n",
+        "[u'\\u4ed9\\u5251', u'\\u5947\\u4fa0\\u4f20', u'\\u5b98\\u65b9', u'\\u5fae\\u4fe1']\n",
+        "[u'\\u5bb9\\u8054\\u4e91', u'\\u901a\\u8baf', u'\\u5b98\\u65b9', u'\\u5fae\\u4fe1', u'\\u8d26\\u53f7', u'\\u6211\\u7231\\u52a0', u'\\u5fae\\u4fe1\\u5bb9', u'\\u8054\\u4e91', u'\\u901a\\u8baf', u'\\u5b98\\u65b9', u'\\u5fae\\u4fe1', u'\\u8d26\\u53f7']\n",
+        "[u'\\u54d4\\u54e9', u'\\u54d4\\u54e9', u'\\u5b98\\u65b9', u'\\u5fae\\u4fe1', u'\\u6211\\u7231\\u52a0', u'\\u5fae\\u4fe1', u'\\u54d4\\u54e9', u'\\u54d4\\u54e9', u'\\u5b98\\u65b9', u'\\u5fae\\u4fe1']\n",
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+        "[u'\\u65f6\\u5149', u'\\u7f51', u'\\u5b98\\u65b9', u'\\u5fae\\u4fe1', u'\\u6211\\u7231\\u52a0', u'\\u5fae\\u4fe1', u'\\u65f6\\u5149', u'\\u7f51', u'\\u5b98\\u65b9', u'\\u5fae\\u4fe1', 'mtime', 'mtime']\n",
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+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4e0a\\u4f20', u'\\u89c6\\u9891', u'\\u5c0f\\u82f9\\u679c', u'\\u7ae5\\u54e5\\u7248']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6dd8\\u5b9d', u'\\u53eb\\u677f', u'\\u56fd\\u5bb6', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u652f\\u6301', u'\\u6295\\u7ed9', u'\\u6dd8\\u5b9d', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u5357\\u65b9\\u90fd\\u5e02\\u62a5']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u8fd0\\u52a8', u'\\u56de\\u6765', u'\\u6765\\u4efd', u'\\u5927\\u9910']\n",
+        "[u'\\u535a\\u7269\\u9986', u'\\u5947\\u5999', u'\\u4e4b\\u65c5', u'\\u6452\\u5f03', u'\\u6b22\\u4e50', u'\\u611f\\u52a8', u'\\u505a', u'\\u4e00\\u4e2a', u'\\u9a84\\u50b2', u'\\u9a91\\u58eb']\n",
+        "[u'\\u5206\\u4eab', u'low_accepted \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u534e\\u5927', u'\\u9655\\u897f', u'\\u6821\\u53cb', u'\\u8881', u'\\u5bb6\\u6751', u'\\u4e4b\\u6e38']\n",
+        "[u'\\u6253\\u9020', u'\\u97f3\\u4e50', u'\\u6700\\u5f3a\\u97f3', u'\\u6211\\u4e3a\\u6b4c\\u72c2', u'\\u8292\\u679c', u'\\u4e92\\u5a31', u'\\u5e74\\u5ea6', u'\\u5927\\u4f5c', u'\\u6b4c\\u624b', u'\\u5b98\\u65b9', u'\\u624b\\u6e38', u'\\u9707\\u64bc', u'\\u4e0a\\u7ebf', u'\\u6253\\u9020', u'\\u97f3\\u4e50', u'\\u6e38\\u620f', u'\\u6700\\u5f3a\\u97f3', u'\\u975e', u'\\u5b9e\\u529b', u'\\u5531', u'\\u6b64\\u5730', u'\\u5371\\u9669', u'\\u975e\\u5929']\n",
+        "[u'\\u8d60', u'\\u5206\\u949f', u'\\u8bdd\\u8d39', u'\\u56fd\\u5185', u'\\u7535\\u8bdd', u'\\u514d\\u8d39', u'\\u547c']\n",
+        "[u'\\u7f8e', u'\\u62cd\\u62cd', u'\\u6bb5', u'\\u89c6\\u9891', u'\\u6b22\\u8fce', u'\\u56f4\\u89c2', u'\\u70b9\\u6b64', u'\\u64ad\\u653e', u'\\u62cd\\u6444', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u770b\\u770b', u'\\u62cd', u'\\u89c6\\u9891', u'\\u70b9\\u6b64', u'\\u64ad\\u653e', u'\\u62cd\\u6444', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u5206\\u4eab', u'\\u5bd2\\u5047', u'\\u6a21\\u5f0f', u'\\u6b63\\u5f0f', u'\\ud83d', u'\\udd1b', u'\\u8003\\u8bd5', u'\\u867d\\u8650', u'\\u5fc3', u'\\u653e\\u5047', u'\\u89e3\\u767e', u'\\u6101', u'\\ud83d', u'\\ude1d', u'\\u5446', u'\\u6bd4\\u4f1a', u'\\u5047\\u671f', u'\\u521b\\u4f5c', u'\\u5c0f\\u52a8\\u753b', u'\\u5e0c\\u671b', u'\\u7ee7\\u7eed', u'\\u5173\\u6ce8', u'\\ud83d', u'\\ude18', u'\\u795d', u'\\u5047\\u671f', u'\\u6109\\u5feb', u'\\u653e\\u5047', u'\\u7ee7\\u7eed', u'\\u52a0\\u6cb9', u'\\ud83d', u'\\ude01', u'\\u770b\\u770b', u'\\u62cd\\u6444', u'\\u521b\\u610f##\\u5b9a\\u683c\\u52a8\\u753b', u'\\u7f8e\\u62cd', u'DebbyTT \\u7684\\u7f8e\\u62cd\\u201c']\n",
+        "[u'awk']\n",
+        "[u'\\u4e2d', u'\\u8f93\\u5165', 'shell', 'emacs', 'shell', 'tab']\n",
+        "[u'\\u4f7f\\u7528', u'\\u5b89\\u88c5', u'\\u8bed\\u6cd5', u'\\u5305', 'package', 'control', 'sublimetext', 'awk']\n",
+        "[u'awk']\n",
+        "['developing', 'modules', 'apache', 'http', 'server']\n",
+        "['find', 'cpan', 'mirrors', 'configure', 'local', 'cpan', 'mirror', 'list', u'perl']\n",
+        "['mod', 'log', 'httpd', 'apache', 'org', 'docs', 'logs', 'html', u'httpd']\n",
+        "[u'webdav']\n",
+        "['chapter', 'special', 'characters', u'bash']\n",
+        "[u'\\u68d2\\u68d2', u'\\u68d2\\u68d2', u'\\u68d2\\u68d2', u'\\u68d2']\n",
+        "[u'websocket']\n",
+        "[u'\\u5565\\u65f6\\u5019', u'\\u5f00\\u653e', u'\\u8c03\\u8282', u'\\u8272\\u6e29', u'\\u63a5\\u53e3', u'\\u597d', 'ipad']\n",
+        "[u'websocket']\n",
+        "[u'\\u73a9\\u8f6c', 'websocket']\n",
+        "[u'\\u73a9\\u8f6c', u'\\uff0d', 'websocket']\n",
+        "[u'\\u73a9\\u8f6c', 'websocket']\n",
+        "[u'\\u73a9\\u8f6c', 'websocket']\n",
+        "['install', 'epel', 'additional', 'repositories', 'centos', 'red', 'hat']\n",
+        "['debugging', 'websockets', 'curl']\n",
+        "[u'\\u73a9\\u8f6c', u'\\u4e0b', 'websocket']\n",
+        "[u'\\u4f7f\\u7528', u'\\u89e3\\u51b3', u'\\u89e3\\u6790', u'\\u95ee\\u9898', 'patchelf', 'shared', 'library']\n",
+        "[u'\\u64b0\\u5199', u'\\u4e00\\u4e2a', 'httpd', 'module']\n",
+        "[u'\\u4e0a\\u4f20', u'\\u5f20', u'\\u7167\\u7247', u'\\u4e13\\u8f91', 'blog']\n",
+        "[u'\\u64b0\\u5199', u'\\u4e00\\u4e2a', 'httpd', 'module']\n",
+        "[u'\\u5b89\\u88c5', u'\\u4f7f\\u7528', u'\\u65b9\\u6cd5', 'openldap']\n",
+        "[u'\\u7a7a', u'\\u6307\\u9488', u'\\u5b89\\u5168\\u6f0f\\u6d1e', 'null', 'pointer']\n",
+        "[u'\\u5206\\u4eab', u'\\u59da\\u8d1d\\u5a1c', u'\\u6b4c\\u66f2', u'\\u7ea2\\u989c', u'\\u52ab', u'\\u5206\\u4eab', u'\\u867e\\u7c73\\u97f3\\u4e50\\uff09']\n",
+        "[u'\\u4f7f\\u7528', u'\\u6280\\u5de7', u'\\u62fc\\u76d8', 'linux']\n",
+        "[u'\\u5b89\\u88c5', u'\\u4f7f\\u7528', u'\\u65b9\\u6cd5', u'\\u4e0b', 'openldap']\n",
+        "[u'\\u4f7f\\u7528', u'\\u65b9\\u6cd5', 'mod', 'dav', u'httpd']\n",
+        "[u'\\u4f7f\\u7528', u'\\u6280\\u5de7', u'\\u62fc\\u76d8', 'linux']\n",
+        "[u'\\u5927\\u8c03', u'\\u25b6', u'\\u6765\\u81ea', u'\\u556a\\u556a', 'andantino', u'\\u5409\\u4ed6\\u7ec3\\u4e60']\n",
+        "['installing', 'selinux', 'fedora', 'redhat']\n",
+        "[u'\\u4f7f\\u7528', u'\\u6280\\u5de7', u'\\u62fc\\u76d8', 'linux']\n",
+        "['linux', 'debugfs', 'hack', 'undelete', 'files']\n",
+        "[u'\\u6053', u'\\u6053', u'\\u51a4\\u9b3c', u'\\u5305\\u5b50\\u94fa', u'\\u559c\\u6b22', u'\\u542c\\u542c', u'\\u5206\\u4eab', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5b9e\\u73b0', 'ruby', 'pass', 'value', 'eval', 'pass', 'reference']\n",
+        "[u'\\u63a8\\u8350', u'\\u505a', u'\\u518d', u'\\u70c2', u'\\u4e00\\u70b9', u'\\u8ba4\\u4e3a', u'\\u5173\\u6ce8', 'tfboy', u'\\u5fae\\u535a\\u5c0f\\u79d8\\u4e66', u'\\u65b0\\u6d6a']\n",
+        "[u'\\u5929', u'\\u964d', u'\\u7ea2\\u5305', u'\\u4e00\\u5927', u'\\u6ce2', u'\\u6211\\u521a', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u518d', u'\\u62a2', u'\\u673a\\u4f1a', u'\\u55bd', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u9ec4\\u534e\\u57fa', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u592a\\u5c11', u'\\u7ee7\\u7eed', u'\\u5206\\u4eab']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u9ec4\\u534e\\u57fa', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u7ee7\\u7eed', u'\\u5206\\u4eab']\n",
+        "[u'\\u4e24\\u5929', u'\\u5df2\\u7ecf', u'\\u8d70\\u706b\\u5165\\u9b54', u'\\u7a0b\\u5ea6', u'\\u6628\\u5929', u'\\u673a\\u4e0a', u'\\u53d6', u'\\u70b9', u'\\u94b1', u'\\u4eca\\u5929', u'\\u65e9\\u6668', u'\\u4e70', u'\\u65e9\\u9910', u'\\u5e08\\u5085', u'\\u534a\\u7b3c', u'\\u5305\\u5b50', u'\\u5757', u'\\u4e00\\u6478', u'\\u515c', u'\\u7a7a\\u7a7a\\u5982\\u4e5f', u'\\u5c34\\u5c2c', u'\\u5fd8\\u8bb0', u'\\u6628\\u5929', u'\\u94b1', u'\\u5df2\\u7ecf', u'\\u82b1', u'\\u7b97\\u4e0d\\u7b97', u'\\u5e78\\u4e8f', u'\\u5d29\\u6e83', 'uaf', 'atm', 'uaf']\n",
+        "['test', 'oops']\n",
+        "[u'\\u6700\\u540e', u'\\u4e00\\u5929', u'\\u8c8c\\u4f3c', u'\\u6ca1\\u4ec0\\u4e48', u'\\u4eba', u'\\u4e0a\\u73ed', u'\\u6837\\u5b50', u'\\u516c\\u53f8', u'\\u4e00\\u4eba', 'shuttle']\n",
+        "[u'\\u897f\\u96c5\\u56fe', u'\\u5730\\u533a', u'\\u4eca\\u5929', u'\\u767d\\u5929', u'\\u8be1\\u5f02', u'\\u5927\\u96fe', u'\\u665a\\u4e0a', u'\\u66f4\\u91cd', u'\\u611f\\u89c9', u'\\u50cf\\u662f', u'\\u8d70', u'\\u4e00\\u6876', u'\\u77f3\\u7070\\u6c34', u'\\u91cc\\u9762']\n",
+        "[u'\\u7f8e\\u56fd', u'\\u7b2c\\u4e00\\u6b21', u'\\u770b\\u5230', u'\\u897f\\u96c5\\u56fe', u'\\u6ca1\\u620f', u'\\u60c5\\u51b5', u'\\u4e0b', u'\\u5b9e\\u73b0', u'\\u9006\\u8f6c', u'\\u4e3b\\u573a', u'\\u529b\\u91cf', u'\\u5b9e\\u5728', u'\\u592a\\u5927', 'football', 'seahawk']\n",
+        "[u'\\u5ba1\\u7f8e', u'\\u89d2\\u5ea6', u'\\u5fae\\u8f6f', u'\\u7cfb\\u7edf', u'\\u5dc5\\u5cf0', u'\\u4e4b\\u540e', u'\\u6241\\u5e73\\u5316', u'\\u53d8\\u5f97', u'\\u8d8a\\u6765\\u8d8a', u'\\u96be\\u770b', u'\\u603b', u'\\u611f\\u89c9', u'\\u5fae\\u8f6f', u'\\u4e00\\u76f4', u'\\u8d70\\u4e0b\\u5761\\u8def', u'\\u6241\\u5e73\\u5316', u'\\u505a', u'\\u4e0d\\u4f26\\u4e0d\\u7c7b', u'\\u7ec6\\u8282', u'\\u5904\\u7406', u'\\u7c97\\u7cd9', u'\\u751f\\u786c', 'windows', 'window', 'ui', 'design']\n",
+        "[u'\\u4e00\\u5927\\u65e9', u'\\u8d77\\u5e8a', u'\\u5237', u'\\u4e00\\u4e0b', u'\\u624b\\u673a', u'\\u5413\\u5446\\u4e86', u'\\ud83d', u'\\ude2d', u'\\ud83d', u'\\ude2d', u'\\ud83d', u'\\ude2d', u'\\ud83d', u'\\ude2d', u'\\ud83d', u'\\ude2d']\n",
+        "['shit']\n",
+        "[u'\\u4f7f\\u7528', u'\\u597d', u'\\u641c\\u7d22\\u5f15\\u64ce', u'\\u5fc5\\u5907']\n",
+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u66f2', 'connie', 'francis', 'never', 'sunday']\n",
+        "[u'\\u5347', u'\\u7b49\\u7ea7', u'\\u798f\\u5229', u'\\u4eab', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u60f3\\u60f3', u'\\u6709\\u70b9', u'\\u5c0f', u'\\u6fc0\\u52a8', u'\\u5c0f\\u4f19\\u4f34', u'\\u513f\\u4eec', u'\\u901f\\u6765', u'\\u56f4\\u89c2', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u5bfb\\u627e', u'\\u6280\\u672f', u'\\u5408\\u4f19\\u4eba', u'\\u5982\\u540c', u'\\u627e', u'\\u8001\\u5a46', u'\\u771f\\u7684', u'\\u60f3', u'\\u627e\\u5230', u'\\u5408\\u9002', u'\\u5f81\\u5a5a\\u542f\\u4e8b', u'\\u4e00\\u5b9a', u'\\u597d\\u597d', u'\\u5199', u'\\u778e', u'\\u626f\\u6de1', u'\\u8282\\u70b9', u'\\u81f4\\u656c', u'ruby_china']\n",
+        "[u'\\u51e0\\u5929', u'\\u4eac\\u4e1c', u'\\u4fc3\\u9500', u'\\u4fe1\\u606f', u'\\u7c7b\\u4f3c', u'\\u8001\\u677f\\u5a18', u'\\u8dd1', u'\\u65e0\\u5fc3', u'\\u7ecf\\u8425', u'\\u5168\\u573a', u'\\u6298', u'\\u6293\\u4f4f\\u673a\\u4f1a', u'\\u56e4', u'\\u4e00\\u70b9', u'\\u5c3f\\u5e03', u'\\u5976\\u7c89']\n",
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+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u8fc1\\u79fb', 'twitter', 'rails', 'java']\n",
+        "[u'\\u6536\\u85cf', u'\\u6709\\u7528', u'\\u5f97\\u5230', u'\\u79fb\\u52a8', u'\\u524d\\u7aef', u'\\u4e86\\u89e3', u'\\u5934', u'\\u6807\\u7b7e', u'\\u2013', u'\\u524d\\u7aef\\u5f00\\u53d1', u'\\u4e13\\u6ce8', u'\\u524d\\u7aef\\u5f00\\u53d1', u'\\u5173\\u6ce8', u'\\u7528\\u6237', u'\\u4f53\\u9a8c', 'html', 'head', 'web']\n",
+        "[u'\\xa0', u'\\u8bf7', u'\\u5403', u'\\u5916\\u5356', u'\\u63a5\\u53d7', u'\\u9080\\u8bf7', u'\\u5143', u'\\u7ea2\\u5305', u'\\u5956\\u52b1', u'\\u5feb\\u70b9', u'\\u884c\\u52a8', u'\\u997f', u'\\u7f51\\u4e0a', u'\\u8ba2\\u9910', u'\\u997f\\u4e86\\u4e48\\u53cc\\u4eab\\u7ea2\\u5305']\n",
+        "[u'\\u8fd9\\u8981', u'\\u95f9', u'\\u5e74', u'\\u4f30\\u8ba1', u'\\u5899', u'\\u4e00\\u5bb6', u'\\u63d0\\u4f9b', u'\\u9ed1\\u5ba2', u'\\u670d\\u52a1', u'\\u7f51\\u7ad9', 'hacker', 'list', 'cto', 'com']\n",
+        "[u'\\u63d0\\u73b0', u'\\u73b0\\u91d1', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u62a2\\u5230', u'\\u53c2\\u52a0', u'\\u5143', u'\\u6dd8', u'\\u5145\\u503c\\u5361', u'\\u9001', u'\\u4e0d\\u505c', u'\\u5e78\\u8fd0', u'\\u8f6c\\u76d8', u'\\u62bd\\u5956', u'\\u6d3b\\u52a8', u'\\u8bd5\\u8bd5', u'\\u529b', u'\\u4e8c\\u6dd8\\u7f51', u'\\u65b0', u'\\u7528\\u6237\\u6ce8\\u518c', u'\\u9001\\u4e8c', u'\\u6dd8', u'\\u5145\\u503c\\u5361']\n",
+        "[u'\\u6e05', u'\\u4e0b', u'\\u7c89\\u4e1d', u'\\u597d\\u50cf', u'\\u6ca1\\u4eba', u'\\u54c8\\u54c8\\u54c8']\n",
+        "[u'\\u50bb', u'\\u903c', u'\\u50bb', u'\\u903c', u'\\u50bb', u'\\u903c', u'\\u50bb', u'\\u903c', u'\\u554a\\u554a\\u554a', u'\\u554a\\u554a\\u554a', u'\\u554a\\u554a\\u554a', u'\\u554a\\u554a\\u554a', 'bae']\n",
+        "[u'\\u597d', u'\\u5206\\u4eab', u'\\u6b4c\\u5355', u'\\u5deb\\u5c0f\\u55b5   ', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u6700\\u8fd1', u'\\u7761\\u89c9', u'\\u75af']\n",
+        "[u'\\u539f\\u6765', 'many', 'teens', 'sleep', 'less', 'hours', 'suffer', 'irritability', 'mood', 'swings', 'even', 'depression']\n",
+        "[u'\\u6df7\\u5728', u'\\u4e00\\u7fa4', u'\\u56de\\u5bb6', u'\\u5b66\\u751f', u'\\u4e2d\\u95f4']\n",
+        "[u'\\u53d1\\u5e03', 'django', 'alpha']\n",
+        "[u'\\u4e16\\u754c', u'\\u75af']\n",
+        "[u'\\u6697\\u7f51', u'\\u7a7a\\u95f4', u'\\u62a2\\u697c', u'\\u5143\\u591a', u'\\u533a\\u5757', u'\\u94fe', u'\\u62bd\\u5956', u'\\u591a\\u5143', u'\\u6d3b\\u52a8', u'\\u7ea2\\u5305', u'\\u5e01', u'\\u63a8', u'\\u72d7\\u72d7\\u5e01\\u7ea2\\u5305']\n",
+        "[u'\\u770b\\u770b', 'kf']\n",
+        "[u'\\u5df4\\u6bd4\\u7279', u'\\u6697\\u7f51', u'\\u7a7a\\u95f4', u'\\u5f00\\u8f9f', u'\\u4e13\\u7248', u'\\u7ea2\\u5305', u'\\u5e01', u'\\u63a8', u'\\u72d7\\u72d7\\u5e01\\u7ea2\\u5305']\n",
+        "[]\n",
+        "[u'\\u6bd4\\u7279', u'\\u5e01', u'\\u540d\\u4eba', u'\\u9762\\u5bf9\\u9762', u'\\u8bbf\\u8c08', u'\\u7b2c\\u671f', u'\\u706b\\u7206', u'\\u5f00\\u542f', u'\\u8bed\\u97f3', u'\\u9891\\u9053', u'\\ufffd', u'\\u585e', u'\\u72d7\\u72d7', u'\\u5e01', u'\\u62a2', u'\\u901f\\u62a2', u'\\u7ea2\\u5305', u'\\u5e01', u'\\u63a8', 'yy', u'\\u72d7\\u72d7\\u5e01\\u7ea2\\u5305#\\uff1a', u'\\u6c5f\\u6069-\\u72d7\\u72d7\\u5e01', u'cuilingqun']\n",
+        "[u'\\u5e05\\u54e5']\n",
+        "[u'\\u6bd4\\u7279', u'\\u5e01', u'\\u540d\\u4eba', u'\\u9762\\u5bf9\\u9762', u'\\u8bbf\\u8c08', u'\\u7b2c\\u671f', u'\\u706b\\u7206', u'\\u5f00\\u542f', u'\\u8bed\\u97f3', u'\\u9891\\u9053', u'\\ufffd', u'\\u585e', u'\\u72d7\\u72d7', u'\\u5e01', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u7ea2\\u5305', u'\\u5e01', u'\\u63a8', 'yy', u'\\u72d7\\u72d7\\u5e01\\u7ea2\\u5305#\\uff1a', u'\\u6c5f\\u6069-\\u72d7\\u72d7\\u5e01', u'\\u6728\\u5934lbj']\n",
+        "[u'\\u6bd4\\u7279', u'\\u5e01', u'\\u540d\\u4eba', u'\\u9762\\u5bf9\\u9762', u'\\u8bbf\\u8c08', u'\\u7b2c\\u671f', u'\\u706b\\u7206', u'\\u5f00\\u542f', u'\\u8bed\\u97f3', u'\\u9891\\u9053', u'\\ufffd', u'\\u585e', u'\\u72d7\\u72d7', u'\\u5e01', u'\\u62a2', u'\\u901f\\u62a2', u'\\u7ea2\\u5305', u'\\u5e01', u'\\u63a8', 'yy', u'\\u72d7\\u72d7\\u5e01\\u7ea2\\u5305#\\uff1a', u'\\u6c5f\\u6069-\\u72d7\\u72d7\\u5e01', u'\\u83b1\\u7279\\u5e01']\n",
+        "[u'\\u8e72', u'\\u661f\\u5df4\\u514b', u'\\u5fd8', u'\\u8033\\u673a', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\u6293\\u72c2']\n",
+        "[u'\\u75af']\n",
+        "['swift', 'python']\n",
+        "[u'\\u5d29\\u6e83']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u8bf4', u'\\u8f6f\\u4ef6', u'\\u968f\\u610f', u'\\u4eca\\u5e74', u'\\u542c\\u5230', u'\\u6700\\u5927', u'\\u7b11\\u8bdd', 'apple']\n",
+        "[u'\\u505a', u'\\u6d4b\\u8bd5', u'\\u548b\\u6837', 'nose']\n",
+        "[u'\\u8f6f\\u4ef6', u'\\u633a', u'\\u6f02\\u4eae', u'\\u53d1\\u73b0', u'\\u6280\\u672f', u'\\u4e66', u'\\u8bfb', u'\\u82f1\\u6587', u'\\u597d', u'\\u901a\\u7545', u'\\ud83d', u'\\ude02']\n",
+        "[u'\\u89e3\\u51b3', u'\\u89e3\\u51b3', u'\\u597d', u'\\u5bc4\\u5e0c\\u671b\\u4e8e', u'\\u96be', u'\\u5feb\\u4e50']\n",
+        "[u'\\u7533\\u8bf7', u'\\u53ef\\u770b', u'\\u8fd9\\u7bc7', u'\\u7533\\u8bf7', u'\\u7279\\u4ef7', u'\\u841d\\u535c', 'gopher', 'slack', 'blog']\n",
+        "[u'\\u559c\\u6b22', u'\\u673a\\u5668']\n",
+        "[]\n",
+        "[u'\\u671f\\u5f85', 'ing']\n",
+        "[u'\\u606d\\u559c\\u53d1\\u8d22', u'\\u5409\\u7965\\u5982\\u610f', u'\\u585e', u'\\u72d7\\u72d7', u'\\u5e01', u'\\u62a2', u'\\u901f\\u62a2', u'\\u7ea2\\u5305', u'\\u5e01', u'\\u63a8', u'\\u72d7\\u72d7\\u5e01\\u7ea2\\u5305', u'\\u6c5f\\u6069-\\u72d7\\u72d7\\u5e01']\n",
+        "[u'\\u5e74', u'\\u6bcf\\u65e5', u'\\u7ea2\\u5305', u'\\u98de', u'\\u6bd4\\u7279', u'\\u5e01', u'\\u72d7\\u72d7', u'\\u5e01', u'\\u7ea2\\u5305', u'\\u5e01', u'\\u63a8', u'\\u72d7\\u72d7\\u5e01\\u7ea2\\u5305']\n",
+        "[u'\\u585e', u'\\u65e0\\u9650', u'\\u5e01', u'\\u62a2', u'\\u901f\\u62a2', u'\\u5e01', u'\\u63a8', 'da', 'moon', u'\\u5e01\\u63a8IFC\\u7ea2\\u5305', u'Qilemore']\n",
+        "[u'\\u5e01\\u5bfc\\u7f51', u'\\u6570\\u5b57', u'\\u8d27\\u5e01', u'\\u7f51\\u5740', u'\\u5bfc\\u822a', u'\\u585e', u'\\u72d7\\u72d7', u'\\u5e01', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u7ea2\\u5305', u'\\u5e01', u'\\u63a8', 'bidao', 'wang', u'\\u72d7\\u72d7\\u5e01\\u7ea2\\u5305', u'\\u5e01\\u5bfc\\u7f51', u'\\u6728\\u5934lbj']\n",
+        "[u'\\u5e0c\\u671b', u'\\u66f4\\u65b0', u'\\u540e\\u80fd', u'\\u597d', u'\\ud83d', u'\\ude4f', 'safari']\n",
+        "['scrapyrt', 'scrapy', 'realtime']\n",
+        "[u'\\u66f4\\u65b0', u'\\u540e', u'\\u597d', u'\\u5237', u'\\u5fae\\u535a', u'\\u9605\\u8bfb', u'\\u4e13\\u7528', 'safari']\n",
+        "[u'\\u770b\\u7740', u'\\u633a\\u68d2', 'rethinkdb']\n",
+        "[u'\\u542c', u'\\u597d\\u51e0\\u4e2a', u'\\u7248\\u672c', u'\\u5de6\\u53d4', u'\\u6700', u'\\u611f\\u89c9', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5e01\\u5bfc\\u7f51', u'\\u6570\\u5b57', u'\\u8d27\\u5e01', u'\\u7f51\\u5740', u'\\u5bfc\\u822a', u'\\u585e', u'\\u72d7\\u72d7', u'\\u5e01', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u7ea2\\u5305', u'\\u5e01', u'\\u63a8', 'bidao', 'wang', u'\\u72d7\\u72d7\\u5e01\\u7ea2\\u5305', u'\\u5e01\\u5bfc\\u7f51', u'\\u6728\\u5934lbj']\n",
+        "[u'\\u5e74', u'\\u53f7', u'\\u70b9', u'\\u7ea2\\u5305', u'\\u4e0d\\u505c', u'\\u72d7\\u72d7', u'\\u5e01', u'\\u98de\\u8d77', u'\\u5168\\u7ebf', u'\\u652f\\u6301', u'\\u72d7\\u72d7', u'\\u5e01', u'\\u652f\\u4ed8', u'\\u7ea2\\u5305', u'\\u5e01', u'\\u63a8', u'\\u72d7\\u72d7\\u5e01\\u7ea2\\u5305']\n",
+        "[u'\\u767b\\u5f55', u'\\u6539\\u4e86', u'\\u7b97\\u6cd5', u'\\u60b2\\u5267', 'qq']\n",
+        "[u'\\u624b\\u8d31', u'\\u7ed1\\u5b9a', u'\\u94f6\\u884c\\u5361', u'\\u51e0\\u5929', u'\\u65e9\\u9910', u'\\u94b1', 'app', 'store']\n",
+        "[u'\\u4e4b\\u540e', u'\\u7b97\\u662f', u'\\u6ca1\\u620f', 'aaron', 'web', 'py']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u987e\\u95ee', u'\\u5f85\\u9047', u'\\u3000', u'\\u3000', u'\\u5e02\\u573a', u'\\u9010\\u6e10', u'\\u6269\\u5927', u'\\u610f\\u5473\\u7740', u'\\u9700\\u8981', u'\\u8d8a\\u6765\\u8d8a', u'\\u4e13\\u4e1a', u'\\u987e\\u95ee', u'\\u81ea\\u7136', u'\\u5f15\\u51fa', u'\\u4e00\\u4e2a', u'\\u73b0\\u5b9e', u'\\u95ee\\u9898', u'\\u4fbf\\u662f', u'\\u5f85\\u9047', u'\\u95ee\\u9898', u'\\u7269\\u4ee5\\u7a00\\u4e3a\\u8d35', u'\\u4eba\\u4ee5', u'\\u7a00\\u4e3a', u'\\u5b9d', u'\\u4eba\\u624d', u'\\u7a00\\u7f3a', u'\\u76f4\\u63a5', u'\\u5173\\u8054', u'\\u85aa\\u8d44', u'\\u5f85\\u9047', u'\\u5dee', 'sap', 'sap', 'sap', 'sap']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u9009\\u62e9', u'\\u57f9\\u8bad', u'\\u7406\\u7531', u'\\u4e0a\\u8bfe', u'\\u8058\\u8bf7', u'\\u8bb2\\u5e08', u'\\u85aa\\u8d44', u'\\u9ad8', u'\\u5bfc\\u81f4', u'\\u57f9\\u8bad', u'\\u8d39\\u7528', u'\\u4e0d\\u83f2', u'\\u51b3\\u5b9a', u'\\u672a\\u6765', u'\\u6295\\u8d44', u'\\u4e00\\u5b9a', u'\\u614e\\u91cd', u'\\u8fdb\\u884c', u'\\u65b9\\u9762', u'\\u8003\\u5bdf', u'\\u6761\\u4ef6', u'\\u5f53\\u5730', u'\\u57f9\\u8bad', u'\\u673a\\u6784', u'\\u8fdb\\u884c', 'sap', 'sap', 'sap', 'sap']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u5e02\\u573a\\u884c\\u60c5', u'\\u5f3a\\u52b2', u'\\u5e02\\u573a', u'\\u7ecf\\u6d4e', u'\\u53cd\\u5e94', u'\\u60c5\\u51b5', u'\\u5206\\u6790', u'\\u4e2d\\u56fd', u'\\u7ecf\\u6d4e', u'\\u5df2\\u7136', u'\\u6b65\\u5165', u'\\u5916\\u90e8', u'\\u7ade\\u4e89', u'\\u5168\\u7403\\u5316', u'\\u6218\\u7565', u'\\u4f01\\u4e1a', u'\\u6570\\u636e', u'\\u7ba1\\u7406\\u7cfb\\u7edf', u'\\u5c24\\u4e3a', u'\\u91cd\\u89c6', u'\\u7279\\u522b', u'\\u9488\\u5bf9', u'\\u4f01\\u4e1a', u'\\u8d44\\u6e90', u'\\u667a\\u80fd', u'\\u4f18\\u5316', u'\\u7ba1\\u7406', u'\\u4e00\\u5757', u'\\u5c24\\u4e3a', u'\\u770b\\u91cd', u'\\u8f6f\\u4ef6', 'sap', 'sap']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u8d26\\u52a1', u'\\u4f1a\\u8ba1', u'\\u8f6c\\u578b', u'\\u3000', u'\\u3000', u'\\u804c\\u4e1a\\u89c4\\u5212', u'\\u8003\\u8651', u'\\u597d', u'\\u4e0b\\u9762', u'\\u51e0\\u4e2a', u'\\u89d2\\u5ea6', u'\\u627e', u'\\u597d', u'\\u5b9a\\u4f4d', u'\\u3000', u'\\u3000', u'\\u4e0d\\u60f3', u'\\u7ee7\\u7eed', u'\\u505a', u'\\u8d22\\u52a1', u'\\u3000', u'\\u3000', u'\\u95ee\\u9898', u'\\u603b\\u7ed3', u'\\u5de5\\u8d44', u'\\u4f4e', u'\\u538b\\u529b', u'\\u95ee\\u9898', u'\\u505a', u'\\u804c\\u4e1a', u'\\u89c4']\n",
+        "[u'\\u4e00\\u8d77', u'\\u76f8\\u7ea6', u'\\u514d\\u8d39', u'\\u7f51\\u7edc', u'\\u516c\\u5f00\\u8bfe', u'\\u6a21\\u5757', u'\\u9879\\u76ee', u'\\u5f00\\u53d1', u'\\u514d\\u8d39', u'\\u5b66\\u4e60', u'\\u62a5\\u540d', u'\\u731b', u'\\u6233', 'sap', 'sap', 'fico']\n",
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+        "[]\n",
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+        "[]\n",
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+        "[u'\\u62d2\\u7edd\\u670d\\u52a1', u'\\u653b\\u51fb', u'\\u6848\\u4f8b']\n",
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+        "[u'\\u8fd9\\u597d', u'\\u719f\\u6089', u'\\u7ae5\\u978b', 'id']\n",
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+        "['rip', u'\\u59da\\u8d1d\\u5a1c\\u53bb\\u4e16']\n",
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+        "['test']\n",
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+        "[u'\\u5206\\u4eab', u'\\u592e\\u89c6\\u65b0\\u95fb \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u300e', u'\\u300f', 'github', 'build', 'software', 'better', 'together']\n",
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+        "[]\n",
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+        "[u'\\u8d77\\u5e8a', u'AustraliaDay']\n",
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+        "['take', 'easy']\n",
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+        "['dddd']\n",
+        "[]\n",
+        "[u'\\u5b9a\\u65f6', u'\\u53d1']\n",
+        "['ssssss']\n",
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+        "[u'\\u62a2\\u7ea2\\u5305', u'\\u6b21\\u6570', u'\\u9650\\u5236']\n",
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+        "[u'\\u5b9a\\u65f6', u'\\u53d1', u'\\u53d1', u'\\u53d1', u'\\u53d1']\n",
+        "[]\n",
+        "[u'\\u98ce\\u6e05\\u626c']\n",
+        "[u'\\u54c7\\u585e', u'\\u65b0\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u66f9\\u5168\\u5168', u'\\u6700\\u5f3a\\u5927\\u8111']\n",
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+        "[u'2014\\u5fae\\u535a\\u4e4b\\u591c']\n",
+        "[]\n",
+        "[u'\\u65b0\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u6211\\u521a', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u592a', u'\\u5e78\\u8fd0', u'\\u8bd5\\u8bd5', u'\\u4e00\\u8d77\\u53d1\\u7ea2\\u5305\\u5427', u'\\u8def\\u7531\\u751f\\u6d3b']\n",
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+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6700\\u5f3a\\u5927\\u8111\\u9ec4\\u534e\\u57fa']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u9ec4\\u534e\\u57fa', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u5929', u'\\u964d', u'\\u7ea2\\u5305', u'\\u4e00\\u5927', u'\\u6ce2', u'\\u6211\\u521a', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u518d', u'\\u62a2', u'\\u673a\\u4f1a', u'\\u55bd', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u80e1\\u5e86\\u6587', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6700\\u5f3a\\u5927\\u8111\\u80e1\\u5e86\\u6587']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u675c\\u5b50\\u5efa']\n",
+        "[u'\\u4f4e', u'\\u6295\\u5165', u'\\u9ad8\\u56de\\u62a5', u'\\u5927\\u8f6c\\u76d8', u'\\u6d3b\\u52a8', u'\\u600e\\u53ef\\u5c11', u'\\u79d1\\u5b66', u'\\u62fc', u'\\u4eba\\u54c1', u'\\u8f6c\\u76d8', u'\\u8f6c', u'\\u5927\\u5956', u'\\u5feb\\u5230', u'\\u7897', u'\\u91cc', u'\\u53c2\\u52a0', u'\\u6d3b\\u52a8', u'\\u65b0\\u5e74', u'\\u7ea2\\u5305', u'\\u6d3e\\u9001', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u7ea2\\u5305', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u5468\\u7d2b\\u5349', u'\\u6700\\u5f3a\\u5927\\u8111']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6700\\u5f3a\\u5927\\u8111\\u5468\\u7d2b\\u5349']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u7ea2\\u5305', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u5468\\u7d2b\\u5349', u'\\u6700\\u5f3a\\u5927\\u8111']\n",
+        "[u'\\u5929', u'\\u964d', u'\\u7ea2\\u5305', u'\\u4e00\\u5927', u'\\u6ce2', u'\\u6211\\u521a', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u518d', u'\\u62a2', u'\\u673a\\u4f1a', u'\\u55bd', u'\\u5954\\u8dd1\\u54272015', u'\\u674e\\u6668', u'\\u5356hermes\\u7684\\u946b\\u78ca-Kelvin']\n",
+        "['test']\n",
+        "[]\n",
+        "['cn', 'zjmxxes']\n",
+        "['news', 'sina', 'com', 'cn', 'shtml']\n",
+        "[]\n",
+        "['www', 'sina', 'com', 'cn']\n",
+        "['http', 'www', 'sina', 'com', 'cn']\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "['test']\n",
+        "[]\n",
+        "[u'\\u7cd6', u'\\u5473\\u9053', u'\\u5f88\\u68d2', u'\\u674e\\u4f5f', u'\\u4f5f']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6700\\u5f3a\\u5927\\u8111\\u5b59\\u8679\\u70e8']\n",
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+        "[u'\\u5dee\\u70b9', u'\\u4ee5\\u4e3a', u'\\u53ef\\u53e3\\u53ef\\u4e50', u'\\u5e7f\\u544a']\n",
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+        "['hackers', 'never', 'die']\n",
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+        "['new', 'hq', 'preview']\n",
+        "['stay', 'simple', 'stay', 'naive']\n",
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+        "['hell', 'yeah', 'got', 'myo', 'delivered', 'afternoon']\n",
+        "['pink', 'martini', 'tastes', 'like', 'watermelon', 'juice']\n",
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+        "[u'\\u59d0\\u59b9', u'\\u9910', u'\\u7ef5\\u7f8a', 'momo']\n",
+        "[u'\\u957f\\u5b89', u'\\u798f\\u7279', u'\\u6d3b\\u52a8', u'\\u4e2d', u'\\u5c0f', u'\\u9c9c\\u8089', u'\\u6295\\u4e86', u'\\u5173\\u952e', u'\\u4e00\\u7968', u'\\u5c0f\\u4f19\\u4f34', u'\\u6bcf\\u6b21', u'\\u6295\\u7968', u'\\u673a\\u4f1a', u'\\u8d62\\u53d6', u'\\u5927\\u5956', u'\\u4e8b', u'\\u6211\\u4f1a', u'\\u968f\\u4fbf', u'\\u8bf4', u'\\u731b', u'\\u6233', u'\\u53f3\\u4fa7', u'\\u6295\\u7968', u'\\u5fae\\u529b', u'\\u8fdb', u'\\u65e0\\u6b62\\u5883', 'iphone', u'2014\\u5fae\\u535a\\u4e4b\\u591c']\n",
+        "[u'\\u6ca1\\u60f3\\u5230', u'\\u5c0f', u'\\u4e66\\u8bb0', u'\\u6709\\u5927', u'\\u80fd\\u8010', u'\\u6ca1\\u60f3\\u5230', u'\\u5c0f', u'\\u5c0f\\u82f9\\u679c', u'\\u6ca1\\u60f3\\u5230', u'\\u6210\\u529f', u'\\u80cc\\u540e', u'\\u5973\\u4eba', u'\\u6ca1\\u60f3\\u5230', u'\\u9ec4', u'\\u8001\\u5e08', u'\\u6f14\\u620f', u'\\u5bb6\\u52a1', u'\\u6837\\u6837', u'\\u884c', u'\\u5237\\u5237\\u6ca1\\u60f3\\u5230', u'2014\\u5fae\\u535a\\u4e4b\\u591c']\n",
+        "[u'\\u6ca1\\u60f3\\u5230', u'\\u6cf3\\u575b', u'\\u5c0f', u'\\u9c9c\\u8089', u'\\u6ca1\\u60f3\\u5230', u'\\u53e4\\u5251', u'\\u7b2c\\u4e00', u'\\u7f8e\\u5973', u'\\u5c0f', u'\\u6696', u'\\u7537', u'\\u6ca1\\u60f3\\u5230', u'\\u5218\\u6d9b', u'\\u6536\\u7eb3', u'\\u529f\\u592b', u'\\u5f3a', u'\\u6ca1\\u60f3\\u5230', u'\\u7b7e\\u4e0e', u'\\u4e0d\\u7b7e', u'\\u4eba\\u547d\\u5173\\u5929', u'\\u5237\\u5237\\u6ca1\\u60f3\\u5230', u'2014\\u5fae\\u535a\\u4e4b\\u591c']\n",
+        "[u'\\u6ca1\\u60f3\\u5230', u'\\u9017\\u6bd4', u'\\u597d', u'\\u5144\\u5f1f', u'\\u6ca1\\u60f3\\u5230', u'\\u897f\\u975e', u'\\u7206\\u53d1', u'\\u50f5\\u5c38', u'\\u75c5', u'\\u6ca1\\u60f3\\u5230', u'\\u6709\\u79cd', u'\\u56fd\\u6807', u'\\u5927\\u5988', u'\\u5e7f\\u573a', u'\\u821e', u'\\u6ca1\\u60f3\\u5230', u'\\u5973\\u4e3b\\u64ad', u'\\u95f7\\u58f0', u'\\u53d1\\u4e86', u'\\u5927\\u8d22', u'\\u5237\\u5237\\u6ca1\\u60f3\\u5230', u'2014\\u5fae\\u535a\\u4e4b\\u591c']\n",
+        "['happy', 'new', 'year']\n",
+        "[u'\\u9996\\u6218', u'\\u897f\\u8d21', u'\\u7ef5\\u7f8a', 'momo']\n",
+        "[u'\\u51ac\\u5929', u'\\u91cc', u'\\u4e00\\u628a', u'\\u51b0']\n",
+        "[u'\\u5206\\u4eab', u'Icess-Chen ']\n",
+        "[u'\\u771f', u'\\u7231', u'\\u4e24\\u5468\\u5e74', u'\\u5927\\u9910', u'\\u793c\\u7269', 'icess', 'chen']\n",
+        "[u'\\u5c0f\\u8d44', u'\\u60c5\\u8c03', u'\\u68e0', u'\\u5c0f', u'\\u68e3', 'city']\n",
+        "[u'\\u706b\\u9505', u'\\u964c\\u79cb', 'nov']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u91d1\\u5b87\\u5f6c']\n",
+        "[u'\\u6bcf\\u5929', u'\\u534a\\u5c0f\\u65f6', u'\\ud83d', u'\\udcaa', 'fighting']\n",
+        "[u'\\u5fae\\u535a\\u53f0\\u7063', u'\\u98a8\\u96f2\\u540d', u'\\u4eba\\u5f71', u'\\u97ff\\u529b', u'\\u4eba\\u6c23', u'\\u5927\\u8cde\\u7968', u'\\u9078', u'\\u6b63\\u5f0f', u'\\u958b\\u59cb', u'\\u7acb\\u5373', u'\\u6700\\u611b\\u7684', u'\\u5076\\u50cf', u'\\u62f1', u'\\u5f71\\u97ff\\u529b', u'\\u4eba\\u6c23', u'\\u660e\\u661f', u'\\u6295\\u7968', u'\\u6233', u'\\u65b0\\u6d6a', u'\\u53f0\\u7063']\n",
+        "[u'\\u6d3b\\u52a8', u'\\u706b\\u70ed', u'\\u8fdb\\u884c', u'\\u4e2d', u'\\u767e\\u90e8', u'\\u70ed\\u95e8', u'\\u7535\\u5f71', u'\\u4e2d', u'\\u770b\\u8fc7', u'\\u90e8', u'\\u5e73\\u5747', u'\\u6bcf\\u5929', u'\\u4e00\\u90e8', u'\\u6709\\u70b9', u'\\u8fc7\\u5b85', u'\\u6539\\u6539', u'\\u53c2\\u4e0e', u'\\u6d3b\\u52a8', u'\\u8d62\\u53d6', u'\\u5c0f\\u7c73', u'\\u76d2\\u5b50', u'\\u5c0f\\u7c73', u'\\u7801', u'2014\\u6211\\u770b\\u8fc7\\u7684\\u7535\\u5f71', u'\\u5c0f\\u7c73\\u7535\\u89c6']\n",
+        "[u'\\u767d\\u8863', u'\\u98d8\\u98d8', u'\\u8bb0\\u5fc6']\n",
+        "[u'\\u6c34\\u8d27', u'\\u5927\\u4e30\\u6536']\n",
+        "[u'\\u5173\\u6ce8', u'\\u767e\\u5ea6', u'\\u718a', u'\\u5b69\\u5b50', u'\\u5feb\\u5230', u'\\u7897', u'\\u91cc', u'\\u8f6c\\u76d8', u'\\u8f6c', u'\\u5927\\u5956', u'\\u5feb\\u5230', u'\\u7897', u'\\u91cc', u'\\u53c2\\u52a0', u'\\u6d3b\\u52a8', u'\\u718a', u'\\u5b69\\u5b50', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u767e\\u5ea6\\u5fae\\u62cd']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u52a8\\u753b', 'css', 'demo']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u524d\\u7aef', u'\\u5de5\\u5177']\n",
+        "[u'\\u53d1\\u8868', u'\\u4e00\\u7bc7', u'\\u8f6c\\u8f7d', u'\\u535a\\u6587', u'\\u601d\\u98e8', u'\\u5bb6', u'\\u7b2c\\u4e09\\u5341\\u4e09', u'\\u671f', u'\\u4e09\\u53ea', u'\\u732b', u'\\u6559\\u4f60\\u505a', u'\\u5f69\\u7ed8', u'\\u8349\\u8393', u'\\u86cb\\u7cd5', u'\\u5377']\n",
+        "[u'\\u53d1\\u8868', u'\\u4e00\\u7bc7', u'\\u8f6c\\u8f7d', u'\\u535a\\u6587', u'\\u601d\\u98e8', u'\\u5bb6', u'\\u7b2c\\u4e09\\u5341\\u4e09', u'\\u671f', u'\\u4e09\\u53ea', u'\\u732b', u'\\u6559\\u4f60\\u505a', u'\\u8349\\u8393', u'\\u5854']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5e78\\u8fd0', u'\\u6211\\u5bb6', u'\\u9886\\u5230', u'\\u9001', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u8de8\\u5e74', u'\\u7b54\\u8c22', u'\\u5361\\u5238', u'\\u8bd5\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u6253\\u8f66', u'\\u4ebf', u'\\u7ea2\\u5305', u'\\u5feb\\u4e50', u'\\u9001', u'\\u80fd\\u7528', u'\\u7ea2\\u5305', u'\\u771f\\u8bda', u'\\u610f', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u4e50\\u661f\\u671f\\u4e94', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5206\\u4eab', 'nice', 'nice', 'nice', u'\\u5e38\\u5ba2\\u8bf4']\n",
+        "['test']\n",
+        "['test']\n",
+        "['send', 'send']\n",
+        "['send', 'send']\n",
+        "['seng']\n",
+        "[]\n",
+        "['send', 'send']\n",
+        "['send', 'send']\n",
+        "['send', 'send']\n",
+        "['send', 'send']\n",
+        "['send', 'send']\n",
+        "['send', 'send']\n",
+        "['send', 'send']\n",
+        "['send', 'send']\n",
+        "['send', 'send']\n",
+        "[]\n",
+        "[u'\\u5475\\u5475']\n",
+        "[u'\\u5475\\u5475']\n",
+        "[u'\\u4ee3\\u8868\\u5927\\u4f1a', u'\\u7535\\u8bdd']\n",
+        "[u'\\u5475\\u5475']\n",
+        "['nice', 'life', 'life', 'nice']\n",
+        "[u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4', 'nice', 'life', 'life', 'nice']\n",
+        "[u'\\u4ee3\\u8868\\u5927\\u4f1a', u'\\u7535\\u8bdd', u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4']\n",
+        "[u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4', 'nice']\n",
+        "[u'\\u5475\\u5475', u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4']\n",
+        "[u'\\u5e38\\u5ba2', u'\\u4e09\\u4eba\\u884c', u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4']\n",
+        "[u'\\u5de5\\u4f5c', u'\\u751f\\u6d3b', u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4']\n",
+        "[u'\\u6c49\\u5821', u'\\u7f8e\\u5473', u'\\u4e1a\\u754c', u'\\u826f\\u5fc3', u'\\u90dd\\u8001\\u677f', u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4', 'href', 'type', u'Young</a>     ']\n",
+        "[u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4', 'nice', 'life', 'life', 'nice']\n",
+        "[u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4', 'nice', 'life', 'life', 'nice']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4e1c\\u822a', u'\\u5934\\u7b49\\u8231', u'\\u5b89\\u88c5', u'\\u53cc\\u4eba\\u5e8a', u'\\u4e1c\\u822a', u'\\u6ce2\\u97f3', u'\\u98de\\u673a', u'\\u8bbe', u'\\u53cc\\u4eba\\u5e8a', u'\\u5934\\u7b49\\u8231', u'\\u8231\\u95e8', u'\\u5408', u'\\u5f62\\u6210', u'\\u4e00\\u4e2a', u'\\u79c1\\u5bc6', u'\\u8212\\u9002', u'\\u7a7a\\u95f4', u'\\u63d0\\u4f9b', u'\\u591c\\u95f4', u'\\u94fa\\u5e8a', u'\\u670d\\u52a1', u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4', 'er']\n",
+        "[u'\\u4e1c\\u822a', u'\\u5934\\u7b49\\u8231', u'\\u5b89\\u88c5', u'\\u53cc\\u4eba\\u5e8a', u'\\u4e1c\\u822a', u'\\u6ce2\\u97f3', u'\\u98de\\u673a', u'\\u8bbe', u'\\u53cc\\u4eba\\u5e8a', u'\\u5934\\u7b49\\u8231', u'\\u8231\\u95e8', u'\\u5408', u'\\u5f62\\u6210', u'\\u4e00\\u4e2a', u'\\u79c1\\u5bc6', u'\\u8212\\u9002', u'\\u7a7a\\u95f4', u'\\u63d0\\u4f9b', u'\\u591c\\u95f4', u'\\u94fa\\u5e8a', u'\\u670d\\u52a1', u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4', 'er']\n",
+        "[u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4', 'test', 'send']\n",
+        "[u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4', 'test', 'send']\n",
+        "[u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4', 'test', 'send']\n",
+        "[u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4', 'nice', 'life', 'life', 'nice']\n",
+        "[u'\\u4ee3\\u8868\\u5927\\u4f1a', u'\\u7535\\u8bdd', u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4']\n",
+        "[u'\\u5475\\u5475', u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4']\n",
+        "[u'\\u672c\\u6076', u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4']\n",
+        "[u'\\u672c\\u6076', u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4']\n",
+        "[u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4', 'nice', 'life', 'life', 'nice']\n",
+        "[u'\\u672c\\u6076', u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4']\n",
+        "[u'\\u672c\\u6076', u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4']\n",
+        "[u'\\u672c\\u6076', u'\\u5206\\u4eab', u'\\u5e38\\u5ba2', u'\\u8bf4']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u8fd1\\u8ddd\\u79bb', u'\\u7528\\u6237', u'\\u5b58\\u5728', u'\\u5206\\u4eab', u'\\u67e5\\u770b', u'\\u4f53\\u9a8c', 'via', u'\\u5e38\\u5ba2\\u8bf4']\n",
+        "[u'\\u91d1\\u989d', u'\\u91d1\\u989d', u'\\u5bb6', u'\\u98d8\\u6447', u'\\u5c0f', u'\\u5e06\\u8239', u'\\u5206\\u4eab', u'\\u67e5\\u770b', u'\\u4f53\\u9a8c', 'via', u'\\u5e38\\u5ba2\\u8bf4']\n",
+        "[u'\\u5206\\u4eab', u'\\u67e5\\u770b', u'\\u4f53\\u9a8c', 'send', 'test', 'via', 'leoliu', u'\\u5e38\\u5ba2\\u8bf4']\n",
+        "[u'\\ud83d', u'\\ude04']\n",
+        "[u'\\u60f3', u'\\u8bf4', u'\\u7167\\u7247', u'\\u521b\\u4f5c', u'\\u4e0b\\u8f7d', u'\\u94fe\\u63a5', u'\\u5317\\u4eac', u'nice']\n",
+        "[u'\\u5206\\u4eab', u'\\u67e5\\u770b', u'\\u4f53\\u9a8c', 'test', 'via', 'leoliu', u'\\u5e38\\u5ba2\\u8bf4']\n",
+        "[u'\\u5206\\u4eab', u'\\u67e5\\u770b', u'\\u4f53\\u9a8c', 'nice', 'via', 'leoliu', u'\\u5e38\\u5ba2\\u8bf4']\n",
+        "[u'\\u5206\\u4eab', u'\\u67e5\\u770b', u'\\u4f53\\u9a8c', 'nice', 'via', 'leoliu', u'\\u5e38\\u5ba2\\u8bf4']\n",
+        "[u'\\u5206\\u4eab', u'\\u67e5\\u770b', u'\\u4f53\\u9a8c', 'share', 'via', 'leoliu', u'\\u5e38\\u5ba2\\u8bf4']\n",
+        "[u'\\u5206\\u4eab', u'\\u67e5\\u770b', u'\\u4f53\\u9a8c', 'share', 'via', 'leoliu', u'\\u5e38\\u5ba2\\u8bf4']\n",
+        "[u'\\u5206\\u4eab', u'\\u67e5\\u770b', u'\\u4f53\\u9a8c', 'share', 'via', 'leoliu', u'\\u5e38\\u5ba2\\u8bf4']\n",
+        "[u'\\u53d1', u'\\u5e7f\\u544a', u'\\u5206\\u4eab', u'\\u67e5\\u770b', u'\\u4f53\\u9a8c', 'via', 'zbyufei', u'\\u5e38\\u5ba2\\u8bf4']\n",
+        "[u'\\u5206\\u4eab', u'\\u67e5\\u770b', u'\\u4f53\\u9a8c', 'share', 'via', 'leoliu', u'\\u5e38\\u5ba2\\u8bf4']\n",
+        "[u'\\u5206\\u4eab', u'\\u67e5\\u770b', u'\\u4f53\\u9a8c', 'share', 'via', 'leoliu', u'\\u5e38\\u5ba2\\u8bf4']\n",
+        "[u'\\u5206\\u4eab', u'\\u67e5\\u770b', u'\\u4f53\\u9a8c', 'share', 'via', 'leoliu', u'\\u5e38\\u5ba2\\u8bf4']\n",
+        "[u'\\u53d1', u'\\u5e7f\\u544a', u'\\u5206\\u4eab', u'\\u67e5\\u770b', u'\\u4f53\\u9a8c', 'via', 'zbyufei', u'\\u5e38\\u5ba2\\u8bf4']\n",
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+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u67e5\\u770b', u'\\u4f53\\u9a8c', 'share', 'via', 'leoliu', u'\\u5e38\\u5ba2\\u8bf4']\n",
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+        "[]\n",
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+        "[]\n",
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+        "[]\n",
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+        "[]\n",
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+        "[]\n",
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+        "[u'\\u4eca\\u5929', u'\\u793c\\u62dc\\u4e94', u'\\u805a\\u9910', 'nmg', u'\\u4eca\\u65e5NMG']\n",
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+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "['rss', 'watcher']\n",
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+        "['mgea']\n",
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+        "[u'\\u5f00', u'\\u516c\\u53f8', u'\\u6d41\\u7a0b', u'\\u5206\\u4eab', u'ProcessOn\\uff09']\n",
+        "[u'\\u5b89\\u88c5', u'\\u53f6\\u4e2d\\u5947', 'mac', 'xampp', 'netbeans', 'xdebug']\n",
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+        "['strider', 'cd', 'strider']\n",
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+        "[u'\\u300e', u'\\u300f', 'scrapinghub', 'scrapyrt', 'github']\n",
+        "[u'\\u7761\\u524d', u'\\u543b', u'\\u534a\\u591c', u'\\u62b1', u'\\u9192\\u6765', u'\\u60f3\\u8981', u'\\u751f\\u6d3b']\n",
+        "[u'\\u559c\\u6b22', u'\\u957f', u'\\u597d\\u4e0d\\u597d', u'\\u539f\\u56e0', u'\\u7279\\u6b8a', u'\\u65f6\\u95f4', u'\\u91cc', u'\\u611f\\u89c9', u'\\u81f4', u'\\u6df1\\u7231', u'\\u4eba']\n",
+        "[u'\\u300e', u'\\u65e0\\u6240\\u4e0d\\u80fd', u'\\u505a', u'\\u53d1\\u73b0', u'\\u6280\\u672f', u'\\u5b66\\u4e60', u'\\u5b66\\u4e60', u'\\u8fdb\\u6b65', u'\\u300f', 'vim', 'vim', 'vim']\n",
+        "[u'\\u7ec3\\u7ea7', u'\\u653b\\u7565', u'\\u300e', u'\\u7b80\\u660e', u'\\u7ec3\\u7ea7', u'\\u653b\\u7565', u'\\u6280\\u672f', u'\\u5b66\\u4e60', u'\\u5b66\\u4e60', u'\\u8fdb\\u6b65', u'\\u300f', 'vim', 'vim', 'linux']\n",
+        "[u'\\u76d8\\u70b9', u'\\u672c\\u5e74\\u5ea6', u'\\u6700', u'\\u503c\\u5f97\\u4e00\\u770b', u'\\u672c\\u5e74\\u5ea6', u'\\u6700', u'\\u503c\\u5f97\\u4e00\\u770b', u'\\u90e8', u'\\u7f51\\u7edc\\u5c0f\\u8bf4', u'\\u9053\\u53cb', u'\\u770b\\u8fc7', u'\\u51e0\\u90e8', u'\\u5174\\u8da3\\u90e8\\u843d']\n",
+        "[u'\\u300e', u'\\u56fd\\u5185', u'\\u7535\\u4fe1\\u7f51', u'\\u901a\\u8054', u'\\u901a\\u5e38', u'\\u5206\\u4eab', u'\\u300f', 'dns']\n",
+        "[u'\\u300e', u'\\u7528\\u6237', u'\\u4e00\\u5b9a', u'\\u77e5\\u9053', u'\\u535a\\u5ba2', u'\\u89c2\\u70b9', u'\\u300f', 'ubuntu']\n",
+        "[u'\\u300e', u'\\u7528\\u6237', u'\\u4e00\\u5b9a', u'\\u77e5\\u9053', u'\\u535a\\u5ba2', u'\\u89c2\\u70b9', u'\\u300f', 'ubuntu']\n",
+        "[u'\\u6b63\\u5728', u'\\u53c2\\u6570', u'\\u89e3\\u91ca', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u7ea2\\u9ed1', u'\\u8054\\u76df', u'\\u5206\\u4eab', u'\\u4e00\\u8d77', u'\\u770b\\u5427', 'nginx', 'sendfile', 'tcp', 'nopush', 'tcp', 'nodelay', 'linux', 'ubuntu', 'centos', 'debian']\n",
+        "[u'\\u795d\\u8d3a', u'\\u4e2d\\u56fd\\u961f']\n",
+        "[u'\\u6d4b\\u8bd5']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u7ea2\\u5305', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u674e\\u5a01', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u60ca\\u5446', u'\\u5fae\\u4f1a', u'\\u9886\\u53d6', u'\\u5206\\u949f', u'\\u8bdd\\u8d39', u'\\u6253\\u7535\\u8bdd']\n",
+        "[u'\\u65b0\\u5e74', u'\\u7b2c\\u4e00\\u5929', u'\\u7ee7\\u7eed', u'\\u505a', u'\\u9879\\u76ee']\n",
+        "[u'\\u914d\\u8272', u'\\u751f\\u6210', u'\\u9884\\u89c8', u'\\u5de5\\u5177', 'material', 'design']\n",
+        "[u'\\u7ec4\\u4ef6', 'material', 'design', 'reactjs', 'material', 'ui']\n",
+        "['angular', 'controllers']\n",
+        "['css', 'mockup', 'effect']\n",
+        "[u'\\u7ec4\\u4ef6', 'super', 'nice', 'angular', 'marterial', 'design', 'sass']\n",
+        "[u'\\u8fdf\\u5230', u'\\u5e74', u'\\u8ba1\\u5212']\n",
+        "[u'\\u7ec4\\u4ef6', 'material', 'design', 'bootstrap']\n",
+        "[u'\\u70ab\\u9177', u'\\u540a\\u70b8', u'\\u524d\\u7aef', u'\\u5de5\\u7a0b\\u5e08', u'\\u8bbe\\u8ba1\\u5e08', u'\\u535a\\u5ba2', 'jongmin', 'kim']\n",
+        "['fk', 'gfw', 'mandrill']\n",
+        "[u'\\u6ca1\\u7528\\u8fc7', 'piwik']\n",
+        "[u'\\u6bcf\\u9694', u'\\u4e00\\u6bb5\\u65f6\\u95f4', u'\\u8fd0\\u884c', u'\\u811a\\u672c', u'\\u505a', u'\\u8fd0\\u7ef4\\u65f6', u'\\u6709\\u7528', 'noderunner', 'js']\n",
+        "[u'\\u5199', u'\\u8d1f\\u8f7d', u'\\u5747\\u8861', u'\\u5de5\\u5177', 'loadbalancer', 'js', 'node']\n",
+        "['using', 'node', 'js', 'production']\n",
+        "['pure', 'powerful', 'javascript', 'bitcoin', 'library']\n",
+        "[u'\\u7ffb', u'\\u51e0\\u9875', u'\\u5438\\u5f15\\u4f4f']\n",
+        "[u'\\u5236\\u4f5c', 'css', 'mbp']\n",
+        "['top', 'mistakes', 'node', 'js', 'developers', 'make']\n",
+        "['coding', 'doge']\n",
+        "['tl', 'dr', 'surprises', 'reading', 'jquery', 'source', 'code']\n",
+        "[u'\\u505a', 'sketch', 'js', 'creative', 'graphics']\n",
+        "[u'\\u505a', u'\\u592a\\u9177']\n",
+        "[u'\\u4ea4\\u4e92', u'\\u89c6\\u9891']\n",
+        "['traceur']\n",
+        "[u'\\u5199', u'\\u4ee3\\u7801', u'\\u884c', u'\\u6ce8\\u91ca', u'\\u884c', u'\\u6570', u'\\u7edf\\u8ba1', u'\\u5de5\\u5177', 'sloc', 'node']\n",
+        "['serverside', 'react', 'rendering', 'isomorphic', 'javascript', 'reactjs', 'node']\n",
+        "[u'\\u6bcf\\u5929', u'\\u6700\\u723d', u'\\u4e8b', u'\\u56de\\u5bb6', u'\\u524d', u'\\u4e00\\u4e0b', 'git', 'push']\n",
+        "[u'\\u5168\\u7528', u'\\u4ee3\\u7801', u'\\u5b9e\\u73b0', 'motion', 'graphis']\n",
+        "[u'\\u5b9e\\u73b0', u'\\u4f8b\\u5b50', u'\\u6548\\u679c', u'\\u6dfb\\u52a0', u'\\u673a\\u5236', u'\\u52a8\\u753b', u'\\u6d41\\u7545', 'canvas', 'buffer']\n",
+        "['hahaha']\n",
+        "[u'\\u65b9\\u4fbf', 'css', 'gradient', 'animator']\n",
+        "[]\n",
+        "['comparison', 'server', 'side', 'nodejs', 'frameworks']\n",
+        "[u'\\u5b9e\\u5728', u'\\u4e0d\\u6562\\u76f8\\u4fe1', u'\\u6700', u'\\u5065\\u8eab', u'\\u65f6', u'\\u83ab\\u5927', u'\\u6fc0\\u52b1', u'\\u4e00\\u6b21', u'\\u610f\\u5916', u'\\u593a\\u53d6', u'\\u4e00\\u4e2a', u'\\u5c81', u'\\u5065\\u7855', u'\\u7237\\u4eec\\u513f', u'\\u5145\\u6ee1', u'\\u529b\\u91cf', u'\\u751f\\u547d', u'\\u8fd9\\u662f', u'\\u8f66\\u7978', u'\\u610f\\u5916', u'\\u540e', u'\\u4e00\\u4e2a', u'\\u5927\\u5927\\u7684', u'\\u610f\\u5916', u'\\u4f9d\\u7136', u'\\u89c9\\u5f97', u'\\u524d', u'\\u4e00\\u6bb5\\u65f6\\u95f4', u'\\u770b\\u5230', u'\\u5145\\u6ee1\\u70ed\\u60c5', u'\\u8bb0\\u8005', u'\\u4ecb\\u7ecd', u'\\u56e2\\u961f', u'\\u5f00\\u53d1', u'\\u591a\\u529f\\u80fd', u'\\u5065\\u8eab\\u5668\\u6750', u'\\u5929\\u5802', u'\\u5065\\u8eab', 'greg', 'plitt', 'paul', 'walk', 'youtube', 'plitt', 'plitt']\n",
+        "[u'\\u8bed\\u8a00', u'\\u5de5\\u5177', u'\\u597d', u'\\u4e1c\\u897f', u'\\u597d', u'\\u9879\\u76ee', 'awesome', 'awesomeness']\n",
+        "[u'\\u4eba\\u4e11', u'\\u8bfb\\u4e66']\n",
+        "['new', 'css', 'selectors']\n",
+        "[u'\\u611f\\u53d7\\u4e00\\u4e0b', u'\\u9b45\\u529b', 'webgl']\n",
+        "[u'\\u6539\\u540d', u'\\u5b98\\u7f51', 'node', 'webkit', 'nw', 'js', 'nwjs', 'io']\n",
+        "[u'\\u4ee5\\u5916', u'\\u503c\\u5f97\\u4e00\\u770b', 'ionic', 'famo', 'us', 'supersonic']\n",
+        "['cross', 'tab', 'communication', 'localstorage']\n",
+        "[u'\\u5468\\u672b', u'\\u91cd\\u65b0', u'\\u4ee5\\u524d', u'\\u5199', u'\\u7011\\u5e03', u'\\u6d41', u'\\u7ec4\\u4ef6', u'\\u91cd\\u65b0', u'\\u4e00\\u4e0b', u'\\u4f9d\\u8d56', u'\\u5168\\u7528', 'angular', 'jquery', 'vanilla', 'javascript', 'star']\n",
+        "[u'\\u5468\\u672b', u'\\u91cd\\u65b0', u'\\u4ee5\\u524d', u'\\u5199', u'\\u7011\\u5e03', u'\\u6d41', u'\\u7ec4\\u4ef6', u'\\u91cd\\u65b0', u'\\u5199', u'\\u4f9d\\u8d56', u'\\u5168\\u7528', 'angular', 'jquery', 'vanilla', 'javascript', 'star']\n",
+        "[u'\\u5339\\u592b', u'\\u9006\\u88ad', u'\\u627e\\u5230', u'\\u6a59\\u7ea2', u'\\u65f6', u'\\u70ed\\u8840\\u6cb8\\u817e', u'\\u611f\\u89c9', u'\\u56fd\\u58eb\\u65e0\\u53cc', u'\\u592a', u'\\u4eba', u'\\u618b\\u5c48']\n",
+        "['node', 'js', 'production', 'profiling', 'monitoring']\n",
+        "[u'\\u56e2\\u961f', u'\\u53d1\\u5e03', 'durandaljs', 'aurelia']\n",
+        "[u'\\u725b\\u53c9', u'\\u7535\\u963b', u'\\u4e8c\\u6781\\u7ba1', u'\\u5806', u'\\u65f6\\u949f']\n",
+        "[u'\\u8c6a\\u54e5', u'\\u98de\\u79d1\\u795e', u'\\u8d62\\u7403', u'\\u60c5\\u51b5']\n",
+        "[u'\\u4e8c\\u6708', u'\\u4e94\\u53f7', u'\\u56f4\\u89c2', u'\\u5927\\u795e']\n",
+        "[u'\\u7ec4', u'\\u6fb3\\u5927\\u5229\\u4e9a', u'\\u97e9\\u56fd', u'\\u4f30\\u8ba1', u'\\u4e89\\u5f53', u'\\u5c0f\\u7ec4', u'\\u7b2c\\u4e8c', u'\\u4e07\\u4e07\\u6ca1\\u60f3\\u5230']\n",
+        "[u'\\u8ba2\\u5a5a', u'\\u611f\\u89c9', u'\\u7ed3\\u5c40', u'\\u5e94\\u8be5', 'maggieq', 'dylan', 'mcdermott', 'stalker']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\xa0', u'\\xa0', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50', 'robin', 'jackson', 'roses', 'gold']\n",
+        "[u'\\u559c\\u6b22', u'\\u624b\\u673a', u'\\u91cc', u'\\u65b0', u'\\u4e1c\\u4e1c', u'\\u611f\\u89c9', u'\\u521a\\u521a', u'\\u4e0b', u'\\u8354\\u679d', u'\\u5c1d\\u9c9c', u'\\u4e2d', 'fm', 'happy']\n",
+        "[u'\\u4e50', u'\\u4e0d\\u5b9c', u'\\u8fdf', u'\\u8d70', u'\\u8354\\u679d', 'fm']\n",
+        "[u'\\u73cd\\u60dc']\n",
+        "[u'\\u5206\\u4eab', u'\\u8bb8\\u5dcd', u'\\u5355\\u66f2', u'\\u6e29\\u6696', u'\\xa0']\n",
+        "[u'\\u65b0\\u5e74\\u5feb\\u4e50', u'\\u5723\\u7f57\\u5170', u'\\u65b0\\u5e74', u'\\u5feb\\u6a02', u'\\uc0c8', u'\\ud574', u'\\ubcf5', u'\\ub9ce', u'\\uc774', u'\\ubc1b', u'\\uc73c', u'\\uc138', u'\\uc694', 'rain', 'ysl', 'happy', 'new', 'year', u'Rain\\u966a\\u4f602015# ', u'RAIN-JIHOON', u'LAviva\\u4e50\\u7ef4\\u996e\\u51b0\\u679c\\u8336', u'\\u7535\\u89c6\\u5267\\u514b\\u62c9\\u604b\\u4eba', u'\\u66fc\\u79c0\\u96f7\\u6566\\u4e2d\\u56fd\\u5b98\\u65b9\\u5fae\\u535a']\n",
+        "[u'\\u5104\\u5143']\n",
+        "[u'\\u670b\\u53cb', u'\\u4eca\\u5929', u'\\u4ed9\\u4eba\\u638c', u'\\u5496\\u5561\\u5e97', u'\\u6536\\u64da', u'\\u5e97\\u4e3b', u'\\u540d\\u5b57', u'\\u912d', u'\\u7238\\u7238', u'\\ud83d', u'\\ude01', u'\\u5e97', u'\\u8216', u'\\u9762\\u7a4d', u'\\u5f88\\u5927', u'\\u53ea\\u7528', u'\\u4e00\\u534a', u'\\u5730\\u65b9', u'\\u505a', u'\\u5496\\u5561\\u5e97', u'\\u4e00\\u534a', u'\\u66ab\\u6642', u'\\u5409']\n",
+        "[u'\\u670b\\u53cb', u'\\u62cd', u'\\u7167\\u7247', 'cld']\n",
+        "[u'\\u8a62\\u554f', u'\\u5730\\u5740', u'\\u4fe1\\u606f', u'\\u670b\\u53cb', u'\\u5e97\\u540d', u'\\u6cd5\\u6587', u'\\u5b57\\u9762', u'\\u610f\\u601d', u'\\u6c34\\u5faa\\u74b0', u'\\u7e2e\\u5beb', u'\\u6709\\u500b', u'\\u5e97', u'\\u7238', u'\\u505a', u'\\u5e97\\u4e3b', u'\\u90a3\\u5bb6', u'\\u6e05\\u6f6d', u'\\u6d1e', u'\\u5730\\u5740', u'\\uc11c', u'\\uc6b8', u'\\uac15', u'\\ub0a8', u'\\uad6c', u'\\uc555', u'\\uad6c', u'\\uc815', u'\\ub85c', u'\\uae38', u'\\ubc88', u'\\uc9c0', u'\\u9996\\u723e', u'\\u6c5f\\u5357', u'\\u5340', u'\\u72ce', u'\\u9dd7', u'\\u4ead', u'\\u8def', u'\\u8857\\u865f', u'\\u6642\\u9593', u'\\u4e2d\\u5348', u'\\u6642\\u81f3', u'\\u665a\\u4e0a', u'\\u6642', u'\\u5496\\u5561', u'\\u8336', u'\\u5c0f\\u5403', u'\\u7c21\\u55ae', u'\\u9152\\u6c34', u'\\u8cb7', u'\\u4ed9\\u4eba\\u638c', u'\\u53e6\\u4e00\\u5bb6', u'\\u5ef6', u'\\u5357\\u8def', 'cdl', 'cdl', 'cycle', 'de', 'eau', 'rain']\n",
+        "[u'\\u8f49', u'\\u77e5\\u9053', u'\\u90a3\\u500b', u'\\u570b\\u5bb6', u'\\u82f1\\u8a9e', u'\\u7df4\\u7fd2', u'\\u7b2c\\u984c', u'\\u7ffb\\u8b6f', u'\\u5ee3\\u544a', u'\\u82f1\\u4fca', u'\\u8001\\u5e2b', u'\\u51fa\\u984c', u'\\u76ee\\u6642', u'\\u60f3', u'\\u8457', u'\\u90a3\\u500b', u'\\u5ee3\\u544a', u'\\u5723\\u7f57\\u5170', 'dc', 'look', 'rain', 'bi', 'looks', 'handsome', 'advertise', 'rain', 'bi', 'ysl', u'\\u66fc\\u79c0\\u96f7\\u6566\\u4e2d\\u56fd\\u5b98\\u65b9\\u5fae\\u535a', u'LAviva\\u4e50\\u7ef4\\u996e\\u51b0\\u679c\\u8336']\n",
+        "[u'\\u67d0\\u4e09\\u7dda', u'\\u57ce\\u5e02', u'\\u5b78\\u6821', u'\\u505a', u'\\u82f1\\u8a9e', u'\\u7fa9\\u6559', u'\\u5b78\\u751f\\u5011', u'\\u6700\\u6709', u'\\u8208\\u8da3', u'\\u8ac7', u'\\u97d3\\u661f', u'\\u5e74\\u7d1a', u'\\u5973\\u751f', u'\\u98ef', u'\\u8acb', u'\\u8001\\u5e2b\\u7d66', u'\\u5011', u'\\u807d', u'\\u4ec0\\u9ebc', u'\\u5486\\u54ee', u'\\u8001\\u5e2b', u'\\u77e5\\u9053', u'\\u6c92\\u6709', u'\\u6b4c', u'\\u628a\\u624b', u'\\u6a5f\\u5167', u'\\u6b4c\\u66f2', u'\\u627e', u'\\u627e', u'\\u653e', u'\\u4e00\\u9996', u'\\u5973\\u751f', u'\\u8aaa', u'\\u9019\\u662f', u'\\u518d', u'\\u8001\\u5e2b', u'\\u624b\\u6a5f', u'\\u5167', u'\\u7167\\u7247', u'\\u8aaa', u'\\u5df2', u'\\u7d93\\u6b72', u'\\u8001\\u5e2b', u'\\u8aaa', u'\\u6b72', 'exo', 'exo', 'la', 'song', 'rain']\n",
+        "[u'\\u5e74']\n",
+        "[u'\\u5e97', u'\\u627e\\u5230', u'\\u5927\\u54e5', u'\\u7c3d\\u540d', u'\\u9084\\u4e00\\u7c3d', u'\\u4e09\\u6b3e', u'\\u7167\\u7247', u'\\u670d\\u5175\\u5f79', u'\\u6642\\u5019', u'\\u535a\\u4e3b\\u8aaa', u'\\u6f14\\u85dd\\u5175', u'\\u9019\\u5e97']\n",
+        "[u'\\u64ad\\u653e', u'\\u97d3\\u5287', u'\\u4e2d', u'\\u6d6a\\u6f2b', u'\\u6eff\\u5c4b', u'\\u6536\\u8996', u'\\u6700\\u9ad8', u'\\u8a18\\u9304', u'\\u4e00\\u90e8', u'\\u91cc\\u7a0b\\u7891', u'\\u4f5c\\u54c1', u'\\u63a5']\n",
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+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u5730\\u56fe', u'\\u8bf4\\u8bdd', u'\\u8d44\\u6e90', u'\\u4e0b\\u8f7d', u'\\u5b8c\\u5168', u'\\u6c47\\u603b', u'\\u5730\\u56fe', u'\\u8bf4\\u8bdd', u'\\u8d44\\u6e90', u'\\u4e0b\\u8f7d', u'\\u5b8c\\u5168', u'\\u6c47\\u603b', u'\\u6587', u'\\u56fe\\u8868', u'\\u535a\\u5ba2', u'\\u5730\\u56fe', u'\\u8bf4\\u8bdd', u'\\u5b8c\\u6210', u'\\u5e74', u'\\u4e66\\u4e2d', u'\\u4ecb\\u7ecd', u'\\u6b3e', u'\\u5730\\u56fe', u'\\u5f62\\u5f0f', u'\\u505a\\u6cd5', u'\\u535a\\u5ba2', u'\\u9646\\u7eed', u'\\u8865\\u5145', u'\\u51e0\\u79cd', u'\\u5730\\u56fe', 'excelpro']\n",
+        "[u'\\u5730\\u56fe', u'\\u8bf4\\u8bdd', u'\\u8d44\\u6e90', u'\\u4e0b\\u8f7d', u'\\u5b8c\\u5168', u'\\u6c47\\u603b', u'\\u5730\\u56fe', u'\\u8bf4\\u8bdd', u'\\u8d44\\u6e90', u'\\u4e0b\\u8f7d', u'\\u5b8c\\u5168', u'\\u6c47\\u603b', u'\\u6587', u'\\u56fe\\u8868', u'\\u535a\\u5ba2', u'\\u5730\\u56fe', u'\\u8bf4\\u8bdd', u'\\u5b8c\\u6210', u'\\u5e74', u'\\u4e66\\u4e2d', u'\\u4ecb\\u7ecd', u'\\u6b3e', u'\\u5730\\u56fe', u'\\u5f62\\u5f0f', u'\\u505a\\u6cd5', u'\\u535a\\u5ba2', u'\\u9646\\u7eed', u'\\u8865\\u5145', u'\\u51e0\\u79cd', u'\\u5730\\u56fe', u'\\u505a\\u6cd5', u'\\u6587\\u5b57\\u7248', 'excelpro']\n",
+        "[u'\\u8f7b\\u677e', u'\\u4e00\\u4e0b', u'\\u8001\\u5916', u'\\u56fe\\u8868', u'\\u4e24\\u5219', 'excel']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u5218\\u4e07\\u7965', u'\\u5546\\u4e1a', u'\\u56fe\\u8868', u'\\u4eff', u'\\u65e5\\u671f', u'\\u523b\\u5ea6', u'\\u7ebf\\u9762', u'\\u67f1\\u5f62\\u56fe', u'\\u672c\\u4f8b', u'\\u53f7', u'\\u6848\\u4f8b', u'\\u7c7b\\u4f3c', u'\\u56fe\\u8868', u'\\u67f1\\u5f62\\u56fe', u'\\u53cd\\u6620', u'\\u7c7b\\u522b', u'\\u95f4', u'\\u6bd4\\u8f83', u'\\u9876\\u7aef', u'\\u524a\\u6210', u'\\u6298\\u7ebf\\u56fe', u'\\u53cd\\u6620', u'\\u7c7b\\u522b', u'\\u65f6\\u95f4', u'\\u8d8b\\u52bf', u'\\u56fe\\u8868', u'\\u6837\\u5f0f', u'\\u65b0\\u9896', u'\\u7b80\\u6d01', u'\\u6613\\u61c2', u'\\u7efc\\u5408\\u6027', u'\\u5f3a', u'\\u8fd0\\u7528', u'\\u56fe\\u8868', u'\\u6837\\u5f0f', u'\\u53cd\\u6620', u'\\u7c7b\\u522b', u'\\u65f6\\u95f4', u'\\u4e8c\\u7ef4', u'\\u6570\\u636e', 'excelpro']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u8868\\u8fbe\\u65b9\\u5f0f', u'\\u5f80\\u5f80', u'\\u66b4\\u9732', u'\\u601d\\u7ef4', u'\\u6a21\\u5f0f', u'\\u5448\\u73b0', u'\\u6570\\u5b57', u'\\u5168\\u65b9\\u4f4d', u'\\u5c55\\u793a', u'\\u601d\\u7ef4\\u8fc7\\u7a0b', u'\\u5305\\u62ec', u'\\u601d\\u7ef4', u'\\u6f0f\\u6d1e']\n",
+        "[u'\\u8da3\\u5473', u'\\u56fe\\u8868', u'\\u4eca\\u5929', u'\\u4f1a\\u5458', u'\\u7fa4\\u91cc', u'\\u4e00\\u4f4d', u'\\u4f19\\u4f34', u'\\u95ee', u'\\u505a', u'\\u592a\\u6781\\u56fe', u'\\u5b9e\\u5728', u'\\u60f3\\u4e0d\\u51fa', u'\\u7528\\u505a', u'\\u592a\\u6781\\u56fe', u'\\u5012', u'\\u4e24\\u4e2a', u'\\u65b9\\u6cd5', u'\\u505a', u'\\u997c', u'\\u56fe', u'\\u590d\\u5408', u'\\u997c', u'\\u56fe', u'\\u975e\\u5e38\\u7b80\\u5355', u'\\u5de7\\u5999', u'\\u6298\\u7ebf\\u56fe', u'\\u8bef\\u5dee', u'\\u7ebf\\u997c', u'\\u56fe', u'\\u9ad8\\u7ea7', u'\\u4f5c\\u56fe', u'\\u89c1\\u56fe', u'\\u6e90\\u6587\\u4ef6', u'\\u7f51\\u76d8', u'\\u627e', u'\\u5173\\u6ce8', u'\\u516c\\u4f17', u'\\u5fae\\u4fe1', u'\\u53d1\\u9001', u'\\u4e0b\\u8f7d', u'\\u4e00\\u79cd', u'\\u8da3\\u5473', u'\\u8bad\\u7ec3', 'excel', 'excel', 'iamexcelpro']\n",
+        "[u'\\u5206\\u4eab', u'\\u5218\\u4e07\\u7965', u'\\u5546\\u4e1a', u'\\u56fe\\u8868', u'\\u4eff', u'\\u591a\\u503c', u'\\u6bd4\\u8f83', u'\\u901f\\u5ea6', u'\\u4eea\\u8868\\u76d8', u'\\u672c\\u4f8b', u'\\u4e2d', u'\\u4f5c\\u8005', u'\\u4e00\\u4e2a', u'\\u4eea\\u8868\\u76d8', u'\\u6bd4\\u8f83', u'\\u591a\\u4e2a', u'\\u57ce\\u5e02', u'\\u5e73\\u5747', u'\\u8f66\\u901f', u'\\u5f62\\u8c61', u'\\u8d34\\u5207', u'\\u7528\\u6b64', u'\\u56fe\\u8868', u'\\u6837\\u5f0f', u'\\u6bd4\\u8f83', u'\\u5404\\u7701\\u5e02', u'\\u589e\\u901f', u'\\u5206\\u516c\\u53f8', u'\\u4e1a\\u52a1\\u6536\\u5165', u'\\u589e\\u5e45', u'\\u5927\\u4f17\\u4f20\\u64ad', u'\\u4fe1\\u606f', u'\\u56fe', u'\\u6bd4\\u8f83', u'\\u9002\\u5408', u'\\u65e5\\u5e38', u'\\u5de5\\u4f5c', u'\\u4e2d\\u5219', u'\\u9002\\u5f53', u'\\u6ce8\\u610f', u'\\u9002\\u7528', u'\\u573a\\u5408', 'excelpro', 'gdp']\n",
+        "[u'\\u8bf4', u'\\u4e0d\\u8bb8', u'\\u641e', u'\\u5947\\u5947\\u602a\\u602a', u'\\u5efa\\u7b51', u'\\u6b66\\u5927', u'\\u9876\\u98ce', u'\\u4f5c\\u6848', u'\\u6821\\u53cb', u'\\u6350\\u5efa', u'\\u827a\\u672f\\u9986']\n",
+        "[u'\\u60ca\\u5446', 'big', 'pleasure', 'get', 'hands', 'echarts', 'last', 'month', 'real', 'rising', 'star', 'dv', 'world', 'far', 'usable', 'evolved', 'anything', 've', 'ever', 'tried', 've', 'finished', 'side', 'project', 'called', 'datamatic', 'echarts', 'edition']\n",
+        "[u'\\u503c\\u5f97\\u7eaa\\u5ff5', u'\\u4e00\\u5929', u'\\u51fa\\u73b0', u'\\u8ba8\\u8bba', 'echarts', 'datamatic', 'edition', 'hacker', 'news', 'echarts']\n",
+        "[u'\\u6700\\u8fd1', u'\\u6709\\u70b9\\u70e6', u'\\u539f\\u8c05', u'\\u62d2\\u7edd', u'\\u5ba2\\u6c14']\n",
+        "[u'\\u56e2\\u961f', u'\\u6700', u'\\u8ff7\\u604b', u'\\u4e0d\\u505c', u'\\u56e2\\u961f', u'\\u521b\\u9020', u'\\u65b0', u'\\u9707\\u64bc', u'\\u4e0d\\u65ad', u'\\u7528\\u6237', u'\\u65b0', u'\\u4f5c\\u54c1', u'\\u5e26\\u6765', u'\\u60ca\\u559c', u'\\u672c\\u6708', u'\\u8ba1\\u5212', u'\\u672a', u'\\u53d1\\u5e03', u'\\u5df2\\u7ecf', u'\\u671f\\u5f85', u'\\u770b\\u5230', u'\\u4e0b\\u4e2a\\u6708', u'\\u5e26\\u6765', u'\\u591a\\u5927', u'\\u60ca\\u559c', u'\\u592a\\u68d2\\u4e86', 'feature', u'ECharts', u'pissang', u'errorrik', u'diysimon', u'\\u5bbf\\u723d', u'hades_zju', u'\\u738b\\u53ee\\u53ee\\u5f53\\u5f53\\u54cd']\n",
+        "[u'\\u5206\\u4eab', u'haishan_wu \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u83b7', u'\\u5de8\\u5956', u'\\u9762\\u5177', u'\\u8d76\\u7d27', u'\\u56de\\u5bb6', u'\\u6362', u'\\u9632\\u76d7\\u95e8']\n",
+        "[u'\\u4e0a\\u8054', u'\\u518d\\u7a77', u'\\u5e95\\u7ebf', u'\\u4e0b\\u8054', u'\\u4e07', u'\\u5e72', u'\\u7279\\u522b', u'\\u9002\\u5408', u'\\u73b0\\u5728', u'\\u5199', u'\\u5fc3\\u60c5', 'java']\n",
+        "[u'\\u8bc4\\u8bba\\u8005', u'\\u4f7f\\u7528', u'\\u94c5\\u7b14', u'\\u6280\\u80fd']\n",
+        "['test']\n",
+        "[u'\\u63d0\\u51fa', u'\\u95ee\\u9898', u'\\u771f\\u662f']\n",
+        "[u'\\u770b\\u5230', u'\\u5c0f\\u5b66\\u751f', u'\\u60ca\\u5446']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5feb\\u6377\\u952e', u'\\u5360\\u7528', u'\\u627e', u'\\u4e0d\\u5230', u'\\u8bbe\\u7f6e', u'\\u80fd\\u5426', u'\\u544a\\u77e5', u'\\u4e00\\u4e0b', 'ctrl', u'\\u641c\\u72d7\\u8f93\\u5165\\u6cd5']\n",
+        "[u'\\u51fa\\u81ea', u'\\u7f8e\\u7248', u'\\u4e09\\u7f51', u'\\u91d1', u'\\u6a59\\u8272', u'\\u5982\\u56fe', u'\\u819c', u'\\u58f3', u'\\u4f7f\\u7528', u'\\u673a\\u5b50', u'\\u4f7f\\u7528', u'\\u9891\\u7387', u'\\u4e0d\\u9ad8', u'\\u5c4f\\u5e55', u'\\u540e\\u76d6', u'\\u65e0', u'\\u5212\\u75d5', u'\\u65e0', u'\\u62c6\\u673a', u'\\u65e0', u'\\u8fdb\\u6c34', u'\\u914d\\u4ef6', u'\\u76d2\\u5b50', u'\\u5e73\\u65f6', u'\\u84dd\\u7259', u'\\u8033\\u673a', u'\\u539f\\u6709', u'\\u82f9\\u679c', u'\\u8033\\u673a', u'\\u4ef7\\u683c', u'\\u8d70', u'\\u6dd8\\u5b9d', u'\\u95f2\\u7f6e', u'\\u6570\\u7801', u'\\u8f6c\\u8ba9', u'\\u95f2\\u7f6e\\u6570\\u7801']\n",
+        "[u'\\u4ea6', u'\\u9e25', u'\\u7f51', u'\\u7ec3\\u4e60', u'\\u6258\\u798f', u'\\u53e3\\u8bed', u'\\u771f\\u4e0d\\u9519', u'\\u7f51\\u7ad9', u'\\u5927\\u91cf', u'\\u771f\\u9898', u'\\u7f51\\u53cb', u'\\u5e2e\\u5fd9', u'\\u70b9\\u8bc4', u'\\u9ad8\\u5206', u'\\u7b54\\u6848', u'\\u5927\\u725b', u'\\u7f51\\u53cb', u'\\u8bb2\\u89e3', u'\\u5f3a\\u70c8\\u63a8\\u8350', u'\\u8003', u'\\u6258\\u798f', u'\\u540c\\u5b66', u'\\u6258\\u798f\\u53e3\\u8bed', u'\\u4ea6\\u9e25Yeeaoo ']\n",
+        "[u'\\u74e3', u'\\u540c\\u884c', u'\\u8c46\\u74e3', u'\\u89c2\\u5f71', u'\\u62a5\\u544a']\n",
+        "['dunk', 'cc', 'lkqcd', u'\\u5927\\u9f99\\u5988\\u5988\\u7684\\u8001\\u516c dont']\n",
+        "[u'\\u674e\\u767d']\n",
+        "[u'\\u4eca', u'\\u53e4', u'\\u53e4', u'\\u4eca\\u65f6', u'\\u5f80\\u65e5', u'\\u533a\\u522b']\n",
+        "[u'\\u57df\\u540d', u'\\u6253\\u5f00', u'\\u6211\\u8bd5', u'\\u4e00\\u4e0b', u'\\u9700\\u8981', u'\\u767b\\u5f55', u'\\u5341\\u6b21', u'\\u516b\\u6b21', u'\\u95ee\\u9898', 'google', 'hk', 'ip']\n",
+        "[u'\\u4e0d\\u77e5', u'\\u7b49\\u5f85', u'\\u4e0d\\u77e5']\n",
+        "[u'\\u4e0d\\u77e5', u'\\u8be5\\u5f80', u'\\u7b49\\u5f85', u'\\u4e0d\\u77e5']\n",
+        "[u'\\u4e00\\u4e2a\\u534a\\u6708']\n",
+        "[u'\\u751f\\u5feb']\n",
+        "[u'\\u5fc3\\u82e5', u'\\u5b9a\\u5904', u'\\u6d41\\u6d6a', u'\\u89c2\\u6f9c\\u6e56MissionHills']\n",
+        "[u'\\u5929', u'\\u76d1\\u72f1', u'\\u751f\\u6d3b', u'\\u540e', u'\\u9632\\u98ce', u'\\u5c0f\\u65f6', u'\\u4e00\\u4e2a', u'\\u5468', u'\\u8fc7\\u53bb']\n",
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+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u521a\\u53d1', u'\\u6bb5', u'\\u8d85', u'\\u597d\\u73a9', u'\\u89c6\\u9891', u'\\u70b9\\u6b64', u'\\u64ad\\u653e', u'\\u62cd\\u6444', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u8de8\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u674e\\u6668', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u4e0d\\u5361']\n",
+        "[]\n",
+        "[u'\\u8bf7', u'\\u5de5\\u4f5c', u'\\u65f6\\u95f4', u'\\u641c', u'\\u7ecf\\u9a8c\\u4e4b\\u8c08', u'\\u5c0f\\u5fc3', u'\\u8282\\u64cd', u'\\u51b3\\u5824', 'youtube', 'creepy', 'text', 'theatre', 'play', 'loud', 'trust']\n",
+        "[u'\\u51e0\\u5929', u'\\u540e', u'\\u518d\\u6b21', u'\\u4e00\\u5239\\u90a3', u'\\u611f\\u53d7', u'\\u5c0f', u'\\u624b\\u673a', u'\\u6234', u'\\u624b\\u673a', u'\\u58f3', u'\\u611f\\u89c9', u'\\u4e00\\u4e2a', u'\\u624b\\u63e1', u'\\u8fc7\\u6765', u'\\u4e0d\\u6234', u'\\u6b63\\u597d', u'\\u8d85\\u8584', u'\\u987a\\u6ed1', u'\\u8d76\\u811a', 'nexus', 'moto', 'nexus']\n",
+        "[u'\\u731c', u'\\u4e00\\u534a', u'\\u5565\\u610f\\u601d']\n",
+        "[u'\\u8054\\u901a', u'\\u901f\\u5ea6', u'\\u5bb6\\u91cc', u'\\u5bbd\\u5e26', u'\\u5bbd', u'\\u6d4b\\u8bd5', 'nexus']\n",
+        "[u'\\u8f7b\\u677e', u'\\u5b9e\\u73b0', u'\\u8bed\\u97f3', u'\\u67e5', u'\\u5355\\u8bcd', u'\\u529f\\u80fd', u'\\u624b\\u673a', u'\\u8bfb\\u53d6', u'\\u5927\\u8111', u'\\u91cc', u'\\u60f3', u'\\u5355\\u8bcd', u'\\u597d', u'\\u8bed\\u97f3', u'\\u89e3\\u653e', u'\\u53cc\\u624b', u'\\u671f\\u5f85', u'\\u8111\\u8bfb', u'\\u5634', u'\\u89e3\\u653e', u'\\u6389', 'tasker', 'auto', 'voice', 'biscuit', u'\\u9177\\u70ab\\u5b66\\u82f1\\u8bed']\n",
+        "[u'\\u60f3', u'\\u771f\\u80fd', u'\\u5b9e\\u73b0', u'\\u5927\\u8111', u'\\u8bfb\\u53d6', u'\\u5355\\u8bcd', u'\\u4f20\\u8f93', u'\\u624b\\u673a', u'\\u81ea\\u52a8', u'\\u7ffb\\u8bd1', u'\\u4e00\\u5b9a', u'\\u8bbe\\u7f6e', u'\\u8bfb\\u53d6', u'\\u5f00\\u5173', u'\\u624b\\u673a', u'\\u83ab\\u540d', u'\\u8fde\\u7eed', u'\\u5f39\\u6846', u'\\u8bbe\\u7f6e', u'\\u8bfb\\u53d6', u'\\u5bc6\\u7801', u'\\u665a\\u4e0a', u'\\u505a\\u68a6', u'\\u753b\\u9762', u'\\u76f4\\u63a5', u'\\u7b2c\\u4e8c\\u5929', u'\\u81ea\\u52a8', u'\\u5bfc\\u51fa', u'\\u4e00\\u90e8', u'\\u7535\\u5f71', u'\\u7535\\u5f71', u'\\u60c5\\u8282', u'\\u521b\\u610f', u'JUST SAYING']\n",
+        "[u'\\u624b\\u673a', u'\\u4e0d\\u53ef', u'\\u9009\\u4e2d', u'\\u6587\\u672c', u'\\u67e5', u'\\u5355\\u8bcd', u'\\u6700', u'\\u8d39\\u52b2', u'\\u81f3\\u4eca', u'\\u597d', u'\\u89e3\\u51b3', u'\\u65b9\\u5f0f']\n",
+        "[u'\\u6a21\\u5f0f', u'\\u5b8c\\u7f8e']\n",
+        "[u'\\u4e2d', u'\\u9700\\u8981', u'\\u4ee3\\u7801', u'\\u5904', u'\\u6807\\u8bb0', u'\\u4e0b', u'\\u4fbf\\u4e8e', u'\\u540e\\u9762', u'\\u6d4f\\u89c8', u'\\u4ee3\\u7801', u'\\u65f6', u'\\u67e5\\u770b', u'\\u4f7f\\u7528', u'\\u6dfb\\u52a0', u'\\u4e66\\u7b7e', u'\\u663e\\u793a', u'\\u4e66\\u7b7e', u'\\u529f\\u80fd', u'\\u4f17\\u591a', u'\\u4ee3\\u7801', u'\\u4e2d', u'\\u627e\\u5230', u'\\u9700\\u8981', u'\\u4f4d\\u7f6e', u'\\u611f\\u8c22', 'android', 'studio', 'windows', 'cmd', 'windows', 'shift', 'tip', u'StudioDevTips', u'TCahead \\u63d0\\u4f9b\\u8be5']\n",
+        "[u'\\u4e2d', u'\\u5077\\u61d2', u'\\u591a\\u79cd', u'\\u65b9\\u5f0f', u'\\u5199', u'\\u4e00\\u4e2a', u'\\u65b9\\u6cd5', u'\\u8c03\\u7528', u'\\u6839\\u672c', u'\\u9700\\u8981', u'\\u4e00\\u4e2a', u'\\u65b9\\u6cd5', u'\\u4e00\\u4e2a', u'\\u4e00\\u4e2a', u'\\u5b57\\u6bcd', u'\\u6572', u'\\u76f4\\u63a5', u'\\u9a7c\\u5cf0', u'\\u89c4\\u5219', u'\\u6572\\u51fa', u'\\u6bcf\\u4e2a', u'\\u9a7c\\u5cf0', u'\\u5b57\\u6bcd', u'\\u5373\\u53ef', u'\\u641c\\u7d22', u'\\u4e00\\u4e2a', u'\\u7c7b', u'\\u4e00\\u5b9a', u'\\u7c7b\\u540d', u'\\u6572', u'\\u540c\\u6837', u'\\u5229\\u7528', u'\\u9a7c\\u5cf0', u'\\u8f93\\u5165', u'\\u65b9\\u5f0f', u'\\u8be6\\u89c1', u'\\u52a8\\u56fe', 'android', 'studio', 'cmd', u'StudioDevTips']\n",
+        "[u'\\u7528\\u6237', u'\\u89d2\\u5ea6', u'\\u8bb2', u'\\u73b0\\u5728', u'\\u4f7f\\u7528', u'\\u4e00\\u4e9b', u'\\u9ad8\\u7aef', u'\\u673a\\u5668', u'\\u771f\\u662f', u'\\u86ee\\u723d', u'\\u6240\\u6709', u'\\u60f3\\u8981', u'\\u529f\\u80fd', u'\\u5e73\\u5e38', u'\\u9177', u'\\u70ab', u'\\u8f6f\\u4ef6', u'\\u6839\\u672c', u'\\u627e', u'\\u4e0d\\u5230', u'\\u4e00\\u4e9b', u'\\u6536\\u8d39', u'\\u8f6f\\u4ef6', u'\\u81ea\\u7531', u'\\u5b9a\\u5236', u'\\u60f3\\u5230', u'\\u60f3\\u4e0d\\u5230', u'\\u529f\\u80fd', 'android', 'ios', 'tasker']\n",
+        "[u'\\u67e5', u'\\u5355\\u8bcd', u'\\u5355\\u8bcd', u'\\u8bfb', u'\\u5bfc\\u81f4', u'\\u8bc6\\u522b', u'\\u8bd5\\u8bd5', u'\\u76f4\\u63a5', u'\\u62fc\\u51fa\\u6765', 'google', u\"should've known earlier\"]\n",
+        "[u'IT\\u7a0b\\u5e8f\\u733f', u'developerWorks ']\n",
+        "[u'\\u770b\\u5230', 'google', u'Moto X']\n",
+        "[u'\\u5f00\\u542f', u'\\u6700\\u4f73\\u65f6\\u673a', u'\\u65b0\\u624b\\u673a', u'\\u7b2c\\u4e00\\u6b21', u'\\u5f00\\u673a', u'\\u521d\\u59cb\\u5316', u'\\u63d2\\u5361', u'\\u56fd\\u5916', u'\\u5361', u'\\u53ea', u'\\u5730\\u7406\\u4f4d\\u7f6e', u'\\u4e0a\\u62a5', u'\\u65f6\\u533a', u'\\u9009', u'\\u9ed8\\u8ba4', u'\\u5f00\\u542f', u'\\u4f4d\\u7f6e\\u670d\\u52a1', u'\\u540e', u'\\u5f00\\u542f', 'google', 'wifi', u'Android\\u73a9\\u673a']\n",
+        "[u'\\u7535\\u5b50\\u4ea7\\u54c1', u'\\u6700\\u60b2', u'\\u50ac', u'\\u4e8b', u'\\u5347\\u7ea7', 'yosemite']\n",
+        "[u'\\u66f4\\u65b0', u'\\u7b2c\\u4e00\\u6b21', u'\\u8fd9\\u79cd', u'\\u5f62\\u5f0f', u'\\u63d0\\u793a', u'\\u66f4\\u65b0', 'google']\n",
+        "[]\n",
+        "[u'\\u786e\\u8ba4', u'\\u7248\\u672c', u'\\u4e2d\\u5408\\u5165', u'\\u4e24\\u4e2a', u'\\u4eae\\u70b9', u'\\u529f\\u80fd', u'\\u5355\\u6b65', u'\\u8c03\\u8bd5', u'\\u884c\\u5185', u'\\u663e\\u793a', u'\\u53d8\\u91cf\\u503c', u'\\u5b58', u'\\u78c1\\u76d8', u'\\u7f13\\u5b58', u'\\u6587\\u4ef6', u'\\u652f\\u6301', 'idea', 'android', 'studio', 'inline', 'scratch', 'file']\n",
+        "[u'\\u8fd9\\u8f88\\u5b50', u'\\u6536\\u5230', u'\\u6700\\u597d', u'\\u5efa\\u8bae']\n",
+        "[u'\\ud83d', u'\\ude18']\n",
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+        "[u'\\u6765\\u81ea', 'nexus']\n",
+        "['nowplaying']\n",
+        "[u'\\u5347\\u7ea7', u'\\u540e', u'\\u517c\\u5bb9', 'windows', 'winrar']\n",
+        "[u'\\u5fae\\u535a', u'\\u6ce8\\u518c', u'\\u556a\\u556a', u'\\u5c0f\\u5fc3', u'\\u53d1\\u4e86', u'\\u79c1\\u4fe1', u'\\u6253\\u6270', u'\\u53d1\\u7ed9\\u4f60', u'\\u6ce8\\u518c', u'\\u6d41\\u7a0b', u'\\u6076\\u5fc3', u'\\u556a\\u556a']\n",
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+        "['know', 'become', 'obsessed', 'english', 'learning', 'even', 'learning', 'professional', 'knowledge', 'maybe', 've', 'majored', 'english', 'college', 'fuck']\n",
+        "[u'\\u63a8\\u8350', u'\\u89c6\\u9891', u'\\u7761', u'\\u770b\\u770b', u'\\u660e\\u5929', 'youtube']\n",
+        "[u'\\u6d4b', u'\\u5c3e\\u5df4']\n",
+        "[u'\\u659c\\u4f53', u'\\u610f\\u601d', u'\\u662f\\u4e0d\\u662f', u'\\u610f\\u5927\\u5229', u'\\u6709\\u4e2a', u'\\u6bd4\\u8428\\u659c\\u5854', u'\\u50cf\\u662f', u'\\u4e2d\\u56fd', u'\\u4e2d\\u56fd', u'\\u74f7\\u5668', 'italic', 'china']\n",
+        "[u'\\u6284\\u88ad', u'\\u5077\\u7a83', u'\\u6293', u'\\u5c31\\u8981', u'\\u597d\\u597d', u'\\u6cbb', u'\\u4f5c\\u5bb6', u'\\u5468\\u6d69\\u6656', u'\\u544a\\u4e8e', u'\\u6b63', u'\\u6284\\u88ad', u'\\u8bf7', u'\\u5f8b\\u5e08', u'\\u8d70', u'\\u6cd5\\u5f8b', u'\\u7a0b\\u5e8f']\n",
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+        "[u'\\u8001\\u59d0', u'\\u5de5\\u4f5c', u'\\u5730\\u70b9', u'\\u770b\\u770b', u'\\u665a\\u4e0a', u'\\u5927\\u9910']\n",
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+        "[u'\\u5173\\u6ce8', u'\\u8fd9\\u90e8', u'\\u5267', u'\\u4eca\\u5929', u'\\u64ad', u'\\u67e5\\u770b', u'\\u8be6\\u60c5', u'\\u6ce8\\u518c', u'\\u5173', u'\\u63d0\\u9192', u'\\u5c39\\u4f1a\\u751f', 'hero', u'i\\u770b\\u7f8e\\u5267\\u4eca\\u65e5\\u64ad\\u51fa\\u63d0\\u9192', u'\\u8ddf\\u8e2a\\u8005Stalker', u'i\\u770b\\u7f8e\\u5267\\u5e94\\u7528 ']\n",
+        "[u'\\u5173\\u6ce8', u'\\u900d\\u9065\\u6cd5\\u5916', u'\\u6f14\\u7ece\\u6cd5', u'\\u8fd9\\u90e8', u'\\u5267', u'\\u4eca\\u5929', u'\\u64ad', u'\\u67e5\\u770b', u'\\u8be6\\u60c5', u'\\u6ce8\\u518c', u'\\u5173', u'\\u63d0\\u9192', u'\\u5c39\\u4f1a\\u751f', 'get', 'away', 'murder', 'elementary', 'one', 'got', 'away', u'i\\u770b\\u7f8e\\u5267\\u4eca\\u65e5\\u64ad\\u51fa\\u63d0\\u9192', u'(S01E10 TBA),', u'i\\u770b\\u7f8e\\u5267\\u5e94\\u7528 ']\n",
+        "[u'\\u5173\\u6ce8', u'\\u5eb7\\u65af\\u5766\\u4e01', u'\\u9a71', u'\\u9b54\\u795e', u'\\u63a2', u'\\u8fd9\\u90e8', u'\\u5267', u'\\u4eca\\u5929', u'\\u64ad', u'\\u67e5\\u770b', u'\\u8be6\\u60c5', u'\\u6ce8\\u518c', u'\\u5173', u'\\u63d0\\u9192', u'\\u5c39\\u4f1a\\u751f', 'constantine', 'whole', 'world', u'i\\u770b\\u7f8e\\u5267\\u4eca\\u65e5\\u64ad\\u51fa\\u63d0\\u9192', u'\\u53cc\\u87ba\\u65cbHelix#(S02E03 Scion),', u'i\\u770b\\u7f8e\\u5267\\u5e94\\u7528 ']\n",
+        "[u'\\u4e24\\u5e74', u'\\u5b66\\u4e60', u'\\u751f\\u6daf', u'\\u4e2d', u'\\u53ea', u'\\u5269\\u4e0b', u'\\u8bba\\u6587', u'\\u8bfe\\u7a0b', u'\\u7ed3\\u675f', u'\\u4e00\\u523b', u'\\u6709\\u70b9', u'\\u5931\\u843d']\n",
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+        "[u'\\u4e50\\u89c6', u'\\u4e00\\u5e74', u'\\u524d', u'\\u4e50\\u89c6', u'\\u5206\\u4eab', u'\\u4eca\\u65e5\\u5934\\u6761 )']\n",
+        "[u'\\u7528\\u6237', u'\\u504f', u'\\u5e74\\u8f7b', u'\\u5f81\\u4fe1', u'\\u6570\\u636e', u'\\u53ef\\u7528\\u6027', u'\\u5b58\\u7591', u'\\u5fae\\u4f17', u'\\u94f6\\u884c', u'\\u5229\\u7528', u'\\u6570\\u636e', u'\\u653e\\u8d37', u'\\u5206\\u4eab', 'qq', u'\\u4eca\\u65e5\\u5934\\u6761 )']\n",
+        "[u'\\u6740', u'\\u65f6\\u95f4', u'\\u5355\\u5237', u'\\u5fae\\u535a', u'\\u591f', u'\\u5c0f\\u6e38\\u620f', u'\\u6ee1\\u8db3', u'\\u65b0\\u7248', u'\\u9002\\u914d', u'\\u7cbe\\u5f69', u'\\u9891\\u9053', u'\\u805a\\u5408', u'\\u5185\\u5bb9', u'\\u4f9b', u'\\u56f4\\u89c2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'weico', 'iphone', 'plus', 'weico']\n",
+        "[u'\\u518d\\u89c1', u'\\u4f60\\u597d', u'\\u4ee5\\u6b64', u'\\u56fe', u'\\u7eaa\\u5ff5', u'\\u8fc7\\u53bb', u'\\u5145\\u5b9e', u'\\u5fd9\\u788c', u'\\u4e00\\u5e74', u'\\u65b0', u'\\u4e00\\u5e74', u'\\u7ee7\\u7eed', u'\\u5411\\u524d', u'\\u9065\\u795d', u'\\u4eb2\\u670b\\u597d\\u53cb', u'\\u5143\\u65e6', u'\\u5feb\\u4e50', u'\\u65b0', u'\\u4e00\\u5e74', u'\\u8eab\\u4f53\\u5065\\u5eb7', u'\\u4e07\\u4e8b\\u5982\\u610f']\n",
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+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u8bbe\\u8ba1', u'\\u5b66\\u4e60\\u6307\\u5357', u'\\u63a5\\u89e6', u'\\u4e09\\u5927', u'\\u5e73\\u53f0', u'\\u8bbe\\u8ba1\\u89c4\\u8303', u'\\u57fa\\u7840', u'\\u8bbe\\u8ba1', u'\\u7406\\u8bba', u'\\u8bbe\\u8ba1', u'\\u5b9e\\u8df5', u'\\u4e00\\u4e9b', u'\\u5b66\\u4e60', u'\\u8bbe\\u8ba1', u'\\u8d44\\u6e90', u'\\u82f9\\u679c', u'\\u5f00\\u53d1', u'\\u4e2d\\u6587', u'\\u7ad9', 'cocoachina']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u5167\\u5b58', u'\\u4f18\\u5316', u'\\u76f8\\u5c0d', u'\\u6211\\u5011', u'\\u6240\\u7528', u'\\u5167\\u5b58', u'\\u9019', u'\\u8655\\u7406', u'\\u5df2\\u7d93', u'\\u8b93', u'\\u6211\\u5011', u'\\u958b\\u767c', u'\\u4e2d', u'\\u6ce8\\u91cd', u'\\u696d\\u52d9', u'\\u908f\\u8f2f', u'\\u7de8\\u5beb', u'\\u96a8\\u8457\\u696d\\u52d9', u'\\u4e0d\\u65b7', u'\\u8907', u'\\u96dc\\u5316', u'\\u55ae\\u9801', u'\\u9762\\u61c9\\u7528', u'\\u79fb\\u52d5', u'\\u61c9\\u7528', u'\\u7a0b\\u5e8f', u'\\u767c\\u5c55', u'\\u4e2d', u'\\u5167\\u5b58', u'\\u554f\\u984c', u'\\u6240\\u5c0e', u'\\u5206\\u4eab', 'javascript', 'javascript', 'html', 'node', 'js', 'javascript', u'IT\\u6280\\u672f\\u535a\\u5ba2\\u5927\\u5b66\\u4e60\\uff09']\n",
+        "[u'\\u6846\\u67b6', u'\\u4f7f', u'\\u7a0b\\u5e8f\\u5458', u'\\u53d8\\u7b28', u'\\u6765\\u81ea', u'\\u82f9\\u679c', u'\\u5f00\\u53d1', u'\\u4e2d\\u6587', u'\\u7ad9', 'cocoachina', u'CocoaChina']\n",
+        "[u'\\u6f2b\\u8c08', u'\\u7a0b\\u5e8f\\u5458', u'\\u7cfb\\u5217', u'\\u6210\\u4e3a', u'\\u6280\\u672f', u'\\u8fbe', u'\\u4eba', u'\\u6765\\u81ea', u'\\u82f9\\u679c', u'\\u5f00\\u53d1', u'\\u4e2d\\u6587', u'\\u7ad9', 'cocoachina', u'CocoaChina']\n",
+        "[u'\\u66fe\\u7ecf', u'\\u61a7\\u61ac', u'\\u672a\\u6765', u'\\u9065\\u9065\\u65e0\\u671f', u'\\u7ee7\\u7eed', u'\\u524d\\u884c', u'\\u5bfb\\u6c42', u'\\u65b0\\u751f']\n",
+        "[u'\\u65e9\\u4e0a', u'\\u819c\\u62dc', u'\\u5927\\u795e', u'\\u535a\\u5ba2']\n",
+        "[u'\\u5c0f\\u82f9\\u679c', u'\\u5012', u'\\u653e', u'\\u6765\\u81ea', u'echo\\u56de\\u58f0APP\\uff09']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "['fyxhevj', 'vx', 'nw', 'umu', 'ugj']\n",
+        "['dtnqy', 'rl', 'nw', 'rd', 'qoznz']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u798f\\u5229', u'\\u5c45\\u5bb6', u'\\u65c5\\u884c', u'\\u5fc5\\u5907', u'\\u978b\\u6b3e', u'\\u767d\\u83dc\\u4ef7', u'\\u8473\\u4fe1', 'vykzufmt', 'sdj', 'cjnj', 'vip']\n",
+        "[u'\\u7206\\u7206', u'\\u7206\\u731b\\u8d27', u'\\u5f3a\\u52bf', u'\\u6765\\u88ad', u'\\u505a\\u5de5', u'\\u8d85\\u597d', u'\\u54c1\\u8d28', u'\\u8bf4\\u8bdd', u'\\u5fc3\\u52a8', u'\\u884c\\u52a8', u'\\u81ea\\u4fe1', u'\\u8473\\u4fe1', 'klv', 'nev', 'dgeaveo', 'vip']\n",
+        "[u'\\u7206\\u7206', u'\\u7206\\u731b\\u8d27', u'\\u5f3a\\u52bf', u'\\u6765\\u88ad', u'\\u505a\\u5de5', u'\\u8d85\\u597d', u'\\u54c1\\u8d28', u'\\u8bf4\\u8bdd', u'\\u5fc3\\u52a8', u'\\u884c\\u52a8', u'\\u81ea\\u4fe1', u'\\u8473\\u4fe1', 'tr', 'll', 'kmlwaesi', 'ct', 'dt', 'vip']\n",
+        "[u'\\u7206\\u7206', u'\\u7206\\u731b\\u8d27', u'\\u5f3a\\u52bf', u'\\u6765\\u88ad', u'\\u505a\\u5de5', u'\\u8d85\\u597d', u'\\u54c1\\u8d28', u'\\u8bf4\\u8bdd', u'\\u5fc3\\u52a8', u'\\u884c\\u52a8', u'\\u81ea\\u4fe1', u'\\u8473\\u4fe1', 'fdcj', 'nuve', 'ox', 'xa', 'sx', 'hi', 'vip']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u798f\\u5229', u'\\u5c45\\u5bb6', u'\\u65c5\\u884c', u'\\u5fc5\\u5907', u'\\u978b\\u6b3e', u'\\u767d\\u83dc\\u4ef7', u'\\u8473\\u4fe1', 'bto', 'wzvu', 'mhwn', 'vip']\n",
+        "[u'\\u7206\\u7206', u'\\u7206\\u731b\\u8d27', u'\\u5f3a\\u52bf', u'\\u6765\\u88ad', u'\\u505a\\u5de5', u'\\u8d85\\u597d', u'\\u8473\\u4fe1', 'yu', 'nwenw', 'ix', 'vip']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u798f\\u5229', u'\\u5c45\\u5bb6', u'\\u65c5\\u884c', u'\\u5fc5\\u5907', u'\\u978b\\u6b3e', u'\\u767d\\u83dc\\u4ef7', u'\\u8473\\u4fe1', 'su', 'vf', 'rdd', 'zc', 'vip']\n",
+        "[u'\\u7206\\u7206', u'\\u7206\\u731b\\u8d27', u'\\u5f3a\\u52bf', u'\\u6765\\u88ad', u'\\u505a\\u5de5', u'\\u8d85\\u597d', u'\\u54c1\\u8d28', u'\\u8bf4\\u8bdd', u'\\u5fc3\\u52a8', u'\\u884c\\u52a8', u'\\u81ea\\u4fe1', u'\\u8473\\u4fe1', 'bu', 'vip']\n",
+        "[u'\\u7206\\u7206', u'\\u7206\\u731b\\u8d27', u'\\u5f3a\\u52bf', u'\\u6765\\u88ad', u'\\u505a\\u5de5', u'\\u8d85\\u597d', u'\\u54c1\\u8d28', u'\\u8bf4\\u8bdd', u'\\u5fc3\\u52a8', u'\\u884c\\u52a8', u'\\u81ea\\u4fe1', u'\\u8473\\u4fe1', 'ls', 'ung', 'vip']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u798f\\u5229', u'\\u5c45\\u5bb6', u'\\u65c5\\u884c', u'\\u5fc5\\u5907', u'\\u978b\\u6b3e', u'\\u767d\\u83dc\\u4ef7', u'\\u8473\\u4fe1', 'fy', 'luk', 'lyh', 'vip']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u798f\\u5229', u'\\u5c45\\u5bb6', u'\\u65c5\\u884c', u'\\u5fc5\\u5907', u'\\u978b\\u6b3e', u'\\u660e\\u661f', u'\\u4ee3\\u8a00', u'\\u6b3e', u'\\u4f53\\u9a8c', u'\\u660e\\u661f', u'\\u8303\\u513f', u'\\u7cbe\\u6e5b', u'\\u505a\\u5de5', u'\\u5b98\\u65b9', u'\\u540c\\u6b65', u'\\u51fa\\u54c1', u'\\u4e00\\u76f4', u'\\u8d70', u'\\u6f6e\\u6d41', u'\\u5c16\\u7aef', u'\\u6ca1\\u4f4f', u'\\u635f\\u5931', u'\\u54af\\u8473\\u4fe1', 'gtgrnlpxkep', 'okztlcn', 'hold', 'vip']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u798f\\u5229', u'\\u5c45\\u5bb6', u'\\u65c5\\u884c', u'\\u5fc5\\u5907', u'\\u978b\\u6b3e', u'\\u660e\\u661f', u'\\u4ee3\\u8a00', u'\\u6b3e', u'\\u4f53\\u9a8c', u'\\u660e\\u661f', u'\\u8303\\u513f', u'\\u7cbe\\u6e5b', u'\\u505a\\u5de5', u'\\u5b98\\u65b9', u'\\u540c\\u6b65', u'\\u51fa\\u54c1', u'\\u4e00\\u76f4', u'\\u8d70', u'\\u6f6e\\u6d41', u'\\u5c16\\u7aef', u'\\u6ca1\\u4f4f', u'\\u635f\\u5931', u'\\u54af\\u8473\\u4fe1', 'hold', 'vip']\n",
+        "[u'\\u7206\\u7206', u'\\u7206\\u731b\\u8d27', u'\\u5f3a\\u52bf', u'\\u6765\\u88ad', u'\\u505a\\u5de5', u'\\u8d85\\u597d', u'\\u54c1\\u8d28', u'\\u8bf4\\u8bdd', u'\\u5fc3\\u52a8', u'\\u884c\\u52a8', u'\\u81ea\\u4fe1', u'\\u8473\\u4fe1', 'ucq', 'syga', 'stchf', 'wi', 'vip']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u798f\\u5229', u'\\u5c45\\u5bb6', u'\\u65c5\\u884c', u'\\u5fc5\\u5907', u'\\u978b\\u6b3e', u'\\u660e\\u661f', u'\\u4ee3\\u8a00', u'\\u6b3e', u'\\u4f53\\u9a8c', u'\\u660e\\u661f', u'\\u8303\\u513f', u'\\u7cbe\\u6e5b', u'\\u505a\\u5de5', u'\\u5b98\\u65b9', u'\\u540c\\u6b65', u'\\u51fa\\u54c1', u'\\u4e00\\u76f4', u'\\u8d70', u'\\u6f6e\\u6d41', u'\\u5c16\\u7aef', u'\\u6ca1\\u4f4f', u'\\u635f\\u5931', u'\\u54af\\u8473\\u4fe1', 'ehmh', 'lhjau', 'ie', 'hold', 'vip']\n",
+        "[u'\\u7206\\u7206', u'\\u7206\\u731b\\u8d27', u'\\u5f3a\\u52bf', u'\\u6765\\u88ad', u'\\u505a\\u5de5', u'\\u8d85\\u597d', u'\\u54c1\\u8d28', u'\\u8bf4\\u8bdd', u'\\u5fc3\\u52a8', u'\\u884c\\u52a8', u'\\u81ea\\u4fe1', u'\\u8473\\u4fe1', 'lpdk', 'giakif', 'wdbyh', 'vip']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u798f\\u5229', u'\\u5c45\\u5bb6', u'\\u65c5\\u884c', u'\\u5fc5\\u5907', u'\\u978b\\u6b3e', u'\\u660e\\u661f', u'\\u4ee3\\u8a00', u'\\u6b3e', u'\\u4f53\\u9a8c', u'\\u660e\\u661f', u'\\u8303\\u513f', u'\\u7cbe\\u6e5b', u'\\u505a\\u5de5', u'\\u5b98\\u65b9', u'\\u540c\\u6b65', u'\\u51fa\\u54c1', u'\\u4e00\\u76f4', u'\\u8d70', u'\\u6f6e\\u6d41', u'\\u5c16\\u7aef', u'\\u6ca1\\u4f4f', u'\\u635f\\u5931', u'\\u54af\\u8473\\u4fe1', 'olj', 'em', 'hold', 'vip']\n",
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+        "[]\n",
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+        "['wsv']\n",
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+        "[u'\\u5e38\\u7528', u'\\u6807\\u51c6', u'\\u51fd\\u6570', u'\\u524d\\u7aef', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', u'\\u7c7b\\u578b', u'\\u51fd\\u6570', u'\\u51fd\\u6570', u'\\u529f\\u80fd', u'\\u5173\\u8054', u'\\u6570\\u7ec4', u'\\u5b9e\\u73b0', u'\\u6570\\u7ec4', u'\\u76f8\\u52a0', u'\\u529f\\u80fd', u'\\u5f71\\u54cd', u'\\u539f\\u5148', u'\\u6570\\u7ec4', u'\\u8fd4\\u56de', u'\\u65b0', u'\\u6570\\u7ec4', 'js', 'web', 'array', 'array', 'concat', 'item', 'concat']\n",
+        "[u'\\u70e6\\u6b7b', u'\\u6bcf\\u5929', u'\\u53d1', u'\\u79c1\\u4fe1']\n",
+        "[u'\\u514d\\u8d39', u'\\u51e0\\u4e2a', u'\\u6b63\\u5e38', u'\\u4f7f\\u7528', u'\\u6d17\\u6d17', u'\\u7761', 'wifi', u'\\u5e73\\u5b89\\u514d\\u8d39WiFi']\n",
+        "[u'\\u968f\\u7b14', u'\\u5145\\u6ee1', u'\\u672a\\u77e5']\n",
+        "[u'\\u50bb', u'\\u903c', u'\\u771f\\u4ed6\\u5988', u'\\u8822', u'\\u54ed', u'\\u624b\\u673a', u'\\u4e0b', u'\\u89c6\\u9891', u'\\u8d70', u'\\u7f13\\u5b58', u'\\u76f4\\u63a5', u'\\u6d41\\u91cf', u'\\u8bbe\\u7f6e', u'\\u91cc\\u5934', u'\\u9ed8\\u8ba4', u'\\u7f51\\u7edc', u'\\u81ea\\u52a8', u'\\u4e0b\\u8f7d', u'\\u4e2b', u'\\u77e5\\u9053', u'\\u4e16\\u754c', u'\\u5b58\\u5728', u'\\u76f4\\u63a5', u'\\u7528\\u5c3d', u'\\u8d85', u'\\u767e\\u5146', u'\\u8fd9\\u624d', u'\\u6708\\u521d', u'\\ud83d', u'\\ude2d', u'\\u4f18\\u9177']\n",
+        "[u'\\u5947\\u6280\\u6deb\\u5de7', u'\\u300e', u'\\u300f', 'useful', 'javascript', 'tips', 'tricks', 'best', 'practices', 'modern', 'web']\n",
+        "[u'\\u53d1\\u73b0', u'\\u725b', u'\\u4eba', u'\\u4e00\\u679a', u'\\u540d\\u66f0', u'\\u5176\\u8be6', u'\\u5982\\u56fe', u'\\u8bd5\\u8bd5', 'barretlee', u'GitHuber.info']\n",
+        "[u'\\u5e74', u'\\u6280\\u672f', u'\\u98ce\\u5411\\u6807', u'\\u6280\\u672f', u'\\u7814\\u7a76\\u6240', u'\\u8bc4', u'\\u5c11', u'\\u7aef\\u7684', u'\\u9884\\u6d4b', u'\\u5e94\\u8be5', u'\\u8d28', u'\\u98de\\u8dc3', u'\\u5e74', u'\\u7aef', u'\\u6280\\u672f', u'\\u91cf\\u53d8', u'\\u4e00\\u5e74', 'web', 'web', 'mobile', 'mobile']\n",
+        "[u'\\u6162\\u6210', u'\\u4e4c\\u9f9f', u'\\u771f\\u7684', u'\\u5b8c\\u5168', u'\\u5c01', u'\\u8fd9\\u4e48\\u4e45', u'\\u6362\\u56de', 'gmail', 'barret', 'china', 'gmail', 'com']\n",
+        "[u'\\u524d\\u7aef', u'\\u5de5\\u7a0b\\u5e08', u'\\u6280\\u80fd', u'\\u5217\\u8868', u'\\u7231', u'\\u300e', u'\\u300f', 'web', 'platform', 'browser', 'technologies']\n",
+        "[u'\\u5e74', u'\\u8eab\\u4e0a', u'\\u53d1\\u751f', 'year', 'node', 'js', 'nodejs']\n",
+        "[u'\\u4e00\\u76f4', u'\\u770b\\u7740', u'\\u7f51\\u7ad9', u'\\u53d8\\u5316', u'\\u5927\\u6f20', u'\\u70b9\\u8d5e', u'\\u8bc4\\u8bba', u'\\u8f9e\\u65e7\\u8fce\\u65b0', u'\\u66f4\\u4e0a\\u4e00\\u5c42', u'w3cplus']\n",
+        "[u'\\u7801\\u5b57', u'\\u51fa\\u9519\\u7387', u'\\u6bd4\\u9ad8', u'\\u500d', u'\\u8bf4\\u660e', u'\\u95ee\\u9898', 'mac', 'windows']\n",
+        "[u'\\u63a7\\u5236', u'\\u98ce\\u9669', u'\\u6700\\u597d', u'\\u65b9\\u5f0f', u'\\u4e86\\u89e3', u'\\u7cfb\\u7edf', u'\\u4e00\\u4e2a', u'\\u7ec6\\u8282', u'\\u6bcf\\u6b21', u'\\u6539\\u52a8', u'\\u6d41\\u7a0b', u'\\u6027', u'\\u6d4b\\u8bd5', u'\\u56de\\u5f52']\n",
+        "[u'\\u4e92\\u8054\\u7f51', u'\\u7ec4\\u7ec7', u'\\u672a\\u6765', u'\\u5256\\u6790', u'\\u5458\\u5de5', u'\\u4efb\\u6027', u'\\u4e4b\\u6e90', 'github']\n",
+        "[u'\\u7f16\\u7a0b', u'\\u4e2d\\u5c11\\u7528', u'\\u5173\\u952e\\u8bcd', u'\\u300e', u'\\xa0', u'\\u300f', 'else', 'rule', 'use', 'else', 'keyword', 'code', 'roll']\n",
+        "[u'\\u8fd9\\u4f4d', u'\\u6447\\u6eda', u'\\u5de8\\u661f', u'\\u751f\\u65e5', u'\\u4f53\\u9a8c', u'\\u7ecf\\u5178', u'\\u5e74\\u4ee3', u'\\u732b\\u738b', u'\\u4e00\\u8d77', 'rock', u'\\u732b\\u738b80\\u8bde\\u8fb0']\n",
+        "[u'\\u95ee\\u9898', u'\\u53cd\\u9988', u'iconfont']\n",
+        "[u'\\u95ee\\u9898', u'\\u53cd\\u9988', u'iconfont']\n",
+        "[u'\\u80fd\\u591f', u'\\u77ed\\u65f6\\u95f4', u'\\u51b7\\u9759', u'\\u5904\\u7406', u'\\u597d', u'\\u7d27\\u6025', u'\\u95ee\\u9898', u'\\u9700\\u8981', u'\\u5f88\\u6df1', u'\\u5e95\\u8574']\n",
+        "[u'\\u6f0f\\u6d1e', u'\\u300e', u'\\u300f', 'openssl', 'patches', 'eight', 'vulnerabilities', 'us', 'cert']\n",
+        "[u'\\u91cd\\u63d0', u'\\u7aef', u'\\u6570\\u636e', u'\\u540c\\u6b65', u'\\u5b9e\\u73b0', u'\\u8bbe\\u60f3', u'\\u6280\\u672f', u'\\u7814\\u7a76\\u6240', u'\\u8bc4', u'\\u4e00\\u822c\\u6765\\u8bf4', u'\\u5927\\u578b', u'\\u7f51\\u7ad9', u'\\u505a', u'\\u5b58\\u5728', u'\\u4e00\\u5b9a', u'\\u98ce\\u9669', u'\\u505a', u'\\u6570\\u636e', u'\\u4f9d\\u7136', u'\\u7f13\\u5b58', u'\\u672c\\u5730', u'\\u515c\\u5e95', u'\\u6570\\u636e', u'\\u8bf7\\u6c42', u'\\u6302', u'\\u672c\\u5730', u'\\u7f13', u'\\u5b58\\u53d6\\u6570\\u636e', u'\\u6dd8\\u5b9d\\u7f51', u'\\u9996\\u9875', u'\\u6bd4\\u8f83', u'\\u8bbf\\u95ee\\u91cf', u'\\u5de8\\u5927', 'web']\n",
+        "[u'\\u5c0f\\u5fc3', u'\\u6ea2\\u51fa', u'\\u6280\\u672f', u'\\u7814\\u7a76\\u6240', u'\\u5f15\\u4ee5\\u4e3a\\u6212', 'int', 'web']\n",
+        "[u'\\u52a8\\u753b', u'\\u6548\\u679c', 'mark', 'css', 'loading']\n",
+        "[u'\\u4e2d', 'javascript', 'serviceworker']\n",
+        "[u'\\u6dd8\\u5b9d', u'\\u6700\\u8fd1', u'\\u77ed\\u65f6\\u95f4', u'\\u5c0f', u'\\u8303\\u56f4', u'\\u793e\\u62db', u'\\u524d\\u7aef', u'\\u6c42', u'\\u7b80\\u5386']\n",
+        "[u'\\u8305\\u5395', u'\\u5f00\\u53d1', u'\\u8054\\u8c03']\n",
+        "[u'\\u770b\\u4f3c', u'\\u7ae0\\u6cd5', u'\\u4e1c\\u897f', u'\\u4ed4\\u7ec6\\u89c2\\u5bdf', u'\\u633a', u'\\u89c4\\u5f8b', u'\\u53ef\\u5bfb']\n",
+        "[u'\\u5f88\\u4e45\\u5f88\\u4e45', u'\\u5199\\u6587\\u7ae0', u'\\u6700\\u8fd1', u'\\u9047\\u5230', u'\\u524d\\u7aef', u'\\u5b89\\u5168', u'\\u76f8\\u5173', u'\\u95ee\\u9898', u'\\u5468\\u672b', u'\\u5206\\u4eab', u'\\u4e0b', u'\\u9700\\u8981', u'\\u6ce8\\u610f', u'\\u70b9', u'\\u5b89\\u5168', u'\\u9632\\u5fa1', u'\\u77e5\\u8bc6']\n",
+        "[u'\\u7cfb\\u7edf', u'\\u81ea\\u52a8', u'\\u53d1', u'\\u5468\\u62a5']\n",
+        "[u'\\u5df2\\u7ecf', u'\\u60f3', u'\\u597d', u'\\u660e\\u5929', u'\\u9996\\u9875', u'\\u4e8c\\u7ef4\\u7801', u'\\u6362\\u6210', u'\\u652f\\u4ed8\\u5b9d', u'\\u5e10\\u53f7', u'\\u5145\\u503c']\n",
+        "[u'\\u597d\\u840c', u'\\u516c\\u4ed4']\n",
+        "[u'\\u65e0\\u969c\\u788d', u'\\u5c0f\\u7ec4\\u4f1a\\u8bae', u'\\u5c0f\\u9a6c\\u54e5', u'\\u8036']\n",
+        "[u'\\u9996\\u9875', u'\\u6539\\u52a8', u'\\u7b97', u'\\u6bd4\\u8f83', u'\\u814a\\u516b', u'\\u814a\\u516b', u'\\u6b27\\u8036', u'\\u814a\\u516b']\n",
+        "[u'\\u9996\\u9875', u'\\u6539\\u52a8', u'\\u7b97', u'\\u6bd4\\u8f83', u'\\u814a\\u516b', u'\\u814a\\u516b', u'\\u6b27\\u8036', u'\\u814a\\u516b']\n",
+        "[u'\\u6dd8\\u5b9d', u'\\u9996\\u9875', u'\\u4eca\\u5929', u'\\u6301\\u7eed', u'\\u5341\\u51e0\\u5929', u'\\u70ed\\u95f9\\u975e\\u51e1', u'\\u51e0\\u5929', u'\\u5e72', u'\\u4e8b\\u513f']\n",
+        "[u'\\u9996\\u9875', u'\\u653e', u'\\u8fd9\\u79cd', u'\\u5c3a\\u5bf8', u'\\u56fe\\u7247', u'\\u7b97', 'bug', u'\\u767e\\u5ea6']\n",
+        "[u'\\u67e5\\u770b', u'\\u9875\\u9762', u'\\u5143\\u7d20', u'\\u5e03\\u5c40', u'\\u76f4\\u89c2', u'\\u65b9\\u5f0f', u'\\u524d\\u7aef\\u9ed1\\u9b54\\u6cd5']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u518d', 'ajax', 'skylar']\n",
+        "[u'\\u6df1\\u5ea6', u'\\u7528\\u6237', u'\\u5fc5\\u8bfb', u'\\u4e0d\\u4e3a\\u4eba\\u77e5', u'\\u597d\\u73a9', u'\\u529f\\u80fd', 'github']\n",
+        "[u'\\u5e05\\u6c14', u'\\u4e00\\u70b9', u'\\u6267\\u884c', u'\\u8fd9\\u53e5', u'\\u547d\\u4ee4', u'\\u683c\\u5f0f\\u5316', u'\\u8f93\\u51fa', u'\\u4ed3\\u5e93', u'\\u4e2d', u'\\u6267\\u884c', u'\\u4e00\\u5b9a', u'\\u6b23\\u559c\\u82e5\\u72c2', 'git', 'log', 'alias', 'gitlog', 'git', 'log', 'graph', 'pretty', 'format', 'cred', 'creset', 'yellow', 'creset', 'cgreen', 'cr', 'bold', 'blue', 'creset', 'abbrev', 'commit', 'date', 'relative', 'gitlog']\n",
+        "[u'\\u547d\\u4ee4']\n",
+        "[u'\\u9177\\u70ab', u'\\u8868\\u5355', u'\\u5904\\u7406', 'data', 'grid']\n",
+        "[u'\\u6dd8\\u5b9d', u'\\u4f7f\\u7528', u'\\u56fe\\u7247', u'\\u840c\\u54d2', u'\\u54d2', 'loading']\n",
+        "[u'\\u9677\\u5165', u'\\u65e5\\u5e38', u'\\u5de5\\u4f5c', u'\\u4e4b\\u540e', u'\\u592a', u'\\u9971\\u548c', u'\\u5df2\\u7ecf', u'\\u592a', u'\\u601d\\u8003', u'\\u65f6\\u95f4', u'\\u6c42', u'\\u89e3\\u6551']\n",
+        "[u'\\u9677\\u5165', u'\\u65e5\\u5e38', u'\\u5de5\\u4f5c', u'\\u4e4b\\u540e', u'\\u592a', u'\\u9971\\u548c', u'\\u5df2\\u7ecf', u'\\u592a', u'\\u601d\\u8003', u'\\u65f6\\u95f4', u'\\u6c42', u'\\u89e3\\u6551']\n",
+        "[u'\\u611f\\u5192', u'\\u597d', u'\\u96be\\u53d7', u'\\u53cd\\u53cd\\u590d\\u590d', u'\\u53d1\\u70e7', u'\\u5934\\u75db', u'\\u54b3\\u55fd']\n",
+        "[u'\\u6709\\u65f6\\u5019', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u638f\\u5fc3', u'\\u638f\\u80ba', u'\\u90a3\\u4eba', u'\\u5374', u'\\u5315\\u9996', u'\\u63d2', u'\\u5fc3\\u810f', u'\\u4e00\\u76f4', u'\\u89c9\\u5f97', u'\\u4eba', u'\\u611f\\u52a8', u'\\u878d\\u5316', u'\\u6ca1\\u60f3\\u5230', u'\\u518d', u'\\u4ed8\\u51fa', u'\\u6362\\u6765', u'\\u8f9c\\u8d1f', u'\\u5fc3\\u4e2d', u'\\u5bb6\\u4eba', u'\\u5de5\\u4f5c', u'\\u670b\\u53cb', u'\\u6700\\u540e', u'\\u6700\\u540e', u'\\u6e05\\u9192', u'\\u518d', u'\\u50bb', u'\\u5f00\\u5f00\\u5fc3\\u5fc3']\n",
+        "[u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u7cbe\\u5f69', u'\\u6d3b\\u52a8', u'\\u5f00\\u53d1\\u8005', u'\\u6700\\u4f73', u'\\u5f00\\u53d1\\u8005', u'\\u5b9e\\u8df5', u'\\u7b2c\\u671f', u'\\uff0d', u'\\u5206\\u5e03\\u5f0f\\u8ba1\\u7b97', u'\\u5b9e\\u8df5', u'\\u5206\\u4eab', u'\\u5206\\u4eab', u'\\u4e00\\u4e0b']\n",
+        "['important', 'thing', 'american', 'year', 'old']\n",
+        "['new', 'solar', 'power', 'material', 'converts', 'percent', 'captured', 'light', 'heat']\n",
+        "[u'\\u5632\\u7b11', u'\\u6c11\\u79d1', u'\\u51e0\\u5341\\u5e74', u'\\u65f6\\u95f4', u'\\u8d70\\u9519', u'\\u65b9\\u5411', u'\\u4e00\\u70b9', u'\\u4e0d\\u53ef', u'\\u7b11', u'\\u793e\\u4f1a', u'\\u60b2\\u5267', u'\\u53cd\\u601d', u'\\u505a\\u70b9', u'\\u4e0b\\u4e00\\u4ee3', u'\\u518d', u'\\u8d70\\u5f2f\\u8def']\n",
+        "['career', 'science', 'cost', 'firstborn']\n",
+        "['practicing', 'programming', 'steveyegge']\n",
+        "[u'\\u975e', u'\\u5173\\u7cfb\\u5f0f', u'\\u6570\\u636e\\u5e93', u'\\u83b7', u'\\u4e07\\u7f8e\\u5143', u'\\u878d\\u8d44', 'mongodb']\n",
+        "[u'\\u684c\\u5b50', u'\\u6ee1\\u610f']\n",
+        "[u'\\u627e\\u5230', u'\\u4ef6', u'\\u8ba4\\u4e3a', u'\\u82e6\\u5dee', u'\\u5374', u'\\u559c\\u7231', u'\\u4e8b', 'paul', 'graham']\n",
+        "['path', 'tracing', 'fractals', 'syntopia']\n",
+        "['amazon', 'studios', 'announces', 'plans', 'make', 'movies', 'theaters', 'prime', 'streaming']\n",
+        "[u'\\u5199', u'\\u5199', u'\\u7740\\u60f3', 'shell', 'map', 'curry']\n",
+        "['wish', 'knew', 'started', 'career', 'software', 'developer']\n",
+        "['best', 'cities', 'live']\n",
+        "['explicit', 'keyword', 'mean', 'stack', 'overflow']\n",
+        "['user', 'defined', 'conversion', 'cppreference', 'com']\n",
+        "[]\n",
+        "['amazon', 'profit', 'shows', 'people', 'understand', 'way', 'company', 'works']\n",
+        "[u'\\u8bfb\\u8fc7', 'gone', 'girl']\n",
+        "[u'\\u8bfb\\u8fc7', 'gone', 'girl', 'amazing']\n",
+        "[u'\\u300e', u'\\u300f', 'rust', 'alpha', 'announcing', 'rust', 'alpha', 'rust', 'programming', 'language', 'blog']\n",
+        "['everyday', 'types', 'coders']\n",
+        "[u'\\u7f8e\\u56fd', u'\\u5c0f\\u5b66', u'\\u8bfe\\u5802']\n",
+        "[u'\\u4eca\\u65e5', u'\\u4f73\\u53e5', 'blame', 'failure', 'failing', 'help', 'ask', 'help', 'jorgen', 'vig', 'ceo', 'lego', 'group']\n",
+        "[u'\\u70ab\\u8000', u'\\u767d\\u9524', u'\\u60c5\\u6000', u'\\u6628\\u5929', u'\\u6536\\u5230', u'\\u624b\\u673a', u'\\u4e00\\u5929', u'\\u60c5\\u6000', u'\\u5f88\\u68d2', u'\\u53cc', u'\\u5341\\u4e8c\\u4e0b', u'\\u624b\\u673a', u'\\u75db\\u82e6', u'\\u5929', u'\\u767d\\u71ac', u'\\u4e00\\u5e74', u'\\u4ee5\\u540e', u'\\u4ea7\\u54c1', u'\\u4f9d\\u65e7', u'\\u505a', u'\\u65e0\\u826f', u'\\u6570\\u636e\\u6316\\u6398', u'\\u60f3', u'\\u6210\\u4e3a', u'\\u94c1\\u6746', u'\\u7b2c\\u4e00\\u6b21', u'\\u4e00\\u4e2a', u'\\u516c\\u53f8', u'\\u5177\\u4f53', u'\\u4ea7\\u54c1', u'\\u660e\\u786e', u'\\u503e\\u5411\\u6027', u'\\u7f57\\u6c38\\u6d69']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u4eca\\u65e5', u'\\u79bb\\u804c', u'\\u505a', u'\\u4e00\\u4e2a', u'\\u81ea\\u7531\\u804c\\u4e1a\\u8005', u'\\u79bb\\u804c', u'\\u524d', u'\\u505a', u'\\u4e00\\u4ef6', u'\\u75af\\u72c2', u'\\u4e8b\\u60c5', u'\\u77e5\\u9053', u'\\u4ee5\\u540e', u'\\u56de\\u5fc6\\u8d77', u'\\u8bb0\\u5f55', u'\\u4e0b', u'\\u73b0\\u5728', u'\\u60f3\\u6cd5']\n",
+        "[u'\\u9752\\u5c11\\u5e74', u'\\u611f\\u89c9', u'\\u738b\\u51ac\\u751f']\n",
+        "[]\n",
+        "[u'\\u6653\\u5f97', u'\\u547c\\u58f0', u'\\u5317\\u4eac\\u5730\\u94c1']\n",
+        "[u'\\u597d\\u4e45\\u6ca1', u'\\u770b\\u4e66', u'\\u5047\\u88c5', u'\\u6587\\u827a', u'\\u4e00\\u628a']\n",
+        "[u'\\u597d\\u4e45\\u6ca1', u'\\u770b\\u4e66', u'\\u5047\\u88c5', u'\\u5b66\\u4e60', u'\\u7f8e\\u4e3d', u'\\u5fc3\\u6001']\n",
+        "[u'\\u751f\\u52a8', u'\\u63cf\\u8ff0', u'\\u4e09\\u6b21', u'\\u63e1\\u624b', u'\\u6697\\u5802', u'\\u7785', u'\\u7785', u'\\u54b1\\u4fe9', u'\\u5520\\u5520', u'\\u5520\\u4e0a', u'\\u5206\\u4eab', u'\\u81ea\\u5b89\\u5353', u'\\u5ba2\\u6237\\u7aef', 'tcp', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u4efb\\u6027']\n",
+        "[u'\\u53ea\\u80fd', u'\\u5047\\u88c5', u'\\u73b0\\u573a']\n",
+        "[u'\\u4e27\\u5fc3\\u75c5\\u72c2', u'\\u4e92\\u5a31', u'\\u54e5\\u4eec', u'\\u903c', u'\\u50bb', u'\\u903c', u'\\u50bb', u'\\u903c', u'\\u50bb', u'\\u903c', 'kpi', u'\\u817e\\u8baf']\n",
+        "[u'\\u521a\\u521a', u'\\u542c\\u8bf4', u'\\u5c0f\\u7c73', u'\\u53d1\\u5e03', u'\\u82f1\\u5bf8', u'\\u5927\\u5c4f', u'\\u65d7\\u8230\\u673a', u'\\u673a\\u8eab', u'\\u8d85\\u8584', u'\\u5c4f\\u5e55', u'\\u6548\\u679c', u'\\u8d85\\u597d', u'\\u9633\\u5149', u'\\u4e0b', u'\\u4f9d\\u7136', u'\\u770b\\u6e05', u'\\u5c4f\\u5e55', u'\\u6027\\u80fd', u'\\u51fa\\u8272', u'\\u652f\\u6301', u'\\u53cc\\u5361', u'\\u53cc\\u5f85', u'\\u4e00\\u90e8', u'\\u624b\\u673a', u'\\u652f\\u6301', u'\\u79fb\\u52a8', u'\\u8054\\u901a', u'\\u592a\\u68d2\\u4e86', u'\\u9996\\u53d1', u'\\u4ec5\\u5143', u'\\u5c0f\\u7c73Note', u'\\u5c0f\\u7c73\\u624b\\u673a']\n",
+        "[u'\\u4e66\\u5230', u'\\u597d\\u597d', u'\\u62dc\\u8bfb', u'\\u4e0b', u'\\u987a\\u5e26', u'\\u819c\\u62dc', u'\\u4e0b', u'\\u501f\\u4f4d', u'\\u518d\\u6b21', u'\\u63a8\\u5e7f', u'\\u4e0b', u'\\u738b\\u51ac\\u751f ']\n",
+        "[u'\\u5c0f\\u7c73', u'\\u624b\\u673a', u'\\u8054\\u901a', u'\\u7248\\u4eae', u'\\u5c0f\\u7c73', u'\\u624b\\u673a', u'\\u79fb\\u52a8', u'\\u7248\\u4eae', u'\\u767d\\u5927', u'\\u65e9\\u6668', u'\\u53d1', u'\\u798f\\u5229', 'gb', 'fd', 'gb', 'cm']\n",
+        "[u'\\u63d0\\u95ee', u'\\u7b80\\u5355', u'\\u603b\\u7ed3', u'\\u4e00\\u4e0b', u'\\u4ee5\\u4e0b', u'\\u6b65\\u9aa4', u'\\u8fdb\\u884c', u'\\u76f8\\u4fe1', u'\\u63d0\\u51fa', u'\\u95ee\\u9898', u'\\u8c31', u'\\u4e00\\u4e9b', u'\\u63d0\\u51fa', u'\\u597d', u'\\u95ee\\u9898', u'\\u63d0\\u5347', u'\\u7b2c\\u4e00\\u6b65', u'\\u8fc7\\u7a0b', u'\\u63d0\\u95ee', u'\\u4e4b\\u524d', u'\\u5df2\\u7ecf', u'\\u9047\\u5230', u'\\u95ee\\u9898', u'\\u6025', u'\\u95ee', u'\\u65f6\\u95f4', u'\\u5141\\u8bb8', u'\\u60c5\\u51b5', u'\\u4e0b', u'\\u6458\\u81ea', u'\\u4eba\\u751f', u'\\u5143', u'\\u7f16\\u7a0b', 'mactalk', u'\\u591a\\u770b\\u7b14\\u8bb0', u'\\u591a\\u770b\\u9605\\u8bfb']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u5f04', u'\\u5750\\u98de\\u673a', u'\\u5206\\u4eab']\n",
+        "[u'\\u4e00\\u60f3', u'\\u4e8c\\u5e72', u'\\u6210\\u529f', u'\\u4e00\\u7b49', u'\\u4e8c\\u770b', u'\\u843d\\u7a7a', u'\\u76f8\\u4fe1', u'\\u6210\\u529f', u'\\u8d77\\u70b9', u'\\u575a\\u6301', u'\\u6210\\u529f', u'\\u7ec8\\u70b9', u'\\u751f\\u5b58', u'\\u5c31\\u8981', u'\\u8fdb\\u53d6', u'\\u6210\\u529f', u'\\u5c31\\u8981', u'\\u575a\\u5f3a', u'\\u82b1', u'\\u957f\\u65f6\\u95f4', u'\\u6000\\u7591', u'\\u82b1', u'\\u77ed\\u65f6\\u95f4', u'\\u6c42\\u8bc1', u'\\u5343\\u91d1\\u96be\\u4e70', u'\\u65e9', u'\\u77e5\\u9053', u'\\u4e07\\u91d1', u'\\u96be\\u4e70', u'\\u540e\\u6094\\u836f', u'\\u610f\\u5fd7', u'\\u51b3\\u5b9a', u'\\u6210\\u529f', u'\\u8fdb\\u53d6', u'\\u51b3\\u5b9a', u'\\u672a\\u6765', u'\\u6000\\u7591', u'\\u7b49\\u5f85', u'\\u6c38\\u8fdc', u'\\u770b\\u4e0d\\u5230', u'\\u672a\\u6765', u'\\u62fc\\u640f', u'\\u4eba\\u751f', u'\\u7cbe\\u5f69']\n",
+        "[u'\\u4e00\\u60f3', u'\\u4e8c\\u5e72', u'\\u6210\\u529f', u'\\u4e00\\u7b49', u'\\u4e8c\\u770b', u'\\u843d\\u7a7a', u'\\u76f8\\u4fe1', u'\\u6210\\u529f', u'\\u8d77\\u70b9', u'\\u575a\\u6301', u'\\u6210\\u529f', u'\\u7ec8\\u70b9', u'\\u751f\\u5b58', u'\\u5c31\\u8981', u'\\u8fdb\\u53d6', u'\\u6210\\u529f', u'\\u5c31\\u8981', u'\\u575a\\u5f3a', u'\\u82b1', u'\\u957f\\u65f6\\u95f4', u'\\u6000\\u7591', u'\\u82b1', u'\\u77ed\\u65f6\\u95f4', u'\\u6c42\\u8bc1', u'\\u5343\\u91d1\\u96be\\u4e70', u'\\u65e9', u'\\u77e5\\u9053', u'\\u4e07\\u91d1', u'\\u96be\\u4e70', u'\\u540e\\u6094\\u836f', u'\\u610f\\u5fd7', u'\\u51b3\\u5b9a', u'\\u6210\\u529f', u'\\u8fdb\\u53d6', u'\\u51b3\\u5b9a', u'\\u672a\\u6765', u'\\u6000\\u7591', u'\\u7b49\\u5f85', u'\\u6c38\\u8fdc', u'\\u770b\\u4e0d\\u5230', u'\\u672a\\u6765', u'\\u62fc\\u640f', u'\\u4eba\\u751f', u'\\u7cbe\\u5f69']\n",
+        "[u'\\u98de\\u673a', u'\\u665a\\u70b9', u'\\u4e24\\u4e2a', u'\\u5c0f\\u65f6', u'\\u6c7d\\u8f66', u'\\u665a\\u70b9']\n",
+        "[u'\\u521a\\u521a', u'\\u6210\\u529f', u'\\u9884\\u7ea6', u'\\u7ea2\\u7c73', u'\\u624b\\u673a', u'\\u559c\\u6b22', u'\\u652f\\u6301', u'\\u53cc\\u5361', u'\\u53cc\\u5f85', u'\\u4ee5\\u540e', u'\\u90e8\\u624b\\u673a', u'\\u542f\\u7528', u'\\u751f\\u6d3b', u'\\u53f7\\u7801', u'\\u5de5\\u4f5c', u'\\u53f7\\u7801', u'\\u652f\\u6301', u'\\u53cc', u'\\u7f51\\u7edc', u'\\u642d\\u914d', u'\\u4f4d', u'\\u9ad8\\u901a', u'\\u5904\\u7406\\u5668', u'\\u73a9', u'\\u5728\\u7ebf', u'\\u6e38\\u620f', u'\\u9ad8\\u6e05', u'\\u89c6\\u9891', u'\\u4e00\\u5b9a', u'\\u723d\\u7206', u'\\u5206\\u4eab', u'\\u9884\\u7ea6', u'\\u5730\\u5740', u'\\u6211\\u7231\\u7ea2\\u7c73\\u624b\\u673a', u'\\u7ea2\\u7c73\\u624b\\u673a']\n",
+        "[u'\\u6027\\u4ef7\\u6bd4', u'\\u9ad8', u'\\u6211\\u7231\\u7ea2\\u7c73\\u624b\\u673a']\n",
+        "[u'\\u5206\\u4eab', u'\\u592e\\u89c6\\u65b0\\u95fb \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u674e\\u5a01', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u5973\\u4eba', u'\\u6253\\u626e', u'\\u4e4b\\u540e', u'\\u7ad9', u'\\u65c1\\u8fb9', u'\\u95fb', u'\\u6de1\\u6de1\\u7684', u'\\u9999', u'\\u5185\\u655b', u'\\u5473\\u9053', u'\\u5c31\\u8ba9', u'\\u4eba', u'\\u8212\\u670d', u'\\u4e00\\u4e9b', u'\\u4e00\\u8fd1', u'\\u8eab', u'\\u95fb\\u5230', u'\\u4e00\\u80a1', u'\\u523a\\u9f3b', u'\\u7c89\\u5c18', u'\\u8d28\\u611f', u'\\u9999\\u5473', u'\\u771f\\u662f', u'\\u4eba', u'\\u8ba8\\u538c', u'\\u8bf4', u'\\u521a\\u4e0b', u'\\u7535\\u68af', u'\\u6d17\\u6d17', u'\\u9f3b\\u5b50']\n",
+        "[u'\\u6731\\u5229\\u5b89', u'\\u963f\\u6851\\u5947', 'via', u'Pocket) #longreads']\n",
+        "[u'\\u5e7d\\u9ed8', 'via', u'Pocket)']\n",
+        "[u'\\u542c\\u8bf4', u'\\u5f00\\u5377', u'\\u516b\\u5206\\u949f', u'\\u505c\\u64ad', u'\\u611f\\u89c9', u'\\u4e0d\\u597d']\n",
+        "[u'\\u72af', u'\\u9519', u'\\u5f25\\u8865', 'ipv', 'ipv', 'via', u'Pocket)']\n",
+        "[u'\\u5750', u' Sanlitun']\n",
+        "[u'\\u5eca', u' Courtyard Tokyo Station']\n",
+        "[u'\\u5750', u' Sanlitun']\n",
+        "[u'\\u5eca', u' Courtyard Tokyo Station']\n",
+        "[u'\\u656c', u'\\u81ea\\u7531', u'\\u547d\\u8109', 'via', u'Pocket)']\n",
+        "[u'\\u597d\\u50cf', u'\\u505a', u'\\u4ef6', u'\\u9519\\u4e8b']\n",
+        "['red', u' \\u6771\\u4eac\\u4ea4\\u901a\\u4f1a\\u9928']\n",
+        "['white']\n",
+        "['underwood', u' \\u6771\\u4eac\\u4ea4\\u901a\\u4f1a\\u9928']\n",
+        "['red', u' \\u6771\\u4eac\\u4ea4\\u901a\\u4f1a\\u9928']\n",
+        "['white']\n",
+        "['underwood', u' \\u6771\\u4eac\\u4ea4\\u901a\\u4f1a\\u9928']\n",
+        "[u'\\u5b97\\u6559', u' \\u6eef\\u92b7\\u66f8 (via', u'Pocket)']\n",
+        "[u'\\u7f8e\\u5e1d', u'\\u6cb9\\u4ef7', u'\\u6bd4\\u6c34', u'\\u4fbf\\u5b9c']\n",
+        "[u'\\u516c\\u4f17', u'\\u5192\\u72af', 'via', u'Pocket)']\n",
+        "[u'\\u63ed\\u793a', u'\\u8fdb\\u5316', u'\\u4e4b\\u8c1c', u'\\u957f', u'\\u5634\\u5507', 'via', u'Pocket)']\n",
+        "[u'\\u96ea', u' Nij\\u014d Castle']\n",
+        "[u'\\u5e78\\u798f\\u751f\\u6d3b', u'\\u597d', u'\\u670b\\u53cb', u'\\u7ed3\\u5a5a', 'via', u'Pocket)']\n",
+        "[u'\\u96ea', u' Nij\\u014d Castle']\n",
+        "[u'\\u6469\\u5929\\u697c', u'\\u6e29\\u60c5', u'\\u5927\\u8c61', u'\\u516c\\u4f1a', 'via', u'Pocket)']\n",
+        "[u'\\u6458\\u8981', u'\\u4e2d', u'\\u79d1\\u5b66']\n",
+        "[u'\\u521d\\u63a2', u'\\u9a8c\\u8bc1\\u7801', u'\\u8bc6\\u522b', 'via', u'Pocket) #longreads']\n",
+        "[u'\\u65af\\u5927\\u6797', u'\\u6743\\u529b', u'\\u6096\\u8bba', 'via', u'Pocket)']\n",
+        "[u'\\u98de\\u9e1f', u'\\u8eb2\\u4e0d\\u5f00', u'\\u98de\\u673a', u'\\u672a', u'\\u8003\\u8651', u'\\u98de\\u673a', u'\\u901f\\u5ea6', 'via', u'Pocket)']\n",
+        "['halo', u' Phongsaly, Boun Neua']\n",
+        "['halo', u' Phongsaly, Boun Neua']\n",
+        "[u'\\u8c37\\u6b4c', u'\\u4e09\\u5927\\u6cd5\\u5b9d', u'\\u77e5\\u8bc6', u'\\u56fe\\u8c31', u'\\u8bed\\u97f3', u'\\u641c\\u7d22', 'google', 'via', u'Pocket) #longreads']\n",
+        "[u'\\u65b0\\u578b', u'\\u6218\\u4e89', u'\\u5f00\\u7aef', u'\\u9707\\u7f51', u'\\u75c5\\u6bd2', u'\\u6545\\u4e8b', u'\\u5927\\u8c61', u'\\u516c\\u4f1a', 'via', u'Pocket)']\n",
+        "[u'\\u6570\\u5b57', u' Asakusa Shrine']\n",
+        "[u'\\u6570\\u5b57', u' Asakusa Shrine']\n",
+        "[u'\\u64e6', u'\\u4e0d\\u77e5', u'\\u5e1d\\u90fd', u'\\u516c\\u4ea4\\u8f66', u'\\u5df2\\u7ecf', u'\\u6da8', u'\\u4ef7\\u94b1']\n",
+        "[u'\\u7f51\\u7edc\\u8272\\u60c5', u'\\u65f6\\u4ee3', u'\\u7236\\u6bcd', 'via', u'Pocket)']\n",
+        "[u'\\u6211\\u64e6\\u7167', u'\\u8fd9\\u79cd', u'\\u6d41\\u4f20', u'\\u65b9\\u6cd5', u'\\u4ee5\\u540e', u'\\u8bd5\\u63a2', u'\\u571f\\u8c6a', u'\\u95ee', u'\\u5fae\\u4fe1', u'\\u6536\\u5230', u'\\u5e7f\\u544a']\n",
+        "['liblinear', 'library', 'large', 'linear', 'classification']\n",
+        "[u'\\u4e0b', u'\\u4f7f\\u7528', u'\\u8c03\\u7528', u'\\u6280\\u672f', u'\\u535a\\u5ba2', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'eclipse', 'java', 'weka', 'felomeng', 'csdn', 'net']\n",
+        "[u'\\u4eac\\u4e1c', u'\\u9996\\u5e2d', u'\\u79d1\\u5b66\\u5bb6', u'\\u4eac\\u4e1c', u'\\u6df1\\u5ea6', u'\\u5b66\\u4e60', u'\\u5e94\\u7528', u'\\u6700\\u65b0\\u8fdb\\u5c55', u'\\u2013', u'\\u6570\\u76df', u'\\u4f5c\\u8005', u'\\u5468\\u5efa\\u4e01', u'\\u6df1\\u5ea6', u'\\u5b66\\u4e60', u'\\u7b97\\u6cd5', u'\\u5f53\\u524d', u'\\u4eba\\u5de5\\u667a\\u80fd', u'\\u7687\\u51a0', u'\\u660e\\u73e0', u'\\u5206', u'\\u6df1\\u5c42', u'\\u795e\\u7ecf\\u7f51\\u7edc', u'\\u6a21\\u578b', u'\\u8fd0\\u7528', u'\\u6df1\\u5ea6', u'\\u5b66\\u4e60', u'\\u5df2', u'\\u6210\\u4e3a', u'\\u76ee\\u524d', u'\\u6700', u'\\u63a5\\u8fd1', u'\\u4eba\\u8111', u'\\u667a\\u80fd', u'\\u5b66\\u4e60', u'\\u65b9\\u6cd5', u'\\u767e\\u5ea6', u'\\u817e\\u8baf', u'\\u56fd\\u5185', 'dnn', 'lab', 'deeplearning', 'dnn', 'google', 'facebook']\n",
+        "[u'\\u5206\\u4eab', u'NLQ-DryLand \\u7684\\u6587\\u7ae0']\n",
+        "['acl', 'anthology', 'digital', 'archive', 'research', 'papers', 'computational', 'linguistics']\n",
+        "[u'\\u5206\\u4eab', u'\\u98ce\\u4e4b\\u5f71', u'\\u6458\\u8981', u'\\u751f\\u6210', u'\\u6a21\\u578b', u'\\u65e0\\u7a77', u'\\u6837\\u672c', u'\\u6982\\u7387\\u5bc6\\u5ea6', u'\\u6a21\\u578b', u'\\u4ea7\\u751f', u'\\u6a21\\u578b', u'\\u9884\\u6d4b', u'\\u6765\\u81ea', 'generative', 'model', 'discriminative', 'model', 'generative', 'model', u'\\u5934\\u6761\\u535a\\u5ba2) -']\n",
+        "[u'\\u6df1\\u5ea6', u'\\u5b66\\u4e60', u'\\u6846\\u67b6', u'\\u624b', u'\\u6559\\u7a0b', 'caffe', 'csdn', 'net']\n",
+        "[u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u8ba1\\u7b97\\u673a', u'\\u89c6\\u89c9', u'\\u76f8\\u5173', u'\\u6570\\u5b66', u'\\u6570\\u636e']\n",
+        "[u'\\u7406\\u89e3', u'\\u8bed\\u8a00', u'\\u62e5\\u6709', u'\\u667a\\u80fd', u'\\u6539\\u53d8', u'\\u4e16\\u754c']\n",
+        "[u'\\u6570\\u636e\\u6316\\u6398', u'\\u7ade\\u8d5b', u'\\u593a\\u51a0', u'\\u7b97\\u6cd5', u'\\u9648\\u8fd0\\u6587', 'cikm', 'competition']\n",
+        "[u'\\u8d5e', u'\\u8bc4\\u8bba', u'\\u706b\\u5149', u'\\u6447\\u66f3', u'\\u5927\\u89c4\\u6a21', u'\\u4e3b\\u9898', u'\\u6a21\\u578b', u'\\u817e\\u8baf', u'\\u4e1a\\u52a1', u'\\u4e2d', u'\\u5e94\\u7528', 'peacock']\n",
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+        "[u'\\u6b4c\\u624b', u'\\u7b2c\\u4e94\\u573a', u'\\u5df2\\u6210\\u5b9a\\u5c40', u'\\u6574\\u573a', u'\\u6bd4\\u8d5b', u'\\u4e00\\u70b9', u'\\u5185\\u5e55', u'\\u97e9\\u7ea2', u'\\u73b0\\u573a', u'\\u7834\\u97f3', u'\\u80e1\\u5f66\\u658c', u'\\u843d\\u8d25', u'\\u51fa\\u5c40', u'\\u8f6c']\n",
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+        "[u'\\u636e\\u7edf\\u8ba1', u'\\u6d59\\u6c5f', u'\\u5e73\\u5747', u'\\u6bcf\\u4eba', u'\\u4e2d', u'\\u4e00\\u4f4d', u'\\u8001\\u677f', u'\\u5e73\\u5747', u'\\u6bcf\\u4eba', u'\\u62e5\\u6709', u'\\u4e00\\u5bb6', u'\\u4f01\\u4e1a', u'\\u6bcf\\u4e07\\u4eba', u'\\u5e02\\u573a\\u4e3b\\u4f53', u'\\u62e5\\u6709\\u91cf', u'\\u5168\\u56fd', u'\\u6700\\u9ad8', u'\\u8f6c']\n",
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+        "[u'\\u786e\\u5b9a', u'\\u52a0', u'\\u5341\\u5206', u'\\u786e\\u5b9a', u'\\u6d88\\u606f', u'\\u5927\\u9646', u'\\u59d3', u'\\u7537\\u827a\\u4eba', u'\\u611f\\u67d3', u'\\u75c5\\u6bd2', u'\\u611f\\u67d3', u'\\u65f6\\u95f4', u'\\u5e74', u'\\u68c0\\u6d4b', u'\\u5730\\u70b9', u'\\u8d35\\u5dde\\u7701', u'\\u8d35\\u9633\\u5e02', u'\\u8f6c', 'hiv']\n",
+        "[u'\\u200b', u'\\u5e74', u'\\u6700\\u706b', u'\\u670b\\u53cb', u'\\u5708\\u91cc', u'\\u5fae\\u5546\\u5356', u'\\u9762\\u819c', u'\\u5fae\\u5546', u'\\u76ee\\u524d', u'\\u4e00\\u4e2a', u'\\u51c6\\u786e', u'\\u5b9a\\u4e49', u'\\u591a\\u6570', u'\\u4eba', u'\\u7406\\u89e3', u'\\u5fae\\u4fe1', u'\\u5fae\\u535a', u'\\u79fb\\u52a8', u'\\u793e\\u4ea4', u'\\u5e73\\u53f0', u'\\u9500\\u552e', u'\\u5546\\u54c1', u'\\u5c0f', u'\\u5546\\u5bb6', 'qq']\n",
+        "[u'\\u73b0\\u5728', u'\\u5fc5\\u5e94', u'\\u8f93\\u5165\\u6cd5', u'\\u754c\\u9762', u'\\u7b80\\u6d01', u'\\u7a33\\u5b9a', u'\\u8f93\\u5165', 'ok']\n",
+        "[u'\\u5206\\u4eab', u'\\u7167\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u7167\\u7247']\n",
+        "[u'\\u4e24\\u9ed1', u'\\u4e24\\u5f69', u'\\u6c42', u'\\u70b9\\u8bc4', u'\\u60f3', u'\\u4ea4\\u6d41', u'\\u53ef\\u52a0', u'\\u5fae\\u4fe1']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u4e00\\u5e74', u'\\u79cb\\u5929', u'\\u767e\\u671b', u'\\u5c71\\u6c42', u'\\u70b9\\u8bc4', u'\\u60f3', u'\\u4ea4\\u6d41', u'\\u53ef\\u52a0', u'\\u5fae\\u4fe1']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u4eca\\u5929', u'\\u770b\\u5230', u'\\u8d85\\u751f', u'\\u731b', u'\\u540e', u'\\u7aef', u'\\u5f00\\u53d1', u'\\u7ec4', u'\\u624b', u'\\u56db\\u79cd', u'\\u8bed\\u8a00', u'\\u56db\\u79cd', u'\\u5b58\\u50a8', u'\\u518d', u'\\u52a0', u'\\u524d\\u9762', u'\\u5c42', u'\\u4e1a\\u52a1', u'\\u5904\\u7406', u'\\u642d', u'\\u5957', u'\\u7cfb\\u7edf', u'\\u540e\\u9762', u'\\u91cd\\u5199', u'\\u773c\\u82b1', u'\\u80c6\\u602f', 'php', 'java', 'go', 'mysql', 'redis', 'hbase', 'blob', 'kafka', 'websocket', 'xxx']\n",
+        "[u'\\u8fd9\\u6b21', u'\\u6700', u'\\u60f3', u'\\u65f6\\u4f1a', u'\\u4f53\\u73b0', 'percona', 'live']\n",
+        "[u'\\u4eca\\u5929', u'\\u804a\\u5929', u'\\u65f6', u'\\u6211\\u8bfb', u'\\u58f3\\u724c', u'\\u6307\\u70b9', u'\\u5b66\\u4e60', u'\\u4e0b', 'ke', 'pai', u'\\u6c88\\u6d0b_\\u5728\\u5317\\u4eac']\n",
+        "[u'\\u91cc\\u514b\\u5c14\\u6885', u'\\u5f7b\\u5e95', u'\\u9000', u'\\u4eca\\u5929', u'\\u5f00\\u5fc3', u'\\u4e0d\\u60f3', u'\\u5199', 'bug']\n",
+        "[u'\\u5f53\\u5e74', u'\\u4fee\\u5199', u'\\u5173\\u952e', u'\\u8def\\u5f84', u'\\u7b80\\u5355', u'\\u4e00\\u6a21\\u4e00\\u6837', u'\\u8fd9\\u79cd', u'\\u95ee\\u9898', u'\\u6b63\\u5411', u'\\u4ee3\\u7801', u'\\u4fee', u'\\u96be\\u6613', u'\\u6307\\u6570', u'\\u63a5\\u53d7', u'\\u53cd\\u5411', u'\\u5148\\u6293', u'\\u5305\\u518d', u'\\u5206\\u6790', u'\\u5b9a\\u4f4d', u'\\u56de', u'\\u4ee3\\u7801', u'\\u96be', u'\\u5f53\\u5e74', u'\\u5b9a\\u4f4d', u'\\u95ee\\u9898', u'\\u8001\\u670d', 'zookeeper', 'todd', 'hdfs', 'pipeline', 'todd', 'bt']\n",
+        "[u'\\u63a8\\u8350', u'\\u4e91\\u68af', 'vpn']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u4efb\\u4f55\\u4eba', u'\\u804a\\u5f97', u'\\u63a8\\u8350', 'epub', u'\\u5fae\\u76d8', u'\\u5bde\\u65e0\\u5f81']\n",
+        "[u'\\u7b2c\\u516b\\u671f', u'\\u9556\\u5c40', u'\\u6700\\u540e', u'\\u6c5f\\u6e56', u'\\u4e0b', u'\\u559c\\u6b22', u'\\u542c\\u542c', u'\\u5206\\u4eab', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
+        "[u'\\u559c\\u6b22', u'\\u53d1\\u597d', u'\\u56fe', u'\\u4eba', u'\\u54c1\\u5473', u'\\u4e0d\\u574f', u'\\u82f9\\u679c', u'\\u5b98\\u65b9', u'\\u63a8\\u8350', u'\\u6700\\u7f8e', u'\\u56fe\\u7247', u'\\u793e\\u533a', u'\\u5e94\\u7528', u'\\u5e0c\\u671b', u'\\u9047\\u5230', u'\\u731b\\u51fb', u'\\u94fe\\u63a5', u'\\u627e', u'Weico\\u5fae\\u53ef\\u62cd']\n",
+        "[]\n",
+        "[u'\\u516c\\u4ea4', u'\\u53f8\\u673a', u'\\u5199', u'\\u4ee3\\u7801']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u8f6c\\u8f7d', u'\\u7740\\u8272\\u5668', u'\\u8bed\\u6cd5', u'{', u'}', u'\\u5b9a\\u4e49', u'\\u4e00\\u4e2a', u'\\u7740\\u8272\\u5668', u'\\u7740\\u8272\\u5668', u'\\u62e5\\u6709', u'\\u4e00\\u4e2a', 'unity', 'shader', 'shader', 'name', 'subshaders', 'propert']\n",
+        "[u'\\u7b2c\\u4e8c\\u4e2a', u'\\u4e00\\u5e74', u'\\u6d88\\u6781', u'\\u79ef\\u6781', u'\\u4e8b\\u5b9e\\u8bc1\\u660e', u'\\u52c7\\u6562', u'\\u4f7f', u'\\u751f\\u6d3b', u'\\u53d1\\u751f', u'\\u9006\\u8f6c', u'\\u9700\\u8981', u'\\u52c7\\u6c14', u'\\u9700\\u8981', u'\\u811a\\u8e0f\\u5b9e\\u5730', u'\\u52a0\\u6cb9']\n",
+        "['wonderful', 'song', 'beautiful', 'melody']\n",
+        "[u'\\u7f8e\\u666f', u'\\u5948\\u4f55', u'\\u5929', u'\\u53ea', u'\\u5f53\\u505a', u'\\u60c5\\u8c0a', u'\\u4e0d\\u6613', u'\\u5fc3\\u4e2d', u'\\u957f\\u5b58', u'\\u6000\\u5ff5']\n",
+        "[]\n",
+        "['happy']\n",
+        "[u'\\u90a3\\u4f4d', u'\\u52c7\\u6562', u'\\u5c0f\\u670b\\u53cb', u'\\u89d2\\u8272', u'\\u4e00\\u5b9a', u'\\u56fe\\u7247', u'\\u6765\\u81ea', 'imgur']\n",
+        "[u'\\u5e74', u'\\u5230\\u6765', u'\\u65f6', u'\\u7a0b\\u5e8f\\u5458', u'\\u558a', u'\\u61c2', u'\\u56fe\\u7247', u'\\u6765\\u81ea', 'commitstrip']\n",
+        "[u'\\u5973\\u751f', u'\\u5b66', u'\\u7f16\\u7a0b', u'\\u96be']\n",
+        "[u'\\u60f3', u'\\u91cd\\u6784', u'\\u91cd\\u6784', u'\\u540e', u'\\u7a0b\\u5e8f', u'\\u6b63\\u5e38', u'\\u8fd0\\u884c', u'\\u56fe\\u7247', u'\\u6765\\u81ea', 'imgur']\n",
+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u8f9e\\u804c', u'\\u56fe\\u7247', u'\\u6765\\u81ea', 'raise', 'arrays', 'imgur']\n",
+        "['would', 'sad', 'word', 'story', 'segmentation', 'fault', 'via', 'quora']\n",
+        "[u'\\u53d1\\u660e', u'\\u4e8c\\u8fdb\\u5236', u'\\u83b1\\u5e03\\u5c3c\\u8328', u'\\u4e2d\\u56fd', u'\\u4eba', u'\\u516b\\u5366', u'\\u516b\\u5366', u'\\u884d\\u751f', u'\\u516d\\u5341\\u56db', u'\\u5366', u'\\u4e2d', u'\\u53d7\\u5230', u'\\u542f\\u53d1', u'\\u4e2d\\u65ad', u'\\u77ed\\u7ebf', u'\\u53d8\\u6210', u'\\u53d8\\u6210', u'\\u8868\\u793a', u'\\u51fa\\u4e2a', u'\\u6574\\u6570', u'\\u83b1\\u5e03\\u5c3c\\u5179', u'\\u8fdb\\u4e00\\u6b65', u'\\u4e00\\u4e2a', u'\\u5341\\u8fdb\\u5236', u'\\u6570\\u5b57', u'\\u7ec4\\u5408', u'\\u8868\\u793a', u'\\u4e8c\\u8fdb\\u5236', u'\\u8be6\\u89c1', u'\\u9644\\u56fe', u'\\u6458\\u81ea', u'\\u5fae\\u535a', u'\\u5434\\u519b\\u535a\\u58eb']\n",
+        "[u'\\u87d2\\u86c7', u'\\u98df\\u6750', u'\\u505a\\u51fa', u'\\u7f8e\\u98df']\n",
+        "[u'\\u4ee3\\u7801', u'\\u95ee\\u9898', u'\\u518d', u'\\u8fd0\\u884c', u'\\u8bd5\\u8bd5', u'\\u518d', u'\\u8fd0\\u884c', u'\\u4e00\\u6b21', u'\\u540e']\n",
+        "[u'\\u6765\\u81ea', u'\\u7a0b\\u5e8f\\u5458', u'\\u65b0\\u5e74', u'\\u795d\\u798f', u'\\u9001\\u7ed9']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u627e\\u5230', u'\\u5e73\\u8861', u'\\u8001\\u5916', u'\\u6c49\\u8bed', u'\\u4f5c\\u6587']\n",
+        "[u'\\u53c2\\u52a0', u'\\u4f20\\u667a\\u64ad', u'\\u5ba2', u'\\u516c\\u5f00\\u8bfe', u'\\u642d\\u5efa', u'\\u706b\\u7206', u'\\u624b\\u6e38', u'\\u6bbf\\u5802', u'\\u6e38\\u620f', u'\\u9879\\u76ee', u'\\u5f00\\u53d1', u'\\u771f\\u7684', u'\\u4e0d\\u9519']\n",
+        "[u'\\u770b\\u5230', u'\\u4e00\\u6bb5\\u8bdd', u'\\u89c9\\u5f97', u'\\u597d', u'\\u9053\\u7406']\n",
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+        "[u'\\u597d\\u542c']\n",
+        "[u'\\u5fae\\u535a', u'\\u6d3b\\u52a8', u'\\u7968\\u9009', u'\\u4e2d\\u6295', u'\\u5fc3\\u76ee', u'\\u4e2d', u'\\u7231\\u8c46', u'\\u6768\\u5e42', u'\\u5b9d\\u5ea7', u'\\u4e00\\u6b65', 'king', 'queen', 'ta', 'king', 'quuen', u'\\u5fae\\u535aKing\\u548cQueen']\n",
+        "[u'\\u89c6\\u9891', 'jake', 'willson', 'misfits']\n",
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+        "[u'\\u5de5\\u4f5c', u'\\u751f\\u6d3b', u'\\u5e73\\u8861', u'\\u5ea6', u'\\u6d4b\\u8bd5', u'\\u4e0d\\u9519', u'\\u5e74', u'\\u7ee7\\u7eed', u'\\u52a0\\u6cb9', u'\\u771f\\u5fc3', u'\\u89c9\\u5f97', u'\\u84dd', u'\\u6846\\u6846', u'\\u91cc', u'\\u8bf4', u'\\u9053\\u7406']\n",
+        "[u'\\u5965\\u4f53', u'\\u4e4b\\u591c']\n",
+        "[u'\\u505a', u'\\u51cf\\u6cd5', u'\\u54f2\\u5b66', u'\\u6162\\u6162', u'\\u5b66\\u4e60', u'\\u7b2c\\u4e00\\u6b65', 'delete', 'games']\n",
+        "[u'\\u65b0', u'\\u7279\\u6027', u'\\u63d2\\u62d4', u'\\u6570\\u636e\\u5e93', u'\\u529f\\u80fd', u'\\u4f53\\u9a8c', u'\\u535a\\u5ba2', 'oracle', 'jackson', 'chinaunix']\n",
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+        "[u'\\u89c6\\u9891', u'\\u592a\\u6f02\\u4eae', 'suhr', 'longview', 'harvest', 'one']\n",
+        "[u'\\u5e2e', u'\\u8377\\u5170', u'\\u4e24', u'\\u5144\\u5f1f', u'\\u8c03', u'\\u665a\\u4e0a', u'\\u559d\\u676f', u'\\u8336', u'\\u5012', u'\\u5012\\u65f6\\u5dee', u'\\u4eca\\u665a', u'\\u7ee7\\u7eed', 'rac']\n",
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+        "[u'\\u5e2e', u'\\u8377\\u5170', u'\\u4e24', u'\\u5144\\u5f1f', u'\\u8c03', u'\\u665a\\u4e0a', u'\\u559d\\u676f', u'\\u8336', u'\\u5012', u'\\u5012\\u65f6\\u5dee', u'\\u4eca\\u665a', u'\\u7ee7\\u7eed', 'rac']\n",
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+        "[u'\\u665a\\u5b89', u'\\u5730\\u7403', u'\\u4eba']\n",
+        "[]\n",
+        "[u'\\u89c6\\u9891', u'\\u534e\\u4e3d', u'\\u4e3d', u'\\u96e8', u'\\u4e2d', u'\\u6f14\\u594f', u'\\u62c9\\u8131\\u7ef4\\u4e9a', u'\\u6307\\u5f39', u'\\u624b', u'\\u0101', 'rlis', 'stenders', 'hd']\n",
+        "[]\n",
+        "[u'\\u8fd9\\u624d', u'\\u771f\\u6b63', u'\\u670b\\u53cb', u'\\u591f', u'\\u54e5\\u4eec\\u513f', u'\\u4ed7\\u4e49']\n",
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+        "[u'\\u65e9\\u4e0a', u'\\u4e0d\\u5230', u'\\u4e00\\u534a', u'\\u5df2\\u7ecf', u'\\u4e2a\\u6d3b', u'\\u8bf4', u'\\u5fd9\\u4e0d\\u8fc7\\u6765', u'\\u5fd9\\u4e0d\\u8fc7\\u6765', u'\\u4ece\\u6765\\u4e0d', u'\\u5751\\u4eba', u'\\u656c\\u8bf7', u'\\u7406\\u89e3', u'\\u6bcf\\u5929', u'\\u53d1\\u751f', u'\\u7a81\\u53d1\\u4e8b\\u4ef6', u'\\u5e73\\u5747', u'\\u5de6\\u53f3', u'\\u5df2\\u7ecf', u'\\u5c3d\\u529b', u'\\u4e00\\u5e74', u'\\u8bf7\\u8c05\\u89e3']\n",
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+        "[u'\\u6536\\u83b7', u'\\u6700\\u8fd1', u'\\u603b\\u5fd9', u'\\u8d76\\u6d3b', u'\\u4e00\\u5927\\u5806', u'\\u5374', u'\\u5ffd\\u7565', u'\\u4e00\\u4e9b', u'\\u4e1c\\u897f', u'\\u66f4\\u8981', 'work', 'hard', 'work', 'smart']\n",
+        "[u'\\u53f2\\u4e0a', u'\\u6218\\u6597\\u529b', u'\\u6700', u'\\u5f3a\\u5927', u'\\u6f14\\u5458', u'\\u6700\\u8001', u'\\u91d1\\u5c5e', u'\\u6218\\u58eb', u'\\u514b\\u91cc\\u65af\\u6258\\u5f17', u'\\u674e']\n",
+        "[]\n",
+        "[u'\\ud83d', u'\\udc7b', u'\\u2615']\n",
+        "[u'\\u89c6\\u9891', u'\\u6536\\u5165', u'\\u66f2', u'\\u610f\\u5927\\u5229', u'\\u6307\\u5f39', u'\\u624b', 'candyrat', 'records', 'luca', 'stricagnoli', 'thunderstruck', 'ac', 'dc', 'hd']\n",
+        "[]\n",
+        "[u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5347\\u7ea7', u'\\u798f\\u5229', u'\\u5927\\u724c', u'\\u660e\\u661f', u'\\u7b7e\\u540d', u'\\u793c', u'\\u7efc\\u827a', u'\\u95e8\\u7968', u'\\u767e\\u4e07', u'\\u73b0\\u91d1', u'\\u5238', u'\\u5347', u'\\u7b49\\u7ea7', u'\\u4eab', u'\\u7279\\u6743', u'\\u8d70\\u4e0a', u'\\u4eba\\u751f', u'\\u5dc5\\u5cf0', u'\\u9886\\u53d6', 'macbook', 'iphone', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
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+        "['days', 'bad', 'nothing', 'fix']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
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+        "[u'\\u5206\\u4eab', u'\\u624b\\u8868', u'\\u767e\\u8fbe', u'\\u7fe1\\u4e3d', u'\\u730e\\u4eba', u'\\u6000\\u8868', u'\\u7cfb\\u5217', u'\\u8be6\\u60c5']\n",
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+        "[u'\\u6b63\\u5728', u'\\u4eb2\\u7231', u'\\u817e\\u8baf\\u89c6\\u9891  \\u54ed\\u60e8\\u4e86~']\n",
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+        "[u'\\u300e', u'\\u5e7c\\u7a1a', u'\\u6ca1\\u5fc3\\u6ca1\\u80ba', u'\\u300f']\n",
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+        "[u'\\u300e', u'\\u75c5\\u5165\\u818f\\u8093', u'\\u300f']\n",
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+        "[u'\\u300e', u'\\u300f', 'never']\n",
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+        "[u'\\u9189']\n",
+        "['share', 'robot', 'framework']\n",
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+        "[]\n",
+        "[u'\\u524d\\u7aef', u'\\u5de5\\u7a0b\\u5e08', u'\\u5e94\\u8be5', u'\\u4e86\\u89e3', u'\\u7a0b\\u5ea6', u'\\u9014\\u5f84', u'\\u719f\\u6089', u'\\u66f4\\u597d', u'\\u8c6a\\u60c5', u'\\u611f\\u89c9', u'\\u524d\\u7aef', u'\\u5e94\\u8be5', u'\\u4e86\\u89e3', u'\\u53d1\\u8d77', u'\\u8bf7\\u6c42', u'\\u67d0\\u540e', u'\\u7aef', u'\\u8bed\\u8a00', u'\\u56de\\u6765', u'\\u6d4f\\u89c8\\u5668', u'\\u6e32\\u67d3', u'\\u6574\\u4e2a', u'\\u8fc7\\u7a0b', u'\\u6709\\u52a9\\u4e8e', u'\\u66f4\\u597d', u'\\u524d\\u7aef', u'\\u505a\\u597d', u'\\u65b9\\u4fbf', u'\\u95ee\\u9898', u'\\u6392\\u67e5', u'\\u5206\\u4eab', 'http', 'http', 'dns', 'apache', u'\\u77e5\\u4e4e']\n",
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+        "[u'\\u5f3a\\u70c8\\u63a8\\u8350', u'\\u6240\\u6709\\u4eba', u'\\u5e94\\u8be5', u'\\u597d\\u597d', u'\\u770b\\u770b', u'\\u5218\\u672a\\u9e4f', u'\\u6697', u'\\u65f6\\u95f4']\n",
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+        "[]\n",
+        "[u'\\u521a\\u770b', u'\\u5b8c', u'\\u7535\\u5b50\\u7248', u'\\u4e70', u'\\u7eb8\\u8d28', u'\\u7559', u'\\u505a', u'\\u56de\\u5473', u'\\u8bc4\\u8bba', u'\\u5218\\u672a\\u9e4f', u'\\u9003\\u51fa', u'\\u8096\\u7533\\u514b', u'\\u770b\\u4e0d\\u89c1', u'\\u7262\\u7b3c', u'\\u4e0b', u'\\u67cf\\u62c9\\u56fe', u'\\u6d1e\\u7a74', 'mind', 'hacks']\n",
+        "[u'\\u4f53\\u68c0', u'\\u65f6\\u624d', u'\\u77e5\\u9053', u'\\u5bbf\\u820d\\u697c', u'\\u79f0', u'\\u8db3\\u8db3', u'\\u8bef\\u5dee', u'\\u4e09\\u65a4', u'\\u64cd']\n",
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+        "[u'\\u597d\\u597d', u'\\u60f3\\u4e2a', u'\\u82b1\\u540d', 'share', 'pictures']\n",
+        "[u'\\u8d77\\u4e2a', u'\\u82b1\\u540d', u'\\u9189', 'share', 'pictures']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u6e90\\u7801', u'\\u9605\\u8bfb', u'\\u6b21', u'\\u63a8\\u8350', 'jvm', 'pptx', u'\\u5fae\\u76d8', u'RednaxelaFX']\n",
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+        "['today']\n",
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+        "[u'\\u7206']\n",
+        "['today']\n",
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+        "[u'\\u58a8\\u53cb', u'\\u5609\\u5e74\\u534e', 'today']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u4e09\\u5929', u'\\u672c\\u5468', u'\\u8981\\u6b7b', u'\\u8282\\u594f']\n",
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+        "[u'\\u7d2f\\u6210', u'\\u72d7']\n",
+        "['detail']\n",
+        "['cheers', 'moji']\n",
+        "[u'\\u6d41\\u91cf', u'\\u6bd2\\u54c1', u'\\u60f3', u'\\u660e\\u767d', u'\\u518d', u'\\u78b0']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "['today']\n",
+        "['today']\n",
+        "['today']\n",
+        "['hey']\n",
+        "[u'\\u8282\\u6c14']\n",
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+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
+        "[u'\\u521a\\u521a', u'\\u5206\\u4eab', u'\\u5b59\\u949f\\u79c0', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u6559\\u7a0b', u'\\u6ce8\\u91ca', u'\\u5168', u'\\u4fdd\\u5b58', u'\\u6e7e\\u533a\\u8bc4\\u8bba', u'\\u5fae\\u76d8\\uff0c\\u63a8\\u8350\\u7ed9\\u5927\\u5bb6\\uff01']\n",
+        "[u'\\u5e74\\u7ec8', u'\\u7ee9\\u6548', u'\\u7406\\u60f3', u'\\u798f\\u5229', u'\\u5956\\u91d1', u'\\u5168', u'\\u6ce1\\u6c64', u'\\u70e6\\u8e81', u'\\u5f00\\u4e2a', u'\\u7ea2\\u5305', u'\\u8bd5\\u8bd5', u'\\u8bf4\\u4e0d\\u5b9a', u'\\u4e2d', u'\\u9886\\u53d6', u'\\u7ea2\\u5305', u'\\u5fae\\u76d8\\u5e74\\u7ec8\\u5956']\n",
+        "[u'\\u5e74\\u7ec8', u'\\u5927\\u5956', u'\\u62ff\\u5230', u'\\u624b', u'\\u571f\\u8c6a', u'\\u4e0d\\u6101', u'\\u6fc0\\u52a8', u'\\u5f00\\u4e2a', u'\\u7ea2\\u5305', u'\\u8bd5\\u8bd5', u'\\u8bf4\\u4e0d\\u5b9a', u'\\u9526\\u4e0a\\u6dfb\\u82b1', u'\\u9886\\u53d6', u'\\u7ea2\\u5305', u'\\u5fae\\u76d8\\u5e74\\u7ec8\\u5956']\n",
+        "[u'\\u91cd\\u78c5', u'\\u63ed\\u79d8', u'\\u817e\\u8baf', u'\\u963f\\u91cc', u'\\u767e\\u5ea6', u'\\u85aa\\u8d44', u'\\u5f85\\u9047', u'\\u7a0b\\u5e8f', u'\\u733f', u'\\u4f20\\u9001\\u95e8']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u906d', u'\\u4e07\\u4ebf\\u5428', u'\\u5267\\u6bd2', u'\\u6d0b\\u5783\\u573e', u'\\u56f4\\u57ce', u'\\u6c61\\u6c34', u'\\u5165\\u6cb3', u'\\u9c7c\\u867e', u'\\u6b7b\\u7edd', u'\\u4e2d\\u65b0\\u5206\\u4eab', u'\\u4e2d\\u56fd\\u65b0\\u95fb\\u7f51   \\uff08\\u5206\\u4eab\\u81ea', u'\\u4e2d\\u56fd\\u65b0\\u95fb\\u7f51\\uff09']\n",
+        "[u'\\u5206\\u4eab', u'\\u9009', u'\\u9ad8\\u5c42', u'\\u623f', u'\\u6d88\\u9632\\u8f66', u'\\u55b7\\u67aa', u'\\u8fbe\\u5230', u'\\u9ad8\\u5ea6', u'\\u7c73\\u5de6\\u53f3', u'\\u697c', u'\\u5de6\\u53f3', u'\\u6d88\\u9632\\u8f66', u'\\u9053', u'\\u6807\\u51c6', u'\\u9ad8\\u5ea6', u'\\u8fbe\\u5230', u'\\u7c73', u'\\u8fdb\\u4e0d\\u53bb', u'\\u5c42', u'\\u89c6\\u91ce', u'\\u6700\\u5dee', u'\\u697c', u'\\u6765\\u81ea', 'zhenghy', u'\\u5934\\u6761\\u535a\\u5ba2) -']\n",
+        "[u'\\u521b\\u5efa', u'\\u4e00\\u4e2a', u'\\u56fe\\u7247', u'\\u641c\\u7d22\\u5f15\\u64ce', u'\\u5b8c\\u6574', u'\\u6307\\u5357', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', 'python', 'opencv', 'python']\n",
+        "[u'\\u68c0\\u6d4b', u'\\u56fe\\u7247', u'\\u6761\\u5f62\\u7801', u'\\u8fd9\\u7bc7', u'\\u535a\\u6587', u'\\u76ee\\u7684', u'\\u5e94\\u7528', u'\\u8ba1\\u7b97\\u673a', u'\\u89c6\\u89c9', u'\\u56fe\\u50cf\\u5904\\u7406', u'\\u6280\\u672f', u'\\u5c55\\u793a', u'\\u4e00\\u4e2a', u'\\u6761\\u5f62\\u7801', u'\\u68c0\\u6d4b', u'\\u5b9e\\u73b0', u'\\u5b9e\\u73b0', u'\\u7b97\\u6cd5', u'\\u672c\\u8d28', u'\\u95ee\\u9898', u'\\u6d4f\\u89c8', u'\\u4ee3\\u7801', u'\\u4e4b\\u540e', u'\\u63d0\\u4f9b', u'\\u4e00\\u4e9b', u'\\u539f\\u59cb', u'\\u7b97\\u6cd5', u'\\u66f4\\u65b0', u'\\u6539\\u8fdb', u'\\u5206\\u4eab', 'python', 'opencv', 'stackoverflow', u'\\u4f2f\\u4e50\\u5728\\u7ebf\\u5b98\\u65b9\\u5fae\\u535a\\uff09']\n",
+        "[u'\\u5206\\u4eab', u'\\u4eba\\u6c11\\u65e5\\u62a5 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u300e', u'\\u77e5\\u9053', u'\\u8f9e\\u804c', u'\\u535a\\u5ba2', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', u'\\u300f']\n",
+        "[u'\\u591a\\u5751', u'\\u4eca\\u5929', u'\\u8e29', u'\\u70b8', u'\\u4e00\\u4e2a', 'hive']\n",
+        "[u'\\u4eca\\u5929', u'\\u7a81\\u7136', u'\\u60f3\\u5230', u'\\u7ffb\\u5899', u'\\u8c8c\\u4f3c', u'\\u770b\\u4e2a', u'\\u8212\\u670d', u'\\u56fd\\u5916', u'\\u5730\\u56fe', u'\\u4e0d\\u884c', u'\\u51d1\\u5408', u'\\u7528\\u4e14', u'\\u95ee', u'\\u53f8\\u9a6c\\u5357', u'\\u624b\\u6301', u'\\u5730\\u56fe', u'\\u8dd1', u'\\u8fc7\\u53bb', 'openstreetmap']\n",
+        "[u'\\u5728\\u5bb6', u'\\u8282\\u594f', u'\\u72d7\\u65e5', u'\\u51fa\\u56fd', u'\\u5e26\\u5bbd', u'\\u5360\\u7528', u'\\u4e00\\u5927', u'\\u76ef\\u4e0a', u'\\u82b1\\u94b1', u'\\u65e0\\u80fd\\u4e3a\\u529b', u'\\u64cd', u'\\u59b9', 'remote', 'work', 'office']\n",
+        "[u'\\u4e22\\u4fe1', u'\\u53d1\\u5f80', u'\\u4e22\\u4fe1', u'\\u6700', u'\\u4e25\\u91cd', u'\\u5929\\u671d', u'\\u6280\\u672f', u'\\u65e0\\u654c\\u4e8e\\u5929\\u4e0b', 'gmail', 'gmail']\n",
+        "[u'\\u8d2d\\u4e70', u'\\u6b63\\u5b97', u'\\u6c5f\\u897f', u'\\u8d63\\u5357', u'\\u8110\\u6a59', u'\\u65a4\\u88c5', u'\\u7cbe\\u54c1', u'\\u679c', u'\\u7279\\u5356', u'\\u77ac\\u95f4', u'\\u89c9\\u5f97', u'\\u53d8\\u5f97', u'\\u9ad8\\u5927', u'\\u5fae\\u5356', u'\\u6768\\u6000\\u6e0a']\n",
+        "[u'\\u963f\\u91cc', u'\\u4e91', u'\\u90ae\\u7bb1', u'\\u70b9\\u51fb', u'\\u6ce8\\u518c', u'\\u81f3\\u4eca', u'\\u4e0d\\u9760', u'\\u8c31']\n",
+        "[u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', 'ppt', 'leader', 'election', 'curator', 'embedded', 'zk']\n",
+        "[u'\\u9700\\u8981', u'\\u5438\\u5976\\u5668', u'\\u4fbf\\u5b9c', u'\\u8f6c\\u8ba9', u'\\u65b0', u'\\u4e70', u'\\u98de\\u5229\\u6d66', u'\\u65b0\\u5b89\\u6021', u'\\u624b\\u52a8', u'\\u5438\\u5976\\u5668', u'\\u7f8e\\u56fd', u'\\u6b63\\u54c1', u'\\u4eac\\u4e1c', u'\\u5546\\u57ce', u'\\u8d2d\\u4e70', u'\\u5305\\u90ae\\u8f6c', u'\\u5976\\u6c34', u'\\u4e70\\u6765', u'\\u62c6\\u5f00', u'\\u6e05\\u6d17', u'\\u6d3e\\u4e0a\\u7528\\u573a']\n",
+        "[u'\\u5e74', u'\\u521b\\u6295', u'\\u5e02\\u573a', u'\\u5355\\u8f6e', u'\\u878d\\u8d44', u'\\u4ebf\\u7f8e\\u5143', u'\\u699c\\u5355', 'vc']\n",
+        "[u'\\u7b97\\u4e86', u'\\u6652', u'\\u4e00\\u4e0b', u'\\u6709\\u70b9', u'\\u5c11', u'\\ud83d', u'\\ude0a', u'\\u5988']\n",
+        "[u'\\u2764']\n",
+        "[u'\\u4e09\\u4e9a', u'\\u559d', u'\\u6c99\\u53bf', u'\\u5c0f\\u5403', u'\\u91cc', u'\\u7eff\\u8c46\\u6c64', u'\\u5473\\u9053', u'\\u597d\\u6781\\u4e86']\n",
+        "[u'\\u7b2c\\u4e00\\u6b21', u'\\u5403\\u9752', u'\\u8292\\u679c', u'\\u8ddf\\u74dc', u'\\u8106']\n",
+        "[u'\\u4f60\\u597d', u'\\u6d77\\u5357\\u7701', u'\\u4e09\\u4e9a\\u5e02', u'\\u518d\\u89c1', u'\\u9ed1\\u9f99\\u6c5f\\u7701', u'\\u4e09\\u4e9a\\u5e02']\n",
+        "[u'\\u4e24\\u4e2a', u'\\u4eba', u'\\u4e00\\u8d77', u'\\u7761\\u89c9', u'\\u5bf9\\u65b9', u'\\u5435\\u9192', u'\\u7ed3\\u5a5a']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u4e1c\\u65b9', u'\\u8d22\\u5bcc\\u7f51', u'\\u80a1\\u7968\\u6295\\u8d44', u'\\u7406\\u8d22', u'\\u4e1c\\u65b9', u'\\u8d22\\u5bcc', u'\\u4fe1\\u606f', u'\\u80a1\\u4efd', u'\\u6709\\u9650\\u516c\\u53f8']\n",
+        "[u'\\u4ef6', u'\\u4e8b\\u60c5']\n",
+        "[u'\\u888b\\u91cc', 'shadowsocks', 'ruanjian']\n",
+        "[u'\\u300e', u'\\u81ea\\u5b66', u'\\u5f00\\u53d1', u'\\u4e00\\u4e9b', u'\\u7ecf\\u9a8c', u'\\u82f9\\u679c', u'\\u5f00\\u53d1', u'\\u4e2d\\u6587', u'\\u7ad9', u'\\u6700\\u70ed', u'\\u5f00\\u53d1', u'\\u793e\\u533a', u'\\u6700\\u70ed', u'\\u82f9\\u679c', u'\\u5f00\\u53d1', u'\\u793e\\u533a', u'\\u6700\\u70ed', u'\\u5f00\\u53d1', u'\\u793e\\u533a', u'\\u300f', 'limboy', 'ios', 'cocoachina', 'iphone', 'ipad']\n",
+        "[]\n",
+        "[u'\\u300e', u'\\u300f', 'astaxie', 'build', 'web', 'application', 'golang', 'github']\n",
+        "[u'\\u79fb\\u52a8', u'\\u533b\\u7597', u'\\u8d8b\\u52bf']\n",
+        "[u'\\u52a8\\u6001', u'\\u53e3\\u4ee4', u'\\u5de5\\u4f5c', u'\\u539f\\u7406', u'\\u6bd4\\u8f83\\u7b80\\u5355', u'\\u670d\\u52a1\\u5668\\u7aef', u'\\u7528\\u6237', u'\\u5171\\u4eab', u'\\u4e00\\u4e2a', u'\\u5bc6\\u94a5', u'\\u53cc\\u65b9', u'\\u5171\\u540c', u'\\u56e0\\u5b50', u'\\u65f6\\u95f4', u'\\u7d2f\\u52a0', u'\\u5e8f\\u53f7', u'\\u505a', u'\\u5bc6\\u7801', u'\\u8fd0\\u7b97', u'\\u52a0\\u5bc6', u'\\u90fd\\u884c', u'\\u670d\\u52a1\\u7aef', u'\\u6bd4\\u8f83', u'\\u4fdd\\u8bc1', u'\\u53ef\\u7528\\u6027', u'\\u670d\\u52a1\\u7aef', u'\\u7a97\\u53e3', u'\\u9a8c\\u8bc1', u'\\u5177\\u6709', u'\\u6821\\u6b63', 'hash']\n",
+        "[]\n",
+        "[]\n",
+        "['mikihouse']\n",
+        "['vacsync', 'vacauth', 'modbus', 'go']\n",
+        "['vacsync', 'vacauth', 'modbus', 'go', 'sso', 'xy', 'ctp']\n",
+        "['vacsync', 'vacauth', 'modbus', 'sso', 'xy', 'ctp', 'php']\n",
+        "[u'\\u4ecb\\u7ecd', u'\\u300e', u'\\u4ecb\\u7ecd', u'\\u2013', u'\\u6daf', u'\\u4f59', u'\\u300f', 'raid', 'raid']\n",
+        "[]\n",
+        "[u'\\u8d26\\u53f7\\u5bc6\\u7801', u'\\u7686', u'\\u7f8e\\u5e1d', u'\\u5730\\u5740', u'\\xa0', u'\\u4e1c\\u4eac', u'\\u5730\\u5740', u'\\xa0', u'\\xa0', u'\\u7aef\\u7528', u'\\xa0', u'\\u52a0\\u5bc6', u'\\u7aef\\u53e3', u'\\u5bc6\\u7801', u'\\u5730\\u5740', u'\\xa0', u'\\xa0', u'\\xa0', u'\\u7aef\\u7528', u'\\xa0', u'\\u82f9\\u679c', u'\\u8bbe\\u5907', u'\\u5b89\\u88c5', u'\\xa0', 'ssh', 'mouboshi', 'pennyjob', 'net', 'std', 'pennyjob', 'net', 'fast', 'pennyjob', 'net', 'pc', 'myentunnel', 'shadowsocks', 'aes', 'cfb', 'mouboshi', 'pennyjob', 'net', 'std', 'pennyjob', 'net', 'fast', 'pennyjob', 'net', 'pc', 'shdowsocks', 'gui', 'shadowsocks', 'app']\n",
+        "['ci', 'jp']\n",
+        "['ej', 'jp']\n",
+        "['ej', 'jp']\n",
+        "[u'\\u4e16\\u754c', u'\\u56de\\u97f3', u'\\u8c37', u'\\u5ff5\\u5ff5\\u4e0d\\u5fd8', u'\\u5fc5\\u6709', u'\\u56de\\u54cd', u'\\u5927\\u58f0', u'\\u558a', u'\\u5531', u'\\u5c71\\u8c37', u'\\u96f7\\u9e23', u'\\u97f3\\u4f20', u'\\u5343\\u91cc', u'\\u4e00\\u53e0', u'\\u4e00\\u53e0', u'\\u4e00\\u6d6a', u'\\u4e00\\u6d6a', u'\\u5f7c\\u5cb8', u'\\u4e16\\u754c', u'\\u6536\\u5230', u'\\u51e1\\u4e8b', u'\\u5ff5\\u5ff5\\u4e0d\\u5fd8', u'\\u5fc5\\u6709', u'\\u56de\\u54cd', u'\\u4f20\\u9012', u'\\u5fc3\\u95f4', u'\\u58f0\\u97f3', u'\\u7ef5\\u7ef5\\u4e0d\\u7edd', u'\\u9042', u'\\u76f8', u'\\u5370\\u4e8e', u'\\u5fc3', u'\\u674e\\u53d4\\u540c', u'\\u665a\\u775b', u'\\u96c6']\n",
+        "[u'\\u4e16\\u754c', u'\\u56de\\u97f3', u'\\u8c37', u'\\u5ff5\\u5ff5\\u4e0d\\u5fd8', u'\\u5fc5\\u6709', u'\\u56de\\u54cd', u'\\u5927\\u58f0', u'\\u558a', u'\\u5531', u'\\u5c71\\u8c37', u'\\u96f7\\u9e23', u'\\u97f3\\u4f20', u'\\u5343\\u91cc', u'\\u4e00\\u53e0', u'\\u4e00\\u53e0', u'\\u4e00\\u6d6a', u'\\u4e00\\u6d6a', u'\\u5f7c\\u5cb8', u'\\u4e16\\u754c', u'\\u6536\\u5230', u'\\u51e1\\u4e8b', u'\\u5ff5\\u5ff5\\u4e0d\\u5fd8', u'\\u5fc5\\u6709', u'\\u56de\\u54cd', u'\\u4f20\\u9012', u'\\u5fc3\\u95f4', u'\\u58f0\\u97f3', u'\\u7ef5\\u7ef5\\u4e0d\\u7edd', u'\\u9042', u'\\u76f8', u'\\u5370\\u4e8e', u'\\u5fc3', u'\\u674e\\u53d4\\u540c', u'\\u665a\\u775b', u'\\u96c6']\n",
+        "[u'\\u521a\\u6362', u'\\u98ce\\u8f7b\\u4e91\\u6de1', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "['shundrtianxai']\n",
+        "[u'\\u987a\\u8fbe', u'\\u5929\\u4e0b', u'\\u7269\\u6d41', u'\\u670d\\u52a1\\u5e73\\u53f0']\n",
+        "[]\n",
+        "[u'\\u524d\\u7aef', u'\\u5fc5\\u8bfb', 'browsers', 'work', 'behind', 'scenes', 'modern', 'web', 'browsers']\n",
+        "[u'\\u9009\\u62e9\\u5668', u'\\u5f15\\u64ce', u'\\u4ecb\\u7ecd', u'\\u539f\\u6765', u'\\u91cc\\u9762', u'\\u9009\\u62e9\\u5668', u'\\u5f15\\u64ce', u'\\u9010\\u6e10', u'\\u72ec\\u7acb', u'\\u6210\\u4e3a', u'\\u4e00\\u4e2a', u'\\u72ec\\u7acb', u'\\u6a21\\u5757', u'\\u81ea\\u7531', u'\\u5f15\\u5165', u'\\u7c7b\\u5e93', u'\\u4e2d', u'\\u66fe\\u7ecf', u'\\u91cc\\u9762', u'\\u4e00\\u4e2a', u'\\u7545\\u901a\\u65e0\\u963b', u'\\u969c\\u788d', u'\\u5206\\u4eab', 'sizzle', 'sizzle', 'jquery', 'yui', 'module', u'\\u4f2f\\u4e50\\u5728\\u7ebf\\u5b98\\u65b9\\u5fae\\u535a\\uff09']\n",
+        "['using', 'resolve', 'angularjs', 'routes']\n",
+        "[u'\\u6084\\u6084', u'\\u544a\\u8bc9', u'\\u6700\\u8fd1', u'\\u4e00\\u76f4', u'\\u73a9', u'\\u5ba0\\u7231']\n",
+        "[u'\\u771f\\u5fc3', u'\\u4e0d\\u9519']\n",
+        "[]\n",
+        "[u'\\u7b80\\u660e', u'\\u7ec3\\u7ea7', u'\\u653b\\u7565', u'\\u9177\\u58f3', 'vim', 'coolshell', 'cn']\n",
+        "[u'\\u5206\\u4eab', 'csp', 'transducers', 'javascript', u'w3ctech\\uff09']\n",
+        "[]\n",
+        "['smalltalk', 'mvc', 'translated', 'javascript']\n",
+        "['meteor', 'js', 'high', 'level', 'overview']\n",
+        "[]\n",
+        "['css', 'flexbox']\n",
+        "[u'\\u5f00\\u53d1\\u8005', u'\\u5de5\\u5177', u'\\u6559\\u7a0b', u'\\u4e00\\u76f4', u'\\u8c37\\u6b4c', u'\\u63a7\\u5236\\u53f0', u'\\u505a', u'\\u524d\\u7aef', u'\\u8c37\\u6b4c', u'\\u6d4f\\u89c8\\u5668', u'\\u5728\\u6211\\u770b\\u6765', u'\\u89e3\\u6790', u'\\u6700\\u5feb', u'\\u6d4f\\u89c8\\u5668', u'\\u6240\\u8c13', u'\\u719f\\u80fd\\u751f\\u5de7', u'\\u719f\\u6089', u'\\u8c37\\u6b4c', u'\\u6d4f\\u89c8\\u5668', u'\\u4e4b\\u540e', u'\\u7279\\u522b', u'\\u559c\\u6b22', u'\\u7528\\u8c37\\u6b4c', u'\\u63a7\\u5236\\u53f0', u'\\u8c03\\u8bd5', u'\\u811a\\u672c', u'\\u6539\\u53d8', u'\\u6837\\u5f0f', u'\\u67e5\\u770b', u'\\u67e5\\u770b', u'\\u8d44\\u6e90', u'\\u52a0\\u8f7d', u'\\u4fe1\\u606f', u'\\u5206\\u4eab', 'ie', 'js', 'html', u'\\u4f2f\\u4e50\\u5728\\u7ebf\\u5b98\\u65b9\\u5fae\\u535a\\uff09']\n",
+        "[u'\\u5f00\\u53d1\\u8005', u'\\u5de5\\u5177', u'\\u5185\\u5b58', u'\\u5206\\u6790', u'\\u5185\\u5b58', u'\\u6cc4\\u6f0f', u'\\u6307', u'\\u8ba1\\u7b97\\u673a', u'\\u53ef\\u7528\\u5185\\u5b58', u'\\u9010\\u6e10', u'\\u51cf\\u5c11', u'\\u7a0b\\u5e8f', u'\\u6301\\u7eed', u'\\u65e0\\u6cd5', u'\\u91ca\\u653e', u'\\u4f7f\\u7528', u'\\u4e34\\u65f6', u'\\u5185\\u5b58', u'\\u65f6', u'\\u53d1\\u751f', u'\\u5e94\\u7528', u'\\u9047\\u5230', u'\\u539f\\u751f', u'\\u5e94\\u7528\\u7a0b\\u5e8f', u'\\u4e2d', u'\\u51fa\\u73b0', u'\\u5185\\u5b58', u'\\u76f8\\u5173', u'\\u95ee\\u9898', u'\\u6cc4\\u6f0f', u'\\u6ea2\\u51fa', u'\\u5e94\\u7528', u'\\u9700\\u8981', u'\\u5e94\\u5bf9', u'\\u5783', u'\\u5206\\u4eab', 'chrome', 'javascript', 'javascript', 'web', 'web', u'\\u4f2f\\u4e50\\u5728\\u7ebf\\u5b98\\u65b9\\u5fae\\u535a\\uff09']\n",
+        "[]\n",
+        "[u'\\u8be6\\u89e3', u'\\u4e0e\\u65f6\\u4ff1\\u8fdb', u'\\u535a\\u5ba2\\u56ed', 'apache', 'order', 'allow', 'deny']\n",
+        "['dojo', 'mobile', 'package', 'provides', 'number', 'widgets', 'used', 'build', 'web', 'based', 'applications', 'mobile', 'devices', 'iphone', 'android', 'blackberry', 'windows', 'phone', 'work', 'best', 'webkit', 'based', 'browsers', 'safari', 'chrome', 'ie']\n",
+        "['dojo', 'mobile', 'package', 'provides', 'number', 'widgets', 'used', 'build', 'web', 'based', 'applications', 'mobile', 'devices', 'iphone', 'android', 'blackberry', 'windows', 'phone', 'work', 'best', 'webkit', 'based', 'browsers', 'safari', 'chrome', 'ie']\n",
+        "['dynamically', 'loading', 'controllers', 'views', 'angularjs', 'controllerprovider', 'requirejs']\n",
+        "[u'\\u524d\\u7aef', u'\\u77e5\\u8bc6', u'\\u4f18\\u96c5', u'\\u5e03\\u5c40', u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u4f20\\u9001\\u95e8', 'flexbox', 'segmentfault']\n",
+        "[u'\\u6d45\\u8c08', u'\\u79fb\\u52a8', u'\\u524d\\u7aef', u'\\u6700\\u4f73', u'\\u5b9e\\u8df5', u'\\u53f6\\u5c0f\\u9497', u'\\u535a\\u5ba2\\u56ed']\n",
+        "[u'\\u5f00\\u53d1', u'\\u65e0', u'\\u6846\\u67b6', u'\\u9875\\u9762', u'\\u5e94\\u7528', u'\\u8001\\u7801', u'\\u519c', u'\\u7956\\u4f20\\u79d8\\u65b9', u'\\u524d\\u7aef', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', u'\\u5b9e\\u73b0', u'\\u9875\\u9762', u'\\u5e94\\u7528', u'\\u73b0\\u5728', u'\\u5df2\\u7ecf', u'\\u73b0\\u6210', u'\\u6846\\u67b6', u'\\u5168\\u9762', u'\\u5f00\\u53d1', u'\\u5e73\\u53f0', u'\\u4e3a\\u5355', u'\\u9875\\u9762', u'\\u5e94\\u7528', u'\\u5f00\\u53d1', u'\\u63d0\\u4f9b', u'\\u5fc5\\u9700', u'\\u9875\\u9762', u'\\u6a21\\u677f', u'\\u8def\\u5f84', u'\\u89e3\\u6790', u'\\u5904\\u7406', u'\\u540e\\u53f0', u'\\u670d\\u52a1', u'\\u8bbf\\u95ee', u'\\u64cd\\u4f5c', u'\\u7b49\\u529f', 'web', 'angularjs', 'ember', 'js', 'backbone', 'js', 'api', 'dom']\n",
+        "['new', 'features', 'angularjs', 'one', 'time', 'bindings', 'ngmodel', 'validators', 'ngmessages', 'ngmodeloptions']\n",
+        "['new', 'features', 'angularjs', 'one', 'time', 'bindings', 'ngmodel', 'validators', 'ngmessages', 'ngmodeloptions']\n",
+        "[u'\\u521a\\u521a', u'\\u767b\\u9646', u'\\u7cbe\\u54c1', u'\\u63d2\\u4ef6', u'\\u54cd\\u5e94', u'\\u5f0f', u'\\u6a21\\u677f', u'\\u540e\\u53f0', u'\\u6a21\\u677f', u'\\u5fae\\u4fe1', u'\\u5c0f\\u6e38\\u620f', u'\\u6e90\\u7801', 'jqueryfuns', 'jquery', 'html', 'bootstrap']\n",
+        "[u'\\u7f16\\u8005\\u6309', u'\\u524d\\u7aef', u'\\u5de5\\u7a0b\\u5e08', u'\\u83dc', u'\\u6700\\u8fd1', u'\\u79fb\\u52a8', u'\\u8d8a\\u6765\\u8d8a', u'\\u706b', u'\\u60f3', u'\\u4e00\\u4e2a', u'\\u4f53\\u9a8c', u'\\u6d41\\u7545', u'\\u5e94\\u7528', u'\\u8fd9\\u7bc7', u'\\u4f18\\u5316', u'\\u6307\\u5357', u'\\u5c31\\u522b', u'\\u653e\\u8fc7', u'\\u54af', u'\\u817e\\u8baf', u'\\u540c\\u5b66', u'\\u5173\\u952e', u'\\u6ce8\\u610f', u'\\u70b9', u'\\u4f18\\u5316', u'\\u65b9\\u6cd5', u'\\u5206\\u4eab', 'html', 'html', u'\\u4f18\\u79c0\\u7f51\\u9875\\u8bbe\\u8ba1 ', u'cyRotel\\uff09']\n",
+        "[u'\\u767e\\u5ea6', u'\\u5408\\u4f5c', u'\\u4e2d', u'\\u63a8\\u5e7f', u'\\u767e\\u5ea6', u'\\u6740\\u6bd2', u'\\u4ea7\\u54c1', u'\\u6740\\u6bd2\\u8f6f\\u4ef6', u'\\u6700\\u5927', u'\\u75c5\\u6bd2', 'java', u'\\u77e5\\u4e4e \\u56de\\u7b54\\u4e86\\u3010Oracle']\n",
+        "[u'\\u79d8\\u7c4d', u'\\u505a', u'\\u6f14\\u8bb2', 'github']\n",
+        "[u'\\u817e\\u8baf', u'\\u79fb\\u52a8', u'\\u5f00\\u53d1', u'\\u89c4\\u8303', u'\\u6982\\u8ff0', 'alloyteam']\n",
+        "[u'\\u5fae\\u535a', u'\\u5173\\u952e\\u8bcd', u'\\u4e00\\u4e2a', u'\\u7801\\u519c', u'\\u81ea\\u767d']\n",
+        "[u'\\u6bd4\\u8f83', u'\\u5e38\\u89c1', u'\\u95ee\\u9898', u'\\u5305\\u542b', u'\\u5bf9\\u9f50', u'\\u95ee\\u9898', u'\\u539f\\u7406', u'\\u8be6\\u89e3', u'\\u5206\\u4eab', u'\\u95ee\\u9898', u'\\u4f20\\u9001\\u95e8', 'float', 'inline', 'block', 'segmentfault']\n",
+        "[]\n",
+        "[]\n",
+        "['new', 'css', 'selectors']\n",
+        "['react', 'quick', 'start', 'guide']\n",
+        "['problem', 'angular']\n",
+        "['flexbox', 'adventures']\n",
+        "[]\n",
+        "[u'\\u6848\\u4f8b', u'\\u5206\\u6790', u'\\u4ee3\\u7801\\u4f18\\u5316', u'\\u597d', u'\\u5199', u'\\u7cdf\\u7cd5', u'\\u4ee3\\u7801', u'\\u597d', u'\\u7cdf\\u7cd5', u'\\u9075\\u5faa', u'\\u6240\\u8c13', u'\\u6700\\u4f73', u'\\u5b9e\\u8df5', u'\\u6211\\u6562', u'\\u6253\\u8d4c', u'\\u7bc7\\u6587\\u7ae0', u'\\u4eba', u'\\u9075\\u5faa', u'\\u6700\\u4f73', u'\\u5b9e\\u8df5', u'\\u7bc7\\u6587\\u7ae0', u'\\u4e2d', u'\\u8c08\\u4e00\\u8c08', u'\\u6700\\u8fd1', u'\\u4e00\\u4e2a', u'\\u9879\\u76ee', u'\\u4e2d', u'\\u5206\\u4eab', 'javascript', 'raymond', u'\\u4f2f\\u4e50\\u5728\\u7ebf\\u5b98\\u65b9\\u5fae\\u535a\\uff09']\n",
+        "[u'\\u524d\\u7aef', u'\\u6846\\u67b6', u'\\u4f55\\u53bb\\u4f55\\u4ece', u'\\u524d\\u7aef', u'\\u6846\\u67b6', u'\\u76f8\\u4e92', u'\\u501f\\u9274', u'\\u76f8\\u4e92', u'\\u878d\\u5408', u'\\u4e00\\u5e74', u'\\u843d\\u5730', u'\\u6807\\u51c6', u'\\u9760\\u8fd1', u'\\u50a8\\u5907', u'\\u8fd9\\u65b9\\u9762', u'\\u6280\\u672f', u'\\u80af\\u5b9a', u'\\u95ee\\u9898', u'\\u518d', u'\\u6df1\\u5165', u'\\u6846\\u67b6', u'\\u6280\\u672f\\u7ec6\\u8282', u'\\u4e2d', u'\\u770b\\u5230', u'\\u6e32\\u67d3', u'\\u673a\\u5236', u'\\u6570\\u636e', u'\\u7ed1\\u5b9a', u'\\u7ec4\\u4ef6', u'\\u5316', u'\\u6a21\\u5757\\u5316', u'\\u5173\\u952e\\u6280\\u672f', u'\\u70b9\\u4e2d', u'\\u6846\\u67b6', u'\\u4e2d', u'\\u7cbe\\u5f69', u'\\u5b9e\\u73b0', 'webcomponent']\n",
+        "[u'\\u53d1\\u8868', u'\\u4e00\\u7bc7', u'\\u8f6c\\u8f7d', u'\\u535a\\u6587', u'\\u6768', u'\\u4fca\\u79c0', u'\\u5148\\u751f', u'\\u5288\\u62f3', u'\\u4f5c\\u8005', u'\\u9a6c\\u9a8f']\n",
+        "[u'\\u53d1\\u8868', u'\\u4e00\\u7bc7', u'\\u8f6c\\u8f7d', u'\\u535a\\u6587', u'\\u5f62\\u610f\\u62f3', u'\\u53d1\\u529b', u'\\u51e0\\u4e2a', u'\\u7ec4\\u6210\\u90e8\\u5206']\n",
+        "[u'\\u53d1\\u8868', u'\\u4e00\\u7bc7', u'\\u8f6c\\u8f7d', u'\\u535a\\u6587', u'\\u5149\\u7ec3', u'\\u4e0d\\u51fa', u'\\u529f\\u592b']\n",
+        "[u'\\u53d1\\u8868', u'\\u4e00\\u7bc7', u'\\u8f6c\\u8f7d', u'\\u535a\\u6587', u'\\u5185\\u5bb6', u'\\u62f3', u'\\u79d8\\u5bc6', u'\\u7f51\\u53cb', u'\\u7ecf\\u9a8c']\n",
+        "[u'\\u53d1\\u8868', u'\\u4e00\\u7bc7', u'\\u8f6c\\u8f7d', u'\\u535a\\u6587', u'\\u5185\\u5bb6', u'\\u62f3', u'\\u79d8\\u5bc6', u'\\u7f51\\u53cb', u'\\u7ecf\\u9a8c']\n",
+        "[u'\\u53d1\\u8868', u'\\u4e00\\u7bc7', u'\\u8f6c\\u8f7d', u'\\u535a\\u6587', u'\\u9053\\u5bb6', u'\\u6b66\\u529f', u'\\u5b66\\u4e60', u'\\u8bb0', u'\\u7f51\\u53cb', u'\\u7ecf\\u9a8c']\n",
+        "[u'\\u53d1\\u8868', u'\\u4e00\\u7bc7', u'\\u8f6c\\u8f7d', u'\\u535a\\u6587', u'\\u7ec3\\u4e60', u'\\u5f62\\u610f', u'\\u4e00\\u5e74', u'\\u60ca\\u4eba', u'\\u53cd\\u5e94', u'\\u7f51\\u53cb', u'\\u7ecf\\u9a8c']\n",
+        "[u'\\u53d1\\u8868', u'\\u4e00\\u7bc7', u'\\u8f6c\\u8f7d', u'\\u535a\\u6587', u'\\u4e00\\u90e8', u'\\u6cc4\\u5929\\u673a', u'\\u6b66\\u672f', u'\\u5178\\u7c4d']\n",
+        "[u'\\u53d1\\u8868', u'\\u4e00\\u7bc7', u'\\u8f6c\\u8f7d', u'\\u535a\\u6587', u'\\u4e07\\u6cd5', u'\\u51fa\\u4e8e', u'\\u4f53\\u5f0f']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'swfobject', 'js', u'\\u5fae\\u76d8', u'\\u6653\\u9f99VS\\u540c\\u5b66']\n",
+        "[u'\\u653f\\u5e9c', u'\\u521b\\u4e1a', u'\\u5c0f\\u5fae', u'\\u4f01\\u4e1a', u'\\u6700\\u597d', u'\\u652f\\u6301', u'\\u964d\\u4f4e', u'\\u8d4b\\u7a0e', u'\\u5ba1\\u6279', u'\\u76d1\\u7ba1', u'\\u73b0\\u5728', u'\\u641e', u'\\u79d1\\u6280', u'\\u8ba1\\u5212', u'\\u62ff\\u5230', u'\\u94b1', u'\\u4e13\\u5fc3', u'\\u641e', u'\\u5b9e\\u4e1a', u'\\u5c0f\\u5fae', u'\\u4f01\\u4e1a']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u6392\\u884c', u'\\u4e00\\u4e2a', u'\\u699c', u'\\u7eff\\u8272', u'\\u548c\\u5e73', u'\\u5e74\\u5ea6', u'\\u57ce\\u5e02', u'\\u6392\\u884c\\u699c', u'\\u5170\\u5dde', u'\\u5168\\u56fd', u'\\u6392\\u540d', u'\\u4e00\\u4e2a', u'\\u699c', u'\\u4e16\\u754c\\u536b\\u751f\\u7ec4\\u7ec7', u'\\u5e74', u'\\u57ce\\u5e02', u'\\u6237\\u5916', u'\\u7a7a\\u6c14\\u6c61\\u67d3', u'\\u6570\\u636e\\u5e93', u'\\u5170\\u5dde', u'\\u4e2d\\u56fd', u'\\u5168\\u7403', 'pm', 'pm']\n",
+        "[u'\\u9a6c\\u4e91', u'\\u51af\\u4ed1', u'\\u90ed', u'\\u5e7f\\u660c', u'\\u53f2\\u7389\\u67f1', u'\\u6c88', u'\\u56fd\\u519b', u'\\u94b1\\u9896', u'\\u8521\\u6d2a\\u6ee8', u'\\u90b5\\u6653\\u950b', u'\\u6628\\u65e5', u'\\u676d\\u5dde', u'\\u542f\\u52a8', u'\\u6e56\\u7554', u'\\u5927\\u5b66', u'\\u9879\\u76ee', u'\\u4eba', u'\\u6210\\u4e3a', u'\\u9996\\u6279', u'\\u6821\\u8463', u'\\u6210\\u5458', u'\\u7b2c\\u4e00\\u4efb', u'\\u6821\\u957f', u'\\u9a6c\\u4e91', u'\\u62c5\\u4efb', u'\\u6d88\\u606f', u'\\u79f0', u'\\u6e56\\u7554', u'\\u5927\\u5b66', u'\\u4e13\\u6ce8', u'\\u57f9\\u517b', u'\\u62e5\\u6709', u'\\u65b0', u'\\u5546\\u4e1a', u'\\u6587\\u660e', u'\\u65f6\\u4ee3', u'\\u4f01\\u4e1a\\u5bb6', u'\\u7cbe\\u795e', u'\\u65b0\\u4e00\\u4ee3', u'\\u4f01\\u4e1a\\u5bb6', u'\\u4e3b\\u5f20', u'\\u575a\\u5b88', u'\\u5e95\\u7ebf', u'\\u5b8c\\u5584', u'\\u793e\\u4f1a']\n",
+        "[u'\\u665a\\u4e0a', u'\\u5341\\u70b9', u'\\u4e0b\\u5355', u'\\u65e9\\u4e0a', u'\\u4e5d\\u70b9', u'\\u4eac\\u4e1c', u'\\u4e66']\n",
+        "[u'\\u65e5\\u672c', u'\\u53f2\\u4e0a', u'\\u6700\\u5927', u'\\u4f17\\u7b79', u'\\u9879\\u76ee', u'\\u6717', u'\\u57fa\\u52aa\\u65af', u'\\u67aa\\u523a', u'\\u8ba1\\u5212', u'\\u76ee\\u6807', u'\\u7b79\\u96c6', u'\\u4ebf\\u65e5\\u5143', u'\\u4e00\\u628a', u'\\u957f\\u67aa', u'\\u6a21\\u578b', u'\\u63d2', u'\\u771f\\u6b63', u'\\u6708\\u7403']\n",
+        "[]\n",
+        "['freak', 'show']\n",
+        "[u'\\u9676\\u5668', u'\\u9ebb\\u5e03', u'\\u76f8\\u6620\\u6210\\u8da3', u'\\u51ac\\u5929', u'\\u7167\\u6f9c\\u9662', u'\\u53cc\\u6d41', u'\\u51ac', u'\\u8349\\u8393', u'\\u771f', u'\\u597d\\u5403']\n",
+        "[u'\\u53d1\\u73b0', u'\\u6b63\\u5728', u'\\u8d85\\u7ea7', u'\\u597d\\u770b', u'\\u4f7f\\u7528', u'\\u6362\\u4e0a', u'\\u5c01\\u9762', u'\\u56fe', u'\\u597d', u'\\u795e\\u5947', u'\\u8bd5\\u8bd5', 'ta', u'\\u5c01\\u9762\\u56fe', u'\\u5434\\u7ee3\\u7ee3']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u4e70\\u5230', u'\\u5408', u'\\u5fc3\\u610f', u'\\u5939\\u5b50', u'\\u89c9\\u5f97', u'\\u5851\\u6599', u'\\u8d28\\u611f', u'\\u592a\\u5dee', u'\\u597d\\u770b', u'\\u597d\\u770b', u'\\u8d35', u'\\u8ffd\\u968f', u'\\u5bb6\\u52a1', u'\\u8fbe\\u4eba', u'\\u5fae\\u535a', u'\\u987a\\u85e4\\u6478\\u74dc', u'\\u8bd5\\u7740', u'\\u4e70', u'\\u4e00\\u53ea', u'\\u5c0f', u'\\u597d', u'\\u5bdd\\u5ba4', u'\\u751f\\u6d3b', u'\\u538b\\u7f29', u'\\u72ed\\u5c0f', u'\\u751f\\u6d3b', u'\\u7ec6\\u5fae\\u5904', u'\\u5fc3\\u610f', 'muji']\n",
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+        "[]\n",
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+        "[]\n",
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+        "[]\n",
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+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5e74', u'\\u7b2c\\u4e00\\u9996\\u6b4c', u'\\u82b1\\u90fd', u'\\u5f00\\u597d']\n",
+        "[u'\\u5e74', u'\\u7b2c\\u4e8c', u'\\u9996\\u6b4c', 'jolin']\n",
+        "[u'\\u5e74', u'\\u7b2c\\u4e8c', u'\\u9996\\u6b4c', 'jolin']\n",
+        "['vim', 'vs', 'emacs']\n",
+        "[u'\\u6628\\u65e5', u'\\u53d7\\u4e86\\u9ede', u'\\u523a\\u6fc0', u'\\u611f\\u89ba', u'\\u7121\\u6cd5', u'\\u6062', u'\\u5fa9']\n",
+        "['wind', 'horrible', 'outside', 'sleep', 'aweful', 'sound', 'already', 'scared', 'death']\n",
+        "[u'\\u7761', u'\\u89ba\\u89ba']\n",
+        "[u'\\u83ab\\u554f', u'\\u524d\\u9014', u'\\u51f6\\u5409', u'\\u4f46\\u6c42', u'\\u843d\\u5e55', u'\\u4e0d\\u6094']\n",
+        "[u'\\u8aaa', u'\\u600e\\u9ebc', u'\\u89ba\\u5f97', u'\\u9019\\u9ebc', u'\\u7d2f', u'\\u4e00\\u500b', u'\\u55ce', u'\\u600e\\u9ebc', u'\\u4eca\\u5929', u'\\u7a81\\u7136', u'\\u8b8a\\u6210', u'\\u56db\\u500b', 'project']\n",
+        "[u'\\u66fe\\u9189', u'\\u842c\\u5834', u'\\u70ba', u'\\u96e2\\u5206', u'\\u9189\\u70ba', u'\\u4f55\\u4eba', u'\\u7b11', u'\\u70ba', u'\\u4f55\\u4eba', u'\\u8f15\\u72c2', u'\\u600e\\u9867', u'\\u5922', u'\\u4e2d\\u8eab']\n",
+        "[u'\\u5df2', u'\\u6539\\u540d', u'\\u53eb\\u98ef', u'\\u6383\\u5149', 'hi']\n",
+        "[u'\\u8822', u'\\u54ed', u'\\u7d66\\u624b\\u6a5f', u'\\u5145\\u96fb', u'\\u63d2\\u982d', u'\\u4e0a\\u6b21', u'\\u6c92', u'\\u63d2\\u92b7', u'\\u4e0a\\u62d4', u'\\u4e0b\\u4f86', u'\\u65bc', u'\\u9019\\u908a', u'\\u63d2', u'\\u624b\\u6a5f', u'\\u90a3\\u908a', u'\\u63d2\\u982d\\u62d4', u'\\u4e0b\\u4f86']\n",
+        "[u'\\u5916\\u9762', u'\\u706b\\u8eca', u'\\u8072\\u97f3', u'\\u4e00\\u77ac', u'\\u9593', u'\\u56de\\u5230', u'\\u5927\\u7dbf', u'\\u4e2d', u'\\u611f\\u89ba', u'\\u6700\\u8fd1', u'\\u9700\\u8981', u'\\u62c9\\u51fa\\u53bb', u'\\u905b', u'\\u905b']\n",
+        "['mark', 'command', 'saved', 'day', 'sudo', 'grep', 'keyword', 'dev', 'sda', 'recovered', 'file', 'txt']\n",
+        "[]\n",
+        "[u'\\u4e00\\u4e2a', u'\\u7a0b\\u5e8f\\u5458', u'\\u773c\\u4e2d', u'\\u4ef7\\u503c', u'\\u98ce\\u96ea', u'\\u4e4b\\u9685']\n",
+        "[u'\\u521a\\u521a', u'\\u9884\\u7ea6', u'\\u5c0f\\u7c73', u'\\u624b\\u673a', u'\\u82f1\\u5bf8', u'\\u5927\\u5c4f', u'\\u65d7\\u8230\\u673a', u'\\u9ad8\\u901a', u'\\u9a81\\u9f99', u'\\u5904\\u7406\\u5668', u'\\u914d\\u5408', u'\\u5185\\u5b58', u'\\u73a9\\u6e38\\u620f', u'\\u7279\\u522b', u'\\u723d', u'\\u652f\\u6301', u'\\u53cc\\u5361', u'\\u53cc\\u5f85', u'\\u652f\\u6301', u'\\u79fb\\u52a8', u'\\u8054\\u901a', u'\\u518d', u'\\u4f7f\\u7528', u'\\u4e24\\u90e8', u'\\u624b\\u673a', u'\\u7889\\u5821', u'\\u4ec5\\u5143', u'\\u9996\\u53d1', u'\\u5e0c\\u671b', u'\\u4e70', u'\\u4e00\\u53f0', u'\\u5206\\u4eab', u'\\u9884\\u7ea6', u'\\u5730\\u5740', 'gb', u'\\u5c0f\\u7c73Note']\n",
+        "[u'\\u89c6\\u9891', u'\\u8d85', u'\\u82f1\\u96c4', u'\\u9ad8\\u6e05', u'\\u5b57\\u5e55\\u7248', u'\\u597d\\u60f3', u'\\u5403\\u534e\\u592b', u'\\u997c', u'\\u5206\\u4eab', 'heroes', u'\\u4f18\\u9177\\u5a31\\u4e50']\n",
+        "[u'\\u9876', u'\\u63a8\\u8350', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u7334\\u59c6', u'\\u72ec\\u5bb6', u'\\u4e50\\u961f', u'\\u65b0\\u5355', u'\\u8d85\\u5e05', u'\\u4e2d\\u82f1\\u6587', u'\\u4e0a\\u5b57', u'\\u9996\\u64ad', u'\\u5206\\u4eab', 'maroon', 'sugar', 'mv', u'\\u4f18\\u9177\\u97f3\\u4e50']\n",
+        "[u'\\u89c6\\u9891', u'\\u7334\\u59c6', u'\\u72ec\\u5bb6', u'\\u4e50\\u961f', u'\\u65b0\\u5355', u'\\u8d85\\u5e05', u'\\u4e2d\\u82f1\\u6587', u'\\u4e0a\\u5b57', u'\\u9996\\u64ad', u'\\u770b\\u9519', u'\\u597d\\u50cf', u'\\u6709\\u4e2a', u'\\u65b0\\u5a18', u'\\u53e3\\u578b', u'\\u5206\\u4eab', 'maroon', 'sugar', 'mv', 'waht', 'fuk', u'\\u4f18\\u9177\\u97f3\\u4e50']\n",
+        "[u'\\u5fae\\u4fe1', u'\\u7ec8\\u4e8e', u'\\u5e7f\\u544a', u'\\u6297\\u62d2', u'\\u7a0d', u'\\u671f\\u5f85', u'\\u5fae\\u4fe1', u'\\u5e94\\u8be5', u'\\u5e72', u'\\u8822\\u4e8b', u'\\u8bc4\\u4ef7', u'\\u5fae\\u4fe1', u'\\u670b\\u53cb\\u5708', u'\\u53d1\\u5e03', u'\\u5e7f\\u544a', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[]\n",
+        "[u'\\u4e00\\u591c\\u4e4b\\u95f4', u'\\u53d8', u'\\u5f00\\u5934', u'\\u5185\\u7f51', u'\\u7528\\u6237', u'\\u8bf7', u'\\u524d\\u6765', u'\\u62a5', 'ip']\n",
+        "[]\n",
+        "[u'\\u6740', u'\\u65f6\\u95f4', u'\\u5355\\u5237', u'\\u5fae\\u535a', u'\\u591f', u'\\u5c0f\\u6e38\\u620f', u'\\u6ee1\\u8db3', u'\\u65b0\\u7248', u'\\u9002\\u914d', u'\\u7cbe\\u5f69', u'\\u9891\\u9053', u'\\u805a\\u5408', u'\\u5185\\u5bb9', u'\\u4f9b', u'\\u56f4\\u89c2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'weico', 'iphone', 'plus', 'weico']\n",
+        "[u'\\u6362\\u6210', u'\\u9ed1\\u6697', u'\\u9a91\\u58eb', u'\\u4e3b\\u9898', u'\\u5237', u'\\u5fae\\u535a', u'\\u52e4\\u5feb', u'\\u597d\\u591a', u'\\u514d\\u8d39', u'\\u597d\\u770b', u'\\u4e3b\\u9898', u'\\u8bd5\\u8bd5\\u770b', u'\\u4e0b\\u8f7d', 'dark', 'knight', u'Weico\\u5fae\\u535a\\u5ba2\\u6237\\u7aef']\n",
+        "[u'\\u521a\\u521a', u'\\u9884\\u7ea6', u'\\u5c0f\\u7c73', u'\\u624b\\u673a', u'\\u82f1\\u5bf8', u'\\u5927\\u5c4f', u'\\u65d7\\u8230\\u673a', u'\\u9ad8\\u901a', u'\\u9a81\\u9f99', u'\\u5904\\u7406\\u5668', u'\\u914d\\u5408', u'\\u5185\\u5b58', u'\\u73a9\\u6e38\\u620f', u'\\u7279\\u522b', u'\\u723d', u'\\u652f\\u6301', u'\\u53cc\\u5361', u'\\u53cc\\u5f85', u'\\u652f\\u6301', u'\\u79fb\\u52a8', u'\\u8054\\u901a', u'\\u518d', u'\\u4f7f\\u7528', u'\\u4e24\\u90e8', u'\\u624b\\u673a', u'\\u7889\\u5821', u'\\u5143\\u8d77', u'\\u9996\\u53d1', u'\\u5e0c\\u671b', u'\\u4e70', u'\\u4e00\\u53f0', u'\\u5206\\u4eab', u'\\u9884\\u7ea6', u'\\u5730\\u5740', 'gb', u'\\u5c0f\\u7c73Note']\n",
+        "[u'\\u4e0b\\u4e2a', u'\\u96be', 'developer', 'android', 'com', 'sdk']\n",
+        "[u'\\u4e0b\\u4e2a', u'\\u96be', 'developer', 'android', 'com', 'sdk']\n",
+        "[u'\\u4e0b\\u4e2a', u'\\u96be', u'\\u4e2d\\u56fd\\u7535\\u4fe1', 'developer', 'android', 'com', 'sdk']\n",
+        "[u'\\u606d\\u559c', u'\\u5468\\u6770\\u4f26\\u7ed3\\u5a5a']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u521a\\u521a', u'\\u6ce8\\u518c', u'\\u8354\\u679d', 'fm']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u5df2', u'\\u7387\\u5148', u'\\u83b7\\u5f97', u'\\u5185\\u6d4b', u'\\u8d44\\u683c', u'\\u6de1\\u6de1\\u7684', u'\\u6d41\\u5f0a', u'\\u4e4b\\u60c5', u'\\u6ea2\\u4e8e\\u8a00\\u8868', u'\\u4f4e\\u8c03', u'\\u5929\\u732b\\u7279\\u6b8a\\u670d\\u52a1']\n",
+        "[u'\\u597d\\u73a9', u'\\u9650\\u514d', u'\\u4e2d', 'mujo', 'oink', 'games', 'inc']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4e0d\\u80fd\\u4e0d\\u8981', u'\\u5835']\n",
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+        "[u'\\u5730\\u72f1', u'\\u8fb9\\u5883', u'\\u8fc7\\u4e0d\\u53bb']\n",
+        "[u'\\u9b41\\u62d4']\n",
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+        "[u'\\u89e6', u'\\u4e0d\\u53ef']\n",
+        "[u'\\ud83d', u'\\ude02', u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u5976\\u8336', u'\\u59b9', u'\\u5218\\u5f3a', u'\\u4e1c\\u540c', u'\\u5220\\u5fae', u'\\u535a\\u5f15', u'\\u731c\\u6d4b']\n",
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+        "[u'\\u5168\\u5e02', u'\\u5404\\u53bf', u'\\u5a5a\\u59fb\\u767b\\u8bb0', u'\\u5904', u'\\u5df2', u'\\u5168\\u90e8', u'\\u53d6\\u6d88', u'\\u5a5a\\u59fb\\u767b\\u8bb0', u'\\u8bc1\\u4e66', u'\\u5143', u'\\u94b1', u'\\u5de5\\u672c\\u8d39', u'\\u514d\\u53bb', u'\\u5143', u'\\u5305\\u62ec', u'\\u7ed3\\u5a5a\\u8bc1', u'\\u5de5\\u672c\\u8d39', u'\\u79bb\\u5a5a\\u8bc1', u'\\u5de5\\u672c\\u8d39', u'\\u5168\\u90e8', u'\\u514d\\u9664', u'\\u8fd9\\u662f', u'\\u51e0\\u4e2a', u'\\u610f\\u601d', u'\\u662f\\u4e0d\\u662f', u'\\u8bf4\\u529e', u'\\u7ed3\\u5a5a\\u8bc1', u'\\u514d\\u5143', u'\\u529e', u'\\u79bb\\u5a5a\\u8bc1', u'\\u514d\\u5143', u'\\u662f\\u4e0d\\u662f', u'\\u7406\\u89e3', u'\\u6210', u'\\u7ed3\\u5a5a', u'\\u56fd\\u5bb6', u'\\u6bcf\\u4eba', u'\\u4e00\\u4efd', u'\\u5143', u'\\u94b1', u'\\u4efd\\u5b50', u'\\u79bb\\u5a5a', u'\\u56fd\\u5bb6', u'\\u53d1\\u653e', u'\\u5143', u'\\u94b1', u'\\u6170\\u95ee\\u91d1']\n",
+        "['using', 'scanner', 'app', 'camscanner', 'loving', 'digitizes', 'paper', 'documents', 'saves', 'much', 'time', 'get']\n",
+        "[u'\\ud83d', u'\\ude0c', u'\\ud83d', u'\\ude0c', u'\\ud83d', u'\\ude0c']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u5b98\\u5458', u'\\u73b0\\u8eab', u'\\u706b\\u573a', u'\\u540d\\u724c', u'\\u7fbd\\u7ed2\\u670d', u'\\u60f9\\u8bae', u'\\u5f53\\u5b98', u'\\u5bb9\\u6613']\n",
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+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u4e13\\u5bb6', u'\\u571f\\u8c46', u'\\u62ef\\u6551', u'\\u4eba\\u7c7b', u'\\u5fb7\\u56fd', u'\\u571f\\u8c46', u'\\u4e3a\\u4e3b', u'\\u98df']\n",
+        "[u'\\u597d\\u591a', u'\\u4e8b\\u60c5', u'\\u505a\\u6210', u'\\u6700', u'\\u7b80\\u5355', u'\\u770b\\u4e0d\\u61c2', u'\\u770b\\u5f97\\u61c2', u'\\u4eba', u'\\u975e', u'\\u903c', u'\\u518d', u'\\u590d\\u6742', u'\\u65b9\\u5411', u'\\u771f\\u8ba9\\u4eba', u'\\u86cb\\u75bc']\n",
+        "[u'\\u4e22\\u94b1', u'\\u4e22', u'\\u624b\\u673a', u'\\u4e22', u'\\u773c\\u955c', u'\\u627e', u'\\u56de\\u6765']\n",
+        "[u'\\u771f\\u7684', u'\\u60ca\\u5929\\u5730\\u6ce3\\u9b3c\\u795e', u'\\u5341\\u4e2a', u'\\u597d', u'\\u60f3\\u6cd5', u'\\u554a\\u554a\\u554a']\n",
+        "[u'\\u5fae\\u535a\\u51fa', 'bug']\n",
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+        "[u'\\u516c\\u53f8', u'\\u51e0\\u5929', u'\\u6696\\u6c14', u'\\u70ed\\u6b7b']\n",
+        "[]\n",
+        "[u'\\u77e5\\u9053', u'\\u559c\\u6b22', u'\\u77e5\\u9053', u'\\u5c06\\u6765', u'\\u77e5\\u9053', u'\\u6ca1\\u6cd5', u'\\u5e26\\u4f60\\u53bb', u'\\u8bb0\\u5fc6', u'\\u6253\\u4eae', u'\\u5fae\\u7b11', u'\\u7528\\u529b', u'\\u53d8\\u5f97', u'\\u6b22\\u559c', u'\\u5f20\\u5609\\u4f73', u'\\u5168\\u4e16\\u754c', u'\\u8def\\u8fc7', u'\\u4e70', u'\\u4e4b\\u524d', u'\\u4e00\\u76f4', u'\\u60f3\\u8bfb', u'\\u4e70', u'\\u4e4b\\u540e', u'\\u5374', u'\\u4e0d\\u60f3', u'\\u7ffb', u'\\u672c\\u4e66']\n",
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+        "[u'\\u5e74\\u5ea6', u'\\u5341\\u5927', u'\\u70ed\\u95e8', u'\\u76f8\\u7247', 'lofter']\n",
+        "[u'\\u955c\\u5934']\n",
+        "[u'\\ud83d', u'\\ude0b']\n",
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+        "[u'\\u5c4b\\u5b50', u'\\u51b7', u'\\u5c0f\\u82b1', u'\\u51bb\\u6b7b', u'\\ud83d', u'\\ude1e']\n",
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+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u56fe\\u96c6', u'\\u5df4\\u897f', u'\\u516c\\u4ea4', u'\\u5730\\u94c1', u'\\u6da8\\u4ef7', u'\\u5f15', u'\\u6c11\\u4f17', u'\\u6297\\u8bae', u'\\u2265', u'\\ufe4f', u'\\u2264']\n",
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+        "[u'\\u9ed1\\u9b54\\u6cd5', u'\\u4e66\\u7b7e']\n",
+        "[u'\\u6700\\u597d', u'\\u65f6\\u95f4', u'\\u9047\\u5230', u'\\u8fd0\\u6c14', u'\\u53ef\\u60dc', u'\\u65f6\\u95f4']\n",
+        "[u'\\u6574\\u7406', u'\\u671f', u'\\u4e3b\\u9898', u'\\u5374', u'\\u53d1\\u73b0', u'\\u4e09\\u90e8', u'\\u7247\\u5b50', u'\\u4e00\\u8d77', u'\\u770b\\u4f1a', u'\\u6709\\u8da3', u'\\u5931\\u604b', u'\\u5e26\\u6765', u'\\u76f8\\u601d', u'\\u6210\\u75c5', u'\\u8bf4', u'\\u8bf4', u'\\u63cf\\u5199', u'\\u604b\\u7231', u'\\u4e2d', u'\\u60c5\\u4fa3', u'\\u5feb\\u4e50', u'\\u96be\\u8fc7', u'\\u6700\\u7ec8', u'\\u7ec8\\u6210\\u7737\\u5c5e', u'\\u7231\\u60c5', u'\\u6700\\u7ec8', u'\\u751f\\u6b7b', u'\\u4e24\\u9694', u'\\u4e5f\\u8bb8', u'\\u4ee3\\u8868', u'\\u6240\\u6709', u'\\u7231\\u60c5\\u6545\\u4e8b', u'\\u5374', u'\\u770b\\u5230', u'\\u7231\\u60c5', u'\\u79cd\\u79cd', 'invention', 'love']\n",
+        "[u'\\u8fd9\\u8f66', u'\\u771f', u'\\u505a']\n",
+        "[u'\\u7ec3\\u5b57', u'\\u53d1\\u73b0', u'\\u597d\\u591a', u'\\u5b57', u'\\u591a\\u5e74', u'\\u7b14\\u753b']\n",
+        "[u'\\u96fe', u'\\u973e', u'\\u973e']\n",
+        "[u'\\u6210\\u529f', u'\\u7ed1\\u67b6', u'\\u5ffd\\u7565', u'\\u4eca\\u5929', u'\\u65f6\\u5149', u'\\u8001\\u53bb', u'\\u56de\\u5fc6']\n",
+        "[u'\\u7528\\u7b14', u'\\u753b', u'\\ud83d', u'\\ude0c', u'\\ud83d', u'\\ude0c', u'\\ud83d', u'\\ude0c']\n",
+        "[]\n",
+        "[u'\\u6c5f\\u82cf', u'\\u536b\\u89c6', u'\\u65b0\\u7248', u'\\u5c0f\\u9f99\\u5973']\n",
+        "[u'\\u522e', u'\\u5927\\u98ce', u'\\u611f\\u5192']\n",
+        "[]\n",
+        "[u'\\u5988\\u5988', u'\\u518d\\u4e5f', u'\\u4e0d\\u7528', u'\\u62c5\\u5fc3', u'\\u975e\\u6b7b\\u4e0d\\u53ef', u'\\ud83d', u'\\ude0d', u'\\ud83d', u'\\ude0d', u'\\ud83d', u'\\ude0d']\n",
+        "['back']\n",
+        "[u'\\u6625\\u5929', u'\\u5feb\\u6765', u'\\u5f00\\u5fc3', u'\\u73a9\\u800d']\n",
+        "[u'\\u8d70', u'\\u773c\\u671b', u'\\u4e00\\u7247', u'\\u5929\\u7a7a', u'\\u5fc3\\u6572', u'\\u66ae\\u8272', u'\\u9f13', u'\\u8d70', u'\\u5fd8\\u5374', u'\\u5bfb\\u627e', u'\\u751f\\u547d', u'\\u6e56', u'\\u8d70', u'\\u8def\\u5475\\u8def', u'\\u98d8\\u6ee1', u'\\u7ea2', u'\\u7f42\\u7c9f']\n",
+        "[u'\\u6ce8\\u518c', u'\\u9875\\u9762', u'\\u80fd\\u522b', u'\\u9017\\u4e50', u'\\u53d1', u'\\u9a8c\\u8bc1\\u7801', u'\\u9875\\u9762', u'\\u5237\\u65b0', u'\\u9875\\u9762', u'\\u5237\\u65b0', u'\\u5374', u'\\u63d0\\u4ea4', u'\\u6309\\u94ae', u'\\u53d1\\u77ed\\u4fe1', u'\\u82b1\\u94b1', u'\\u8bed\\u97f3', u'\\u9a8c\\u8bc1\\u7801', u'\\u8d8a\\u6d0b\\u7535\\u8bdd', u'CAMU']\n",
+        "[u'\\u8fd9\\u4e48\\u665a', u'\\u6253\\u7535\\u8bdd', u'\\u56de\\u5bb6', u'\\u7b97', u'\\u4fe9', u'\\u5c0f\\u65f6', u'\\u7ec6\\u5c0f', u'\\u58f0\\u97f3', u'\\u95e8\\u7f1d', u'\\u4f20\\u8fc7\\u6765', u'\\u868a\\u5b50']\n",
+        "[u'\\u8d31']\n",
+        "[u'\\u652f\\u4ed8', u'\\u7f51\\u5173', u'\\u641c\\u7d22', u'\\u767e\\u5ea6', u'\\u56fe\\u7247', u'\\u641c\\u7d22']\n",
+        "[u'\\u60ca\\u5446', u'\\u6e56\\u5317', u'\\u519c\\u6c11', u'\\u81ea\\u5236', u'\\u6728\\u725b\\u6d41\\u9a6c', u'\\u62c9\\u98ce', u'\\u4e0a\\u8def', u'\\u5f15', u'\\u56f4\\u89c2', u'\\u7ec4\\u56fe', u'\\u65b0\\u95fb', u'\\u4e2d\\u5fc3', u'\\u4e2d\\u56fd', u'\\u7f51']\n",
+        "[u'\\u7269\\u7406\\u5b66', u'\\u5168\\u660e\\u661f', u'\\u68a6\\u4e4b\\u961f', u'\\u5408\\u5f71', u'\\u5f53\\u65f6', u'\\u4e16\\u754c', u'\\u4e09\\u5206\\u4e4b\\u4e00', u'\\u667a\\u6167', u'\\u96c6\\u4e2d']\n",
+        "[]\n",
+        "[u'\\u5973\\u5b50', u'\\u4e66\\u5199', u'\\uff02', u'\\u8bda\\u4fe1', u'\\uff02', u'\\u4f01\\u4e1a\\u5bb6', u'\\u5982\\u7ea6', u'\\u4ed8\\u6b3e', u'\\u4e07\\u5143', u'\\u65b0\\u95fb', u'\\u4e2d\\u5fc3', u'\\u4e2d\\u56fd', u'\\u7f51']\n",
+        "[u'\\u840c\\u840c', u'\\u54d2', u'\\u5b66', u'\\u6c49\\u8bed', u'\\u8f6f\\u4ef6', 'chineseskill', 'learn', 'mandarin', 'chinese', 'language', 'free', 'chineseskill', 'co', 'ltd']\n",
+        "[u'\\u6700\\u7f8e', u'\\u63a8\\u8350', u'\\u4e0b\\u8f7d', u'\\u5b8c', u'\\u7d2f\\u6b7b', u'\\ufe4f', 'app']\n",
+        "[u'\\u514d\\u8d39', u'\\u5348\\u9910', u'\\u80cc\\u540e', u'\\u6545\\u4e8b', u'\\ufe4f']\n",
+        "[u'\\u5468', u'\\u7eaa\\u5ff5\\u7891', u'\\u8c37', u'\\u539f\\u4f5c', u'\\u5f00\\u53d1', u'\\u8017\\u65f6', u'\\u5468', u'\\u8017\\u8d44', u'\\u4e07\\u7f8e\\u5143', u'\\u6570\\u8bfb']\n",
+        "[u'\\u597d', u'\\u58ee\\u89c2', u'\\u897f\\u73ed\\u7259', u'\\u6c11\\u4f17', u'\\u9a91\\u9a74', u'\\u6d77\\u6ee9', u'\\u51b2\\u6d6a', u'\\u7eaa\\u5ff5', u'\\u5723\\u5f92', u'\\u5723\\u585e\\u5df4\\u65af\\u8482\\u5b89', u'\\u592e\\u5e7f\\u7f51']\n",
+        "[u'\\u5c71\\u4e1c', u'\\u65e5\\u7167', u'\\u6cbf\\u6d77', u'\\u9632\\u6f6e', u'\\u5824', u'\\u57ae\\u584c', u'\\u6570\\u767e\\u7c73', u'\\u65e0', u'\\u4e00\\u6839', u'\\u94a2\\u7b4b', u'\\u65b0\\u95fb', u'\\u4e2d\\u5fc3', u'\\u4e2d\\u56fd', u'\\u7f51']\n",
+        "[u'\\u884c', u'\\ud83d', u'\\ude0a', u'\\u70b9\\u8bc4']\n",
+        "['cool']\n",
+        "[u'\\u963f\\u91cc\\u5df4\\u5df4', u'\\u6295\\u4e86', u'\\u4e00\\u4e2a', u'\\u4e8c\\u7ef4\\u7801', u'\\u516c\\u53f8', u'\\u7279\\u522b', u'\\u6280\\u672f', u'\\u597d\\u5947\\u5fc3', u'\\u65e5\\u62a5']\n",
+        "[u'\\u517b\\u72fc\\u5e74', u'\\u7b79\\u62cd', u'\\u5e74', u'\\u7535\\u5f71', u'\\u72fc\\u56fe\\u817e', u'\\u5a31\\u4e50', u'\\u5b9d', u'\\u7b2c\\u4e00\\u671f', u'\\u9879\\u76ee', u'\\u643a\\u624b', u'\\u4e3b\\u6f14', u'\\u7aa6\\u9a81', u'\\u8054\\u5408', u'\\u6dd8\\u5b9d', u'\\u4f17\\u7b79', u'\\u5e73\\u53f0', u'\\u53d1\\u8d77', u'\\u7535\\u5f71', u'\\u89c6\\u89c9', u'\\u827a\\u672f\\u5c55', u'\\u4f17\\u7b79', u'\\u6d3b\\u52a8', u'\\u7535\\u5f71', u'\\u4e16\\u754c', u'\\u5e45\\u5e45', u'\\u4e3b\\u521b', u'\\u9759\\u6001', u'\\u4f5c\\u54c1', u'\\u89c6\\u89c9', u'\\u8fd8\\u539f', u'\\u6d3b\\u52a8', u'\\u652f\\u6301\\u8005', u'\\u53ef\\u83b7', u'\\u7aa6\\u9a81', u'\\u9886\\u961f', u'\\u5f71\\u5c55', u'\\u798f\\u5229', u'\\u5916', u'\\u840c\\u840c', u'\\u54d2', u'\\u5c0f', u'\\u72fc', u'\\u4ed4', u'\\u96d5\\u523b', u'\\u9a6c\\u514b\\u676f', u'\\u597d', u'\\u793c']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u72fc']\n",
+        "[u'\\u65e5\\u672c', u'\\u6e29\\u60c5', u'\\u8857\\u5934', u'\\u521b\\u610f', u'\\u526a\\u5f71', u'\\u604b\\u4eba', u'\\u5ba2\\u6237\\u7aef']\n",
+        "[u'\\u8ffd\\u7231\\u7231\\u5927', u'\\u5e03\\u5c40', u'\\u597d\\u80fd', u'\\u626f']\n",
+        "[u'\\u8fd9\\u5e2e', u'\\u7269\\u7406\\u5b66\\u5bb6', u'\\u641e', u'\\u7406\\u8bba', u'\\u771f\\u662f\\u592a', u'\\u6709\\u610f\\u601d', u'\\u5b87\\u5b99', u'\\u5386\\u53f2', u'\\u5b9e\\u9645', u'\\u53d1\\u751f', u'\\u540e', u'\\u51b3\\u5b9a', u'\\u53d1\\u751f', u'\\u859b\\u5b9a\\u8c14', u'\\u732b', u'\\u5b9e\\u9a8c', u'\\u91cc', u'\\u8bbe\\u8ba1', u'\\u67d0\\u79cd', u'\\u5ef6\\u8fdf', u'\\u5b9e\\u9a8c', u'\\u5b9e\\u9a8c', u'\\u7ed3\\u675f', u'\\u540e', u'\\u518d', u'\\u6458\\u81ea', u'\\u4e0a\\u5e1d', u'\\u63b7\\u9ab0\\u5b50', u'\\u91cf\\u5b50', u'\\u7269\\u7406', u'\\u53f2\\u8bdd', u'\\u591a\\u770b\\u7b14\\u8bb0', u'\\u591a\\u770b\\u9605\\u8bfb']\n",
+        "[]\n",
+        "[u'\\u652f\\u4ed8', u'\\u6d41\\u7a0b', u'\\u7d2f\\u6b7b']\n",
+        "[u'\\u4fbf\\u643a', u'\\u6295\\u5f71\\u4eea', u'\\u597d', u'\\u4fbf\\u5b9c']\n",
+        "[u'\\u7535\\u5f71', 'imax']\n",
+        "['promise']\n",
+        "[u'\\u5f53\\u5e74', u'\\u8bf4', u'\\u6d41\\u6d6a', u'\\u4eba', u'\\u5df2\\u7ecf', u'\\u6210\\u5bb6\\u7acb\\u4e1a', u'\\u529d\\u8bf4', u'\\u4eba', u'\\u73b0\\u5728', u'\\u5374', u'\\u6d41\\u6d6a', u'\\u9020\\u5316\\u5f04\\u4eba']\n",
+        "[u'\\u4eac\\u4e1c', u'\\u8d2d\\u7269\\u8f66', u'\\u83ab\\u540d\\u5176\\u5999', u'\\u6e05\\u7a7a']\n",
+        "[u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\u4e70\\u8d35', u'\\u9a97', u'\\u535a\\u58eb', u'\\u5317\\u4eac', u'\\u4e2d\\u5173\\u6751', u'\\u4e70', u'\\u7535\\u8111', u'\\u9a97']\n",
+        "[u'\\u6e56\\u5357', u'\\u5b66\\u751f', u'\\u8f6c\\u6821', u'\\u6c14\\u5019', u'\\u4e0d\\u9002', u'\\u996d\\u83dc', u'\\u8fa3']\n",
+        "[u'\\ud83d', u'\\ude02', u'\\u8001\\u677f', u'\\u5c4c', u'\\u25a0', u'\\u6309\\u63ed', u'\\u4ed8\\u6b3e', u'\\u4e70\\u623f', u'\\u4e70\\u8f66', u'\\u5b9e\\u884c', u'\\u6309\\u63ed', u'\\u5c0f\\u5356\\u90e8', u'\\u5b9e\\u884c', u'\\u6309\\u63ed', u'\\u8d85\\u8fc7', u'\\u5341\\u5757\\u94b1', u'\\u4ee5\\u4e0a', u'\\u73a9\\u5177', u'\\u5b9e\\u884c', u'\\u6309\\u63ed', u'\\u4ed8\\u6b3e', u'\\u4e00\\u4e9b', u'\\u773c\\u998b', u'\\u73a9\\u5177', u'\\u5f88\\u4e45', u'\\u5c0f\\u5b66\\u751f', u'\\u5f97\\u5230', u'\\u5fc3\\u4eea', u'\\u73a9\\u5177', u'\\u6458\\u81ea', u'\\u8bfb\\u8005', u'\\u65b0\\u5468\\u520a', u'\\u7b2c\\u671f', u'\\u591a\\u770b\\u7b14\\u8bb0', u'\\u591a\\u770b\\u9605\\u8bfb']\n",
+        "[u'\\u8d2d\\u4e70', u'\\u72fc\\u56fe\\u817e', u'\\u5143\\u5f20', u'\\u9650\\u91cf', u'\\u62a2', u'\\u5965\\u65af\\u5361\\u91d1\\u50cf\\u5956', u'\\u5bfc\\u6f14', u'\\u6267\\u5bfc', u'\\u4e0d\\u9519', u'\\u6837\\u5b50', u'\\u770b\\u5427', u'\\u6dd8\\u5b9d\\u7535\\u5f71']\n",
+        "[u'\\u786c']\n",
+        "[u'\\u5de5\\u4fe1\\u90e8', u'\\u56de\\u5e94', u'\\u5c4f\\u853d', u'\\u7ffb\\u5899', u'\\u8f6f\\u4ef6', u'\\u4e2d\\u56fd', u'\\u8981\\u5b88', u'\\u4e2d\\u56fd', u'\\u6cd5\\u5f8b']\n",
+        "[u'\\u54c8\\u54c8\\u54c8\\u54c8', u'\\u670b\\u53cb', u'\\u5229\\u7528', u'\\u670b\\u53cb\\u5708', u'\\u5356\\u4e1c\\u897f', u'\\u6d41\\u6c34', u'\\u4e07', u'\\u7ecf\\u9a8c', u'\\u5206\\u4eab', u'\\u827e\\u745e\\u514b', u'\\u732b', u'\\u62d6', u'\\u5bb6\\u4ea7', u'\\u6570\\u5341\\u4ebf', u'\\u5bcc', u'\\u4e8c\\u4ee3', u'\\u670b\\u53cb', u'\\u804a\\u5929', u'\\u804a\\u804a', u'\\u521b\\u4e1a\\u9879\\u76ee', u'\\u559d', u'\\u53e3', u'\\u5496\\u5561', u'\\u571f\\u8c6a', u'\\u77e5\\u9053', u'\\u4e0d\\u5728\\u4e4e', u'\\u8d5a', u'\\u94b1', u'\\u68a6\\u60f3', u'\\u60f3', u'\\u6539\\u53d8', u'\\u4e16\\u754c', u'\\u5206\\u4eab', 'make', 'th', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5854\\u6728\\u5fb7', u'\\u8bf4', u'\\u80fd\\u591f', u'\\u5f97\\u5230', u'\\u4e1c\\u897f', u'\\u4ef7\\u503c']\n",
+        "[u'\\u7b2c\\u4e03\\u4e2a', u'\\u7ec8\\u4e8e', u'\\u4e2a\\u4eba\\u5e10\\u6237', u'\\u53d8\\u6210', u'\\u6b63\\u503c', u'\\u6109\\u5feb', u'\\u73a9\\u800d', u'\\u5fae\\u535a\\u53bb', u'\\u65c5\\u884c', u'\\u5fae\\u535a\\u53bb', u'\\u65c5\\u884c', u'\\u5fae\\u535a\\u53bb', u'\\u65c5\\u884c']\n",
+        "[u'\\u6bcf\\u5929', u'\\u76fc\\u671b', u'\\u524d\\u53f0', u'\\u5934\\u50cf', u'\\u95ea\\u52a8', u'\\u6bcf\\u6b21', u'\\u7b49\\u5f85', u'\\u597d', u'\\u51e0\\u5929', u'\\u4e4b\\u540e', u'\\u8bf4\\u8bdd', u'\\u770b\\u5230', u'\\u8bf4', u'\\u7279\\u522b', u'\\u9ad8\\u5174', u'\\u7279\\u522b', u'\\u6fc0\\u52a8', u'\\u8bf4', u'\\u5feb\\u9012', 'qq']\n",
+        "[u'\\u5934', u'\\u4e00\\u6b21', u'\\u5929', u'\\u9ed1', u'\\u516c\\u53f8']\n",
+        "[u'\\u7ea6']\n",
+        "[u'\\u5378\\u8f7d', u'\\u7a7a\\u95f4', u'\\u6574\\u4e2a', u'\\u4e16\\u754c', u'\\u7f8e\\u597d', 'qq']\n",
+        "[u'\\u7f8e\\u7f8e', u'\\u54d2']\n",
+        "[]\n",
+        "[u'\\u6295\\u964d', u'\\ud83c', u'\\udf0d', u'\\u4eba']\n",
+        "[u'\\u4e70\\u4e70', u'\\u4e70', u'\\u5ba2\\u6237\\u7aef', u'\\u505a', u'\\u8212\\u670d', u'\\u70b9', u'\\u5f53\\u5f53\\u8bfb\\u4e66\\u6c47']\n",
+        "[u'\\u9009\\u98df\\u6750', u'\\u6211\\u51fa', u'\\u83dc\\u8c31']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u5b59\\u8679\\u70e8', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u5b59\\u8679\\u70e8', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u5e78\\u597d', u'\\u54e5\\u85cf', u'\\u597d']\n",
+        "[u'\\u592a\\u9633', u'\\u800d']\n",
+        "[u'\\u5168\\u662f', u'\\u7236\\u6bcd', u'\\u5b69\\u5b50']\n",
+        "[u'\\u6e56\\u9762', u'\\u4e0a\\u8fde\\u4e2a', u'\\u6ed1\\u51b0', u'\\u8d70\\u5230', u'\\u6e56', u'\\u4e2d\\u5fc3', u'\\u5c0f\\u5c4b', u'\\u5904', u'\\u62cd\\u7247', u'\\u4e0d\\u8981\\u547d', u'\\u6444\\u5f71\\u5e08']\n",
+        "[u'\\u5708\\u4e2a', u'\\u5708\\u5708', u'\\u6536\\u8d39', u'\\u4e0d\\u670d']\n",
+        "[u'\\u5730\\u94c1', u'\\u6da8\\u591a', u'\\u597d']\n",
+        "[u'\\u5fcd\\u4e0d\\u4f4f', u'\\u8d2d\\u4e70', u'\\u4e00\\u4e2a', u'\\u5730\\u65b9', u'\\u77e5\\u9053', u'\\u5143\\u5f20', u'\\u9650\\u91cf', u'\\u62a2', u'\\u771f\\u5fc3', u'\\u4e0d\\u9519', u'\\u770b\\u5427', u'\\u6dd8\\u5b9d\\u7535\\u5f71']\n",
+        "[u'\\u55e8', u'\\u4eb2', u'\\u9080\\u8bf7', u'\\u7801', u'\\u4e0b\\u8f7d', u'\\u6ce8\\u518c', u'\\u79ef\\u5206', u'\\u5230\\u624b', u'\\u4e00\\u540c', u'\\u73a9\\u8f6c', u'\\u70b9\\u540d', u'\\u65f6\\u95f4', 'app']\n",
+        "[u'\\u667a\\u80fd', u'\\u76f8\\u6846', u'\\u53ea\\u80fd', u'\\u773c\\u955c', u'\\u667a\\u80fd', u'\\u6e29\\u5ea6\\u8ba1', u'\\u667a\\u80fd', u'\\u5e8a\\u57ab', u'\\u56f4\\u5dfe', u'\\u667a\\u80fd', u'\\u771f\\u662f', u'\\u968f\\u4fbf', u'\\u4e00\\u4e2a', u'\\u540d\\u5b57', u'\\u524d\\u8fb9', u'\\u80fd\\u52a0', u'\\u667a\\u80fd', u'\\u4e24\\u4e2a', u'\\u5b57']\n",
+        "[u'\\u5fae\\u535a', u'\\u652f\\u4ed8', u'\\u8d62', u'\\u5929\\u5929', u'\\u514d\\u5355', u'\\u5c0f\\u4f19\\u4f34', u'\\u8bd5\\u8bd5']\n",
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+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'angelababy', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0']\n",
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+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'angelababy']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u83ab\\u540d\\u5176\\u5999', u'\\u8bf4', u'\\u6d41\\u91cf', u'\\u8d85', u'\\u5347\\u7ea7', u'\\u4e0b', u'\\u5957\\u9910', u'\\u8bdd\\u8d39', u'\\u8fd4\\u56de', u'\\u79fb\\u52a8', u'\\u826f\\u5fc3']\n",
+        "[u'\\u597d', u'\\u597d\\u50cf', u'\\u6fc0\\u6d3b', u'\\u4e0b', u'\\u82f9\\u679c']\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u62d0\\u4e2a', u'\\u7687\\u5e1d', u'\\u56de', u'\\u73b0\\u4ee3', u'\\u7504', u'\\u5b1b', u'\\u8c22\\u8c22', u'\\u7ebd\\u7ea6', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
+        "[u'\\u8fdb\\u4eac', u'\\u8bc1']\n",
+        "[]\n",
+        "[u'\\u8fdb\\u884c', u'\\u88f8\\u673a', u'\\u7ba1\\u7406', u'\\u5bb9\\u5668', u'\\u7ba1\\u7406', u'\\u9010\\u6b65', u'\\u8fdb\\u5165', u'\\u751f\\u4ea7', u'\\u73af\\u5883', 'openstack', 'docker']\n",
+        "[u'\\u9047\\u89c1', u'\\u5317\\u79d1', u'\\u8d1d\\u58f3', u'\\u518d\\u89c1']\n",
+        "[u'\\u5347', u'\\u7b49\\u7ea7', u'\\u798f\\u5229', u'\\u4eab', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u60f3\\u60f3', u'\\u6709\\u70b9', u'\\u5c0f', u'\\u6fc0\\u52a8', u'\\u5c0f\\u4f19\\u4f34', u'\\u513f\\u4eec', u'\\u901f\\u6765', u'\\u56f4\\u89c2', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u5fae\\u535a\\u8bf4', u'\\u6295\\u7968', u'\\u5b9e\\u9645', u'\\u6295\\u7968', u'\\u4e00\\u4e2a', u'\\u5047\\u5fae\\u535a', u'\\u9a97', u'\\u8f6c\\u53d1']\n",
+        "[]\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u7238\\u7238', u'\\u7b2c\\u4e09\\u5b63', u'\\u5e0c\\u671b', u'\\u53c2\\u52a0', u'\\u6295\\u7ed9', u'\\u97e9\\u5bd2', u'\\u5973\\u513f', u'\\u97e9', u'\\u5c0f\\u91ce', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u7238\\u7238\\u53bb\\u54ea3']\n",
+        "[u'\\u4ee3\\u7406']\n",
+        "['purely', 'interpretative', 'optimizations']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u4e00\\u6574\\u5957', u'\\u7cfb\\u7edf\\u76d1\\u63a7', u'\\u8c03\\u4f18', u'\\u65b9\\u6848', u'\\u5de5\\u5177', 'zray', 'zendserver']\n",
+        "[u'\\u6db2', u'\\u5df2\\u7ecf', u'\\u9886\\u53d6', u'\\u5165\\u573a\\u5238', u'\\u73b0\\u5728', u'\\u613f\\u610f', u'\\u5e74', u'\\u4f1a\\u4e0a', u'\\u5403', u'\\u597d', u'\\u559d\\u8db3', u'\\u73a9', u'\\u987a\\u4fbf', u'\\u4e2d\\u4e2a', u'\\u5956', 'high', 'yes', u'\\u5546\\u4e1a\\u4ea7\\u54c1\\u90e8\\u5e74\\u4f1a']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u597d\\u4e1c\\u897f\\u4f20\\u9001\\u95e8 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5de5\\u5177', u'\\u7cfb\\u5217', u'\\u7c7b', u'\\u5de5\\u5177', u'\\u6bd4\\u8f83', u'\\u5c0f', u'\\u5386\\u53f2', u'\\u6bd4\\u8f83', u'\\u60a0\\u4e45', u'\\u6311', u'\\u4e00\\u4e9b', u'\\u5c0f\\u5757\\u5934', u'\\u7b80\\u5355', u'\\u770b\\u770b', u'\\u89d2\\u5ea6', u'\\u7279\\u522b', u'\\u60f3', u'\\u5b66\\u4e60', u'\\u8bf7\\u6c42', u'\\u8ba4\\u4e3a', u'\\u6240\\u6709', u'\\u4ee3\\u7801', u'\\u4e2d', u'\\u6700', u'\\u68d2', u'\\u5b8c\\u5168', u'\\u5403\\u900f', u'\\u6240\\u5411\\u62ab\\u9761', u'\\u5355\\u4ece', u'\\u7f51\\u7edc\\u5c42', u'\\u6765\\u8bf4', u'\\u4f10\\u5584', u'\\u9648', u'\\u6269\\u5c55', u'\\u6a21\\u5757', u'\\u8bbe\\u8ba1', u'\\u65b9\\u5f0f', u'\\u89e3\\u91ca', u'\\u8bed\\u8a00', u'\\u601d\\u8def', u'\\u7ecf\\u5178', u'\\u5b9e\\u73b0', 'gnu', 'libcurl', 'client', 'http', 'nginx', 'php', 'ext']\n",
+        "[u'\\u63a8\\u8350', u'\\u5c11', u'\\u786c\\u4f24', u'\\u786c\\u4f24', u'\\u6700\\u8fd1', u'\\u51e0\\u5e74', u'\\u6807\\u51c6', u'\\u53d8\\u5316', u'\\u8fdb\\u5316', u'\\u6240\\u6709', u'\\u6e90\\u7801', u'\\u5e94\\u8be5', u'\\u8bf4', u'\\u5b9e\\u7528', u'\\u7cbe\\u534e', u'\\u503c\\u5f97', u'\\u4e00\\u8bfb', u'\\u6ce8', u'\\u672a\\u6765', u'\\u76ee\\u524d', u'\\u5947\\u6280\\u6deb\\u5de7', u'\\u653e', u'\\u4e00\\u8fb9', u'\\u9762\\u5411\\u672a\\u6765', u'\\u76f4\\u63a5', u'\\u4e0d\\u9519', u'\\u9009\\u62e9', 'mongodb', 'boost', 'asio', 'boost', 'library']\n",
+        "[u'\\u60f3\\u8bfb', u'\\u6784\\u5efa', u'\\u9ad8\\u6027\\u80fd', u'\\u7ad9\\u70b9', 'web']\n",
+        "[u'\\u60f3\\u8bfb', u'\\u5927\\u89c4\\u6a21', u'\\u670d\\u52a1', u'\\u5f00\\u53d1\\u6280\\u672f', 'web']\n",
+        "[u'\\u7ffb\\u8bd1']\n",
+        "[u'\\u5927\\u578b', u'\\u5de5\\u7a0b', u'\\u6e90\\u7801', u'\\u9605\\u8bfb', u'\\u5de5\\u5177', u'\\u7b2c\\u4e2a', u'\\u60f3\\u5230', u'\\u7b2c\\u4e2a', u'\\u53c2\\u52a0', u'\\u5de5\\u4f5c', u'\\u65f6', u'\\u540c\\u5b66', u'\\u63a8\\u8350', u'\\u7b2c\\u4e2a', u'\\u7b2c\\u4e2a', u'\\u7b2c\\u4e2a', 'slickedit', 'source', 'insight', 'vim', 'ctags', 'cscope', 'source', 'navigator', 'understand', 'engineer', 'java']\n",
+        "[u'\\u8bfb\\u8fc7', u'\\u4e13\\u5bb6', u'\\u624b\\u518c', u'\\u8fdb\\u9636', u'\\u4e24\\u5468', u'\\u505a', u'\\u6570\\u636e', u'\\u5e76\\u884c', u'\\u8bad\\u7ec3', u'\\u672c\\u4e66', u'\\u8bfb', u'\\u6b63\\u662f', 'cuda', 'cuda', 'multi', 'gpu', 'dnn']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5b59\\u949f\\u79c0', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u6559\\u7a0b', u'\\u6ce8\\u91ca', u'\\u5168', u'\\u63a8\\u8350', u'\\u5fae\\u76d8', u'\\u6e7e\\u533a\\u8bc4\\u8bba']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'dnn', 'ea', 'pdf', u'\\u5fae\\u76d8', u'\\u5f90\\u9b41k\\u5c11']\n",
+        "[u'\\u8ba8\\u538c', u'\\u4e0a\\u73ed', u'\\u8bfb', u'\\u6587\\u7ae0', u'\\u5b9e\\u73b0', u'\\u7b97\\u6cd5', u'\\u8dd1', u'\\u51e0\\u7ec4', u'\\u5b9e\\u9a8c', u'\\u611f\\u5230', u'\\u5174\\u594b', u'\\u4e8b\\u60c5', u'\\u4e09\\u5468', u'\\u5b9e\\u73b0', u'\\u4e24\\u7bc7', u'\\u6587\\u7ae0', u'\\u65b9\\u6cd5', u'\\u6a21\\u578b', u'\\u5927\\u5c0f', u'\\u51cf\\u5c11', u'\\u6700\\u521d', u'\\u51c6\\u786e\\u7387', u'\\u4e0b\\u964d', u'\\u73b0\\u5728', u'\\u95ee\\u9898', u'\\u8bad\\u7ec3', u'\\u6570\\u4ebf', u'\\u6837\\u672c', u'\\u65f6\\u95f4', u'\\u96be\\u4ee5\\u5fcd\\u53d7', u'\\u505a', u'\\u505a', u'\\u6570\\u636e', u'\\u5e76\\u884c', u'\\u52a0\\u901f', u'\\u60f3', u'\\u73a9', u'\\u5f88\\u4e45', 'dnn', 'gpu', 'gpu', 'multi', 'gpu', 'programming']\n",
+        "[u'\\u753b\\u4e2a', u'\\u56fe', u'\\u6548\\u7387', 'python']\n",
+        "[u'\\u4e24\\u5757', u'\\u5361', u'\\u63d0\\u901f', u'\\u52a0', u'\\u56db\\u5757', u'\\u5361\\u8981', u'\\u6362\\u6210', u'\\u77ff\\u673a', u'\\u673a\\u67b6']\n",
+        "[u'\\u6bb5\\u65f6\\u95f4', u'\\u8bfe\\u7a0b', u'\\u5f02\\u6784', u'\\u5e76\\u884c', u'\\u7f16\\u7a0b', u'\\u540c\\u5b66', u'\\u626f\\u6de1', u'\\u63a2\\u8ba8', u'\\u5b66\\u4e60', u'\\u7f16\\u7a0b', u'\\u4e2d', u'\\u9047\\u5230', u'\\u56f0\\u96be', 'coursera', 'community', 'ta']\n",
+        "[u'\\u6bb5\\u65f6\\u95f4', u'\\u8bfe\\u7a0b', u'\\u5f02\\u6784', u'\\u5e76\\u884c', u'\\u7f16\\u7a0b', u'\\u540c\\u5b66', u'\\u626f\\u6de1', u'\\u63a2\\u8ba8', u'\\u5b66\\u4e60', u'\\u7f16\\u7a0b', u'\\u4e2d', u'\\u9047\\u5230', u'\\u56f0\\u96be', 'coursera', 'community', 'ta']\n",
+        "[u'\\u6709\\u6ca1\\u6709', u'\\u597d\\u7528', u'\\u5de5\\u5177', u'\\u6570\\u5b57', u'\\u8f6c', u'\\u6587\\u7ae0', u'\\u6750\\u6599', u'\\u63a8\\u8350', 'text', 'normalization', 'word', 'copper', 'pku', u'\\u597d\\u4e1c\\u897f\\u4f20\\u9001\\u95e8', u'\\u9ec4\\u6d69XJU']\n",
+        "[u'\\u540c\\u4e8b', u'\\u8bb2', u'\\u7bc7', u'\\u8de8\\u754c', u'\\u8bba\\u6587', u'\\u8111\\u6d1e', u'\\u5927\\u5f00', u'\\u7406\\u89e3', u'\\u8bba\\u6587', u'\\u8fc7\\u7a0b', u'\\u4e2d', u'\\u63a8\\u8350', u'\\u7cfb\\u7edf', u'\\u77e5\\u8bc6', 'reading', 'group', 'sparse', 'model']\n",
+        "[u'\\u6709\\u65f6\\u5019', u'\\u77e5\\u9053', u'\\u50bb', u'\\u903c', u'\\u5de5\\u5177', u'\\u50bb', u'\\u903c', u'\\u8279']\n",
+        "[u'\\u8bed\\u8a00', u'\\u5b66\\u4e60', u'\\u793e\\u533a', u'\\u4e00\\u8d77', u'\\u5347\\u7ea7', u'\\u82f1\\u8bed', u'\\u6d41\\u5229', u'\\u8bf4', u'\\u4e0a\\u7ebf', u'\\u7528\\u6237', u'\\u793e\\u533a', u'\\u53d8\\u4e3a', u'\\u7b2c\\u4e00', u'\\u5c42\\u7ea7', u'\\u5206\\u4eab', u'36\\u6c2a\\uff09']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u5927\\u8138\\u6491\\u5728\\u5c0f\\u80f8']\n",
+        "[]\n",
+        "[u'\\u6740', u'\\u65f6\\u95f4', u'\\u5355\\u5237', u'\\u5fae\\u535a', u'\\u591f', u'\\u5c0f\\u6e38\\u620f', u'\\u6ee1\\u8db3', u'\\u65b0\\u7248', u'\\u9002\\u914d', u'\\u7cbe\\u5f69', u'\\u9891\\u9053', u'\\u805a\\u5408', u'\\u5185\\u5bb9', u'\\u4f9b', u'\\u56f4\\u89c2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'weico', 'iphone', 'plus', 'weico']\n",
+        "[u'\\u300e', u'\\u300f', 'css', 'get', 'excited', 'webdesigner', 'depot']\n",
+        "[u'\\u300e', u'\\u300f', 'introduction', 'html', 'imports', 'webcomponents', 'org']\n",
+        "[u'\\u300e', u'\\u300f', 'turn', 'es', 'code', 'readable', 'vanilla', 'es']\n",
+        "['sass', 'guidelines']\n",
+        "[]\n",
+        "[u'\\u53d1\\u5e03', 'node', 'js']\n",
+        "[u'\\u767e\\u5ea6', u'\\u4e27\\u5fc3\\u75c5\\u72c2', u'\\u767e\\u5ea6\\u7528\\u6237\\u4f53\\u9a8c\\u90e8', u'\\u767e\\u5ea6\\u6280\\u672f\\u6c99\\u9f99', u'\\u767e\\u5ea6MUX', u'\\u767e\\u5ea6\\u8054\\u76dfUEO', u'\\u767e\\u5ea6\\u5f00\\u653e\\u4e91', u'\\u767e\\u5ea6\\u4e91']\n",
+        "[]\n",
+        "[u'\\u4eca\\u5929', u'\\u5076\\u7136', u'\\u53d1\\u73b0', u'\\u7248', u'\\u5347\\u7ea7', u'\\u540e', u'\\u597d\\u591a', u'\\u6e32\\u67d3', u'\\u95ee\\u9898', 'mac', 'chrome', 'fix']\n",
+        "[u'\\u6211\\u7684\\u5370\\u8c61\\u7b14\\u8bb0 ']\n",
+        "[u'\\u51fd\\u6570', u'\\u5f0f', u'\\u7f16\\u7a0b']\n",
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+        "[]\n",
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+        "[u't.A.T.u.#\\u7684\\u5355\\u66f2', u'enjoy\\u5e94\\u7528 \\u5206\\u4eab\\u4e86Loves Me']\n",
+        "[u'\\u5206\\u4eab', u'\\u5173\\u4e0d\\u4e0a', u'\\u7a97', u'\\u5468\\u4f20\\u96c4#\\u7684\\u5355\\u66f2', u'enjoy\\u5e94\\u7528']\n",
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+        "['maker', u'Trouble Maker#\\u7684\\u5355\\u66f2', u'enjoy\\u5e94\\u7528 \\u5206\\u4eab\\u4e86Trouble']\n",
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+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u9b3c\\u811a\\u4e03\\u76842014 \\u7684\\u6587\\u7ae0']\n",
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+        "[]\n",
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+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
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+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
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+        "['different', 'atlas', 'vagrantbox', 'es']\n",
+        "['know', 'size', 'one', 'box']\n",
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+        "[u'\\u521b\\u59cb\\u4eba', u'\\u516c\\u53f8', u'\\u679c\\u58f3', u'\\u7f51', u'\\u5408\\u4f5c', u'\\u4e2d\\u5173\\u6751', u'\\u521b\\u4e1a', u'\\u5927\\u8857', u'\\u5929\\u4f7f', u'\\u6c47', u'\\u5927\\u5c4f\\u5e55', u'\\u73b0\\u573a\\u76f4\\u64ad', u'\\u4e16\\u754c', u'\\u9996\\u679a', u'\\u843d\\u5730', u'\\u56de\\u6536', u'\\u8fd0\\u8f7d\\u706b\\u7bad', u'\\u53d1\\u5c04', u'\\u8fd4\\u56de', u'\\u5b9e\\u51b5', u'\\u73b0', u'\\u5f81\\u96c6', u'\\u72ec\\u5bb6', u'\\u6d3b\\u52a8', u'\\u8d5e\\u52a9', u'\\u51a0\\u540d', u'\\u5546', u'\\u6709\\u610f', u'\\u8bf7', u'\\u63a5\\u6d3d', u'\\u5fae\\u4fe1', 'spacex', 'tesla', 'guokr', 'spacex', 'pascal']\n",
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+        "[u'\\u4eca\\u5929', u'\\u5929', u'\\u4e0d\\u9519']\n",
+        "[u'\\u606d\\u559c', u'moliusong']\n",
+        "[u'\\u4e2d\\u5173\\u6751', u'\\u4e00\\u7ad9']\n",
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+        "[u'\\ufe6b', u'\\u5de1\\u903b', u'\\u65e5\\u672c', u'\\u6d3e\\u51fa\\u6240', u'\\u9a7b\\u8b66', u'\\u9a91', u'\\u81ea\\u884c\\u8f66', u'\\u5de1\\u903b', u'\\u4e16\\u754c', u'\\u6700', u'\\u5b89\\u5168', u'\\u56fd\\u5bb6', 'douglaswan', 'twitter']\n",
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+        "['rt', 'expressing', 'feelings', 'today', 'events', 'france', 'pictures', 'like', u'BBCtrending: Now, thousands']\n",
+        "[u'\\u4eca\\u5929', u'\\u770b\\u5230', u'\\u597d\\u591a', u'\\u5fae\\u535a', u'\\u81ea\\u52a8\\u673a', u'\\u7406\\u8bba', u'\\u8bed\\u8a00', u'\\u8ba1\\u7b97', u'\\u5bfc\\u8bba', u'\\u672c\\u4e66', u'\\u4e0d\\u9519', u'\\u5efa\\u8bae', u'\\u8d2d\\u5165', u'\\u672c\\u4e66', u'\\u7b2c\\u4e09\\u7248', u'\\u524d', u'\\u4e24\\u7248', u'\\u662f\\u4ece', u'\\u5b9e\\u7528', u'\\u89d2\\u5ea6', u'\\u51fa\\u53d1', u'\\u5199', u'\\u5f62\\u5f0f\\u5316', u'\\u4e1c\\u897f', u'\\u4e0d\\u9519', u'\\u5bb9\\u6613', u'\\u61c2', 'fsm']\n",
+        "[u'\\u03a3', u'\\u03b4', u'\\u03a3', u'\\u0393', u'\\u03b4', 'fa', 'pda']\n",
+        "[u'\\u4e0d\\u53ef\\u77e5\\u8bba', u'\\u597d', u'\\u5e05\\u6c14']\n",
+        "[u'\\u4eca\\u5e74', u'\\u8981\\u52a0', u'\\u95f0\\u79d2']\n",
+        "[u'\\u4e09\\u5e74', u'\\u5973\\u513f\\u7ea2', u'\\u4e00\\u575b']\n",
+        "[u'\\u674e\\u9999\\u5170', u'\\u53bb\\u5e74', u'\\u4e5d\\u6708', u'\\u53bb\\u4e16', u'\\u4f24\\u5fc3']\n",
+        "['rt', 'denies', 'reports', 'least', 'one', 'person', 'killed', 'shootout', 'charliehebdo', u'BBCBreaking: French prosecutor']\n",
+        "['rt', 'gunmen', 'believed', 'holed', 'construction', 'printing', 'company', 'schools', 'close', 'police', 'trying', u'BBCChrisMorris: Building where']\n",
+        "['rt', 'turned', 'companies', u'justincormack: Unix commands', u'goodmachine at', u'thingmonk']\n",
+        "[u'\\u54c8\\u54c8\\u54c8', u'\\u8d1d\\u585e\\u5c14', u'\\u66f2\\u7ebf', u'\\u73a9\\u5177', 'ti', 'plus']\n",
+        "[u'\\u611f\\u89c9', u'\\u6dd8\\u5b9d', u'\\u4fbf\\u5b9c', u'\\u597d\\u591a']\n",
+        "[u'\\u5a18', u'\\u591a\\u4e2a', u'\\u540d\\u5b57', 'allen', 'guang', 'wong', 'freeman', 'love', 'hikaru', 'ichijyo']\n",
+        "[u'\\u4eba\\u4ef6', u'\\u7ffb\\u8bd1', u'\\u4eba', u'\\u8bdd', u'\\u5367\\u69fd', u'\\u5f3a']\n",
+        "[u'\\u6837\\u6761', u'\\u66f2\\u7ebf', u'\\u54d2', u'\\uff3e', u'\\uff3e']\n",
+        "['rt', 'watching', 'mate', 'news', 'uh', 'huh', u'mrjamieeast: \"What you']\n",
+        "[u'\\u663e\\u793a', u'\\u5b9a\\u4f4d', u'\\u5389\\u5bb3', u'iTwoEleven']\n",
+        "[u'\\u771f', u'\\u5a01\\u6b66', u'iTwoEleven']\n",
+        "[u'\\u770b\\u770b', u'\\u8bc4\\u8bba', u'\\u5b9e\\u73b0', 'guangwong', 'http', 'proxy']\n",
+        "[u'\\u535a\\u5ba2', u'\\u4e0a\\u7ebf', u'\\u653e', u'\\u4e00\\u4e9b', u'\\u4ee5\\u524d', u'\\u5199', u'\\u95f2\\u6587', u'\\u51e0\\u7bc7', u'\\u4ee5\\u540e', u'\\u518d', u'\\u6162\\u6162', u'\\u5b8c\\u5584', u'\\u5185\\u5bb9']\n",
+        "[u'\\u535a\\u5ba2', u'\\u4e0a\\u7ebf', u'\\u653e', u'\\u4e00\\u4e9b', u'\\u4ee5\\u524d', u'\\u5199', u'\\u95f2\\u6587', u'\\u51e0\\u7bc7', u'\\u4ee5\\u540e', u'\\u518d', u'\\u6162\\u6162', u'\\u5b8c\\u5584', u'\\u5185\\u5bb9']\n",
+        "[]\n",
+        "[u'\\u524d\\u7aef', u'\\u6280\\u672f\\u6c34\\u5e73']\n",
+        "[u'\\u6d59\\u6c5f', u'\\u5c0f\\u8d29', u'\\u8eb2', u'\\u57ce\\u7ba1', u'\\u65f6', u'\\u8f67\\u6b7b', u'\\u5c81', u'\\u513f\\u5b50', u'\\u4e0b\\u5348', u'\\u70b9', u'\\u5de6\\u53f3', u'\\u57ce\\u7ba1', u'\\u51fa\\u73b0', u'\\u6446\\u644a', u'\\u5c0f\\u8d29', u'\\u7eb7\\u7eb7', u'\\u8dd1', u'\\u5f00', u'\\u7236\\u4eb2', u'\\u8eb2\\u907f', u'\\u57ce\\u7ba1', u'\\u53d1\\u52a8', u'\\u8f66\\u8f86', u'\\u649e\\u5012', u'\\u513f\\u5b50', u'\\u76d1\\u63a7', 'rt', u'freemoren:']\n",
+        "[u'\\u6f6e\\u4e2d\\u4eba', u'\\u6f6e\\u5dde\\u83dc', u'\\u676d\\u5dde\\u5e02', u'\\u6d59\\u6c5f\\u7701']\n",
+        "[u'\\u5434', u'\\u5c71\\u9a7f', u'\\u56fd\\u9645', u'\\u9752\\u5e74', u'\\u65c5\\u793e', 'hangzhou', 'zhejiang']\n",
+        "[u'\\u6cb3\\u574a', u'\\u8857', 'hefang', 'street', 'hangzhou', 'zhejiang']\n",
+        "[u'\\u676d\\u5dde\\u5e02', 'hangzhou', 'wushanyi', 'intl', 'youth', 'hostel']\n",
+        "[u'\\u5fa1\\u7528', u'\\u54c1\\u724c', u'dearkani']\n",
+        "[u'\\u5475\\u5475', u'paveo']\n",
+        "[u'\\u5b89\\u5168\\u90e8', u'\\u611f\\u89c9', u'\\u597d', u'\\u5c4c', u'\\u53bb\\u5e74', u'\\u611f\\u89c9', u'\\u4e00\\u7fa4', u'\\u6b7b\\u5b85', u'\\u7537', u'\\u90e8\\u95e8']\n",
+        "[]\n",
+        "[u'\\u64e6', u'\\u4e00\\u4e2a', u'\\u5e93', u'\\u6709\\u4eba', u'\\u63d0', 'fork', 'pr']\n",
+        "[u'\\u64e6', u'\\u4e00\\u4e2a', u'\\u5e93', u'\\u6709\\u4eba', u'\\u63d0', u'\\u5e02\\u573a', u'\\u4e00\\u4e0d\\u5c0f\\u5fc3', u'\\u6210', u'\\u4e00\\u4efd', 'fork', 'pr', 'fork']\n",
+        "[u'\\u82f1\\u8bed', u'\\u91cd\\u8981', u'\\u56de\\u4e2a', u'\\u8001\\u5916', u'\\u6211\\u67e5', u'\\u534a\\u4e2a', u'\\u5c0f\\u65f6', u'\\u8bcd\\u624d', u'\\u6512', u'\\u4e24\\u53e5', 'issue', u'\\u7a7f\\u8fc7\\u9633\\u5149\\u7684\\u7a97']\n",
+        "[u'\\u8bf4', u'\\u7ea2\\u5305', u'horse', u'paveo ...']\n",
+        "[u'\\u8981\\u5b66', u'\\u82f1\\u8bed']\n",
+        "[u'\\u3042', u'\\u306a', u'\\u305f', u'\\u306e', u'\\u6bce', u'\\u3092', u'\\u52a0\\u901f', u'\\u3059', u'\\u308b', u'\\u3067', u'\\u5b9f', u'\\u73fe', u'\\u3059', u'\\u308b', u'\\u4f7f', u'\\u3044', u'\\u306b', u'\\u3082', u'\\u4f7f', u'\\u3046', u'\\u5834\\u6240', u'\\u306b', u'\\u3082', u'\\u3057', u'\\u3070', u'\\u3089', u'\\u308c', u'\\u306a', u'\\u3044', u'\\u65b0', u'\\u3057', u'\\u3044', u'\\u30e2', u'\\u30d0', u'\\u30a4', u'\\u30eb', u'\\u30ef', u'\\u30fc', u'\\u30af', u'\\u30b9', u'\\u30bf', u'\\u30a4', u'\\u30eb', u'\\u30e0', u'\\u30fc', u'\\u30d3', u'\\u30fc', u'\\u516c\\u958b', u'\\u4e2d', 'rt', 'surface', 'pro', 'web', u'SurfaceJP:']\n",
+        "['rt', 'relevant', 'inspirational', 'ideas', 'come', 'together', 'specialty', 'coffe', u'SpecialtyCoffee: #SCAA2015:']\n",
+        "['zard', 'album', 'collection', 'medoley']\n",
+        "[u'\\u4e0a\\u6d77', u'\\u5e94\\u6025', u'\\u529e', u'\\u53d1\\u8a00\\u4eba', u'\\u4e0a\\u6d77', u'\\u666e\\u901a\\u8bdd']\n",
+        "[u'\\u771f\\u4e3a', u'\\u673a\\u667a', u'\\u611f\\u5230', u'\\u9707\\u60ca']\n",
+        "[u'\\u81ea\\u7531\\u8f6f\\u4ef6', u'\\u771f']\n",
+        "[u'\\u6c42', u'\\u7ec8\\u7aef', u'\\u914d\\u8272', u'\\u8d8a\\u8d8a', u'\\u597d', 'rt', 'gay', u'paveo:']\n",
+        "[u'\\u8ba4\\u540c', u'queenz']\n",
+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u62a0', u'\\u811a', u'\\u5927\\u6c49', u'\\u8fd9\\u70b9', u'\\u8868\\u73b0', u'\\u81ea\\u7136\\u800c\\u7136', u'\\u9752\\u51fa\\u4e8e\\u84dd', u'\\u62a0', 'rt', u'txyyss: Richard Stallman']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u60ef\\u4f8b', u'\\u60ef\\u4f8b', u'\\u60ef\\u4f8b', u'\\u60ef\\u4f8b', u'\\u60ef\\u4f8b', u'\\u60ef\\u4f8b', u'\\u60ef\\u4f8b', u'\\u60ef\\u4f8b', u'\\u60ef\\u4f8b', u'\\u60ef\\u4f8b', u'\\u60ef\\u4f8b']\n",
+        "[u'\\u5feb\\u7ed9\\u6211', u'\\u4ecb\\u7ecd', u'losabare \\u554a\\uff01 \\u662f\\u554a\\uff01']\n",
+        "[u'\\u597d\\u723d', u'\\u8fa9\\u8bba', u'\\u7b2c\\u4e8c\\u5c4a', u'\\u56fd\\u9645', u'\\u534e\\u8bed', u'\\u8fa9\\u8bba', u'\\u9080\\u8bf7\\u8d5b', u'\\u54f2\\u7406', u'\\u8fa9\\u8bba', u'\\u9ec4\\u6267\\u4e2d', u'\\u5468\\u7384\\u6bc5', u'\\u8fa9\\u8bba', u'\\u65b0', u'\\u8d5b\\u5236', u'\\u9996\\u8fa9\\u4e3b', u'\\u51b0\\u7237', u'\\u597d', 'vs']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u306e', u'\\u9000\\u5f79', u'\\u8ecd\\u4eba', u'\\u4ea4\\u901a\\u4e8b\\u6545', u'\\u3092', u'\\u3053', u'\\u3059', u'\\u8b66\\u514d', u'\\u8a31\\u898b', u'\\u305b', u'\\u3066', u'\\u7537\\u514d\\u8a31', u'\\u306f', u'\\u3044', u'\\u8b66', u'\\u3042', u'\\u30fc', u'\\u305d', u'\\u3046', u'\\u305d', u'\\u3046', u'\\u3053', u'\\u308c', u'\\u3053', u'\\u308c', u'\\u3063', u'\\u3066', u'\\u3053', u'\\u308c', u'\\u5f0f', u'\\u6b69', u'\\u5175', u'\\u6226', u'\\u95d8', u'\\u8eca', u'\\u306e', u'\\u514d\\u8a31', u'\\u3058', u'\\u3083', u'\\u306d', u'\\u3048', u'\\u304b', u'\\u7537', u'\\u3048', u'\\u3063', u'\\u8b66', u'\\u3048', u'\\u3063', u'\\u7537', u'\\u3082', u'\\u3057', u'\\u304b', u'\\u3057', u'\\u3066', u'\\u3053', u'\\u308c', u'\\u3058', u'\\u3083', u'\\u8eca', u'\\u904b', u'\\u8ee2', u'\\u3067', 'rt', u'Andokoro:']\n",
+        "[u'\\u81c9', u'\\u8f03', u'\\u611f\\u89ba', u'\\u840c\\u840c', u'\\u5660', 'tostring']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u8bed\\u6cd5', u'\\u89e3\\u6790', u'\\u751f\\u6210\\u5668', u'\\u5199', u'\\u5b8c', u'\\u2267', u'\\u2266', u'\\u62d6', u'\\u9ede\\u4e45', 'lr']\n",
+        "[u'\\u4eca\\u5929', u'\\u634b', u'\\u4e00\\u904d', u'\\u4ee3\\u7801', u'\\u8c03\\u6574', u'\\u7ed3\\u6784', u'\\u52a0', u'\\u4e00\\u5806', u'\\u6ce8\\u91ca', u'\\u4e0b', u'\\u4e00\\u6b65', u'\\u751f\\u6210', u'\\u529f\\u80fd', u'\\u505a', 'ast', 'lr', 'generator']\n",
+        "[u'\\u597d', u'\\u8bfb\\u4e66', u'\\u4e0d\\u6c42\\u751a\\u89e3', u'\\u6bcf\\u6709', u'\\u4f1a\\u610f', u'\\u6b23\\u7136', u'\\u5fd8\\u98df']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6dd8\\u5b9d', u'\\u53eb\\u677f', u'\\u56fd\\u5bb6', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u652f\\u6301', u'\\u6295\\u7ed9', u'\\u9171\\u6cb9', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u5357\\u65b9\\u90fd\\u5e02\\u62a5']\n",
+        "[u'\\u505a', u'\\u4e00\\u4e2a', u'\\u68a6', u'\\u68a6\\u89c1', u'\\u5fc3\\u91cc', u'\\u4e0d\\u723d', u'\\u5199', u'\\u90ae\\u4ef6', u'\\u55b7', u'\\u4e00\\u4e2a', u'\\u8fd0\\u8425']\n",
+        "[u'\\u63d0\\u4f9b', u'\\u4e00\\u4e2a', u'\\u7c7b\\u4f3c', u'\\u670d\\u52a1', u'\\u56fd\\u5185', u'\\u597d\\u50cf', u'\\u4ee3\\u66ff\\u54c1', 'jsbin', u'GitCafe']\n",
+        "[u'\\u597d', u'\\u633a', u'\\u597d', u'\\u670d\\u52a1', u'\\u642d', 'jsbin', u'GitCafe']\n",
+        "[u'\\u6ca1\\u5173\\u7cfb', u'\\u968f\\u7f18', u'Kouga_ T T\\u3002\\u3002\\u3002\\u3002']\n",
+        "[u'\\u771f\\u7406', u'\\u7a00\\u5c11', u'\\u5374', u'\\u603b\\u662f', u'\\u4f9b\\u8fc7\\u4e8e\\u6c42']\n",
+        "[u'\\u53ef\\u8fbe\\u6027', u'\\u68c0\\u6d4b', u'\\u4e09\\u8272', u'\\u6807\\u8bb0', u'\\u9ed1\\u8272', u'\\u53ef\\u8fbe', u'\\u5df2', u'\\u5904\\u7406', u'\\u5b50', u'\\u5f15\\u7528', u'\\u7070\\u8272', u'\\u53ef\\u8fbe', u'\\u672a', u'\\u5904\\u7406', u'\\u5b50', u'\\u5f15\\u7528', u'\\u767d\\u8272', u'\\u4e0d\\u53ef', u'\\u8fbe', 'gc']\n",
+        "[u'\\u60f3\\u4e0d\\u5230', u'\\u597d\\u591a', u'\\u60f3\\u8981\\u7ea2\\u73a9\\u5fae\\u62cd', u'\\u5e05\\u54e5\\u7f8e\\u5973', u'\\u7231\\u5fae\\u62cd']\n",
+        "[u'\\u521a\\u521a', u'\\u5165\\u9a7b', u'\\u6c42', u'\\u59d1\\u5a18', u'\\u5173\\u6ce8', u'\\u7f8e\\u4e3d\\u8bf4']\n",
+        "[u'\\u597d\\u4e66', u'\\u9053\\u884c', u'\\u4f5c\\u8005', u'\\u9e64\\u821f']\n",
+        "[u'\\u5feb\\u4e50', u'\\u5fc3\\u5883', u'\\u5728\\u4e8e', u'\\u5065\\u5eb7']\n",
+        "[u'\\u5206\\u4eab', u'\\u97e9\\u7490 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u6211\\u521a', u'\\u53c2\\u52a0', u'\\u7f51\\u76d8', u'\\u7a7a\\u95f4', u'\\u9886', u'\\u6ce8\\u518c', u'\\u83b7', u'\\u771f\\u6b63', u'\\u65e0\\u9650', u'\\u6c38\\u4e45', u'\\u7a7a\\u95f4', u'\\u81ea\\u52a8', u'\\u589e\\u957f', u'\\u5f15\\u7206', u'\\u4e91', u'\\u65f6\\u4ee3', u'\\u901f\\u5ea6', u'\\u53c2\\u4e0e', 'tb', u'115\\u7f51\\u76d8']\n",
+        "[u'\\u8001\\u5e08', u'\\u8bb2', u'\\u592a\\u597d\\u4e86', u'\\u5c24\\u5176', u'\\u8bb2\\u660e', u'\\u7a7a', u'\\u987d\\u7a7a', u'\\u5c0f\\u5b69\\u5b50', u'\\u8bdd\\u4e50', u'\\u56fd\\u5b66', u'\\u5df1\\u5b89\\u5148\\u751f']\n",
+        "[u'\\u773c\\u775b', u'\\u5e2e\\u89c6\\u969c', u'\\u4eba\\u58eb', u'\\u770b\\u6e05', u'\\u4e16\\u754c', u'\\u76f2\\u4eba', u'\\u8f85\\u52a9', u'\\u5e94\\u7528', u'\\u516c\\u76ca', u'\\u9879\\u76ee', 'eyes', 'next']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5b59\\u949f\\u79c0', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u6559\\u7a0b', u'\\u6ce8\\u91ca', u'\\u5168', u'\\u63a8\\u8350', u'\\u5fae\\u76d8', u'\\u6e7e\\u533a\\u8bc4\\u8bba']\n",
+        "[u'\\u606d\\u795d', u'\\u65b0\\u5e74\\u5feb\\u4e50']\n",
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+        "[u'\\u4eca\\u5929', u'\\u6b63\\u5f0f', u'\\u5ba3\\u5e03', u'\\u8fc1\\u79fb', u'\\u6280\\u672f', u'\\u73b0\\u5728', u'\\u7528\\u6237', u'\\u7248\\u672c', u'\\u8fdb\\u884c', u'\\u6d4f\\u89c8', u'\\u9ed8\\u8ba4', u'\\u4f7f\\u7528', u'\\u89c6\\u9891', u'\\u64ad\\u653e\\u5668', u'\\u4f7f\\u7528', u'\\u7f16\\u7801', u'\\u6280\\u672f', u'\\u5e26\\u6765', u'\\u5168\\u65b0', u'\\u5728\\u7ebf\\u89c6\\u9891', u'\\u6280\\u672f', u'\\u65b0', u'\\u5168\\u5c4f', 'youtube', 'flash', 'chrome', 'ie', 'safari', 'beta', 'firefox', 'html', 'google', 'vp', 'webrtc', 'html', 'api']\n",
+        "[u'\\u6570\\u636e\\u4e2d\\u5fc3', u'\\u5185\\u90e8', u'\\u4ea4\\u901a\\u5de5\\u5177', u'\\u4e0d\\u9519', u'\\u5185\\u90e8', u'\\u6e29\\u5ea6', u'\\u6570\\u636e\\u4e2d\\u5fc3', u'\\u9ad8', u'\\u8c8c\\u4f3c', u'\\u91c7\\u7528', u'\\u6c34\\u51b7', u'\\u4f9d\\u7136', u'\\u5c11\\u4e0d\\u4e86', u'\\u9500\\u6bc1', u'\\u786c\\u76d8', u'\\u56ed\\u533a', u'\\u91cc', u'\\u9cc4\\u9c7c', u'\\u5077', u'\\u670d\\u52a1\\u5668', u'\\u592a', u'\\u51f6\\u6b8b', 'inside', 'google', 'datacenter', 'google', 'dc', 'google', 'dc']\n",
+        "[u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u6211\\u521a', u'\\u9001', u'\\u5143', u'\\u73b0\\u91d1', u'\\u592a\\u8d5e', u'\\u8bd5\\u8bd5', u'\\u4e00\\u8d77\\u53d1\\u7ea2\\u5305\\u5427', u'\\u6765\\u53bb\\u4e4b\\u95f4']\n",
+        "[u'\\u4eba\\u54c1', u'\\u4eba\\u54c1', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u62a2', u'\\u4e00\\u8d77\\u53d1\\u7ea2\\u5305\\u5427', u'\\u6765\\u53bb\\u4e4b\\u95f4']\n",
+        "[u'\\u5fae\\u4fe1', u'\\u5e7f\\u544a', u'\\u798f\\u7279']\n",
+        "[u'\\u63a8\\u51fa', u'\\u4e24\\u6b3e', u'\\u65b0', u'\\u4f01\\u4e1a\\u7ea7', u'\\u5206\\u522b', u'\\u91c7\\u7528', u'\\u5199\\u5165', u'\\u5bff\\u547d', u'\\u4f9d\\u7136', u'\\u4eae\\u70b9', u'\\u66ff\\u4ee3', u'\\u4e00\\u4ee3', u'\\u652f\\u6301', u'\\u6bcf\\u5929', u'\\u6b21', u'\\u5168\\u76d8', u'\\u64e6\\u5199', u'\\u652f\\u6301', u'\\u6b21', u'\\u64e6\\u5199', u'\\u6b21\\u8981', u'\\u597d', u'\\u9009\\u62e9', u'\\u7ee7\\u7eed', u'\\u964d\\u4ef7', 'intel', 'sata', 'ssd', 'dc', 'dc', 'nm', 'het', 'mlc', 'sata', 'ssd', 'intel']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u5b59\\u8679\\u70e8', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u7ea2\\u5305', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u674e\\u5a01', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u674e\\u5a01', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u9876', u'\\u63a8\\u8350', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u56fe\\u8868', u'\\u4e4b\\u7ea6', u'\\u56fe\\u8868', u'\\u4e2d\\u7ea7', u'\\u73ed\\u7ed3\\u4e1a', u'\\u7559\\u5ff5', u'\\u5206\\u4eab', 'excelhome', u'\\u4f18\\u9177\\u6559\\u80b2']\n",
+        "['chicago', 'new', 'york', 'city', 'la']\n",
+        "[u'\\ud83d', u'\\udc96', u'\\ud83d', u'\\udc99', u'\\ud83d', u'\\udc14', u'\\ud83d', u'\\udc31', u'\\ud83d', u'\\udc14', 'grace']\n",
+        "[u'\\u6bcf\\u5929', u'\\u60f3', u'\\u7231', u'\\u518d', u'\\u591a\\u4e00\\u70b9', u'\\ud83d', u'\\udc99', u'\\ud83d', u'\\udc99', u'\\ud83d', u'\\udc99', u'\\ud83c', u'\\udf88', u'\\ud83c', u'\\udf89', u'\\u840c\\u732b', u'\\u53d8\\u6210', u'\\u5927\\u840c\\u7403', u'\\u6bcf\\u5929', u'\\u8d70\\u5230', u'\\u54ea\\u5206', u'\\u5206\\u949f', u'\\u7d22\\u543b', u'\\u7d22', u'\\u62b1\\u62b1', u'\\u8fd8\\u8981', u'\\u5201\\u6765', u'\\u73a9\\u5177', u'\\u6c42', u'\\u966a', u'\\u73a9', u'\\u5c0f', u'\\ud83d', u'\\udc99', u'\\u72d7\\u72d7', u'\\u5fc3\\u88c5', u'\\u732b\\u732b', u'\\u8eab\\u4f53', u'\\u91cc', 'baby', 'elvin', 'baby', u'\\u5e03\\u5076\\u732b#']\n",
+        "[u'\\ud83d', u'\\ude11', u'\\ud83d', u'\\ude05', 'cutting', 'paw', 'fur', 'couldn', 'boring', 'sry', 'babe']\n",
+        "[u'\\ud83d', u'\\ude2c', u'\\ud83d', u'\\ude2c', u'\\ud83d', u'\\ude2c', u'\\u51b0\\u5929\\u96ea\\u5730', u'\\u611f\\u5192', u'\\u5bb6\\u91cc', u'\\u5c0f\\u670b\\u53cb', u'\\u6253\\u9884\\u9632\\u9488', u'\\ud83d', u'\\ude02', u'\\u5e03\\u5076\\u732b']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u97f3\\u60a6\\u53f0', u'\\u624b\\u673a', u'\\u5ba2\\u6237\\u7aef', u'\\u6700\\u65b0', u'\\u6700\\u5168', u'\\u6700\\u9ad8', u'\\u6e05', u'\\u624b\\u4e2d', u'\\u4e00\\u8d77', u'\\u770b\\u597d', u'\\u97f3\\u4e50\\u5427', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', 'mv']\n",
+        "[u'\\u5b8c\\u7231\\u4e0a', u'\\u9996\\u6b4c', u'\\u2764', u'\\ufe0f', 'mv']\n",
+        "[u'\\u5403', u'\\u5403', u'\\u5403', u'\\ud83d', u'\\ude0c', u'\\ud83d', u'\\ude0c', u'\\ud83d', u'\\ude0c']\n",
+        "[u'\\u89e3\\u5c01', u'\\ud83c', u'\\udf1a', 'insta']\n",
+        "[u'\\u6211\\u5bb6', u'\\ud83d', u'\\udc31', u'\\u505a', u'\\u4e00\\u5206\\u949f', u'\\u5927\\u7247', u'\\u54c8\\u54c8\\u54c8', u'\\u611f\\u89c9', u'\\u9ad8\\u5927', u'\\ud83d', u'\\ude0e', u'\\u263a', u'\\ufe0f', 'elvin', 'trailer', 'love', 'elvin']\n",
+        "[u'\\ud83d', u'\\ude05', 'easy', 'fall', 'sleep', 'putting', 'hands', 'big', 'ball', 'fluff', 'laying', 'mommy', 'ar']\n",
+        "['wolfg', 'starred', 'tedgoas', 'cerberus']\n",
+        "['wolfg', 'starred', 'dockerboard', 'dockerboard']\n",
+        "['wolfg', 'starred', 'progrium', 'dokku']\n",
+        "['wolfg', 'starred', 'netflix', 'ice']\n",
+        "['wolfg', 'starred', 'sfttech', 'openage']\n",
+        "['wolfg', 'starred', 'globocom']\n",
+        "['wolfg', 'starred', 'nryoung', 'algorithms']\n",
+        "['wolfg', 'starred', 'msiemens', 'tinydb']\n",
+        "['wolfg', 'starred', 'eugene', 'eeo', 'tinyrecord']\n",
+        "['wolfg', 'starred', 'eugene', 'eeo', 'tinyindex']\n",
+        "['wolfg', 'starred', 'adewes', 'blitzdb']\n",
+        "['wolfg', 'starred', 'hayeah', 'days', 'design']\n",
+        "['wolfg', 'starred', 'mar', 'fancytree']\n",
+        "['wolfg', 'starred', 'shazow', 'ssh', 'chat']\n",
+        "['wolfg', 'starred', 'lukasz', 'madon', 'awesome', 'remote', 'job']\n",
+        "['wolfg', 'starred', 'alixander', 'pyscribe']\n",
+        "['wolfg', 'starred', 'limist', 'py', 'moneyed']\n",
+        "['wolfg', 'starred', 'doug', 'depthjs']\n",
+        "['wolfg', 'starred', 'codebutler', 'android', 'websockets']\n",
+        "['wolfg', 'starred', 'gchp', 'iota']\n",
+        "['wolfg', 'starred', 'sophron', 'wifiphisher']\n",
+        "['wolfg', 'starred', 'mbenford', 'ngtagsinput']\n",
+        "['wolfg', 'starred', 'jmcarp', 'robobrowser']\n",
+        "['wolfg', 'starred', 'xhan', 'qqbot']\n",
+        "['wolfg', 'starred', 'soundcloud', 'waveformjs']\n",
+        "['wolfg', 'starred', 'katspaugh', 'wavesurfer', 'js']\n",
+        "['wolfg', 'starred', 'lostisland', 'faraday']\n",
+        "['wolfg', 'starred', 'markdown', 'resume']\n",
+        "['wolfg', 'starred', 'russell', 'pythonpy']\n",
+        "['wolfg', 'starred', 'rthik', 'git', 'cal']\n",
+        "['wolfg', 'starred', 'yeoman', 'yo']\n",
+        "['wolfg', 'starred', 'yeoman', 'yo']\n",
+        "['wolfg', 'starred', 'bp', 'html', 'boilerplate']\n",
+        "['wolfg', 'starred', 'bp', 'html', 'boilerplate']\n",
+        "['wolfg', 'starred', 'erickrdch', 'grunt', 'string', 'replace']\n",
+        "['wolfg', 'starred', 'callemall', 'material', 'ui']\n",
+        "['wolfg', 'starred', 'pje', 'wavtap']\n",
+        "['wolfg', 'starred', 'cambecc', 'earth']\n",
+        "['wolfg', 'starred', 'nostra', 'android', 'universal', 'image', 'loader']\n",
+        "['wolfg', 'starred', 'xax', 'linux', 'insides']\n",
+        "['wolfg', 'starred', 'agentzh', 'code', 'ebook']\n",
+        "['wolfg', 'starred', 'hgarc', 'git', 'game']\n",
+        "['wolfg', 'starred', 'maciejczyzewski', 'retter']\n",
+        "['wolfg', 'starred', 'golang', 'go']\n",
+        "['wolfg', 'starred', 'narkoz', 'guides']\n",
+        "['wolfg', 'starred', 'dilshod', 'xlsx', 'csv']\n",
+        "['wolfg', 'starred', 'joanzapata', 'android', 'iconify']\n",
+        "['wolfg', 'starred', 'crosswalk', 'project', 'crosswalk']\n",
+        "['wolfg', 'starred', 'liyong', 'ylgifimage']\n",
+        "['wolfg', 'starred', 'fragaria', 'angular', 'daterangepicker']\n",
+        "['wolfg', 'starred', 'seiyria', 'bootstrap', 'slider']\n",
+        "['wolfg', 'starred', 'venturocket', 'angular', 'slider']\n",
+        "['wolfg', 'starred', 'ahupp', 'python', 'magic']\n",
+        "['wolfg', 'starred', 'maxogden', 'cool', 'ascii', 'faces']\n",
+        "['wolfg', 'starred', 'basherpm', 'basher']\n",
+        "['wolfg', 'starred', 'cagerton', 'dropthat']\n",
+        "['wolfg', 'starred', 'ha', 'doozerd']\n",
+        "['wolfg', 'starred', 'funkybob', 'django', 'flatblocks']\n",
+        "['wolfg', 'starred', 'barttc', 'django', 'generic', 'flatblocks']\n",
+        "['wolfg', 'starred', 'alex', 'happens']\n",
+        "['wolfg', 'starred', 'jacksontian', 'fks']\n",
+        "['wolfg', 'starred', 'ruanyf', 'articles']\n",
+        "['wolfg', 'starred', 'yaronn', 'blessed', 'contrib']\n",
+        "['wolfg', 'starred', 'karan', 'joe']\n",
+        "['wolfg', 'starred', 'camdavidsonpilon', 'probabilistic', 'programming', 'bayesian', 'methods', 'hackers']\n",
+        "['wolfg', 'starred', 'diessica', 'awesome', 'sketch']\n",
+        "['wolfg', 'starred', 'albertz', 'music', 'player']\n",
+        "['wolfg', 'starred', 'coleifer', 'django', 'relationships']\n",
+        "['wolfg', 'starred', 'radlws', 'django', 'awseb', 'tasks']\n",
+        "['wolfg', 'starred', 'picocms', 'pico']\n",
+        "['wolfg', 'starred', 'aaronsw', 'html', 'text']\n",
+        "['wolfg', 'starred', 'cemerick', 'jsdifflib']\n",
+        "['wolfg', 'starred', 'jbrownlee', 'cleveralgorithms']\n",
+        "['wolfg', 'starred', 'getify', 'dont', 'know', 'js']\n",
+        "['wolfg', 'starred', 'kaaproject', 'kaa']\n",
+        "['wolfg', 'starred', 'scottschiller', 'soundmanager']\n",
+        "['wolfg', 'starred', 'carlosgaldino', 'alfred', 'emoji', 'workflow']\n",
+        "['wolfg', 'starred', 'bradjasper', 'django', 'jsonfield']\n",
+        "['wolfg', 'starred', 'hybridgroup', 'artoo']\n",
+        "['wolfg', 'starred', 'jmoenig', 'snap', 'build', 'blocks']\n",
+        "['wolfg', 'starred', 'bfontaine', 'term']\n",
+        "['wolfg', 'starred', 'nvie', 'rq']\n",
+        "['wolfg', 'starred', 'ui', 'django', 'rq']\n",
+        "['wolfg', 'starred', 'taweili', 'ardublock']\n",
+        "['wolfg', 'starred', 'runscope', 'httpbin']\n",
+        "['wolfg', 'starred', 'greatghoul', 'remote', 'working']\n",
+        "['wolfg', 'starred', 'thoughtbot', 'til']\n",
+        "['wolfg', 'starred', 'llk', 'scratch', 'html']\n",
+        "['wolfg', 'starred', 'blob', 'scratchblocks']\n",
+        "['wolfg', 'starred', 'pmwkaa', 'sophia']\n",
+        "['wolfg', 'starred', 'jrsoftware', 'issrc']\n",
+        "['wolfg', 'starred', 'hybridgroup', 'kidsruby']\n",
+        "['wolfg', 'starred', 'teachingkidsprogramming', 'teachingkidsprogramming', 'python']\n",
+        "['wolfg', 'starred', 'teachingkidsprogramming', 'teachingkidsprogramming', 'java']\n",
+        "['wolfg', 'starred', 'gtaylor', 'python', 'gotalk']\n",
+        "['wolfg', 'starred', 'insurgentgames', 'alphabet', 'blocks']\n",
+        "['wolfg', 'starred', 'napcs', 'programming', 'kids']\n",
+        "[u'\\u4e00\\u5e74', u'\\u524d']\n",
+        "[]\n",
+        "[u'\\u6210\\u529f', u'\\u7ecf\\u9a8c', u'\\u5f80\\u5f80', u'\\u6700', u'\\u4e0d\\u53ef', u'\\u4fe1', u'\\u5931\\u8d25', u'\\u7ecf\\u9a8c', u'\\u4ef7\\u503c', u'\\u4e8c\\u903c\\u8bed\\u5f55\\u515a']\n",
+        "[u'\\u516c\\u53f8', u'\\u6240\\u6709', u'\\u7ba1\\u7406\\u8005', u'\\u793c\\u8c8c', u'\\u5bfc\\u81f4', u'\\u5e73\\u5eb8', u'\\u4eba', u'\\u8212\\u670d', u'\\u5446', u'\\u516c\\u53f8', u'\\u6df7\\u65e5\\u5b50']\n",
+        "[u'\\u62b1\\u6028', u'\\u7262\\u9a9a', u'\\u53e3\\u81ed', u'\\u611f\\u89c9', u'\\u89c9\\u5f97', u'\\u8212\\u670d', u'\\u6216\\u8005\\u8bf4', u'\\u53d1\\u7262\\u9a9a', u'\\u4eba', u'\\u4e00\\u70b9\\u513f', u'\\u611f\\u89c9', u'\\u5f88\\u5feb', u'\\u611f\\u89c9', u'\\u8212\\u670d', u'\\u4e8c\\u903c\\u8bed\\u5f55\\u515a']\n",
+        "[u'\\u5e74', u'\\u53ea\\u5165', u'\\u51e0\\u672c', u'\\u5b9e\\u4f53\\u4e66', u'\\u7b11\\u7b11', u'\\u5c0f\\u670b\\u53cb', u'\\u91c7\\u8d2d', u'\\u7ed8\\u672c', u'\\u53d1\\u75c5', u'\\u75c5\\u60c5', u'\\u7b97\\u662f', u'\\u63a7\\u5236', u'\\u4f4f', u'\\u7535\\u5b50\\u4e66', u'\\u4e70\\u4e70', u'\\u4e70', u'\\u56e4\\u4e66\\u662f\\u79cd\\u75c5# ']\n",
+        "[u'\\u78b0\\u5230', u'\\u8868\\u793a', u'\\u5b9e\\u5728', u'\\u65e0\\u6cd5', u'\\u7406\\u89e3', u'\\u6709\\u4eba', u'\\u4e60\\u60ef', u'\\u5395\\u6240', u'\\u91cc', u'\\u5403', u'\\u4e1c\\u897f', u'\\u9a6c\\u6876', u'\\u5403', u'\\u6a58\\u5b50', u'\\u5403', u'\\u9999\\u8549', u'Good appetite']\n",
+        "[u'\\u521a\\u63a5', u'\\u7535\\u8bdd', u'\\u63a5\\u901a', u'\\u540e', u'\\u8bed\\u97f3', u'\\u63d0\\u793a', u'\\u8f6c\\u63a5', u'\\u4e2d', u'\\u8bf7', u'\\u7a0d\\u540e', u'\\u5c3c\\u739b', u'\\u6709\\u70b9', u'\\u8282\\u64cd']\n",
+        "[u'\\u84dd\\u5c4f', u'\\u7b97', u'\\u89c1\\u8bc6', u'\\u5149\\u8363\\u4f20\\u7edf', u'\\u4e22', 'win']\n",
+        "[u'\\u8fd8\\u7ed9', u'\\u50bb', u'\\u903c', u'\\u7ec7\\u6bdb\\u8863']\n",
+        "[u'\\u6052\\u5927', u'\\u5916\\u63f4', u'\\u5df2\\u9605', u'\\u5168\\u9762', u'\\u901f\\u5ea6', u'\\u5934\\u7403', u'\\u7a81\\u51fa']\n",
+        "[u'\\uff0d', 'greatest', 'challenge', 'thinker', 'stating', 'problem', 'way', 'allow', 'solution', 'bertrand', 'russell', u'\\u4e8c\\u903c\\u8bed\\u5f55\\u515a']\n",
+        "[u'\\u8ba4\\u771f', u'\\u5206\\u6790', u'\\u4ea7\\u54c1', u'\\u89e3\\u51b3', u'\\u95ee\\u9898', u'\\u9488\\u5bf9', u'\\u95ee\\u9898', u'\\u8003\\u8651', u'\\u8bbe\\u8ba1', u'\\u5047\\u60f3', u'\\u4e8c\\u903c\\u8bed\\u5f55\\u515a']\n",
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+        "[u'\\u4eca\\u5929', u'\\u80cc', u'\\u5355\\u8bcd', u'\\u767e\\u8bcd\\u65a9']\n",
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+        "[u'\\u4eca\\u5929', u'\\u80cc', u'\\u5355\\u8bcd', u'\\u767e\\u8bcd\\u65a9']\n",
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+        "[u'\\u4eca\\u5929', u'\\u80cc', u'\\u5355\\u8bcd', u'\\u767e\\u8bcd\\u65a9']\n",
+        "[u'\\u4eca\\u5929', u'\\u80cc', u'\\u5355\\u8bcd', u'\\u767e\\u8bcd\\u65a9']\n",
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+        "[u'\\u4eca\\u5929', u'\\u80cc', u'\\u5355\\u8bcd', u'\\u767e\\u8bcd\\u65a9']\n",
+        "[u'\\u4eca\\u5929', u'\\u80cc', u'\\u5355\\u8bcd', u'\\u767e\\u8bcd\\u65a9']\n",
+        "[u'\\u4eca\\u5929', u'\\u80cc', u'\\u5355\\u8bcd', u'\\u767e\\u8bcd\\u65a9']\n",
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+        "[u'\\u4eca\\u5929', u'\\u80cc', u'\\u5355\\u8bcd', u'\\u767e\\u8bcd\\u65a9']\n",
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+        "[u'\\u4e00\\u4e2a', u'\\u7f3a\\u70b9', u'\\u62ac\\u6760', u'\\u8bf4\\u5230\\u5e95', u'\\u6709\\u70b9', u'\\u4e0d\\u670d\\u8f93', u'\\u7f3a\\u70b9', u'\\u4f24\\u5bb3', u'\\u4eba', u'\\u8868\\u793a', u'\\u62b1\\u6b49', u'\\u4e00\\u53e5', u'\\u4fd7\\u8bdd', u'\\u5e74\\u8f7b', u'\\u613f', u'\\u80fd\\u591f', u'\\u539f\\u8c05']\n",
+        "[u'\\u56de\\u5230', u'\\u68a6\\u60f3', u'\\u5730\\u65b9']\n",
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+        "[u'\\u597d\\u4e45\\u6ca1', u'\\u91cd\\u65b0', u'\\u611f\\u89c9', u'\\u82f9\\u679c', u'\\u8bbe\\u5907', u'\\u771f\\u6b63', u'\\u5b89\\u9759', u'\\u9ad8', u'\\u53ef\\u7528', u'\\u8bbe\\u5907', u'\\u5b89\\u5353\\u91cc', u'\\u9524\\u5b50', u'\\u5dee', u'\\u4e00\\u4e9b', u'\\u53d1\\u73b0', u'\\u95ee\\u8d77', u'\\u9524\\u5b50', u'\\u624b\\u673a', u'\\u4eba', u'\\u8bf4', u'\\u597d', u'\\u6559\\u80b2', u'\\u5148\\u81ea\\u9ed1', u'\\u4e00\\u756a', u'\\u5bf9\\u65b9', u'\\u5012', u'\\u4e3b\\u52a8', u'\\u8bf4', u'\\u7c7b\\u4f3c', u'\\u56fe\\u6807', u'\\u633a', u'\\u597d\\u770b', u'\\u624b\\u611f', u'\\u4e0d\\u9519', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', 'ipad']\n",
+        "[u'\\u77e5\\u9053', u'\\u5357', u'\\u79d1\\u5927', u'\\u73b0\\u5728', u'\\u53cd\\u6b63', u'\\u7fa4', u'\\u5357', u'\\u79d1\\u5927', u'\\u540c\\u5b66', u'\\u633a\\u95f2', u'\\u9ec4\\u725b', u'\\u5012\\u817e', u'\\u624b\\u673a']\n",
+        "[u'\\u6bdb\\u4e3b\\u5e2d', u'\\u6559\\u5bfc', u'\\u4fee', u'\\u7167\\u7247', u'\\u53e3\\u5473', u'\\u4e00\\u5b9a', u'\\u8981\\u91cd', u'\\u6700\\u597d', u'\\u62cd', u'\\u9b3c']\n",
+        "[u'\\u6240\\u6709', u'\\u559c\\u6b22', u'\\u4e1c\\u897f', u'\\u6743\\u8861', u'\\u6700\\u540e', u'\\u51b3\\u5b9a', u'\\u4e0d\\u4e70', u'\\u4e00\\u70b9', u'\\u4efb\\u6027', u'\\u771f\\u86cb', u'\\u75bc']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "['test']\n",
+        "[u'\\u7ea2\\u8272', u'\\u4e1c\\u897f', u'\\u5df4\\u58eb', u'\\u4fa7\\u7a97', u'\\u81ea\\u6bc1', u'\\u7cfb\\u7edf', u'\\u7b2c\\u4e00\\u6b21', u'\\u770b\\u5230']\n",
+        "[u'\\u518d\\u89c1', u'\\u6df1\\u5733', u'\\u270b', u'\\u270b', u'\\u6b64\\u5904', u'\\u5e94\\u8be5', u'\\u80cc\\u666f\\u97f3\\u4e50']\n",
+        "[u'\\u611f\\u53d7\\u4e00\\u4e0b', u'\\u4e0a\\u7ea7', u'\\u5173\\u6000']\n",
+        "[u'\\u8d31\\u4eba', u'\\u517b\\u6210']\n",
+        "[u'\\u62c6\\u8fc1\\u6237', u'\\u86ee\\u723d', u'\\u4e0d\\u4f4f', u'\\u5355\\u5143', u'\\u6539\\u9020', u'\\u6210', u'\\u683c\\u5c40', u'\\u4e71\\u4e03\\u516b\\u7cdf', u'\\u5c0f', u'\\u9694\\u95f4', u'\\u6536', u'\\u51e0\\u4efd', u'\\u623f\\u79df']\n",
+        "[u'\\u53d4\\u53d4', u'\\u897f\\u6e56', u'\\u8d70', u'\\u70e4', u'\\u534a\\u5c0f\\u65f6', u'\\u7389\\u7c73', u'\\u5199', u'\\u62bd\\u5956', u'\\u7a0b\\u5e8f', u'\\u51e0\\u4e2a', u'\\u5c0f\\u4f19\\u4f34', u'\\u60f3', u'\\u77e5\\u9053', u'\\u4e3a\\u5565', u'\\u7535\\u8111', 'outing']\n",
+        "[u'\\u6307\\u793a', u'\\u660e\\u786e', u'\\u536b\\u751f\\u95f4', u'\\u4e00\\u70b9', u'\\u633a', u'\\u50bb', u'\\u903c', u'\\u897f\\u5b89', u'\\u706b\\u8f66\\u7ad9', u'\\u66fe\\u7ecf', u'\\u6536\\u8d39', u'\\u516c\\u5395', u'\\u5df2\\u7ecf', u'\\u597d\\u591a', u'\\u5927\\u5a18', u'\\u6c34\\u997a', u'\\u5403', u'\\u987f\\u996d', u'\\u670d\\u52a1\\u5458', u'\\u7d20\\u8d28', u'\\u5e7f\\u5dde', u'\\u6df1\\u5733', u'\\u6e23', u'\\u8d76\\u4e0d\\u4e0a', u'\\u77e5\\u9053', u'\\u662f\\u4e0d\\u662f', u'\\u706b\\u8f66\\u7ad9', u'\\u4eba\\u591a\\u592a\\u7d2f']\n",
+        "[u'\\u5988\\u5988', u'\\u8bf4\\u6c42', u'\\u5bc4', u'\\u4e00\\u5e8a', u'\\u88ab\\u5b50', u'\\u6700\\u7ec8', u'\\u6536\\u5230', u'\\u4e09\\u5e8a', u'\\u627e\\u4eba', u'\\u505a', u'\\u68c9\\u82b1', u'\\u56db\\u4e94\\u4e2a', u'\\u7c97\\u5e03', u'\\u5e8a\\u5355', u'\\u4e24\\u4e2a', u'\\u835e\\u9ea6\\u76ae', u'\\u6795\\u5934', u'\\u2764', u'\\u2764', u'\\u6211\\u7238', u'\\u4e13\\u4e1a', u'\\u6253\\u5305', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\u65b0\\u5bb6\\u7b2c\\u4e00\\u665a']\n",
+        "[u'\\u60f3', u'\\u8fc7\\u5e74', u'\\u65e9\\u70b9', u'\\u56de\\u5bb6', u'\\u89c9\\u5f97', u'\\u65b0\\u4eba', u'\\u592a\\u88c5', u'\\u903c', u'\\u6743\\u8861', u'\\u534a\\u5929', u'\\u4e70', u'\\u4e24\\u5929', u'\\u8f66\\u7968', u'\\u60f3\\u7740', u'\\u53f7', u'\\u8d70', u'\\u4e70', u'\\u673a\\u7968', u'\\u4eca\\u5929', u'\\u5f97\\u77e5', u'\\u53f7', u'\\u653e\\u5047']\n",
+        "[u'\\u4e2d\\u95f4', u'\\u5468\\u4e00', u'\\u5468\\u4e94', u'\\u91cd\\u590d', u'\\u60f3', u'\\u660e\\u65e9', u'\\u5de5\\u4f5c', u'\\u6253\\u5f00', u'\\u65f6\\u95f4', u'\\u5468\\u4e00', u'\\u7b97\\u4e86', u'\\u6731\\u8427\\u6728']\n",
+        "[u'\\u4e00\\u5982\\u65e2\\u5f80', u'\\u8d5e', u'\\u771f', u'\\u559c\\u6b22', u'\\u613f\\u610f', u'\\u62a0', u'\\u7ec6\\u8282', u'\\u4e1c\\u897f', u'\\u97e9\\u7199\\u8f7d\\u591c\\u5bb4\\u56fe']\n",
+        "[u'\\u8bbe\\u8ba1', u'\\u795e', u'\\u7ec6\\u8282', u'\\u5206\\u4eab', u'\\u81ea\\u5b89\\u5353', u'\\u5ba2\\u6237\\u7aef', 'ios', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5206\\u4eab', u'\\u94f6\\u7c7b', u'\\u7fa1\\u6155', u'\\u5ac9\\u5992', u'\\u6068\\u6ef4', u'\\u732b\\u751f', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude05', u'\\u770b\\u770b', u'\\u5f55\\u5236', 'mv', u'\\u7f8e\\u62cd', u'\\u732b\\u4fa08']\n",
+        "[u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\u6700', u'\\u4e00\\u6b21', 'test', 'test']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "['rmb']\n",
+        "[u'\\u7f51', u'\\u7ec8\\u4e8e', u'\\u641e\\u597d', u'\\u767e\\u5146', u'\\u5149\\u7ea4', u'\\u592a\\u5feb']\n",
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+        "[u'\\u4e00\\u4e2a', u'\\u6210\\u4e3a', u'\\u4e00\\u4e2a', u'\\u4f18\\u79c0', u'\\u7537\\u670b\\u53cb', u'\\u7a0b\\u5f52\\u5b50', u'\\u4e0d\\u8c22', u'\\u9080', u'\\u770b\\u5230', u'\\u9ad8\\u7968', u'\\u7b2c\\u4e00\\u53e5', u'\\u8bdd', u'\\u7537\\u751f', u'\\u7ec6\\u8282', u'\\u89c9\\u5f97', u'\\u4eba', u'\\u8c31', u'\\u70e6', u'\\u771f\\u7684', u'\\u70e6', u'\\u59b9', u'\\u5206\\u4eab', u'\\u81ea\\u5b89\\u5353', u'\\u5ba2\\u6237\\u7aef', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u4ee5\\u524d', u'\\u767e\\u5ea6', u'\\u5730\\u56fe', u'\\u603b', u'\\u89c9\\u5f97', u'\\u624b\\u673a', u'\\u95ee\\u9898', u'\\u9ad8\\u5fb7', u'\\u9ed1', u'\\u79d1\\u6280']\n",
+        "[u'\\u516d\\u70b9\\u534a', u'\\u5468\\u8fb9', u'\\u516c\\u4ea4', u'\\u505c\\u8fd0', u'\\u5751\\u7239']\n",
+        "[u'\\u767d\\u80e1\\u5b50', u'\\u7237\\u7237', u'\\u5c4f', u'\\u6ee1\\u6ee1\\u7684', u'\\u626b\\u5730', u'\\u50e7', u'\\u611f\\u89c9', 'retina', 'mac']\n",
+        "[u'\\u5220', u'\\u4e00\\u6761', u'\\u8d5e', u'\\u8bc4\\u8bba', u'\\u51e0\\u4e2a', u'\\u6709\\u4eba', u'\\u8d5e', u'\\u592a\\u70e6']\n",
+        "[u'\\u60f3\\u4e70\\u4e2a', u'\\u7f51\\u7ad9', u'\\u6253\\u4e0d\\u5f00', u'\\u60f3\\u8d77', u'\\u8c31', u'\\u4fbf\\u5b9c', u'\\u63a8\\u8350', 'vpn', 'winrar', 'rar', 'vpn']\n",
+        "[u'\\u9634\\u51b7', u'\\u5c0f\\u96e8', u'\\u96fe', u'\\u973e']\n",
+        "[u'\\u73b0\\u5728', u'\\u5b66', u'\\u5c0f', u'\\u8bed\\u79cd', u'\\u6700', u'\\u8d5a\\u94b1', u'\\u652f\\u4ed8\\u5b9d', u'\\u8bed', u'\\u81ea\\u52a8\\u552e\\u8d27\\u673a', u'\\u524d\\u9009\\u597d', u'\\u4e1c\\u897f', u'\\u54bb\\u54bb\\u54bb\\u54bb', u'\\u54bb\\u54bb\\u54bb\\u54bb', u'\\u54a3\\u5f53', u'\\u652f\\u4ed8\\u5b9d', u'\\u94b1\\u5305']\n",
+        "[u'\\u5f31', u'\\u7206', u'\\u771f\\u7684', u'\\u5e26\\u52b2', u'\\u8fd8\\u597d', u'\\u603b\\u5171', u'\\u4e00\\u5468', u'\\ud83d', u'\\ude1d', u'\\ud83d', u'\\ude1d']\n",
+        "[u'\\u5413\\u6b7b']\n",
+        "[u'\\u4e4b\\u524d', u'\\u767e\\u5ea6', u'\\u9875', u'\\u4e16\\u754c\\u676f', u'\\u5f00\\u5e55\\u5f0f', u'\\u5f69\\u86cb', u'\\u505a', u'\\u5b8c\\u540e', u'\\u4e00\\u76f4', u'\\u4e22', u'\\u4e00\\u8fb9', u'\\u62d6\\u5ef6', u'\\u764c', u'\\u6551', u'\\u62d6', u'\\u4e94\\u4e2a', u'\\u540e', u'\\u6574\\u7406', u'\\u4e0b', u'\\u653e\\u5230', u'\\u7ebf']\n",
+        "['comprehensive', 'pbr', 'guide', 'allegorithmic']\n",
+        "['comprehensive', 'pbr', 'guide', 'allegorithmic']\n",
+        "['happy', 'new', 'year', u'for love']\n",
+        "['happy', 'new', 'year']\n",
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+        "[u'\\u5206\\u4eab', u'\\u65b0\\u6d6a\\u65f6\\u5c1a \\u7684\\u6587\\u7ae0']\n",
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+        "[]\n",
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+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
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+        "[]\n",
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+        "[]\n",
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+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
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+        "[]\n",
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+        "['fgj']\n",
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+        "['design', 'buttons', 'photoshop']\n",
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+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u5206\\u4eab', u'\\u8d22\\u65b0\\u7f51 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u7b2c\\u591c', u'\\u72d0\\u72f8', u'\\u4f10\\u6728', u'\\u4eba', u'\\u5b89\\u5a1c', u'\\u5988\\u54aa', u'\\u559c\\u6b22', u'\\u542c\\u542c', u'\\u5206\\u4eab', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
+        "[u'\\u5b66\\u4f1a', u'\\u6240\\u6709', u'\\u5de5\\u5177\\u5305', u'\\u725b', u'\\u903c', u'\\u5206\\u4eab']\n",
+        "[u'\\u518d', u'\\u5b8c\\u5584', u'\\u5206\\u4eab']\n",
+        "[u'\\u4e07\\u91cc', u'\\u901a\\u4e13\\u4eab', u'\\u70b9\\u8bc4', u'\\u7f8e\\u98df', u'\\u56e2\\u8d2d', u'\\u4e0b\\u5355', u'\\u8fd4\\u500d', u'\\u79ef\\u5206', 'app']\n",
+        "[u'\\u4e07\\u91cc', u'\\u901a\\u4e13\\u4eab', u'\\u70b9\\u8bc4', u'\\u7f8e\\u98df', u'\\u56e2\\u8d2d', u'\\u4e0b\\u5355', u'\\u8fd4\\u500d', u'\\u79ef\\u5206', 'app']\n",
+        "[u'\\u63a8\\u8350', u'\\u94fe\\u63a5']\n",
+        "[u'\\u63a8\\u8350', u'\\u94fe\\u63a5']\n",
+        "[u'\\u63a8\\u8350', u'\\u94fe\\u63a5']\n",
+        "[u'\\u63a8\\u8350', u'\\u94fe\\u63a5']\n",
+        "[u'\\u63a8\\u8350', u'\\u94fe\\u63a5']\n",
+        "[u'\\u63a8\\u8350', u'\\u94fe\\u63a5']\n",
+        "[u'\\u63a8\\u8350', u'\\u94fe\\u63a5']\n",
+        "[u'\\u63a8\\u8350', u'\\u94fe\\u63a5']\n",
+        "[u'\\u63a8\\u8350', u'\\u94fe\\u63a5']\n",
+        "[u'\\u767e\\u5ea6', u'\\u4e00\\u4e0b', u'\\u77e5\\u9053']\n",
+        "[u'\\u767e\\u5ea6', u'\\u4e00\\u4e0b', u'\\u77e5\\u9053']\n",
+        "[u'\\u767e\\u5ea6', u'\\u4e00\\u4e0b', u'\\u77e5\\u9053']\n",
+        "[u'\\u6b63\\u5728', u'\\u9605\\u8bfb', u'\\u5206\\u4eab', u'\\u5f00\\u5fc3', u'\\u7f51', u'\\u817e\\u8baf', u'\\u5fae\\u535a', u'\\u4ee3\\u7801', u'\\u7bc7\\u6587\\u7ae0', u'\\u63a8\\u8350', u'\\u6587\\u5e93', u'\\u5ba2\\u6237\\u7aef', u'\\u514d', u'\\u8d22\\u5bcc', u'\\u503c', u'\\u4e0b\\u8f7d', u'\\u6587\\u6863', u'\\u5ba2\\u6237\\u7aef', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', u'\\u767e\\u5ea6\\u6587\\u5e93']\n",
+        "[u'\\u6b63\\u5728', u'\\u9605\\u8bfb', u'\\u5206\\u4eab', u'\\u5f00\\u5fc3', u'\\u7f51', u'\\u817e\\u8baf', u'\\u5fae\\u535a', u'\\u4ee3\\u7801', u'\\u7bc7\\u6587\\u7ae0', u'\\u63a8\\u8350', u'\\u6587\\u5e93', u'\\u5ba2\\u6237\\u7aef', u'\\u514d', u'\\u8d22\\u5bcc', u'\\u503c', u'\\u4e0b\\u8f7d', u'\\u6587\\u6863', u'\\u5ba2\\u6237\\u7aef', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', u'\\u767e\\u5ea6\\u6587\\u5e93']\n",
+        "[u'\\u767e\\u5ea6', u'\\u4e00\\u4e0b', u'\\u77e5\\u9053']\n",
+        "['qgedgwqh']\n",
+        "['hj']\n",
+        "[]\n",
+        "[u'\\u7b80\\u6d01\\u660e\\u4e86']\n",
+        "[u'\\u6d4b\\u8bd5']\n",
+        "['test']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u6df1\\u523b', u'\\u300e', u'\\u516c\\u53f8', u'\\u5c0f', u'\\u516c\\u53f8', u'\\u505a', u'\\u4ea7\\u54c1', u'\\u533a\\u522b', u'\\u8bbe\\u8ba1', u'\\u601d\\u60f3', u'\\u6280\\u672f', u'\\u5b66\\u4e60', u'\\u5b66\\u4e60', u'\\u8fdb\\u6b65', u'\\u300f']\n",
+        "[u'\\u7f8e\\u5e1d', u'\\u8c8c\\u4f3c', u'\\u8981\\u51fa', u'\\u5b8c\\u7f8e\\u7248', u'\\u65e0', u'\\u5f3a\\u5236', u'\\u62cd\\u7167', u'\\u97f3', u'\\u9609\\u5272', u'\\u5168', u'\\u7f51\\u901a', u'\\u5904\\u5973\\u5ea7', u'\\u77ac\\u95f4', u'\\u611f\\u89c9\\u4e0d\\u597d', 'iphone', 'facetime', 'audio']\n",
+        "[u'\\u77ac\\u95f4', u'\\u5f00\\u5fc3', 'sim', 'free']\n",
+        "[u'\\u771f\\u662f', u'\\u826f\\u5fc3', u'\\u6210\\u529f', u'\\u6362\\u6210', u'\\u5b8c\\u7f8e\\u7248', 'apple', 'holiday', 'return', 'policy', 'iphone']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5e38\\u7528', u'\\u8bbe\\u8ba1\\u6a21\\u5f0f', u'\\u4f5c\\u8005', u'\\u66fe', u'\\u8bf4', u'\\u9700\\u8981', u'\\u4e00\\u79cd', u'\\u6a21\\u5f0f', u'\\u4e00\\u5b9a', u'\\u95ee\\u9898', u'\\u6240\\u8bf4', u'\\u95ee\\u9898', u'\\u6307', u'\\u8bed\\u8a00', u'\\u5929\\u751f', u'\\u7f3a\\u9677', u'\\u5bfb\\u6c42', u'\\u603b\\u7ed3', u'\\u4e00\\u79cd', u'\\u901a\\u7528', u'\\u89e3\\u51b3\\u65b9\\u6848', u'\\u5f31', u'\\u7c7b\\u578b', u'\\u6216\\u5f3a', u'\\u7c7b\\u578b', u'\\u9759\\u6001', u'\\u52a8\\u6001', u'\\u5206\\u4eab', 'javascript', 'practical', 'common', 'lisp', 'peter', 'seibel', u'\\u4f2f\\u4e50\\u5728\\u7ebf\\u5b98\\u65b9\\u5fae\\u535a\\uff09']\n",
+        "[u'\\u4e8c\\u8fdb\\u5236', u'\\u5199', u'\\u5b8c\\u7f8e', u'\\u5bf9\\u79f0', u'\\u5409\\u7965\\u5982\\u610f', u'\\u4e00\\u5e74']\n",
+        "[u'\\u767e\\u5ea6', u'\\u57df\\u540d', u'\\u60e8\\u906d', u'\\u653b\\u51fb', 'dns']\n",
+        "[u'\\u864e', u'\\u6251', u'\\u4e3b\\u6f14', u'\\u7eaa\\u5f55\\u7247', u'\\u7403\\u961f', u'\\u7687\\u9a6c', u'\\u4e0a\\u6620', u'\\u5206\\u4eab', 'jrs', u'\\u864e\\u6251\\u5f3a\\u6587', u'\\u864e\\u6251\\u7bee\\u7403\\uff09']\n",
+        "[u'\\u4e2d', u'\\u63f4\\u4ea4', u'\\u79d1\\u6280', u'\\u8d70\\u8fdb', u'\\u8272\\u60c5', u'\\u4ea7\\u4e1a', u'\\u5206\\u4eab', 'app', u'\\u63a8\\u9177\\u7f51) \\u7889\\u5821']\n",
+        "[u'\\u767e\\u5ea6', u'\\u5e74', u'\\u5e74\\u7ec8\\u5956', u'\\u5e74', u'\\u53d1\\u653e', u'\\u66b4\\u6da8', u'\\u539f\\u56e0', u'\\u533f\\u540d', u'\\u7528\\u6237', u'\\u697c\\u4e0a', u'\\u90a3\\u7fa4', u'\\u5927\\u7237', u'\\u8d5a', u'\\u5e74\\u7ec8\\u5956', u'\\u767e\\u5ea6', u'\\u82e6', u'\\u903c', u'\\u5e02\\u573a', u'\\u4e00\\u7ebf', u'\\u5ba2\\u6237', u'\\u9a82', u'\\u516c\\u53f8', u'\\u8d5a\\u94b1', u'\\u5e74\\u7ec8\\u5956', u'\\u6bcf\\u5929', u'\\u4e00\\u70b9\\u70b9', u'\\u5ba2\\u6237', u'\\u624b\\u91cc', u'\\u4e00\\u5757', u'\\u4e00\\u5757', u'\\u6263\\u56de\\u6765', u'\\u4e2d\\u56fd', u'\\u7ecf\\u6d4e', u'\\u73af\\u5883', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u673a\\u52a8', u'\\u6218\\u7c89', u'\\u91d1', u'\\u5777\\u5783', u'\\u6cfd\\u91ce\\u5f18', u'\\u4e4b\\u4e3b', u'\\u5c0f\\u9f99', u'\\u5305\\u7231', u'\\u722c\\u5c71', 'mobile', 'powder', 'golden', 'kela']\n",
+        "[u'\\u8822\\u8d27', u'\\u7f16', u'\\u5047\\u8bdd', u'\\u9ebb\\u70e6', u'\\u67e5\\u67e5', u'\\u6709\\u6ca1\\u6709', u'\\u6253\\u8138', u'\\u6587\\u7ae0', u'\\u7a0d\\u5fae', u'\\u6709\\u70b9', u'\\u8bda\\u610f', u'\\u597d', u'\\u597d']\n",
+        "[u'\\u6211\\u5708', u'\\u50bb', u'\\u903c', u'\\u50bb', u'\\u903c', u'\\u5fc3\\u75bc']\n",
+        "[u'\\u5361\\u5185\\u57fa', u'\\u6885\\u9686', u'\\u5927\\u5b66', u'\\u90a2\\u6ce2', u'\\u6559\\u6388', u'\\u8bfb\\u5b8c', u'\\u5b66\\u6821', u'\\u5206\\u5b50\\u751f\\u7269\\u5b66', u'\\u540e', u'\\u4f2f\\u514b\\u5229', u'\\u718a\\u8fb0\\u708e', u'\\u5f53\\u65f6', u'\\u60c5\\u51b5', u'\\u4f30\\u8ba1', u'\\u4e86\\u89e3', u'\\u4eba', u'\\u90a2', u'\\u8001\\u5e08', u'\\u7c89\\u4e1d', u'\\u4e8b\\u540e\\u8bf8\\u845b\\u4eae', u'\\u8bf4', u'\\u4e00\\u53e5', u'\\u90a2', u'\\u8001\\u5e08', u'\\u5929\\u8d4b', u'\\u75af\\u5b50', u'\\u5de5\\u4f5c', u'\\u5f3a\\u5ea6', u'\\u6210\\u529f', u'\\u602a\\u4e8b', u'\\u5206\\u4eab', u'\\u52aa\\u529b', 'cmu', 'eric', 'xing', 'phd', 'cs', 'phd', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u91cc', u'\\u8fdb\\u5316', u'\\u7403\\u5458', u'\\u57c3\\u514b', u'\\u8428\\u59c6', u'\\u5168', u'\\u660e\\u661f\\u9635\\u5bb9', u'\\u68a6', u'\\u840c\\u5361\\u7bee\\u7403']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u4e2d\\u56fd', u'\\u4e92\\u8054\\u7f51', u'\\u54c1\\u724c', u'\\u5e7f\\u544a\\u6295\\u653e', u'\\u8d39\\u7528', u'\\u9884\\u6d4b', u'\\u4e13\\u9898\\u7814\\u7a76', u'\\u63a8\\u8350', u'\\u5fae\\u76d8', u'\\u6613\\u89c2\\u667a\\u5e93']\n",
+        "[u'\\u5347\\u7ea7', 'sudo', 'npm', 'install', 'npm', 'npm', u'latest']\n",
+        "[u'\\u8d70', 'react', 'immutable']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u8de8\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a']\n",
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+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u97e9\\u5e9a']\n",
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+        "[u'\\u4eca\\u5929', u'\\u7237', u'\\u80cc', u'\\u8003\\u7814', u'\\u8bcd\\u6c47', u'\\u5355\\u8bcd', u'\\u80cc', u'\\u82f1\\u8bed', u'\\u5b66\\u4e60', u'\\u82f1\\u8bed', u'\\u4e00\\u4e2a', u'\\u7ad9', u'\\u8857\\u89d2', u'\\u5730\\u56fe', u'\\u5916\\u56fd', u'\\u65c5\\u4eba', u'\\u8868\\u8fbe', u'\\u672c\\u5730\\u4eba', u'\\u6700\\u5927', u'\\u5584\\u610f', u'\\u80cc\\u5355\\u8bcd', u'\\u767e\\u8bcd\\u65a9', u'\\u767e\\u8bcd\\u65a9\\u5b66\\u9738\\u8ba4\\u8bc1']\n",
+        "[u'\\u4eca\\u5929', u'\\u7237', u'\\u80cc', u'\\u8003\\u7814', u'\\u8bcd\\u6c47', u'\\u5355\\u8bcd', u'\\u5fc3\\u6f6e', u'\\u597d', u'\\u6f8e\\u6e43', u'\\u80cc', u'\\u5b8c', u'\\u80cc\\u5355\\u8bcd', u'\\u767e\\u8bcd\\u65a9', u'\\u767e\\u8bcd\\u65a9\\u5b66\\u9738\\u8ba4\\u8bc1']\n",
+        "[u'\\u4eca\\u5929', u'\\u7237', u'\\u80cc', u'\\u8003\\u7814', u'\\u8bcd\\u6c47', u'\\u5355\\u8bcd', u'\\u603b\\u662f', u'\\u82f1\\u6587', u'\\u4e0d\\u597d', u'\\u5355\\u8bcd', u'\\u603b', u'\\u8bb0\\u4e0d\\u4f4f', u'\\u77e5\\u9053', u'\\u4eba', u'\\u5b66', u'\\u7f16\\u7a0b', u'\\u5f00\\u53d1', u'\\u80cc\\u5355\\u8bcd', u'\\u8f6f\\u4ef6', u'\\u8d31\\u4eba', u'\\u77eb\\u60c5', u'\\u80cc\\u5355\\u8bcd', u'\\u767e\\u8bcd\\u65a9', u'\\u767e\\u8bcd\\u65a9\\u5b66\\u9738\\u8ba4\\u8bc1']\n",
+        "[u'\\u4eca\\u5929', u'\\u7237', u'\\u80cc', u'\\u8003\\u7814', u'\\u8bcd\\u6c47', u'\\u5355\\u8bcd', u'\\u80cc\\u5355\\u8bcd', u'\\u662f\\u56e0\\u4e3a', u'\\u6765\\u8bf4', u'\\u6839\\u672c', u'\\u95ee\\u9898', u'\\u5835\\u4f4f', u'\\u6240\\u6709', u'\\u505a', u'\\u5374', u'\\u6307\\u624b\\u5212\\u811a', u'\\u5bb6\\u4f19', u'\\u5634', u'\\u5f6a\\u608d', u'\\u5916\\u52a0', u'\\u89e3\\u91ca', u'\\u9177\\u70ab', u'\\u80cc\\u5355\\u8bcd', u'\\u767e\\u8bcd\\u65a9', u'\\u767e\\u8bcd\\u65a9\\u5b66\\u9738\\u8ba4\\u8bc1']\n",
+        "[u'\\u4eca\\u5929', u'\\u7237', u'\\u80cc', u'\\u8003\\u7814', u'\\u8bcd\\u6c47', u'\\u5355\\u8bcd', u'\\u4eba', u'\\u5e94\\u8be5', u'\\u4f4e\\u4e0b', u'\\u9ad8\\u8d35', u'\\u5934', u'\\u6361\\u94b1', u'\\u4f7f\\u7528', u'\\u767e\\u8bcd', u'\\u65a9', u'\\u65f6', u'\\u4f8b\\u5916', u'\\u80cc\\u5355\\u8bcd', u'\\u767e\\u8bcd\\u65a9', u'\\u767e\\u8bcd\\u65a9\\u5b66\\u9738\\u8ba4\\u8bc1']\n",
+        "[]\n",
+        "[u'\\u4eca\\u5929', u'\\u7237', u'\\u80cc', u'\\u8003\\u7814', u'\\u8bcd\\u6c47', u'\\u5355\\u8bcd', u'\\u51b3\\u5b9a', u'\\u5403', u'\\u70b9', u'\\u4e1c\\u897f', u'\\u98df\\u7269', u'\\u6765\\u8bf4', u'\\u7ef4\\u6301', u'\\u8eab\\u4f53', u'\\u6b63\\u5e38', u'\\u673a\\u80fd', u'\\u5de5\\u5177', u'\\u5927\\u8111', u'\\u5728\\u4e4e', u'\\u4e00\\u8d77', u'\\u63a5\\u89e6', u'\\u4ea7\\u751f', u'\\u8111\\u7535\\u6ce2', u'\\u591a\\u5df4\\u80fa', u'\\u59d1\\u51c9', u'\\u89c9\\u5f97', u'\\u80cc\\u5b8c', u'\\u5355\\u8bcd', u'\\u8fde\\u5e26', u'\\u601d\\u8def', u'\\u6e05\\u6670', u'\\u80cc\\u5355\\u8bcd', u'\\u767e\\u8bcd\\u65a9', u'\\u767e\\u8bcd\\u65a9\\u5b66\\u9738\\u8ba4\\u8bc1']\n",
+        "[u'\\u4eca\\u5929', u'\\u7237', u'\\u80cc', u'\\u8003\\u7814', u'\\u8bcd\\u6c47', u'\\u5355\\u8bcd', u'\\u77e5\\u9053', u'\\u94b1', u'\\u65f6\\u95f4', u'\\u82b1', u'\\u7ec6\\u788e', u'\\u65f6\\u95f4', u'\\u4ea4\\u7ed9', u'\\u767e\\u8bcd', u'\\u65a9', u'\\u80cc\\u5355\\u8bcd', u'\\u767e\\u8bcd\\u65a9', u'\\u767e\\u8bcd\\u65a9\\u5b66\\u9738\\u8ba4\\u8bc1']\n",
+        "[]\n",
+        "['gc', 'new']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u9648\\u6653', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u4eba\\u54c1', u'\\u4eba\\u54c1', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u8de8\\u5e74', u'\\u7b54\\u8c22', u'\\u5361\\u5238', u'\\u62a2', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u521a\\u6362', u'\\u98ce\\u8f7b\\u4e91\\u6de1', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u6bd4\\u5361', u'\\u5185\\u5b58', u'\\u4f7f\\u7528', u'\\u2013', u'\\u7801\\u519c\\u7f51', 'android', 'ios']\n",
+        "[u'\\u9001', u'\\u5143\\u7fa4', u'\\u7ea2\\u5305', u'\\u89c1\\u8005\\u6709\\u4efd']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5047', u'\\u597d']\n",
+        "[u'\\u90e8\\u95e8', u'\\u505a', u'\\u5f25\\u8865', u'\\u63aa\\u65bd', u'\\u8fde\\u57ce', u'\\u7ec4\\u7ec7', u'\\u6765\\u8bf4', u'\\u52a0\\u5927', u'\\u62db\\u8058', u'\\u529b\\u5ea6', u'\\u4eba\\u5458', u'\\u6d41\\u5931', u'\\u52a0\\u5267', u'\\u6765\\u8bf4', u'\\u61c2', u'\\u4ee5\\u4e0b', u'\\u65e0', u'\\u73af\\u5883', u'\\u4e0b', u'\\u5de5\\u4f5c', u'\\u4e00\\u4e9b', u'\\u4f53\\u4f1a', u'\\u5bb9\\u6613', u'\\u5199\\u51fa', u'\\u529f\\u80fd', u'\\u6b63\\u5e38', u'\\u7ed3\\u6784', u'\\u6df7\\u4e71', u'\\u53ef\\u8bfb\\u6027', u'\\u5dee', u'\\u4ee3\\u7801', u'\\u4eba\\u5458', u'\\u5206\\u4eab', 'code', 'review', 'code', 'review', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5de5\\u7a0b\\u5e08', u'\\u786e\\u5b9e', u'\\u95f2', 'google']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u667a\\u6167', u'\\u65e0\\u7a77']\n",
+        "[u'\\u6709\\u610f\\u601d', u'\\u5206\\u4eab']\n",
+        "[u'\\u70b9', u'\\u6211\\u8428', u'\\u6bd4\\u8d5b']\n",
+        "[u'\\u4e0d\\u9519']\n",
+        "['analyzing', 'cve', 'flash', 'zero', 'day', 'vulnerability', 'brooks', u'heisecode', u'instruder', u'\\u53e4\\u6cb3120']\n",
+        "['analyzing', 'cve', 'flash', 'zero', 'day', 'vulnerability']\n",
+        "[u'\\u56de\\u5bb6', 'rebuidling']\n",
+        "[u'\\u56de\\u5bb6', 'rebuliding']\n",
+        "[u'\\u56de\\u5bb6', 'rebuilding']\n",
+        "[u'\\u5947\\u602a', 'boost', 'bind', 'complete', 'type']\n",
+        "[u'\\u7f8e']\n",
+        "[u'\\u5b89\\u5353', u'\\u53cc\\u7cfb\\u7edf', u'\\u517c\\u5bb9', u'\\u667a\\u80fd', u'\\u624b\\u8868', 'ios']\n",
+        "[u'\\u963f\\u91cc', u'\\u5e74\\u5ea6', u'\\u5cf0\\u4f1a']\n",
+        "[u'\\u676d\\u5dde', u'\\u4e49\\u4e4c']\n",
+        "[u'\\u79fb\\u52a8', u'\\u7aef', u'\\u9875\\u9762', u'\\u8bbe\\u8ba1', u'\\u5fc3\\u5f97', u'\\u539f\\u6587']\n",
+        "[u'\\u5f15\\u8d77', u'\\u5e76\\u53d1', u'\\u95ee\\u9898', u'\\u539f\\u6587', 'php', 'session']\n",
+        "[u'\\u94a2\\u5316', u'\\u819c', 'iphone']\n",
+        "[u'\\u8d8a\\u5347\\u8fbe', u'\\u79d1\\u6280', u'\\u8033\\u673a', 'yustda', 'hth']\n",
+        "[u'\\u8d8a\\u5347\\u8fbe', u'\\u79d1\\u6280', u'\\u667a\\u80fd', u'\\u8bbe\\u5907', u'\\u667a\\u80fd', u'\\u624b\\u8868', 'yusdta']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u7eff\\u82bd', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5', u'\\u5c01\\u9762\\u56fe']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u6253\\u8f66', u'\\u4ebf', u'\\u7ea2\\u5305', u'\\u5feb\\u4e50', u'\\u9001', u'\\u80fd\\u7528', u'\\u7ea2\\u5305', u'\\u771f\\u8bda', u'\\u610f', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u4e50\\u661f\\u671f\\u4e94', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[]\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u521a\\u521a', u'\\u4e0b\\u8f7d', u'\\u8c46\\u4e01', u'\\u6587\\u6863', u'\\u6570\\u5b66', u'\\u5efa\\u6a21', u'\\u6ef4\\u6ef4', u'\\u6253\\u8f66', u'\\u6a21\\u578b', u'\\u5206\\u6790']\n",
+        "[u'\\u8d5e', u'\\u4e00\\u4e2a', u'\\u62fc\\u8c46\\u591c\\u5bb5']\n",
+        "[u'\\u6740', u'\\u65f6\\u95f4', u'\\u5355\\u5237', u'\\u5fae\\u535a', u'\\u591f', u'\\u5c0f\\u6e38\\u620f', u'\\u6ee1\\u8db3', u'\\u65b0\\u7248', u'\\u9002\\u914d', u'\\u7cbe\\u5f69', u'\\u9891\\u9053', u'\\u805a\\u5408', u'\\u5185\\u5bb9', u'\\u4f9b', u'\\u56f4\\u89c2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'weico', 'iphone', 'plus', 'weico']\n",
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+        "[u'\\u7b26\\u5408\\u56fd\\u60c5']\n",
+        "['managing', 'services', 'systemd']\n",
+        "['eric', 'tears', 'heaven', u'\\u9177\\u72d7(iPad)\\u97f3\\u4e50\\u5206\\u4eab']\n",
+        "[u'\\u60f3', u'\\u5403', u'\\u68a6\\u5e7b', u'\\u5957\\u9910', u'\\u51c9\\u76ae', u'\\u8089\\u5939\\u998d', u'\\u51b0\\u5cf0']\n",
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+        "[u'\\u5b89\\u5fc3', u'\\u7761', u'\\u665a\\u5b89']\n",
+        "[]\n",
+        "['morning']\n",
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+        "[u'\\u5357\\u74dc', u'\\u94c1', u'\\u5357\\u74dc', u'\\u5473\\u9053']\n",
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+        "[u'\\u8bf4', u'\\u56fd\\u9645', u'\\u4e92\\u8054\\u7f51', 'firefox']\n",
+        "['thank', 'everyone', 'helping']\n",
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+        "[u'\\u9ed1\\u8393', u'\\u771f\\u7231\\u6069', u'\\u9171\\u7d2b']\n",
+        "['test']\n",
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+        "[u'\\u7f18', u'\\u521b\\u6d3e', u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u65b0', u'\\u521b\\u4e1a\\u9879\\u76ee', u'\\u7cbe\\u9009', u'\\u521b\\u4e1a', u'\\u60f3\\u6cd5', u'\\u4e0d\\u9519', u'\\u5173\\u6ce8', u'\\u4e0b', u'\\u7f18', u'\\u521b\\u6d3e']\n",
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+        "[u'\\u7f18', u'\\u521b\\u6d3e', u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u65b0', u'\\u521b\\u4e1a\\u9879\\u76ee', u'\\u5b9a\\u5236', u'\\u521b\\u4e1a', u'\\u60f3\\u6cd5', u'\\u4e0d\\u9519', u'\\u5173\\u6ce8', u'\\u4e0b', u'\\u7f18', u'\\u521b\\u6d3e']\n",
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+        "[]\n",
+        "[u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8']\n",
+        "[u'\\u62ab', u'\\u62ab', u'\\u62ab', u'\\u62ab\\u8428', u'\\u7ad9\\u70b9\\u62ab\\u8428']\n",
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+        "['startup', 'kids', 'sesselja', 'vilhjalmsdottir', 'vala', 'halldorsdottir']\n",
+        "['hungry', 'change', 'carlo', 'ledesma']\n",
+        "['unknown']\n",
+        "['happy', 'roko', 'belic']\n",
+        "['steve', 'jobs', 'one', 'last', 'thing', 'mimi', 'connor']\n",
+        "['porn', 'ends', 'bryce', 'wagoner']\n",
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+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u5355', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u6253\\u8f66', u'\\u4ebf', u'\\u7ea2\\u5305', u'\\u5feb\\u4e50', u'\\u9001', u'\\u80fd\\u7528', u'\\u7ea2\\u5305', u'\\u771f\\u8bda', u'\\u610f', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u4e50\\u661f\\u671f\\u4e94', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u89c6\\u9891', u'\\u9633\\u5149', u'\\u5ea6\\u5047', u'\\u5206\\u4eab', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u89c6\\u9891', u'\\u30e1', u'\\u30a4', u'\\u30c9', u'\\u4eba\\u9b45', u'\\u305b', u'\\u30d1', u'\\u30f3', u'\\u30ea', u'\\u30ec', u'\\u30fc', u'\\u30d5', u'\\u30ec', u'\\u30fc', u'\\u30d0', u'\\u30fc', u'\\u30b9', u'\\u5206\\u4eab', 'sizzling', 'japanese', 'maids', 'action', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u5206\\u4eab', u'\\u505a\\u6e38\\u620f\\u7684\\u8001G \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u559c\\u6b22', u'\\u624b\\u673a', u'\\u968f\\u65f6', u'\\u62cd', u'\\u4e0b', u'\\u8eab\\u8fb9', u'\\u98ce\\u666f', u'\\u542c\\u8bf4', u'\\u4e07', u'\\u50cf\\u7d20', u'\\u9632\\u6296', u'\\u955c\\u5934', u'\\u62cd\\u6444', u'\\u591c\\u666f', u'\\u7167\\u7247', u'\\u4e13\\u4e1a\\u7ea7', u'\\u652f\\u6301', u'\\u53cc\\u5361', u'\\u53cc\\u5f85', u'\\u53cc', u'\\u968f\\u65f6', u'\\u5206\\u4eab', u'\\u7167\\u7247', u'\\u82f1\\u5bf8', u'\\u5927\\u5c4f', u'\\u597d\\u770b', u'\\u597d', u'\\u5143\\u8d77', u'\\u5f00\\u653e', u'\\u8d2d\\u4e70', u'\\u4e00\\u5b9a', u'\\u5165\\u624b', u'\\u9884\\u7ea6', u'\\u5730\\u5740', u'\\u5c0f\\u7c73Note', u'\\u5c0f\\u7c73\\u624b\\u673a']\n",
+        "[u'\\u732e\\u7ed9', u'\\u4e00\\u6735', u'\\u9c9c\\u82b1', u'\\u613f', u'\\u4e00\\u8def', u'\\u8d70', u'\\u597d', u'\\u5929\\u5802', u'\\u91cc', u'\\u518d', u'\\u65e0', u'\\u75c5\\u75db', u'\\u6700', u'\\u77ed\\u6682', u'\\u82b1\\u6735', u'\\u6700', u'\\u957f\\u4e45', u'\\u7425\\u73c0', u'\\u59da\\u8d1d\\u5a1c']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u597d\\u73a9', u'\\u7ea6\\u4f1a', u'\\u4eba\\u592a\\u591a', u'\\u9009\\u62e9', u'\\u6050\\u60e7\\u75c7', u'\\u597d', u'\\u70b9', u'\\u770b\\u770b', u'\\u6765\\u81ea', u'\\u8bf7', u'\\u5403\\u996d', u'\\u4ee5\\u996d', u'\\u4f1a\\u53cb']\n",
+        "[u'\\u5206\\u4eab', u'\\u767e\\u5ea6', u'\\u4e91\\u91cc', u'\\u6587\\u4ef6', u'\\u2022', u'\\u6c99\\u53d1', u'\\u722c\\u4e0a\\u722c\\u4e0b', 'mov']\n",
+        "[u'\\u4e0d\\u8be5', u'\\u73b0\\u5728', u'\\u7845\\u8c37', u'\\u96c6', u'\\u6839\\u672c', u'\\u8fc7\\u763e']\n",
+        "[u'\\u4e9a\\u9a6c\\u900a', u'\\u51cf', u'\\u4e70', u'\\u672c\\u4e66', u'\\u51b3\\u5b9a', u'\\u6362\\u6821', u'\\u8003\\u7814', u'\\u53d1\\u73b0', u'\\u9700\\u8981', u'\\u7533\\u8bf7', u'\\u9000\\u8d27', u'\\u8fd0\\u8d39', u'\\u4e0a\\u95e8', u'\\u53d6', u'\\u5269\\u4e0b', u'\\u4e00\\u672c', u'\\u4eab\\u53d7', u'\\u767e\\u5206\\u6bd4', u'\\u4f18\\u60e0', u'\\u7387', u'\\u4e9a\\u9a6c\\u900a', u'\\u5584\\u826f', u'\\u76c8\\u5229', u'\\u5bb9\\u6613']\n",
+        "[u'\\u554a\\u554a\\u554a', u'\\u554a\\u554a\\u554a', u'\\u597d', u'\\u60f3', u'\\u5403', u'\\u4f73\\u742a', u'\\u5403', u'\\u90a3\\u5bb6', u'\\u70e4\\u8089\\u5e97', u'\\u5f53\\u65f6', u'\\u7d2f', u'\\u6b7b', u'\\u8fc7\\u53bb', u'\\u725b\\u8089', u'\\u5b9e\\u5728', u'\\u592a', u'\\u96be\\u5fd8']\n",
+        "[]\n",
+        "['push', 'people', 'beyond', 'expected', 'two', 'words', 'english', 'language', 'harmful', 'good', 'job', 'll', 'never', 'apologize', 'tried', 'tried', 'actually', 'fucking', 'tried', 'people', 'ever']\n",
+        "['rather', 'die', 'drunk', 'broke', 'people', 'dinner', 'table', 'talk', 'live', 'rich', 'sober', 'nobody', 'remembered']\n",
+        "[u'\\u9177\\u70ab', u'\\u706f\\u5149\\u88c5\\u7f6e', u'\\u6a21\\u62df', u'\\u5929\\u9e45\\u5ea7', u'\\uff0d', u'\\u9ed1\\u6d1e', u'\\u5206\\u4eab', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u5f00\\u8111', u'\\u6d1e', u'\\u6b22\\u4e50']\n",
+        "[u'\\u767e\\u5ea6', u'\\u6700\\u5f3a', u'\\u5927\\u8111', u'\\u60f3', u'\\u6c2a', u'\\u7845\\u8c37', u'\\u4e13\\u8bbf', u'\\u767e\\u5ea6', u'\\u9996\\u5e2d', u'\\u79d1\\u5b66\\u5bb6', 'andrew', 'ng']\n",
+        "[u'\\u9886\\u5bfc', u'\\u8138', u'\\u4e00\\u5929', u'\\u7a81\\u7136', u'\\u60f3\\u5230', u'\\u4e00\\u4e2a', u'\\u95ee\\u9898', u'\\u9886\\u5bfc\\u4eba', u'\\u8138', u'\\u7279\\u5f81', u'\\u666e\\u901a\\u4eba', u'\\u4e0d\\u540c\\u4e4b\\u5904', u'\\u9886\\u5bfc\\u4eba', u'\\u4e4b\\u95f4', u'\\u8138', u'\\u76f8\\u4f3c', u'\\u5ea6', u'\\u5176\\u4ed6\\u4eba', u'\\u8138', u'\\u9886\\u5bfc\\u4eba', u'\\u8138', u'\\u7279\\u5f81', u'\\u7ec4\\u5408', u'\\u8fdb\\u884c', u'\\u4e00\\u756a', u'\\u6c42\\u7d22', u'\\u672c\\u6587', u'\\u4e3b\\u8981', u'\\u8bed\\u8a00', u'\\u5206\\u6790', u'\\u7528\\u5230', u'\\u5305', 'package', 'rcurl', 'xml', 'jpeg', 'ebimage', 'fastica', 'spams', 'tt']\n",
+        "[u'\\u5ff5\\u5ff5\\u4e0d\\u5fd8', u'\\u5fc5\\u6709', u'\\u56de\\u54cd']\n",
+        "[u'\\u7528\\u6237', u'\\u5206\\u7c7b', u'\\u6d45\\u8c08', u'\\u2013', u'\\u817e\\u8baf', 'cdc']\n",
+        "[]\n",
+        "[u'\\u641e\\u7838']\n",
+        "[u'\\u6362\\u4e2a', u'\\u8033\\u673a', u'\\u542c', u'\\u540c\\u4e00\\u9996\\u6b4c', u'\\u9f13\\u70b9', u'\\u58f0', u'\\u5e73']\n",
+        "['emoji', 'conquered', 'world']\n",
+        "[u'\\u4e0d\\u53ef', u'\\u4e0d\\u77e5', u'\\u4ef6', u'\\u4e8b', u'\\u7231\\u8303\\u513f', u'\\u5206\\u4eab', 'hololens', 'beats', 'bits', u'\\u7231\\u8303\\u513f\\xb7\\u8bbe\\u5907', u'\\u7231\\u8303\\u513f\\uff09']\n",
+        "[u'\\u666e\\u901a\\u4eba', u'\\u6765\\u8bf4', u'\\u610f\\u5473\\u7740', u'\\u7231\\u8303\\u513f', u'\\u5206\\u4eab', 'ishout', 'hololens', 'beats', 'bits', u'\\u7231\\u8303\\u513f\\xb7\\u8bbe\\u5907', u'\\u7231\\u8303\\u513f\\uff09']\n",
+        "[u'\\u804a', u'\\u4e00\\u4e2a', u'\\u5c0f\\u65f6', u'\\u4e3b\\u52a8', u'\\u60f3\\u6cd5', u'\\u5b8c\\u5168', u'\\u5426\\u5b9a']\n",
+        "[u'\\u597d\\u4e45', u'\\u7537\\u795e', u'\\u804a\\u5929', u'\\u611f\\u89c9']\n",
+        "[u'\\u6709\\u8da3', u'\\u4eba', u'\\u4e00\\u8d77', u'\\u770b\\u80fd', u'\\u4e00\\u90e8', u'\\u6218\\u4e89\\u7247', u'\\u770b\\u51fa', u'\\u559c\\u5267', u'\\u6c14\\u6c1b', u'\\u7518\\u9053\\u592b', u'\\u5e3d\\u5b50', u'\\u771f', u'\\u597d\\u770b']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u4f5c\\u8005', u'\\u5510\\u6d69\\u660e', u'\\u63a8\\u8350', 'epub', u'\\u5fae\\u76d8', u'linsee146 \\u5206\\u4eab\\u7684\"\\u66fe\\u56fd\\u85e9']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u652f\\u4ed8\\u5b9d', u'\\u73a9', u'\\u9017', u'\\u7ea2\\u5305', u'\\u968f\\u4fbf', u'\\u731c', u'\\u5143', u'\\u673a\\u4f1a', u'\\u731c', u'\\u5206\\u94b1', u'\\u4e00\\u8d77', u'\\u73a9']\n",
+        "[u'\\u521a\\u521a', u'\\u6210\\u529f', u'\\u9884\\u7ea6', u'\\u7ea2\\u7c73', u'\\u624b\\u673a', u'\\u559c\\u6b22', u'\\u652f\\u6301', u'\\u53cc\\u5361', u'\\u53cc\\u5f85', u'\\u4ee5\\u540e', u'\\u90e8\\u624b\\u673a', u'\\u542f\\u7528', u'\\u751f\\u6d3b', u'\\u53f7\\u7801', u'\\u5de5\\u4f5c', u'\\u53f7\\u7801', u'\\u652f\\u6301', u'\\u53cc', u'\\u7f51\\u7edc', u'\\u642d\\u914d', u'\\u4f4d', u'\\u9ad8\\u901a', u'\\u5904\\u7406\\u5668', u'\\u73a9', u'\\u5728\\u7ebf', u'\\u6e38\\u620f', u'\\u9ad8\\u6e05', u'\\u89c6\\u9891', u'\\u4e00\\u5b9a', u'\\u723d\\u7206', u'\\u5206\\u4eab', u'\\u5206\\u4eab', u'\\u5730\\u5740', u'\\u6211\\u7231\\u7ea2\\u7c73\\u624b\\u673a', u'\\u7ea2\\u7c73\\u624b\\u673a \\u9884\\u7ea6\\u5730\\u5740']\n",
+        "[u'\\u5143\\u65e6', u'\\u62fc', u'\\u51e0\\u5929', u'\\u5047', u'\\u56de\\u6765', u'\\u6253\\u5f00', u'\\u90ae\\u7bb1', u'\\u6574\\u6574', u'\\u5c01', u'\\u86ee\\u62fc\\u7684']\n",
+        "[u'\\u4eca\\u5929', u'\\u4f1a\\u5f00', u'\\u597d', u'\\u534a\\u4e2a', u'\\u5c0f\\u65f6', u'\\u641e\\u5b9a', u'\\u7761\\u89c9']\n",
+        "[u'\\u7f3a', u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab', u'\\u4eba\\u6c11\\u65e5\\u62a5 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5438\\u53d6\\u6559\\u8bad', u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u6e56\\u5317', u'\\u517b\\u6b96\\u573a', u'\\u8d77\\u706b', u'\\u6d3b\\u732a', u'\\u88ab\\u751f', u'\\u70e4']\n",
+        "[u'\\u62a2', u'\\u5927\\u5e08', u'\\u514d\\u8d39', u'\\u624b\\u5199', u'\\u6625\\u8054', u'\\u5df2\\u7ecf', u'\\u9886', u'\\u56de\\u5bb6', u'\\u673a\\u4f1a', u'\\u62bd\\u53d6', u'\\u5e74\\u8d27', u'\\u5927\\u793c\\u5305', u'\\u8fc7\\u5e74', u'\\u62a2', u'\\u798f\\u6c14', u'\\u626b\\u63cf', u'\\u4e8c\\u7ef4\\u7801', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u770b\\u770b', u'\\u4e13\\u5c5e', u'\\u6625\\u8054', 'iphone', u'\\u5fae\\u535a\\u6625\\u8054\\u9001\\u798f']\n",
+        "[u'\\u665a\\u4e0a', u'\\u997f', u'\\u7761\\u4e0d\\u7740', u'\\u5403', u'\\u9a6c\\u5170', u'\\u62c9\\u9762', u'\\u4e0d\\u5f97\\u6b63\\u679c\\u4e5f\\u4fee\\u884c']\n",
+        "['mohit', 'bansal', 'associate', 'professor', 'toyota', 'technological', 'institute', 'chicago', 'talking', 'nlp']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
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+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u513f\\u4eec', u'\\u559c\\u6b22', u'\\u6768\\u7426\\u60a6']\n",
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+        "[u'\\u6700\\u597d', u'\\u514d\\u8d39', u'\\u6e90\\u4ee3\\u7801', u'\\u7f51\\u7ad9']\n",
+        "[u'\\u575a\\u6301', u'\\u5929', u'\\u8fbe\\u6210', u'\\u4e0d\\u58f9\\u800c\\u4e09', u'\\u6210\\u5c31', u'iHour\\u65f6\\u95f4\\u6295\\u8d44\\u8ba1\\u5212']\n",
+        "[u'\\u5206\\u4eab', u'\\u674e\\u5f00\\u590d \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u9ec3', u'\\u660e', u'\\u5fd7\\u5728', u'\\u4e2d\\u570b', u'\\u597d', u'\\u8072\\u97f3', u'\\u98c6', u'\\u9ad8\\u97f3', 'high', 'pitched', 'namewee']\n",
+        "[u'\\u65b0\\u5e74\\u9996\\u5c4f']\n",
+        "['ff']\n",
+        "[u'\\u51e1\\u51e1']\n",
+        "[u'\\u89c4\\u5212', u'\\u5e74', u'\\u5e74', u'\\u8ba1\\u5212', u'\\u597d', u'\\u719f\\u6089', u'\\u8bdd\\u9898', u'\\u56de\\u7b54', u'\\u786e\\u5b9e', u'\\u5bf9\\u4e0d\\u8d77', u'\\u9898\\u4e3b', u'\\u6bcf\\u5468', u'\\u4e00\\u7b54', u'\\u8ba1\\u5212', u'\\u9898\\u4e3b', u'\\u95ee\\u9898', u'\\u7b80\\u5316', u'\\u5236\\u5b9a', u'\\u4e00\\u5e74\\u671f', u'\\u8ba1\\u5212', u'\\u95ee\\u9898', u'\\u5f39\\u6027', u'\\u592a', u'\\u907f\\u514d', u'\\u4e60\\u60ef\\u6027', u'\\u5199\\u51fa', u'\\u5206\\u4eab', 'cher', 'deo', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u8d5e', u'\\u5fae\\u535a', u'\\u914d\\u56fe', u'\\u7167\\u7247', u'\\u9752\\u4e91QingCloud']\n",
+        "[]\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
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+        "[u'\\u6279\\u8bc4', u'\\u653f\\u5e9c', u'\\u653f\\u7b56', u'\\u65f6', u'\\u6307\\u51fa', u'\\u5236\\u5ea6', u'\\u5f0a\\u7aef', u'\\u65f6', u'\\u8bb8\\u591a', u'\\u4eba', u'\\u8bf4', u'\\u5e94', u'\\u9000\\u515a', u'\\u79fb\\u6c11', u'\\u5374', u'\\u77e5\\u9053', u'\\u8fd9\\u662f', u'\\u515a\\u5458', u'\\u516c\\u6c11', u'\\u6743\\u5229', u'\\u5206\\u4eab']\n",
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+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u5143\\u65e6', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u9648\\u6653', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u552f\\u6709', u'\\u6c42\\u77e5', u'\\u5e94', u'\\u61c8\\u6020']\n",
+        "[u'\\u8fd9\\u671f', u'\\u5f3a', u'\\u6b4c', u'\\u597d\\u542c', u'\\u5929\\u4eae', u'\\u76f4\\u6307', u'\\u5fc3\\u5e95', u'\\u9707\\u64bc', u'\\u611f\\u52a8', u'\\u6b4c\\u624b', u'\\u97e9\\u7ea2', u'\\u4e00\\u9996', u'\\u5929\\u4eae', u'\\u611f\\u52a8', u'\\u5168\\u573a', u'\\u89c2\\u4f17']\n",
+        "[u'\\u8fd9\\u671f', u'\\u5f3a', u'\\u6b4c', u'\\u597d\\u542c', u'\\u5929\\u4eae', u'\\u76f4\\u6307', u'\\u5fc3\\u5e95', u'\\u9707\\u64bc', u'\\u611f\\u52a8', u'\\u6b4c\\u624b', u'\\u97e9\\u7ea2', u'\\u4e00\\u9996', u'\\u5929\\u4eae', u'\\u611f\\u52a8', u'\\u5168\\u573a', u'\\u89c2\\u4f17', u'\\u6765\\u81ea', u'\\u4f18\\u9177', u'\\u5b89\\u5353', u'\\u5ba2\\u6237\\u7aef']\n",
+        "[u'\\u5927\\u543c', u'\\u4e00\\u58f0', u'\\u4e86\\u89e3', u'\\u62a5\\u8fc7', u'\\u91d1\\u5b9d\\u8d1d', u'\\u8bfe\\u7a0b', u'\\u611f\\u89c9']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u4e92\\u8054\\u7f51', u'\\u884c\\u4e3a', u'\\u5b9a\\u5411', u'\\u5e7f\\u544a', u'\\u6280\\u672f', u'\\u63a8\\u8350', 'pdf', u'\\u5fae\\u76d8', u'\\u738b\\u5229\\u950bFandy']\n",
+        "[u'\\u6302', u'\\u4e60\\u60ef', u'\\u4e60\\u60ef', u'\\u6c42', u'\\u7834\\u89e3', u'\\u653b\\u7565', 'goagent']\n",
+        "[u'\\u65b0\\u5e74\\u65b0', u'\\u5777\\u5783', u'\\u91d1', u'\\u5777\\u5783', u'\\u6674\\u5929', u'\\u5777\\u6770\\u4f26\\u4e3b', u'\\u5bfb\\u89c5', u'\\u6c89\\u6ca6', u'\\u6765\\u81ea', u'\\u9b3c\\u755c', u'\\u8c03\\u6559', u'\\u9891\\u9053', 'acfun']\n",
+        "[u'\\u610f\\u5916', u'\\u53d1\\u73b0', u'\\u8f6c\\u5230', 'www', 'naichabiao', 'com', 'www', 'jd', 'com']\n",
+        "[u'\\u53e4\\u5de8\\u57fa', u'\\u5f20\\u6839\\u7855', u'\\u5c4c']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u8003\\u5b8c', u'\\u957f\\u8dea']\n",
+        "[u'\\u559c\\u6b22', u'\\u5973\\u751f', u'\\u8fd8\\u6536', u'\\u793c\\u7269', u'\\u4e00\\u4e2a', u'\\u5973\\u795e', u'\\u5ba4\\u53cb', u'\\u540d\\u5b57', u'\\u5907\\u80ce', u'\\u5341\\u51e0\\u4e2a', u'\\u6bcf\\u4e2a', u'\\u5907\\u80ce', u'\\u9001\\u793c\\u7269', u'\\u6536\\u4e0b', u'\\u8bf4', u'\\u603b\\u6536', u'\\u793c\\u7269', u'\\u662f\\u4e0d\\u662f', u'\\u4e0d\\u592a\\u597d', u'\\u8bf4', u'\\u6ca1\\u8981', u'\\u81ea\\u613f', u'\\u9001\\u7ed9', u'\\u8bf4', u'\\u8003\\u8651', u'\\u7537\\u670b\\u53cb', u'\\u5206\\u4eab', 'ai', 'leon', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5e2e\\u4e3b', u'\\u4e09\\u5343', u'\\u9e26\\u6740', u'\\u4e0d\\u987e']\n",
+        "[u'\\u4e3a\\u5565', u'\\u5b8b', u'\\u82f1\\u6770', u'\\u8dd1', u'\\u505a', u'\\u517b\\u751f', u'\\u8282\\u76ee']\n",
+        "[u'\\u8bc4\\u4ef7', u'\\u6c6a\\u5cf0', u'\\u82f1\\u6587', u'\\u5355\\u66f2', u'\\u6b4c\\u8bcd', u'\\u70ba\\u5922\\u800c\\u751f', u'\\u5927\\u54e5', u'\\u5927\\u59d0', u'\\u529d\\u529d', u'\\u77e5\\u9053', u'\\u542c', u'\\u529d', u'\\u5206\\u4eab', 'song', 'redemption', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u9a91\\u884c', u'\\u65f6\\u5206\\u79d2', u'\\u5927\\u5361', 'km', u'\\u5495\\u549a']\n",
+        "['txh', 'ccjb']\n",
+        "[u'\\u9a91\\u884c', u'\\u65f6\\u5206\\u79d2', u'\\u5927\\u5361', 'km', u'\\u5495\\u549a']\n",
+        "['mddpdyr', 'eg', 'jv']\n",
+        "[u'\\u65b0\\u5e74', u'\\u65b0\\u6c14\\u8c61', u'\\u6f6e\\u4eba', u'\\u8fc7\\u6765', u'\\u4e0e\\u4f17\\u4e0d\\u540c', u'\\u5c3d\\u60c5', u'\\u5c55\\u73b0', u'\\u4e2a\\u6027', u'\\u5b9e\\u529b', u'\\u53e3\\u7891', u'\\u5bb6', u'\\u503e\\u8bda', u'\\u5de8\\u732e', u'\\u73a9\\u8f6c', u'\\u65f6\\u5c1a', u'\\u811a\\u4e0b', u'\\u5750\\u5728', u'\\u5bb6\\u91cc', u'\\u901b', u'\\u4e13\\u67dc', u'\\u5e73\\u4ef7', u'\\u7a7f', u'\\u5927\\u724c']\n",
+        "[u'\\u540c\\u4e8b', u'\\u8bf4', u'\\u6700\\u8fd1', u'\\u7a7f', u'\\u978b', u'\\u597d\\u6f6e', u'\\u597d', u'\\u65f6\\u5c1a', u'\\u544a\\u8bc9', u'\\u4e00\\u4e2a', u'\\u5de5\\u5382', u'\\u5e97', u'\\u4e70', u'\\u4ef7\\u683c', u'\\u4e0d\\u8d35', u'\\u8bf4', u'\\u4e1c\\u897f', u'\\u8d28\\u91cf', u'\\u7279\\u522b', u'\\u597d', u'\\u6b3e\\u5f0f', u'\\u8fd8\\u4f1a', u'\\u4e0d\\u95f4\\u65ad', u'\\u63a8\\u51fa', u'\\u65b0\\u6b3e', u'\\u8d64\\u88f8\\u88f8', u'\\u9985\\u513f\\u997c', 'xin', 'vip']\n",
+        "[u'\\u65b0\\u5e74', u'\\u65b0\\u6c14\\u8c61', u'\\u6f6e\\u4eba', u'\\u8fc7\\u6765', u'\\u4e0e\\u4f17\\u4e0d\\u540c', u'\\u5c3d\\u60c5', u'\\u5c55\\u73b0', u'\\u4e2a\\u6027', u'\\u5b9e\\u529b', u'\\u53e3\\u7891', u'\\u5bb6', u'\\u503e\\u8bda', u'\\u5de8\\u732e', u'\\u73a9\\u8f6c', u'\\u65f6\\u5c1a', u'\\u811a\\u4e0b', u'\\u5750\\u5728', u'\\u5bb6\\u91cc', u'\\u901b', u'\\u4e13\\u67dc', u'\\u5e73\\u4ef7', u'\\u7a7f', u'\\u5927\\u724c']\n",
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+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u501f\\u7528', u'\\u7ea2\\u5305', u'\\u5e7f\\u544a', u'\\u9644\\u5e26', u'\\u5783\\u573e', u'\\u7f51\\u9875']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u6700\\u4f73', u'\\u8bba\\u6587', u'\\u63d0\\u540d\\u5956', 'cscw', 'paper', 'honorable', 'mention', 'best', 'cscw']\n",
+        "[u'\\u4ea7\\u54c1', u'\\u73b0\\u4ee3', u'\\u8bbe\\u8ba1', u'\\u6280\\u672f\\u521b\\u65b0', u'\\u8bba\\u575b', u'\\u8bbe\\u8ba1', u'\\u79d1\\u5b66', u'\\u8bbe\\u8ba1', u'\\u7ade\\u4e89\\u529b', u'\\u5b66\\u672f', u'\\u7814\\u8ba8\\u4f1a']\n",
+        "[u'\\u8001\\u677f', u'\\u5f53\\u9009', u'\\u4eca\\u5e74', u'\\u5361\\u5185\\u57fa', u'\\u6885\\u9686', u'\\u5927\\u5b66', u'\\u6821\\u53cb\\u4f1a', 'cmu', 'hcii', 'director', 'anind', 'dey', 'sigchi', 'academy', 'congrats']\n",
+        "[u'\\u54c8\\u54c8\\u54c8', u'\\u8ba4\\u5f97', u'\\u51e0\\u4e2a', u'\\u4eba\\u8098\\u5b50']\n",
+        "[u'\\u5f90\\u5fd7\\u6469', u'\\u518d\\u522b\\u5eb7\\u6865', u'\\u559c\\u6b22', u'\\u542c\\u542c', u'\\u5206\\u4eab', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
+        "[u'\\u65b0\\u6d6a', u'\\u5fae\\u535a', u'\\u5ba2\\u6237\\u7aef', u'\\u5347\\u7ea7', u'\\u4fe1\\u606f\\u6d41', u'\\u56fe\\u7247', u'\\u52a0\\u8f7d', u'\\u901f\\u5ea6', u'\\u63d0\\u5347', u'\\u53d1\\u5e03', u'\\u5668', u'\\u652f\\u6301', u'\\u5f20', u'\\u56fe\\u7247', u'\\u4e00\\u952e', u'\\u5206\\u4eab', u'\\u65b0\\u589e', u'\\u6d6a', u'\\u5c0f\\u82b1', u'\\u8868\\u60c5', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u4e86\\u89e3', 'emoji']\n",
+        "[u'\\u65b0\\u5e74\\u5feb\\u4e50']\n",
+        "[u'\\u4e00\\u76f4', u'\\u7ecf\\u5178', u'\\u665a\\u4e0a', u'\\u91cd\\u6e29', u'\\u7ffb\\u5531', u'\\u5206\\u4eab', u'\\u5206\\u4eab', u'\\u5355\\u66f2', 'fireworks', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u514d\\u8d39', u'\\u5546\\u4e1a', u'\\u672a\\u6765', u'\\u63a8\\u8350', 'epub', u'\\u5fae\\u76d8', u'\\u767e\\u8c37']\n",
+        "[u'\\u9739\\u96f3', u'\\u556a\\u5566', u'\\u7a00\\u91cc\\u54d7\\u5566']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50', 'ed', 'sheeran', 'see', 'fire']\n",
+        "[u'\\ud83d', u'\\ude03', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\xab', u'\\ud83d', u'\\ude04', u'\\ud83d', u'\\udc7d', 'sheep', 'year', 'kernel', 'heap', 'fengshui', 'spraying', 'big', 'kids', 'pool', 'alex', 'ionescu', 'blog']\n",
+        "[u'\\u9009\\u62e9', u'\\u8fc7\\u7a0b', u'\\u5e94\\u8be5', u'\\u4e00\\u4e2a', u'\\u7406\\u60f3', u'\\u73b0\\u5b9e', u'\\u4e4b\\u95f4', u'\\u4e0d\\u65ad', u'\\u6743\\u8861', u'\\u5927\\u591a\\u6570', u'\\u52a8\\u6001\\u5e73\\u8861', u'\\u5e94\\u8be5', u'\\u6700\\u4f18', u'\\u89e3', u'\\ud83d', u'\\ude0a']\n",
+        "[u'\\u521a\\u521a', u'\\u5206\\u4eab', u'\\u9a6c\\u6761', u'\\u50bb\\u74dc', u'\\u73b0\\u573a\\u7248', u'\\u4fdd\\u5b58', 'mp', u'\\u6b27\\u9633\\u5143\\u6d1b', u'\\u5fae\\u76d8\\uff0c\\u63a8\\u8350\\u7ed9\\u5927\\u5bb6\\uff01']\n",
+        "[u'\\xab', 'control', 'flow', 'guard', 'drastically', 'caused', 'windows', 'address', 'space', 'behavior', 'changes', 'alex', 'ionescu', 'blog']\n",
+        "[u'\\u53d1\\u5e03', u'\\u4efb\\u52a1', u'\\u6c88', 'ios', 'bug', 'tower']\n",
+        "[u'\\u53c2\\u52a0', u'\\u6d3b\\u52a8', u'\\u673a\\u4f1a', u'\\u5b9e\\u73b0', u'\\u5bb6\\u4eba', u'\\u4e00\\u8d77', u'\\u51fa\\u6e38', u'\\u613f\\u671b', u'\\u53c2\\u4e0e', u'\\u9875\\u9762', u'\\u9524\\u5b50', u'\\u79d1\\u6280', u'\\u8425\\u9500', u'\\u5e10\\u53f7', u'\\u6625\\u8282\\u5c31\\u8981\\u5728\\u4e00\\u8d77', u'\\u9524\\u5b50\\u79d1\\u6280 \\u548c', u'\\u963f\\u91cc\\u65c5\\u884c-\\u53bb\\u554a']\n",
+        "[u'\\u5b9e\\u73b0', u'\\u4f3c\\u4e4e', u'\\u5fc5\\u8981', u'\\u4f5c\\u8005', u'\\u505a', u'\\u60f3', u'\\u662f\\u56e0\\u4e3a', u'\\u4f5c\\u8005', u'\\u8111', u'\\u6b8b\\u7c89', 'redis', 'hyperloglog', 'philippe', 'flajolet']\n",
+        "[u'\\u63a8\\u8350', u'\\u4e00\\u4e2a', u'\\u9ad8\\u54c1\\u8d28', u'\\u6444\\u5f71', u'\\u56fe\\u7247', u'\\u7f51\\u7ad9', u'\\u5df2\\u7ecf', u'\\u5f00\\u901a', u'\\u5165\\u9a7b', u'\\u5e0c\\u671b', u'\\u70b9\\u8bc4', u'\\u5206\\u4eab', u'\\u4f5c\\u54c1', u'\\u6444\\u5f71', u'\\u4f5c\\u54c1', u'\\u5206\\u6570', u'\\u6da8\\u8d77\\u6765', u'\\u8c22\\u8c22', 'eput', 'com']\n",
+        "[u'\\u5206\\u4eab', u'\\u8e74\\u97a0\\u6838\\u52a8\\u529b \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u266c', u'\\u6b63\\u5728', u'\\u6536\\u542c', u'\\u5468\\u534e\\u5065', u'\\u5355\\u66f2', u'\\u9886\\u609f', u'\\u266c', u'\\u97f3\\u4e50', u'\\u767e\\u4e07', u'\\u6b63\\u7248', u'\\u65e0\\u635f', u'\\u97f3\\u4e50', u'\\u66f2\\u5e93', u'\\u4f18\\u8d28', u'\\u4e0a\\u4e58', u'\\u542c\\u89c9', u'\\u4eab\\u53d7']\n",
+        "[u'\\u5f00\\u901a', u'\\u7f51\\u6613', u'\\u4ee5\\u540e', u'\\u5199\\u5199', u'\\u6587\\u7ae0', u'\\u53d1\\u53d1\\u56fe', u'\\u5730\\u5740', 'lofter', 'lofter']\n",
+        "[u'\\u60f3', u'\\u7275', u'\\u624b', u'\\u4e00\\u8d77', u'\\u901b\\u901b', u'\\u897f\\u6e56', u'\\u9605\\u8bfb', u'\\u5168\\u6587']\n",
+        "[]\n",
+        "[u'\\u5f20', u'\\u7167\\u7247', u'\\u4e0b\\u8f7d', u'\\u9177\\u76d8 \\u5206\\u4eab\\u4e86 1']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u65b0\\u5e74', u'\\u670d\\u52a1\\u5668', u'\\u62a5\\u8b66', u'\\u58f0\\u4e2d', u'\\u6765\\u4e34', u'\\u5b69\\u5b50', u'\\u54ed\\u95f9', u'\\u8001\\u5a46', u'\\u5520\\u53e8', u'\\u610f\\u8bc6', u'\\u4e00\\u5e74']\n",
+        "[u'\\u77e5\\u4e4e', u'\\u674e', u'\\u7533\\u7533', u'\\u77e5\\u4e4e', u'\\u67b6\\u6784', u'\\u53d8\\u8fc1', u'\\u53f2', 'cto']\n",
+        "[u'\\u4e0b\\u5c97', 'log', 'rotation', 'directly', 'within', 'nginx', 'configuration', 'file']\n",
+        "[u'\\u4e0b\\u5c97', 'log', 'rotation', 'directly', 'within', 'nginx', 'configuration', 'file']\n",
+        "['tcptrace']\n",
+        "['nginx', 'fastcgi', 'response', 'buffer', 'sizes']\n",
+        "[u'\\u641c\\u72d0', u'\\u89c6\\u9891', u'\\u5a31\\u4e50', u'\\u4e0b\\u8f7d', u'\\u5ba2\\u6237\\u7aef']\n",
+        "[u'\\u8bf7', u'\\u8bf4\\u660e', u'\\u6280\\u672f', u'\\u533a\\u522b', 'restful', 'soap', 'rpc', u'LAMP\\u9762\\u8bd5\\u9898']\n",
+        "[u'\\u8bf7', u'\\u8bf4\\u660e', u'\\u533a\\u522b', 'restful', 'rest', 'soap', 'rpc', u'LAMP\\u9762\\u8bd5\\u9898']\n",
+        "[u'\\u8bf7', u'\\u8bf4\\u660e', u'\\u6709\\u4f55', u'\\u533a\\u522b', 'restful', 'rest', 'soap', 'rpc', u'LAMP\\u9762\\u8bd5\\u9898']\n",
+        "[u'\\u53d1\\u73b0', u'\\u589e\\u957f', u'\\u8d8b\\u52bf', u'\\u4e0d\\u8db3', u'\\u6b64\\u65f6', u'\\u589e\\u52a0', u'\\u7f13\\u89e3', 'netstat', 'tcpbacklogdrop', 'rcvbuf', 'net', 'ipv', 'tcp', 'rmem']\n",
+        "['building', 'openresty', 'events', 'server']\n",
+        "['python', 'object', 'graphs']\n",
+        "[u'\\u952e']\n",
+        "[u'\\u7f51\\u7edc', u'\\u6392\\u969c', u'\\u5b9e\\u7528', u'\\u6307\\u5357', 'traceroute']\n",
+        "[u'\\u89e3\\u51b3', u'\\u8bbf\\u95ee', u'\\u8d85\\u65f6', u'\\u95ee\\u9898', u'\\u8c08\\u8d77', u'\\u6545\\u4e8b', u'\\u7cbe\\u5f69', 'redis']\n",
+        "[u'\\u91cc', u'\\u4fdd\\u5b58', u'\\u4e00\\u4e2a', u'\\u79d2\\u7ea7', u'\\u65f6\\u95f4', u'\\u4e09\\u4e2a', u'\\u9009\\u62e9', u'\\u5206\\u522b', u'\\u8bf7', u'\\u8bf4\\u660e', u'\\u6709\\u4f55', u'\\u5dee\\u5f02', 'mysql', 'datetime', 'timestamp', 'int', u'LAMP\\u9762\\u8bd5\\u9898']\n",
+        "[u'\\u4e24\\u4e2a', u'\\u4eba', u'\\u505a', u'\\u540c\\u6837', u'\\u9879\\u76ee', u'\\u541b', u'\\u6bcf\\u5929', u'\\u671d\\u4e5d\\u665a\\u4e94', u'\\u6700\\u540e', u'\\u5f97\\u5230', u'\\u5206', u'\\u541b', u'\\u6bcf\\u5929', u'\\u8d77\\u65e9\\u8d2a\\u9ed1', u'\\u6700\\u540e', u'\\u5f97\\u5230', u'\\u5206', u'\\u53ea\\u80fd', u'\\u9009', u'\\u9009\\u62e9', u'\\u53d1\\u73b0', u'\\u9009', u'\\u540c\\u4f34', u'\\u591a\\u6570', u'\\u4eba\\u4f1a', u'\\u9009\\u62e9', u'\\u559c\\u6b22', u'\\u732a', u'\\u961f\\u53cb', u'\\u9009', u'\\u4e0b\\u5c5e', u'\\u4eba\\u4f1a', u'\\u9009\\u62e9', u'\\u540e\\u8005', u'\\u8001\\u677f', u'\\u770b\\u91cd', u'\\u4efb\\u52b3\\u4efb\\u6028', u'\\u4eba']\n",
+        "[u'\\u6628\\u665a', u'\\u8dd1', u'\\u7537', u'\\u957f', u'\\u5fae\\u535a', u'\\u70ed\\u70b9', u'\\u6570\\u636e', u'\\u95ee\\u9898', u'\\u503c\\u5f97', u'\\u641e\\u641e', 'ddos']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u4e92\\u8054\\u7f51', u'\\u516c\\u53f8', u'\\u91cc', u'\\u7f8e\\u5973', u'\\u6570\\u91cf', u'\\u8d8a\\u6765\\u8d8a', u'\\u8bf4\\u660e', u'\\u5df2\\u7ecf', u'\\u8d70\\u4e0b\\u5761\\u8def']\n",
+        "[u'\\u8bb0', u'\\u4e00\\u6b21', u'\\u73af\\u5883', u'\\u4e0b', u'\\u8bbf\\u95ee\\u63a7\\u5236', 'lvs', 'nginx']\n",
+        "[u'\\u7ba1\\u996d', u'\\u300e', u'\\u8f6c\\u53d1', u'\\u62a2\\u7968', u'\\u6280\\u672f', u'\\u5609\\u5e74\\u534e', u'\\u65e0\\u7ebf', u'\\u6280\\u672f', u'\\u4e13\\u573a', u'\\u4ef7\\u503c', u'\\u5143', u'\\u95e8\\u7968', u'\\u514d\\u8d39', u'\\u62a2', u'\\u300f']\n",
+        "[u'\\u8c03\\u8bd5', u'\\u6d41\\u91cf', 'android', 'http']\n",
+        "[u'\\u4e2d', u'\\u901a\\u5e38', u'\\u4f7f\\u7528', u'\\u83b7\\u53d6', u'\\u67d0\\u952e', u'\\u5bf9\\u5e94', u'\\u503c', u'\\u95ee\\u9898', u'\\u952e', u'\\u83b7\\u53d6\\u6570\\u636e', 'php', 'post', 'post', 'post', 'post', u'LAMP\\u9762\\u8bd5\\u9898']\n",
+        "[u'\\u6d4f\\u89c8\\u5668', u'\\u8bbe\\u5b9a', u'\\u5f00\\u542f', u'\\u6253\\u5f00', u'\\u9875\\u9762', u'\\u6bcf\\u5929\\u82b1', u'\\u534a\\u5c0f\\u65f6', u'\\u6d4f\\u89c8', u'\\u4e00\\u4e0b', u'\\u9519\\u8fc7', u'\\u8fd1\\u671f', u'\\u91cd\\u8981', u'\\u4fe1\\u606f', 'startup', 'news']\n",
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+        "[]\n",
+        "[]\n",
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+        "[u'\\u4e2d\\u5c9b\\u7f8e\\u96ea', u'\\u7e01', u'\\u301c', u'\\u4e2d\\u65e5', u'\\u53cc\\u8bed', u'\\u5b57\\u5e55', u'\\u4e3b', u'\\u6765\\u81ea', u'\\u6d41\\u884c', u'\\u97f3\\u4e50\\u9891\\u9053', 'pokerstars', 'acfun']\n",
+        "[u'\\u5b8c\\u6210', u'\\u6559\\u7a0b', 'spearbreak']\n",
+        "[]\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[]\n",
+        "[u'\\u6709\\u9053', u'\\u4e91', u'\\u7b14\\u8bb0', u'\\u6536\\u85cf']\n",
+        "[u'\\u5206\\u4eab', u'\\u5434\\u519b\\u535a\\u58eb \\u7684\\u6587\\u7ae0']\n",
+        "['backbonejs', 'tutorial', 'beginners']\n",
+        "[u'\\u6700\\u4f73', u'\\u5b9e\\u8df5', u'\\u4f2f\\u4e50', u'\\u5934\\u6761', u'\\u7f51\\u7edc', u'\\u51b7\\u773c']\n",
+        "[u'\\u5f00\\u53d1\\u8005']\n",
+        "[]\n",
+        "[u'\\u88d5\\u6ce2', u'\\u4f2f\\u4e50\\u5934\\u6761']\n",
+        "[u'\\u516c\\u53f8', u'\\u8f6c\\u6b63', u'\\u9700\\u8981', u'\\u7b54\\u8fa9', u'\\u7b54\\u8fa9', u'\\u610f\\u4e49']\n",
+        "[u'\\u5c0f\\u7c73', u'\\u8fd9\\u79cd', u'\\u62a2\\u8d2d', u'\\u6a21\\u5f0f', u'\\u5565\\u65f6\\u5019', u'\\u7ed3\\u675f', u'\\u5c0f\\u7c73', u'\\u624b\\u673a']\n",
+        "[u'\\u591a\\u8c22', u'\\u6536\\u5230', u'2gua']\n",
+        "[]\n",
+        "[u'\\u4ea4\\u4e92', u'\\u7559\\u7740']\n",
+        "[u'\\u61d2\\u4eba', u'\\u5fc5\\u5907']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u7f29\\u5199', u'\\u8bfb\\u6210', u'\\u6295\\u7ed9', u'\\u65e0\\u6240\\u8c13', u'\\u9009\\u9879', u'\\u8868\\u6001', 'html', u'JS\\u5c0f\\u7ec4']\n",
+        "[]\n",
+        "[u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u9001\\u7ed9', u'\\u9886\\u5bfc', u'\\u72ee\\u5b50\\u6851']\n",
+        "[u'\\u6559\\u7a0b', u'\\u72ee\\u5b50', u'\\u6851']\n",
+        "[u'\\u72ee\\u5b50', u'\\u6851']\n",
+        "[u'\\u5f00\\u6e90', u'\\u534f\\u8bae']\n",
+        "[u'\\u6570\\u5b66\\u77e5\\u8bc6', u'\\u83b1\\u7c73', u'\\u83dc']\n",
+        "[u'\\u72ee\\u5b50', u'\\u6851']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u771f\\u963f\\u5f53 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u751f\\u6210', u'\\u72ee\\u5b50', u'\\u6851']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u4f01\\u4e1a', u'\\u540d\\u5b57', u'\\u627f\\u8f7d', u'\\u8fc7\\u591a', u'\\u529f\\u80fd', u'\\u7cbe\\u786e', u'\\u5b9a\\u4f4d', u'\\u5206\\u800c\\u6cbb\\u4e4b', u'\\u5b9a\\u4f4d']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u5e7f\\u4e3a\\u4eba\\u77e5', u'\\u540d\\u5b57', u'\\u547d\\u540d', u'\\u4e00\\u4e2a', u'\\u4e0a\\u5e02', u'\\u4ea7\\u54c1', u'\\u5fc5\\u9519', u'\\u65e0\\u7591', u'\\u5b9a\\u4f4d']\n",
+        "[u'\\u6613\\u4fe1', u'\\u7535\\u8bdd', u'\\u771f\\u60c5', u'\\u6311\\u6218']\n",
+        "[u'\\u4e0a\\u6613\\u4fe1', u'\\u9080\\u8bf7', u'\\u5c0f\\u4f19\\u4f34', u'\\u9886\\u53d6', u'\\u751c\\u7b52', 'dq']\n",
+        "[u'\\u6613\\u4fe1', u'\\u7535\\u8bdd', u'\\u771f\\u60c5', u'\\u6311\\u6218']\n",
+        "[u'\\u68d2', u'\\u5206\\u4eab', u'\\u5de5\\u5177']\n",
+        "[u'\\u6b63\\u5728', u'\\u7528\\u7248', u'\\u5fae\\u535a', u'\\u5ba2\\u6237\\u7aef', u'\\u9875\\u9762', u'\\u7b80\\u7ea6', u'\\u6f02\\u4eae', u'\\u65b0\\u589e', u'\\u7f51\\u7edc', u'\\u72b6\\u6001', u'\\u63d0\\u793a', u'\\u5e2e', u'\\u7701', u'\\u6d41\\u91cf', u'\\u6d41\\u7545', u'\\u9605\\u8bfb', u'\\u59a5\\u59a5', u'\\u55d2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'android', 'weico', 'weico']\n",
+        "[u'\\u5e74', u'\\u5c0f\\u7c73', u'\\u65d7\\u8230', u'\\u65b0\\u54c1', u'\\u53d1\\u5e03\\u4f1a', u'\\u5c06\\u4f1a', u'\\u5949\\u4e0a', u'\\u4e00\\u4e2a', u'\\u6700\\u597d', u'\\u65b0\\u5e74\\u793c\\u7269', u'\\u56f4\\u89c2', u'\\u6700\\u597d\\u7684\\u65b0\\u5e74\\u793c\\u7269']\n",
+        "[u'\\u5206\\u4eab', u'\\u505a', u'\\u7f8e\\u68a6', u'\\u7b11', u'\\u51fa\\u58f0', u'\\ud83d', u'\\ude02', u'\\u770b\\u770b', u'\\u5f55\\u5236', 'mv', u'\\u5ba0\\u7269##\\u641e\\u7b11', u'\\u7f8e\\u62cd', u'\\u5446\\u840c\\u5ba0\\u7684\\u65e5\\u5e38']\n",
+        "[u'\\u6210\\u529f', u'\\u5347\\u7ea7', u'\\u867e\\u7c73', u'\\u97f3\\u4e50', u'\\u6c42', u'\\u5173\\u6ce8', u'\\u4f1a\\u5458', 'vip', 'vip', u'\\u867e\\u7c73\\u97f3\\u4e50']\n",
+        "[u'\\u7ecf\\u5386', u'\\u53d8', u'\\u6210\\u719f', u'\\u5e74', u'\\u575a\\u5f3a', u'\\u52a0\\u6cb9']\n",
+        "[u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5347\\u7ea7', u'\\u798f\\u5229', u'\\u5927\\u724c', u'\\u660e\\u661f', u'\\u7b7e\\u540d', u'\\u793c', u'\\u7efc\\u827a', u'\\u95e8\\u7968', u'\\u767e\\u4e07', u'\\u73b0\\u91d1', u'\\u5238', u'\\u5347', u'\\u7b49\\u7ea7', u'\\u4eab', u'\\u7279\\u6743', u'\\u8d70\\u4e0a', u'\\u4eba\\u751f', u'\\u5dc5\\u5cf0', u'\\u9886\\u53d6', 'macbook', 'iphone', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u4ea6', u'\\u9e25', u'\\u7f51', u'\\u7ec3\\u4e60', u'\\u6258\\u798f', u'\\u53e3\\u8bed', u'\\u771f\\u4e0d\\u9519', u'\\u7f51\\u7ad9', u'\\u5927\\u91cf', u'\\u771f\\u9898', u'\\u7f51\\u53cb', u'\\u5e2e\\u5fd9', u'\\u70b9\\u8bc4', u'\\u9ad8\\u5206', u'\\u7b54\\u6848', u'\\u5927\\u725b', u'\\u7f51\\u53cb', u'\\u8bb2\\u89e3', u'\\u5f3a\\u70c8\\u63a8\\u8350', u'\\u8003', u'\\u6258\\u798f', u'\\u540c\\u5b66', u'\\u6258\\u798f\\u53e3\\u8bed', u'\\u4ea6\\u9e25Yeeaoo ']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'William\\u5a01\\u5ec9\\u9648\\u4f1f\\u9706', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u91d1\\u5b87\\u5f6c\\u73b0', u'\\u4f4d\\u5c45', u'\\u7b2c\\u540d', u'\\u9001\\u82b1', u'\\u673a\\u4f1a', u'\\u5e2e', u'\\u62ff\\u5956', u'\\u518d', u'\\u9001\\u82b1', u'\\u8d76\\u8d85', u'\\u884c\\u52a8', u'\\u5bb6', u'\\u4eba\\u4eec', 'weibo', 'pop', 'star', 'award', 'ta', 'gaon', 'chart', 'pop', 'awards']\n",
+        "[u'\\u521a\\u521a', u'\\u514d\\u8d39', u'\\u5348\\u9910', u'\\u5fae', u'\\u516c\\u76ca', u'\\u9879\\u76ee', u'\\u4e2d', u'\\u6350\\u6b3e', u'\\u6210\\u529f', u'\\u7279\\u522b', u'\\u884c\\u52a8', u'\\u5e74', u'\\u516c\\u76ca', u'\\u5173\\u7231', u'\\u8d2b\\u56f0\\u5c71\\u533a', u'\\u513f\\u7ae5', u'\\u5757\\u94b1', u'\\u5b69\\u5b50', u'\\u5403', u'\\u4e00\\u987f', u'\\u70ed\\u4e4e', u'\\u996d', u'\\u7231\\u5fc3', u'\\u6e29\\u6696', u'\\u6574\\u4e2a', u'\\u5bd2\\u51ac', u'\\u7537\\u795e', u'\\u5973\\u795e', u'\\u76ca', u'\\u5b9e\\u73b0', u'\\u5b69\\u5b50', u'\\u65b0\\u5e74', u'\\u5fc3\\u613f', u'\\u65b0\\u5e74', u'\\u516c\\u76ca', u'\\u5934\\u70ae', u'\\u5c0f\\u4f19\\u4f34', u'\\u4e0d\\u6765', u'\\u4e00\\u53d1', u'\\u731b\\u51fb', u'\\u52a9\\u529b', u'\\u5fae\\u516c\\u76ca\\u4e09\\u5468\\u5e74']\n",
+        "[u'\\u5206\\u4eab', u'\\u6211\\u7684\\u5370\\u8c61\\u7b14\\u8bb0', u'Emma\\u96e8\\u6587\\u5728\\u517b\\u5fc3 ']\n",
+        "[u'\\u65c1\\u8fb9', u'\\u54e5\\u4eec', u'\\u8bf4', u'\\u8dd1', u'\\u5708', u'\\u4e0d\\u591f', u'\\u7237\\u4eec']\n",
+        "[u'\\u6350', u'\\u987f', u'\\u5348\\u9910', u'\\u9886', u'\\u6d17\\u8863', u'\\u6db2', u'\\u514d\\u8d39\\u5348\\u9910']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u59da\\u8d1d\\u5a1c']\n",
+        "[u'\\u4f4e', u'\\u6295\\u5165', u'\\u9ad8\\u56de\\u62a5', u'\\u5927\\u8f6c\\u76d8', u'\\u6d3b\\u52a8', u'\\u600e\\u53ef\\u5c11', u'\\u79d1\\u5b66', u'\\u62fc', u'\\u4eba\\u54c1', u'\\u8f6c\\u76d8', u'\\u8f6c', u'\\u5927\\u5956', u'\\u5feb\\u5230', u'\\u7897', u'\\u91cc', u'\\u53c2\\u52a0', u'\\u6d3b\\u52a8', u'\\u65b0\\u5e74', u'\\u7ea2\\u5305', u'\\u6d3e\\u9001', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14']\n",
+        "[u'\\u5347', u'\\u7b49\\u7ea7', u'\\u798f\\u5229', u'\\u4eab', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u60f3\\u60f3', u'\\u6709\\u70b9', u'\\u5c0f', u'\\u6fc0\\u52a8', u'\\u5c0f\\u4f19\\u4f34', u'\\u513f\\u4eec', u'\\u901f\\u6765', u'\\u56f4\\u89c2', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u4eb2\\u7231', u'\\u670b\\u53cb', u'\\u6240\\u6709', u'\\u7406\\u8bba', u'\\u7070\\u8272', u'\\u5b9d\\u8d35', u'\\u751f\\u547d', u'\\u4e4b\\u6811', u'\\u5e38\\u9752']\n",
+        "[u'\\u4eba', u'\\u76f8\\u5904', u'\\u4e00\\u751f', u'\\u4eff\\u4f5b', u'\\u5207\\u80a4', u'\\u4eba', u'\\u7b2c\\u4e00\\u773c', u'\\u89c1\\u5230', u'\\u4eff\\u4f5b', u'\\u6ce8\\u5b9a', u'\\u5929\\u8352\\u5730\\u8001']\n",
+        "[]\n",
+        "[u'\\u8bf7', u'\\u5ffd\\u7565', u'\\u53d1', u'\\u5185\\u5bb9', u'\\u8d26\\u53f7', u'\\u88ab\\u76d7', u'\\u7533\\u8ff0', u'\\u4e2d', u'\\u5de5\\u4f5c\\u65e5', u'\\u624b\\u673a\\u53f7', u'\\u5b89\\u5168', u'\\u90ae\\u7bb1', u'\\u8eab\\u4efd\\u8bc1', u'\\u9a8c\\u8bc1', u'\\u4e4b\\u524d', u'\\u6dfb\\u52a0', u'\\u52a0', u'\\u725b', u'\\u63b0', u'\\u53ea\\u80fd', u'\\u767b\\u5165', u'\\u90ae\\u7bb1', u'\\u4fee\\u6539', u'\\u5bc6\\u7801', u'\\u767b\\u5165', u'\\u76d7\\u53f7', u'\\u4eba', u'\\u725b', u'\\u53ef\\u60dc', u'\\u73b0\\u5728', u'\\u53d1']\n",
+        "[u'\\u8bf7', u'\\u5ffd\\u7565', u'\\u4e4b\\u524d', u'\\u53d1', u'\\u5185\\u5bb9', u'\\u8d26\\u53f7', u'\\u88ab\\u76d7', u'\\u7533\\u8ff0', u'\\u4e2d', u'\\u5de5\\u4f5c\\u65e5', u'\\u5934\\u50cf', u'\\u79f0', u'\\u6362', u'\\u624b\\u673a\\u53f7', u'\\u5b89\\u5168', u'\\u90ae\\u7bb1', u'\\u8eab\\u4efd\\u8bc1', u'\\u9a8c\\u8bc1', u'\\u4e4b\\u524d', u'\\u6dfb\\u52a0', u'\\u52a0']\n",
+        "[u'\\u6211\\u7684\\u5370\\u8c61\\u7b14\\u8bb0 ']\n",
+        "[u'\\u5403\\u996d', u'\\u6709\\u65f6', u'\\u4ef6', u'\\u5962\\u4f88', u'\\u4e8b']\n",
+        "[u'\\u5929', u'\\u964d', u'\\u7ea2\\u5305', u'\\u4e00\\u5927', u'\\u6ce2', u'\\u6211\\u521a', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u518d', u'\\u62a2', u'\\u673a\\u4f1a', u'\\u55bd', u'\\u6211\\u662f\\u6b4c\\u624b', u'\\u5f20\\u9753\\u9896', u'\\u6797\\u5c0f\\u9759']\n",
+        "[u'\\u7ea2\\u5305', u'\\u5237\\u5c4f']\n",
+        "[u'\\u7ea2\\u5305', u'\\u5237\\u5c4f', u'\\u51e0\\u6bdb', u'\\u51e0\\u5757', u'\\u5fc5\\u8981', u'\\u5206\\u4eab', u'\\u51e0\\u5341\\u51e0\\u767e', u'\\u770b\\u5934', u'\\u7ea2\\u5305', u'\\u98de']\n",
+        "[u'\\u5206\\u4eab', u'\\u65b0\\u95fb', u'\\u56fe\\u7247', u'\\u9017\\u59b9', u'\\u5410', u'\\u69fd', u'\\u7f57\\u672c', u'\\u52a0\\u76df', u'\\u4e61\\u6751', u'\\u7231\\u60c5', u'\\u82cf\\u7259', u'\\u4f0a\\u4e07', u'\\u540e\\u4f1a\\u65e0\\u671f', u'\\u5206\\u4eab', u'\\u65b0\\u6d6a\\u4f53\\u80b2\\uff09']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u4e3a\\u5565', u'\\u5b66\\u6821', u'\\u4e00\\u5e74\\u56db\\u5b63', u'\\u7389\\u7c73', u'\\u597d\\u5403', u'\\u8fdb\\u51fb\\u7684\\u79d1\\u745e\\u7279']\n",
+        "[u'\\u8fdb\\u51fb', u'\\u79d1\\u745e\\u7279']\n",
+        "[u'\\u793e\\u4ea4', u'\\u8d44\\u6e90', u'\\u5206\\u4eab', u'\\u5e73\\u53f0', 'fbt']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u7d2f', 'week', 'soft', 'margin', 'svm', 'enough', u'\\u673a\\u5668\\u5b66\\u4e60\\u6280\\u6cd5']\n",
+        "[u'\\u5206\\u4eab', u'\\u7070\\u9e3d\\u5b50\\u94f6\\u6c34 \\u7684\\u6587\\u7ae0']\n",
+        "['nb']\n",
+        "[]\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u706b\\u5f71\\u5fcd\\u8005', u'\\u6700', u'\\u611f\\u4eba', u'\\u5267\\u60c5', u'\\u7968\\u9009', u'\\u9009\\u51fa', u'\\u5fc3\\u4e2d', u'\\u6700', u'\\u611f\\u4eba', u'\\u4e00\\u523b', u'\\u6295\\u7ed9', u'\\u9e23', u'\\u4eba\\u4e3a', u'\\u81ea\\u6765', u'\\u79bb\\u53bb', u'\\u9ed8\\u9ed8', u'\\u6d41\\u6cea', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u706b\\u5f71\\u8d34\\u5427\\u5b98\\u65b9\\u5fae\\u535a']\n",
+        "[]\n",
+        "[u'\\u516c\\u4f17', u'\\u53f7', u'\\u6b22\\u8fce', u'\\u626b']\n",
+        "[u'\\u524d\\u7aef', u'\\u82b1\\u540d\\u518c', u'\\u6dfb\\u52a0', u'\\u540d\\u7247', u'\\u6b22\\u8fce', u'\\u6536\\u85cf', u'\\u524d\\u7aef\\u4e71\\u7096']\n",
+        "[]\n",
+        "[]\n",
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+        "[]\n",
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+        "[u'\\u91cc', u'\\u6700', u'\\u559c\\u6b22', u'\\u53ef\\u9009', u'\\u8fd9\\u79cd', u'\\u8bed\\u8a00', u'\\u5c42\\u9762', u'\\u63d0\\u4f9b', u'\\u5ef6\\u8fdf', u'\\u521b\\u5efa', u'\\u673a\\u5236', u'\\u597d\\u7528', u'\\u4e0d\\u7528', u'\\u91cc\\u9762', u'\\u5224\\u65ad', u'\\u662f\\u4e0d\\u662f', u'\\u518d', u'\\u521b\\u5efa', 'swift', 'private', 'lazy', 'var', 'private', 'oc', 'nil']\n",
+        "[u'\\u79ef\\u6781', u'\\u8fc7\\u5934', u'\\u4e00\\u5929', u'\\u53d1', u'\\u4e09\\u4e2a', u'\\u6d4b\\u8bd5\\u7248', u'\\u5141\\u8bb8', u'\\ud83d', u'\\ude02']\n",
+        "[u'\\u8c03\\u4e2a', u'\\u79d2', u'\\u52a8\\u753b', u'\\u6298\\u817e', u'\\u534a\\u591c', u'\\ud83d', u'\\ude2b']\n",
+        "[u'\\u6bcf\\u5929', u'\\u5fae\\u535a\\u770b', u'\\u5fae\\u535a', u'\\u4e86\\u89e3', u'\\u77e5\\u8bc6', u'\\u5fae\\u535a', u'\\u597d\\u73a9', u'\\u7528\\u6237', u'\\u62a5', u'\\u63d0\\u9192', u'\\u5435\\u9192', u'\\ud83d', u'\\ude01', 'ps', 'bug', u'\\u5434\\u519b\\u535a\\u58eb']\n",
+        "[u'\\u66b4\\u8d70', u'\\u7f8e\\u9171']\n",
+        "[u'\\u590f\\u5929', u'\\u7eff\\u8272']\n",
+        "[u'\\u6c5f\\u8fb9', u'\\u773a\\u671b', u'\\u8fdc\\u65b9', u'\\u5fe7\\u90c1', u'\\u7f8e\\u9171']\n",
+        "[u'\\u8bf7', u'\\u5b69\\u5b50\\u738b']\n",
+        "[u'\\u89c9\\u5f97', u'\\u5b69\\u5b50', u'\\u914d\\u4e2a', u'\\u5ba0\\u7269', u'\\u6bd4\\u914d', u'\\u624b\\u673a', u'\\u597d\\u591a']\n",
+        "[u'\\u4e09\\u5c42', u'\\u6df7\\u5408', u'\\u51b0\\u6fc0\\u51cc']\n",
+        "[u'\\u524d\\u7f6e', u'\\u6444\\u50cf\\u5934', u'\\u504f\\u79fb\\u91cf', u'\\u5df2\\u7ecf', u'\\u8fbe\\u5230', u'\\u4ee4\\u4eba\\u53d1\\u6307', u'\\u4e0b\\u5468', u'\\u897f\\u6e56', u'\\u5f00\\u4e1a', u'\\u6211\\u8981', u'\\u7838', u'\\u573a\\u5b50', u'\\u7b2c\\u4e00\\u5929', u'\\u5f00', 'iphone', 'mm', 'apple', 'store', 'genius', 'bar']\n",
+        "[u'\\u6469\\u64e6', u'\\u6469\\u64e6', u'\\u5149\\u6ed1', u'\\u5730\\u4e0a', u'\\u6469\\u64e6', u'\\u4e00\\u6b65', u'\\u4e24\\u6b65', u'\\u4e00\\u6b65', u'\\u4e24\\u6b65', u'\\u4e00\\u6b65', u'\\u4e00\\u6b65', u'\\u4f3c', u'\\u722a\\u7259', u'\\u4f3c', u'\\u9b54\\u9b3c', u'\\u6b65\\u4f10', u'\\u6469\\u64e6', u'\\u6469\\u64e6']\n",
+        "[u'\\u676d\\u5dde', u'\\u4e2d\\u5fc3', u'\\u9879\\u76ee']\n",
+        "[u'\\u5f88\\u9177']\n",
+        "[]\n",
+        "[u'\\ud83d', u'\\udc30', u'\\ud83d', u'\\udc3b']\n",
+        "[u'\\u97e9\\u5bd2\\u5f00', 'nice', 'meeting']\n",
+        "[u'\\u897f\\u6e56', u'\\u843d\\u65e5']\n",
+        "[u'\\u4e2d', u'\\u516b\\u722a', u'\\u9c7c', u'\\u4e09\\u811a\\u67b6']\n",
+        "[u'\\u4eba\\u6765', u'\\u4eba', u'\\u897f\\u6e56', u'\\u7559\\u5f71', 'apple', 'store']\n",
+        "[u'\\u8bb0', u'\\u7b2c\\u4e00\\u6b21', u'\\u5403', u'\\u77e5\\u5473\\u89c2', u'\\u5c0f\\u5403', u'\\u4ee5\\u540e', u'\\u676d\\u5dde', u'\\u73a9\\u95ee', u'\\u6709\\u6ca1\\u6709', u'\\u4e0d\\u9519', u'\\u672c\\u571f', u'\\u5c0f\\u5403', u'\\u7ec8\\u4e8e', u'\\u7b54\\u6848']\n",
+        "[u'\\u5708\\u5708', u'\\u6bdb\\u8fb9', u'\\u6211\\u591a\\u52a0', 'point', 'pixel', 'perfect']\n",
+        "[u'\\u89c6\\u9891', u'\\u897f\\u6e56', u'\\u5f00\\u4e1a', u'\\u524d', u'\\u4e00\\u5468', u'\\u7559\\u5f71', u'\\u5206\\u4eab', u'\\u81ea\\u62cd', u'\\u89c6\\u9891', u'\\u4f20\\u5230', u'\\u4f20\\u5230', u'\\u4f18\\u9177', u'\\u538b\\u7f29', u'\\u5389\\u5bb3', 'apple', 'store', 'iphone', 'youtube', u'\\u4f18\\u9177\\uff09\\u300c\\u540c\\u6837\\u4e00\\u4e2a']\n",
+        "[u'\\u5b9e\\u5728', u'\\u592a', u'\\u529b', u'\\u6700\\u8fd1', u'\\u627e', u'\\u66ff\\u4ee3\\u54c1', u'\\u627e\\u6765\\u627e\\u53bb', u'\\u51b3\\u5b9a', u'\\u51fa\\u54c1', u'\\u4e3b\\u8981', u'\\u65e0\\u7f1d', u'\\u96c6\\u6210', u'\\u53d1\\u5e03', u'\\u6d41\\u7a0b', u'\\u987a\\u7545', u'\\u6700', u'\\u91cd\\u8981', u'\\u6587\\u6848', u'\\u505a', u'\\u592a\\u68d2\\u4e86', u'\\u805a\\u5149\\u706f', u'\\u6574\\u4e2a', u'\\u5c31\\u8ba9', u'\\u4eba', u'\\u611f\\u89c9', 'testflight', 'twitter', 'beta', 'crashlytics', 'app', 'logo', 'shining']\n",
+        "[u'\\u597d', u'\\u522b\\u626d', u'\\u771f\\u60f3', u'\\u4e95\\u76d6', u'\\u8f6c\\u8fc7', u'\\u5bf9\\u9f50']\n",
+        "[u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u5199', u'\\u65b0', u'\\u6765\\u81ea', 'swift', 'app', 'duolingo', 'test', 'center', u'SwiftApp']\n",
+        "[u'\\u5199', u'\\u8fd9\\u7bc7', u'\\u5199', u'\\u771f\\u68d2', u'\\u4eb2\\u8eab\\u7ecf\\u5386', u'\\u5199', u'\\u4e00\\u6b3e', u'\\u65b0', u'\\u8fbe\\u5230', u'\\u60f3\\u8981', u'\\u7a33\\u5b9a\\u6027', u'\\u53ef\\u9760\\u6027', u'\\u603b\\u7ed3', u'\\u4e00\\u4e9b', u'\\u4e0d\\u8db3', u'\\u4e3b\\u8981', u'\\u6765\\u81ea', u'\\u8bed\\u8a00', u'\\u6b63\\u5728', u'\\u9010\\u6b65', u'\\u66ff\\u6362', u'\\u4e4b\\u524d', u'\\u5199', u'\\u90bb\\u56fd', 'duolingo', 'real', 'world', 'swift', 'swift', 'app', 'swift', 'ide', 'ps', 'swift', 'oc']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u53d7\\u4e0d\\u4e86', u'\\u6362\\u7528', u'\\u5199', u'\\u51fa\\u5947', u'\\u7a33\\u5b9a', u'\\u4ee5\\u540e', u'\\u76f8\\u5173', u'\\u518d', 'xcode', 'appcode', 'swift', 'ui', 'storyboard', 'xcode']\n",
+        "[u'\\u6240\\u6709', u'\\u516c\\u5f00', u'\\u6570\\u636e', u'\\u6e20\\u9053', u'\\u7279\\u522b', u'\\u6574\\u7406', u'\\u8fd9\\u4efd', u'\\u6652\\u6652', u'\\u72ec\\u7acb', u'\\u5f00\\u53d1\\u8005', u'\\u6536\\u5165', u'\\u4e0d\\u597d\\u610f\\u601d', u'\\u653e\\u4e0a\\u53bb', u'\\u7ee7\\u7eed', u'\\u6574\\u7406', u'\\u8f7b\\u5355']\n",
+        "[u'\\u521b\\u5efa', u'\\u4e00\\u4efd', u'\\u8f7b\\u5355', u'\\u6652\\u6652', u'\\u72ec\\u7acb', u'\\u5f00\\u53d1\\u8005', u'\\u5e74', u'\\u6536\\u5165', u'\\u563f\\u563f', u'\\u8f7b\\u5355', u'\\u5e94\\u7528', u'\\u559c\\u6b22', u'\\u975e\\u5e38\\u9002\\u5408', u'\\u6574\\u7406', u'\\u6570\\u636e', u'\\u6570\\u636e', u'\\u597d\\u770b']\n",
+        "[u'\\u8f7b\\u5355', u'\\u5f88\\u8d5e', u'\\u77e5\\u9053', u'\\u8f7b\\u5355', u'\\u6709\\u6ca1\\u6709', u'\\u8ba1\\u5212', u'\\u7b2c\\u4e00', u'\\u65f6\\u95f4', u'\\u63a8\\u51fa', u'\\u624b\\u673a', u'\\u770b\\u8f7b', u'\\u65b9\\u4fbf', 'app']\n",
+        "[u'\\u53ea\\u8bfb', u'\\u4e00\\u672c', u'\\u4ecb\\u7ecd', u'\\u6e38\\u6cf3', u'\\u4e66', u'\\u5b66\\u4f1a', u'\\u6e38\\u6cf3']\n",
+        "['theory', 'everything']\n",
+        "[u'\\u91cc', u'\\u89e3\\u91ca', u'\\u751f\\u547d', u'\\u610f\\u4e49', 'stephen', 'hawking', 'grand', 'design']\n",
+        "[u'\\u4e00\\u8fde', u'\\u5b8c', u'\\u4e09\\u96c6', u'\\u7b2c\\u4e00\\u96c6', u'\\u8bb2', u'\\u79d1\\u5b66', u'\\u7b2c\\u4e8c\\u96c6', u'\\u8bb2', u'\\u54f2\\u5b66', u'\\u7b2c\\u4e09\\u96c6', u'\\u8bb2', u'\\u795e\\u5b66', u'\\u73b0\\u5728', u'\\u611f\\u89c9', u'\\u60c6\\u6005', 'stephen', 'hawking', 'grand', 'design']\n",
+        "[u'\\u4e00\\u8fde', u'\\u5b8c', u'\\u4e09\\u96c6', u'\\u7b2c\\u4e00\\u96c6', u'\\u8bb2', u'\\u79d1\\u5b66', u'\\u7b2c\\u4e8c\\u96c6', u'\\u8bb2', u'\\u54f2\\u5b66', u'\\u7b2c\\u4e09\\u96c6', u'\\u8bb2', u'\\u795e\\u5b66', u'\\u73b0\\u5728', u'\\u611f\\u89c9', u'\\u60c6\\u6005', 'stephen', 'hawking', 'grand', 'design']\n",
+        "[u'\\u770b\\u8fc7', u'\\u53f2\\u8482\\u82ac', u'\\u970d\\u91d1', u'\\u4e4b\\u5927', u'\\u8bbe\\u8ba1', u'\\u65e0\\u4e2d\\u751f\\u6709']\n",
+        "[u'\\u521a\\u521a', u'\\u767b\\u51fa', u'\\u5fae\\u535a', u'\\u5ba2\\u6237\\u7aef', u'\\u518d', u'\\u91cd\\u65b0', u'\\u767b\\u9646', u'\\u6837\\u5b50', u'\\u4ee5\\u540e', u'\\u6240\\u6709', u'\\u7b2c\\u4e09\\u65b9', u'\\u5fae\\u535a', u'\\u5ba2\\u6237\\u7aef', u'\\u7edf\\u4e00', u'\\u8fd9\\u79cd', u'\\u5f62\\u5f0f', u'\\u767b\\u9646', u'\\u88c5', u'\\u5b98\\u65b9', u'\\u8f7d\\u5165', u'\\u7f51\\u9875', u'\\u767b\\u5f55', u'\\u533a\\u522b', 'app']\n",
+        "[u'\\u4f18\\u9177', u'\\u4e94\\u96c6', u'\\u4e00\\u4eba\\u98df', u'\\u633a\\u4e0d\\u9519', u'\\u8282\\u76ee', u'\\u4ee5\\u4e3a', u'\\u7c7b\\u4f3c', u'\\u5b64\\u72ec', u'\\u7f8e\\u98df\\u5bb6', u'\\u5b9e\\u9645\\u4e0a', u'\\u7a81\\u7136', u'\\u60f3', u'\\u4e00\\u4e0b', u'\\u6628\\u5929\\u4e2d\\u5348', u'\\u5403', u'\\u81ea\\u52a9', u'\\u6d77\\u9c9c', u'\\u9762', u'\\u9a97\\u5b50', u'\\u9762', 'po']\n",
+        "[u'\\u5f31\\u5f31', u'\\u95ee', u'\\u4e00\\u53e5', u'\\u4e09\\u89c2', u'\\u4e09\\u89c2', u'\\u5305\\u62ec', u'\\u5b87\\u5b99\\u89c2']\n",
+        "[u'\\u6628\\u5929', u'\\u521b\\u5efa', u'\\u8f7b\\u5355', u'\\u6652\\u6652', u'\\u72ec\\u7acb', u'\\u5f00\\u53d1\\u8005', u'\\u5e74', u'\\u6536\\u5165', u'\\u73b0\\u5728', u'\\u5df2\\u7ecf', u'\\u6210\\u4e3a', u'\\u8f7b\\u5355', u'\\u7cbe\\u9009', u'\\u9996\\u9875', u'\\u770b\\u5230', u'\\u4eca\\u5929', u'\\u65b0', u'\\u52a0\\u5165', u'\\u4e24\\u4e2a', u'\\u72ec\\u7acb', u'\\u5f00\\u53d1\\u8005', u'\\u6570\\u636e', u'\\u544a\\u8bc9', u'\\u8865\\u5145']\n",
+        "[u'\\u7ede\\u5c3d\\u8111\\u6c41', u'\\u60f3', u'\\u6587\\u6848', u'\\u592a\\u571f', u'\\u592a\\u96c5', u'\\u505a', u'\\u591a\\u5e74', u'\\u82f1\\u6587\\u540d', u'\\u8f6f\\u4ef6', u'\\u7b2c\\u4e00\\u6b3e', u'\\u4e2d\\u6587\\u540d', u'\\u8f6f\\u4ef6', 'app']\n",
+        "[u'\\u897f\\u6e56', u'\\u5ba3\\u4f20\\u7247', u'\\u738b\\u51ac\\u9f84', u'\\u8c08\\u4e66\\u6cd5', u'\\u676d\\u5dde', u'\\u60f3', u'\\u73bb\\u7483', u'\\u76d2', u'\\u5df2\\u7ecf', u'\\u63ed\\u5f00', u'\\u5e37\\u5e55', 'apple', 'store', 'apple']\n",
+        "[u'\\u70ab\\u9177', u'\\u7cfb\\u7edf\\u5347\\u7ea7', u'\\u540e', u'\\u652f\\u6301', u'\\u5bfc\\u822a', 'tesla', 'model']\n",
+        "[u'\\u676d\\u5dde', u'\\u96e8', u'\\u505c', u'\\u5ba1\\u6838', 'app', 'testflight']\n",
+        "[u'\\u8bf4', u'\\u5fae\\u4fe1', u'\\u670b\\u53cb\\u5708', u'\\u4ee5\\u540e', u'\\u53d8\\u6210', u'\\u5e7f\\u544a', u'\\u5708', u'\\u4e00\\u4e2a', u'\\u5fae\\u535a\\u63a7', u'\\u89c9\\u5f97', u'\\u5fae\\u535a', u'\\u73b0\\u5728', u'\\u5e7f\\u544a', u'\\u5012', u'\\u4ee5\\u524d', u'\\u5c11\\u591a']\n",
+        "[u'\\u89c9\\u5f97', u'\\u7eb8\\u4e66\\u5370', u'\\u8fd9\\u79cd', u'\\u610f\\u4e49', u'\\u7a81\\u7136', u'\\u660e\\u767d', u'\\u672c\\u4e66', u'\\u5f00\\u53d1', u'\\u8fdb\\u9636', u'\\u4f1a\\u51fa', u'\\u7535\\u5b50\\u7248', 'url', 'ios']\n",
+        "[]\n",
+        "[u'\\u6628\\u5929', u'\\u5b8c\\u6210', u'\\u6587\\u6848', u'\\u7b80\\u7b80\\u5355\\u5355', u'\\u77ed\\u77ed', u'\\u4e24\\u53e5', u'\\u4e00\\u53e5', u'\\u4e2d\\u6587', u'\\u4e00\\u53e5', u'\\u82f1\\u6587', u'\\u563f\\u563f', u'\\u4eca\\u5929', u'\\u6574\\u7406', u'\\u597d', u'\\u4e00\\u4e9b', u'\\u5e38\\u89c1\\u95ee\\u9898', u'\\u7528\\u6237', u'\\u7591\\u95ee', u'\\u76f4\\u63a5', u'\\u4e86\\u89e3', u'\\u6253\\u7b97', u'\\u5355\\u72ec', u'\\u505a', u'\\u7f51\\u7ad9', u'\\u505a', u'\\u4e3b\\u9875', u'\\u76f4\\u63a5', u'\\u6302', u'\\u4e0b\\u9762', u'\\u8d8a\\u6765\\u8d8a\\u8fd1', u'\\ud83d', u'\\ude04', 'app', 'app', 'blog', 'launch']\n",
+        "[u'\\u624b\\u5de5', u'\\u91cd\\u6784', u'\\u884c', u'\\u4ee3\\u7801', u'\\u672c\\u5468', u'\\u5206\\u4eab', u'\\u4e00\\u7bc7', u'\\u5f00\\u53d1', u'\\u5fc3\\u5f97', u'\\ud83d', u'\\ude04', 'swift', 'swift']\n",
+        "[u'\\u773c\\u775b', u'\\u7728', u'\\u56db\\u5929', u'\\u77e5\\u9053', u'\\u8fd8\\u8981', u'\\u51e0\\u5929', u'\\u7126\\u8651']\n",
+        "[u'\\u7a97\\u5916', u'\\u5317\\u98ce', u'\\u547c\\u5578', u'\\u53cc\\u811a', u'\\u611f\\u89c9', u'\\u8d8a\\u6765\\u8d8a', u'\\u51b7', u'\\u4e00\\u770b', u'\\u7a7a\\u6c14\\u8d28\\u91cf', u'\\u91cd\\u5ea6', u'\\u6c61\\u67d3']\n",
+        "[u'\\u6307\\u7740', u'\\u5c4f\\u5e55', u'\\u5bf9\\u7f8e\\u9171', u'\\u5475\\u65a5', u'\\u9053', u'\\u4ee3\\u7801', u'\\u5199', u'\\u4ea7\\u751f', u'\\u5bfc\\u81f4', u'\\u5185\\u5b58', u'\\u6cc4\\u6f0f', u'\\u7f8e\\u9171', u'\\u628a\\u5934', u'\\u626d\\u5411', u'\\u4e00\\u8fb9', u'\\ud83d', u'\\ude22', u'\\u5168\\u7403', u'\\u7b2c\\u4e00\\u4e2a', u'\\u5199', u'\\ud83d', u'\\udc36', u'\\u539f\\u8c05', 'retail', 'cycle', 'swift']\n",
+        "[u'\\u65e9\\u4e0a', u'\\u5237\\u7259', u'\\u7a81\\u7136', u'\\u7075\\u5149', u'\\u4e00\\u95ea', u'\\u95ea', u'\\u5f69\\u86cb', u'\\u8bbe\\u8ba1', u'\\ud83d', u'\\ude01']\n",
+        "[u'\\u6536\\u96c6\\u6574\\u7406', u'\\u5c4f\\u5e55', u'\\u622a\\u56fe', u'\\u76f8\\u5173', u'\\u7d20\\u6750', u'\\u8bbe\\u8ba1', u'\\u6700\\u5927', u'\\u4eae\\u70b9', u'\\u81ea\\u52a8', u'\\u5bfc\\u5165', u'\\u8bbe\\u8ba1\\u5e08', u'\\u670b\\u53cb', u'\\u4e0d\\u53ef', u'\\u9519\\u8fc7', u'\\u56fd\\u4eba', u'\\u72ec\\u7acb', u'\\u5f00\\u53d1', u'\\u56e2\\u961f', u'\\u5f00\\u53d1', 'inboard', 'dribbble', 'like', 'ps', 'ideabits']\n",
+        "[u'\\u96d5\\u523b', u'\\u65f6\\u5149', u'\\u62db', u'\\u5496\\u5561\\u5e08', 'jion']\n",
+        "[u'\\u4e3b\\u94f6', u'\\u684c\\u4e0a', u'\\u597d\\u5403']\n",
+        "[u'\\u4e24\\u4ef6', u'\\u897f\\u6e56', u'\\u65b0\\u9c9c\\u4e8b', u'\\u5b98\\u65b9', u'\\u7167\\u7247', u'\\u53d1', u'\\u4e00\\u4e2a', u'\\u897f\\u6e56', u'\\u5ba3\\u4f20\\u7247', u'\\u914d\\u4e0a', u'\\u82f1\\u6587', u'\\u5b57\\u5e55', u'\\u4f20\\u5230', u'\\u58f0\\u52bf', u'\\u6d69\\u5927', u'\\u582a\\u6bd4', u'\\u4e2d\\u56fd', u'\\u7b2c\\u4e00\\u5bb6', u'\\u4e09\\u91cc\\u5c6f', u'\\u5e97', u'\\u5f00\\u5f20', 'apple', 'store', 'apple', 'ad', 'apple', 'store', 'apple', 'youtube']\n",
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+        "[u'\\u78c1\\u76d8\\u7a7a\\u95f4', u'\\u4e0d\\u8db3', u'\\u4ee5\\u540e', u'\\u8fd8\\u4f1a', u'\\u63d0\\u793a', u'\\u6b3e', u'\\u8f6f\\u4ef6', u'\\u771f\\u662f', u'\\u5904\\u7406', u'\\u5f02\\u5e38\\u60c5\\u51b5', u'\\u585e\\u6ee1', u'\\ud83d', u'\\ude02', 'terminal', 'app', 'ps', 'gb', 'ssd']\n",
+        "[u'\\u5c0f', u'\\u6280\\u5de7', u'\\u5199', u'\\u7b2c\\u4e09\\u7bc7', u'\\u521a\\u521a', u'\\u5199', u'\\u5b8c', u'\\u8fd9\\u7bc7', u'\\u5c0f', u'\\u6280\\u5de7', u'\\u601d\\u7ef4', u'\\u8bbe\\u8ba1', u'\\u7f51\\u7edc', u'\\u8bf7\\u6c42', u'\\u8fd9\\u662f', u'\\u771f\\u5b9e\\u4e16\\u754c', u'\\u4e00\\u4e2a', u'\\u601d\\u8003', u'\\u62db\\u7528', u'\\u5fae\\u535a', u'\\u5ba2\\u6237\\u7aef', u'\\u91cc', u'\\u9884\\u8ba1', u'\\u4eca\\u5e74', u'\\u5199', u'\\u5341\\u7bc7', u'\\u4ee5\\u4e0a', u'\\u6587\\u7ae0', u'\\u5e0c\\u671b', u'\\u4ea4\\u6d41', u'\\ud83d', u'\\ude04', 'swift', 'swift', 'swift', 'ps', 'swift']\n",
+        "[u'\\u5708', u'\\u5df2\\u7ecf', u'\\u5237', u'\\u6c34\\u679c\\u5e97', 'instagram']\n",
+        "[u'\\u591a\\u4eba']\n",
+        "[u'\\u64e6', u'\\u73bb\\u7483', u'\\u64e6', u'\\u64e6']\n",
+        "[u'\\u81ea\\u6211', u'\\u4fee\\u517b', u'\\ud83d', u'\\ude04', 'apple', 'fans']\n",
+        "[u'\\u73b0\\u573a', u'\\u5b89\\u4fdd', u'\\u529b\\u91cf']\n",
+        "[u'\\u7ee7\\u7eed', u'\\u64e6', u'\\u82f9\\u679c']\n",
+        "[u'\\u4e0a\\u8d3c\\u8239', u'\\ud83d', u'\\ude02']\n",
+        "[u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u6c1b\\u56f4', u'\\u597d', u'\\u8ba4\\u8bc6', u'\\u670b\\u53cb', u'\\u8fd9\\u6b21', u'\\u771f\\u662f', u'\\u6ca1\\u767d\\u6765']\n",
+        "[u'\\u56f4', u'\\u4e00\\u8d77', u'\\u4ea4\\u6d41', u'\\u840c\\u840c', u'\\u4e00\\u5757', 'line']\n",
+        "[u'\\u642d\\u5e10\\u7bf7', u'\\ud83d', u'\\ude02', 'forever']\n",
+        "[u'\\u697c\\u5e95\\u4e0b', u'\\u8fde\\u63a5', u'\\u4e0b\\u8f7d', u'\\u901f\\u5ea6', u'\\u597d\\u5feb', 'apple', 'store', 'free', 'wifi', 'xcode']\n",
+        "[u'\\u897f\\u6e56', u'\\u5730\\u4e0b\\u5ba4', u'\\u5168\\u666f\\u56fe', u'\\u7761\\u89c9', u'\\u7761\\u89c9', u'\\u56f4\\u7740', u'\\u804a\\u5929', u'\\u804a\\u5929', u'\\u7a7a\\u8c03', u'\\u70ed', u'\\u6c14\\u6c1b', u'\\u4e0d\\u9519', 'apple', 'store']\n",
+        "[u'\\u51cc\\u6668', u'\\u56db\\u70b9', u'\\u6700\\u540e', u'\\u4e00\\u6ce2', u'\\u540c\\u5b66', u'\\u804a\\u7d2f', u'\\u7eb7\\u7eb7', u'\\u5012\\u5934', u'\\u7761\\u89c9', u'\\u4e2a\\u522b', u'\\u7761\\u4e0d\\u7740', u'\\u4e1c\\u5f20\\u897f\\u671b', u'\\u4e0d\\u77e5\\u60c5', u'\\u4eba', u'\\u4ee5\\u4e3a', u'\\u907f\\u96be']\n",
+        "[u'\\u6e05\\u9192', u'\\u60f3', u'\\u5199', u'\\u4ee3\\u7801', u'\\u7834']\n",
+        "[u'\\u7761\\u59ff', u'\\u9762\\u9762\\u89c2', u'\\u7761', u'\\u5012', u'\\u9ed1\\u4e4e\\u4e4e', u'\\u5b89\\u4fdd', u'\\u65c1\\u8fb9', u'\\u679c\\u7c89', 'line']\n",
+        "[u'\\u7f51\\u901f', u'\\u4ee5\\u540e', u'\\u6ca1\\u4e8b', u'\\u5199', u'\\u4ee3\\u7801', u'\\u4eba\\u591a', u'\\u4e0d\\u884c']\n",
+        "[u'\\u5730\\u9762', u'\\u4eba\\u4eec', u'\\u8bf7', u'\\u6ce8\\u610f', u'\\u6392\\u597d\\u961f', u'\\u51c6\\u5907']\n",
+        "[u'\\u4eba\\u6765', u'\\u4eba\\u5f80', u'\\u611f\\u89c9', u'\\u5750', u'\\u5317\\u4eac\\u5730\\u94c1', u'\\u524d', u'\\u8d70', u'\\u901a\\u9053']\n",
+        "[u'\\u6d59\\u6c5f', u'\\u5728\\u7ebf', u'\\u8bb0\\u8005', u'\\u73b0\\u573a\\u91c7\\u8bbf', u'\\u4e2d', u'\\u53e3\\u53f7', u'\\u6064']\n",
+        "[u'\\u5458\\u5de5', u'\\u51fb\\u638c', 'apple']\n",
+        "[u'\\u56f4\\u89c2', u'\\u7fa4\\u4f17']\n",
+        "['apple', 'logo']\n",
+        "[u'\\u5929', u'\\u565c', u'\\u6ee1\\u8840', u'\\u590d\\u6d3b', u'\\u54c8\\u54c8\\u54c8']\n",
+        "[u'\\u90a3\\u4f1a', u'\\u8d85', u'\\u559c\\u6b22', u'\\u4e00\\u6b3e', u'\\u4e60\\u60ef', u'\\u517b\\u6210', u'\\u4e0a\\u67b6', u'\\u4eca\\u5929', u'\\u610f\\u5916', u'\\u60ca\\u559c', u'\\u6d88\\u5931', u'\\u5f88\\u957f', u'\\u4e00\\u6bb5\\u65f6\\u95f4', u'\\u8fd9\\u6b21', u'\\u91cd\\u65b0', u'\\u9732\\u9762', u'\\u652f\\u6301', u'\\u4e2d\\u6587', u'\\u5927\\u8d5e', 'iphone', 'app', 'way', 'life', 'ios']\n",
+        "[u'\\u4eca\\u5929', u'\\u897f\\u6e56', u'\\u62cd', u'\\u7167\\u7247', u'\\u91c7\\u7eb3', u'\\u62a5\\u9053', u'\\u6587\\u7ae0', u'\\u540e\\u9762', 'apple', 'store', 'mac', 'tualatrix']\n",
+        "[u'\\u8865', u'\\u4e00\\u6bb5', u'\\u897f\\u6e56', u'\\u73b0\\u573a', u'\\u89c6\\u9891', u'\\u62cd', u'\\u8fd9\\u6bb5', u'\\u7b97', u'\\u5b8c\\u6574', 'apple', 'store']\n",
+        "[u'\\u9884\\u7ea6', u'\\u5df2\\u6ee1']\n",
+        "[u'\\u597d\\u4e45\\u6ca1', u'\\u5199', u'\\u5b8c\\u5168', u'\\u4e0d\\u77e5\\u6240\\u4e91', u'\\u53d6\\u5f97', u'\\u6587\\u672c', u'\\u5185\\u5bb9', u'\\u89c9\\u5f97', u'\\u91cd\\u65b0', u'\\u5199\\u4e2a', u'\\u6846\\u67b6', u'\\u5b8c\\u5584', u'\\u4e00\\u4e0b', 'cocoa', 'nstextfield', 'nstextfield', 'stringvalue', 'uitextfield', 'text', 'apple', 'swift', 'api']\n",
+        "[u'\\u89c9\\u9192', u'\\u672c\\u5468', u'\\u5e2e', u'\\u516c\\u53f8', u'\\u63d0\\u4ea4', u'\\u5ba1\\u6838', u'\\u4e0a\\u5468', u'\\u63d0\\u4ea4', u'\\u5ba1\\u6838', 'app']\n",
+        "[u'\\u9ebb\\u70e6', u'\\u540c\\u5b66', u'\\u6253\\u5f00', u'\\u4e00\\u4e0b', u'\\u9875\\u9762', u'\\u7167\\u7247', u'\\u6807\\u8bb0', u'\\u9519\\u8bef', u'\\u62fc\\u5199', u'\\u611f\\u89c9', u'\\u522b\\u626d', u'\\u5e0c\\u671b', u'\\u4e00\\u8d77', u'\\u7ea0\\u6b63', u'\\u8c22\\u8c22', 'facebook']\n",
+        "[u'\\u62b1', u'\\u5e7b\\u60f3']\n",
+        "['nice', 'meeting']\n",
+        "[u'\\u4e0b\\u573a', u'\\u5927\\u96e8', u'\\u51e0\\u5929', u'\\u7a7a\\u6c14', u'\\u771f\\u662f', u'\\u591f', u'\\u5dee', u'\\u597d\\u4e45\\u6ca1', u'\\u9047\\u5230', u'\\u8fd9\\u79cd', u'\\u4e25\\u91cd', u'\\u7ea7\\u522b', u'\\u6c61\\u67d3']\n",
+        "[u'\\u767e\\u5ea6', u'\\u641e', u'\\u767e\\u601d\\u4e0d\\u5f97\\u5176\\u89e3', 'java']\n",
+        "[u'\\u6df9\\u6ca1', u'\\u96fe', u'\\u973e', u'\\u4e2d', u'\\u5929\\u5802', u'\\u8f6f\\u4ef6\\u56ed']\n",
+        "[u'\\u9879\\u76ee', u'\\u6740\\u6389', u'\\u4e24\\u4e2a', u'\\u7c7b', u'\\u8f6c\\u6362\\u6210', u'\\u6253\\u7b97', u'\\u9010\\u6e10', u'\\u8fdb\\u5316', u'\\u4e0b\\u53bb', u'\\u4eca\\u5e74', u'\\u4e00\\u5929', u'\\u7a81\\u7136', u'\\u4ece\\u7eaf', u'\\u9879\\u76ee', u'\\u53d8\\u6210', u'\\u4e00\\u4e2a', u'\\u9879\\u76ee', u'\\u8fd9\\u79cd', u'\\u6e10\\u8fdb', u'\\u8f6c\\u6362', u'\\u5e26\\u6765', u'\\u91cd\\u5199', u'\\u6709\\u610f\\u601d', 'objective', 'objective', 'swift', 'objective', 'swift']\n",
+        "[u'\\u8bdd', u'\\u8bf4', u'\\u652f\\u6301', u'\\u529b', u'\\u5bfc\\u81f4', u'\\u5199', u'\\u5199', u'\\u4e22\\u5931', u'\\u9ad8\\u4eae', u'\\u8865\\u5168', u'\\u65e0\\u7f1d', u'\\u517c\\u5bb9', u'\\u505a', u'\\u76f8\\u5f53', u'\\u68d2', 'apple', 'xcode', 'swift', 'swift', 'objective']\n",
+        "[u'\\u770b\\u8fc7', u'\\u963f\\u51e1', u'\\u8fbe', u'\\u771f\\u662f', u'\\u7ecf\\u5178']\n",
+        "[u'\\u5fc3\\u529b', u'\\u6194\\u60b4']\n",
+        "[u'\\u7b2c\\u4e00\\u6b21', u'\\u7d27\\u5f20', u'\\ud83d', u'\\ude4f', u'\\ud83d', u'\\ude4f', u'\\ud83d', u'\\ude4f']\n",
+        "[u'\\u6700\\u8fd1', u'\\u89c2\\u5bdf', u'\\u7248\\u672c', u'\\u5f00\\u53d1', u'\\u79ef\\u6781', u'\\u7248', u'\\u53ea', u'\\u7ef4\\u62a4', u'\\u65b0\\u8bfe\\u7a0b', u'\\u6559', u'\\u56fd\\u5916', u'\\u4e3b\\u9898', u'\\u5e74', u'\\u5e74', u'\\u9884\\u8a00', u'\\ud83d', u'\\ude09', 'swift', 'reactivecocoa', 'swift', 'objective', 'stanford', 'ios', 'swift', 'blog', 'weekly', 'news', 'swift', 'swift']\n",
+        "[u'\\u9690\\u7ea6', u'\\u611f\\u89c9', u'\\u6211\\u8981', u'\\u9879\\u76ee', u'\\u67d0\\u5904', u'\\u6280\\u672f', u'\\u6574\\u7406', u'\\u4e00\\u4e0b', u'\\u601d\\u8def', u'\\u5148', 'generic']\n",
+        "[u'\\u51c6\\u5907', u'\\u6beb\\u79d2', u'\\u6d88\\u8017', u'\\u4f18\\u5316', u'\\u4e00\\u534a', u'\\u4ee5\\u4e0a', u'\\u6311\\u6218']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u8bbe\\u8ba1', u'\\u5947\\u602a', u'\\u4f5c', u'\\u4e0d\\u884c', 'swift', 'int', 'key', 'int']\n",
+        "[u'\\u611f\\u89c9', u'\\u574f\\u6389', u'\\u754c\\u9762', u'\\u591a\\u5361', u'\\u62d6', u'\\u663e\\u793a', 'instrument', 'fps']\n",
+        "[u'\\u7b2c\\u4e00\\u8f6e', u'\\u4f18\\u5316', u'\\u5361\\u987f', u'\\u6d88\\u9664', u'\\u660e\\u5929', u'\\u7b2c\\u4e8c\\u8f6e']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u5dee\\u8ddd']\n",
+        "[u'\\u655d\\u56fd', u'\\u8fd8\\u9020', u'\\u5899']\n",
+        "[u'\\u505a\\u68a6', u'\\u68a6\\u89c1', u'\\u5ba1\\u6838', u'\\u7a81\\u7136', u'\\u9192\\u6765', u'\\u4e00\\u770b', u'\\u624b\\u673a', u'\\u5c4f\\u5e55', u'\\u5ba1\\u6838', u'\\u54c8\\u54c8\\u54c8', u'\\u60f3\\u5f53\\u5e74', u'\\u4e00\\u6b21\\u6027', u'\\u5ba1\\u6838', u'\\u597d\\u5f00\\u5fc3', u'\\u8fd8\\u8981', u'\\u63d0\\u4ea4', u'\\u4e00\\u4e2a', u'\\u7248\\u672c', u'\\u6b63\\u5f0f', u'\\u53d1\\u5e03', u'\\u4e0b\\u5468', 'app', 'manico']\n",
+        "[u'\\u5e0c\\u671b', u'\\u591a\\u51fa', u'\\u51e0\\u4e2a', u'\\u7a33\\u5b9a\\u7248', u'\\u4e00\\u4e2a\\u52b2', u'\\u52a0', 'apple', 'feature']\n",
+        "[u'\\u6dcb\\u6d74', u'\\u771f\\u662f', u'\\u601d\\u8003\\u95ee\\u9898', u'\\u597d\\u65f6\\u5149', u'\\u60f3\\u901a', u'\\u4e00\\u4e2a', u'\\u95ee\\u9898']\n",
+        "[u'\\u627e\\u4e2a', u'\\u7b80\\u6d01\\u660e\\u4e86', u'\\u6a21\\u677f', u'\\u505a', u'\\u4e3b\\u9875', u'\\u63a8\\u8350', 'app']\n",
+        "[u'\\u652f\\u4ed8\\u5b9d', u'\\u793e\\u4ea4', u'\\u5b8c\\u5168', u'\\u5174\\u8da3', u'\\u73a9', u'\\u53d1\\u6765', u'\\u901a\\u77e5', u'\\u6389', u'\\ud83d', u'\\ude01']\n",
+        "[u'\\u641e', u'\\u6709\\u70b9', u'\\u9ebb\\u70e6', u'\\u81ea\\u52a8', u'\\u751f\\u6210', u'\\u4e00\\u4e9b', u'\\u65b9\\u6cd5', u'\\u6b63\\u5e38', u'\\u8fd9\\u5957', u'\\u673a\\u5236', u'\\u5b8c\\u5168', u'\\u5bfc\\u5411', u'\\u505a', u'\\u6865\\u63a5', u'\\u4f30\\u8ba1', u'\\u7528\\u6765', u'\\u8c03\\u7528', u'\\u6846\\u67b6', u'\\u60c5\\u51b5', u'\\u6301\\u7eed', u'\\u5f88\\u957f', u'\\u4e00\\u6bb5\\u65f6\\u95f4', 'swift', 'coredata', 'objective', 'nsset', 'nsorderedset', 'add', 'delete', 'oc', 'swift', 'swift', 'oc']\n",
+        "[u'\\u5168\\u7403', u'\\u7b2c\\u4e00\\u652f', u'\\u4e13\\u7528', u'\\u94b1\\u5305', u'\\u5230\\u624b', u'\\u9a87', u'\\u6545\\u6211\\u5728', 'yeah', 'hacker', 'hack', 'therefore']\n",
+        "[u'\\ud83d', u'\\ude0f', 'tualatrix']\n",
+        "[u'\\u8fd9\\u4e9b\\u5e74\\u6765', u'\\u6211\\u7528', u'\\u65f6\\u95f4', u'\\u6700\\u957f', u'\\u66f4\\u6362', u'\\u8bbe\\u5907', 'apple', 'magicmouse']\n",
+        "[u'\\u96e8\\u4e2d', u'\\u5a07\\u6ef4\\u6ef4', u'\\u5bf9\\u4e0d\\u8d77', u'\\u77e5\\u9053', u'\\u82b1']\n",
+        "[u'\\u8fd9\\u682a', u'\\u814a\\u6885', u'\\u96e8', u'\\u4e2d\\u5f00', u'\\u76db']\n",
+        "[u'\\u597d', u'\\u633a\\u68d2', u'\\u4f18\\u826f', u'\\u8bbe\\u8ba1', u'\\u5e94\\u7528', u'\\u573a\\u666f', u'\\u5e7f', u'\\u4ece\\u5c5e\\u5173\\u7cfb', u'\\u7b80\\u5355', u'\\u8bbe\\u7f6e', u'\\u5b9e\\u73b0', u'\\u5220\\u9664', u'\\u5220\\u9664', u'\\u5220\\u9664', u'\\u5220\\u9664', u'\\u642d\\u914d', u'\\u7ec4\\u5408', u'\\u6ee1\\u8db3', u'\\u573a\\u666f', 'coredata', 'relationship', 'delete', 'rule']\n",
+        "[u'\\u91cd\\u5ea6', u'\\u7528\\u6237', u'\\u6211\\u7528', u'\\u591a\\u5e74', u'\\u7ec8\\u4e8e', u'\\u7535\\u6c60\\u677f', u'\\u78e8', u'\\u4eae\\u6676\\u6676', 'magic', 'mouse']\n",
+        "[u'\\u9690\\u85cf', u'\\u514d\\u8d39', u'\\u6d41\\u91cf']\n",
+        "[u'\\u96e8\\u96ea', u'\\u4ea4\\u52a0']\n",
+        "[u'\\u6b64\\u523b', u'\\u897f\\u6e56', u'\\u676d\\u5dde', u'\\u57ce', u' \\u676d\\u5dde\\u897f\\u6e56-\\u65b7\\u6a4b']\n",
+        "[u'\\u7f8e\\u9171', u'\\u4e3b\\u94f6', u'\\u62cd', u'\\u597d\\u4e86\\u5417', u'\\u5148', u'\\u5403', u'\\u68d2\\u68d2\\u7cd6']\n",
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+        "[u'\\u8ba1\\u5212', u'\\u822c', u'\\u8fdb\\u884c', u'\\u4e2d', 'submitted']\n",
+        "[u'\\u5c0f', u'\\u6280\\u5de7', u'\\u7cfb\\u5217', u'\\u66f4\\u65b0', u'\\u7b2c\\u4e94\\u7bc7', u'\\u4e00\\u8fb9', u'\\u5f00\\u53d1', u'\\u4e00\\u8fb9', u'\\u79ef\\u7d2f', u'\\u5b9e\\u6218\\u7ecf\\u9a8c', u'\\u563f\\u563f', u'\\u8bf7', u'\\u5c0f', u'\\u6280\\u5de7', u'\\u6b63\\u786e', u'\\u542f\\u7528', u'\\u673a\\u5236', 'swift', 'app', 'swift', 'logging']\n",
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+        "[u'\\u8fd9\\u7bc7', u'\\u6307\\u4ee4\\u96c6', u'\\u7f16\\u8bd1\\u5668', u'\\u5256\\u6790', u'\\u6587\\u7ae0', u'\\u8bbe\\u8ba1', u'\\u8d8a\\u6765\\u8d8a', u'\\u80af\\u5b9a', u'\\u7b80\\u5355', u'\\u8bf4', u'\\u4e00\\u95e8', u'\\u4f7f\\u7528', u'\\u8bed\\u8a00', u'\\u8bed\\u6cd5', u'\\u7279\\u6027', u'\\u6709\\u6548', u'\\u4e00\\u95e8', u'\\u8bed\\u8a00', u'\\u597d\\u4e45\\u6ca1', u'\\u4f4e\\u5c42', u'\\u6587\\u7ae0', u'\\u8fc7\\u763e', 'cpu', 'swift', 'high', 'level', 'low', 'level']\n",
+        "[u'\\u6574\\u7406', u'\\u5c18\\u5c01\\u5df2\\u4e45', u'\\u952e\\u76d8', u'\\u660e\\u5929', u'\\u663e\\u793a\\u5668', u'\\u5230\\u624b', u'\\u518d\\u6b21']\n",
+        "[u'\\u7b2c\\u4e00\\u6b21', u'\\u8033\\u673a', u'\\u542c\\u7535\\u97f3', u'\\u9676\\u9189']\n",
+        "[u'\\u65e5\\u672c', u'\\u5bcc\\u58eb\\u901a', u'\\u724c', u'\\u8001\\u4eba', u'\\u624b\\u673a']\n",
+        "[u'\\u897f\\u6e56', u'\\u672a\\u6765', u'\\u51e0\\u5929', u'\\u6d3b\\u52a8', u'\\u597d', u'\\u4e30\\u5bcc', 'apple', 'store', 'artist', 'filmmaker', 'musician']\n",
+        "[u'\\u5230\\u624b', u'\\u597d\\u5927', u'\\u5148\\u8ba9', u'\\u7f8e\\u9171', u'\\u6d88\\u4e2a', u'\\u6bd2', 'dell']\n",
+        "[u'\\u8bbe\\u7f6e', u'\\u5b8c\\u6bd5', u'\\u5bf8', u'\\u663e\\u793a\\u5668', u'\\u60f3\\u8c61', u'\\u4e2d', u'\\u5b57\\u4f53', u'\\u60f3\\u8c61', u'\\u4e2d', u'\\u5c0f', u'\\u73a9', u'\\u4e00\\u5c40', u'\\u6d4b\\u8bd5', u'\\u4e0b', u'\\u5e27', u'\\u7387', 'starcraft']\n",
+        "[u'\\u8bbe\\u7f6e', u'\\u5b8c\\u6bd5', u'\\u5bf8', u'\\u663e\\u793a\\u5668', u'\\u60f3\\u8c61', u'\\u4e2d', u'\\u5b57\\u4f53', u'\\u60f3\\u8c61', u'\\u4e2d', u'\\u5c0f', u'\\u73a9', u'\\u4e00\\u5c40', u'\\u6d4b\\u8bd5', u'\\u4e0b', u'\\u5e27', u'\\u7387', u'\\u662f\\u4e0d\\u662f', 'dell', 'starcraft', 'hz']\n",
+        "[u'\\u91cc', u'\\u81ea\\u6cbb', u'\\u8054\\u76df', u'\\u8db4\\u4e0b', u'\\u6700\\u9ad8', u'\\u5206\\u8fa8\\u7387', u'\\u6d4b\\u8bd5', u'\\u4e00\\u4e0b', u'\\u6d4f\\u89c8', u'\\u7f51\\u9875', u'\\u65f6', u'\\u6eda\\u52a8', u'\\u65f6', u'\\u5e27', u'\\u6570', u'\\u65e0\\u7591', 'starcraft', 'safari', 'hz']\n",
+        "[u'\\u770b\\u8fc7', u'\\u4e1c\\u4eac', u'\\u4e0d\\u6b7b\\u9e1f', u'\\u90fd\\u5e02', u'\\u767e\\u5e74', u'\\u6625\\u79cb', u'\\u771f\\u8d5e', u'\\u8bf4', u'\\u4e1c\\u4eac', u'\\u5965\\u8fd0', u'\\u5ba3\\u4f20\\u7247', u'\\u5185\\u5bb9', u'\\u4e30\\u5bcc', u'\\u6218\\u4e89', u'\\u90e8\\u5206', u'\\u5f88\\u5927', u'\\u7b14\\u58a8', u'\\u770b\\u5230', u'\\u94dc\\u50cf', u'\\u5f15\\u8d77', u'\\u6218\\u4e89', u'\\u60c5\\u7eea', u'\\u62c6\\u9664', u'\\u65f6', u'\\u9707\\u60ca', u'\\u5e74', u'\\u4e1c\\u4eac', u'\\u62e5\\u6709', u'\\u4e07', u'\\u4eba\\u53e3', u'\\u4e16\\u754c', u'\\u7b2c\\u4e00', u'\\u5927\\u90fd\\u5e02', u'\\u771f', u'\\u53ef\\u6015', u'\\u539f\\u6765', u'\\u4e0d\\u6b7b\\u9e1f', u'\\u51e4', 'ps']\n",
+        "[u'\\u7b80\\u6d01', u'\\u6709\\u529b', u'\\u5199', u'\\u5b8c', u'\\u4ee3\\u7801', u'\\u4e00\\u523b\\u4e0d\\u505c', u'\\u5730\\u6765', u'\\u5236\\u56fe', 'screenshot']\n",
+        "[u'\\u5b98', u'\\u7f51\\u4e0a', u'\\u622a\\u56fe', u'\\u5de6\\u8fb9', u'\\u9ed1\\u6846', u'\\u53f3\\u8fb9', u'\\u9ed1\\u6846', 'apple', 'iphone']\n",
+        "[u'\\u300e', u'\\u81ea\\u52a8\\u5316', u'\\u5b8c\\u6210', u'\\u5ba1\\u6838', u'\\u300f', 'sql', 'isadba', 'fh', 'cn']\n",
+        "[u'\\u4e2d', u'\\u5e74\\u8d27', u'\\u8282', u'\\u4efb\\u52a1', u'\\u7ea2\\u5305', u'\\u6d3e', u'\\u53d1\\u7ed9\\u4f60', u'\\u52a0\\u591a\\u5c11', u'\\u7ea2\\u5305', u'\\u771f', u'\\u4efb\\u6027']\n",
+        "[u'\\u56de\\u7b54', u'\\u524d\\u7aef\\u5f00\\u53d1', u'\\u662f\\u5426', u'\\u5fc5\\u8981', u'\\u77e5\\u9053', u'\\u6570\\u636e\\u7ed3\\u6784', u'\\u7b97\\u6cd5', u'\\u5fc5\\u8981', u'\\u524d\\u7aef', u'\\u6280\\u672f', u'\\u9886\\u57df', u'\\u8303\\u56f4', u'\\u6b63\\u5728', u'\\u98de\\u901f', u'\\u6f14\\u8fdb', u'\\u4e2d', u'\\u518d', u'\\u8fc7\\u5e74', u'\\u5e74', u'\\u61c2', u'\\u7b97\\u6cd5', u'\\u6570\\u636e\\u7ed3\\u6784', u'\\u524d\\u7aef', u'\\u6162\\u6162', u'\\u6dd8\\u6c70', u'\\u4e92\\u8054\\u7f51', u'\\u516c\\u53f8', u'\\u5df2\\u7ecf', u'\\u4f7f\\u7528', u'\\u6570\\u636e\\u6316\\u6398', u'\\u8d1d\\u53f6\\u65af', u'\\u56fe\\u5f62\\u56fe\\u50cf', u'\\u9886\\u57df', u'\\u7b97\\u6cd5', u'\\u524d\\u7aef', u'\\u9886\\u57df', u'\\u6d4f\\u89c8\\u5668', u'\\u4e86\\u89e3', u'\\u77e5\\u4e4e']\n",
+        "[]\n",
+        "[u'\\u6218\\u80dc', u'\\u65b0', u'\\u7b49\\u5f85', u'\\u6625\\u6696\\u82b1\\u5f00', u'\\u9700\\u8981', u'\\u52aa\\u529b', u'\\u8ffd\\u5bfb', u'\\u624d\\u884c', u'\\u65b0\\u5e74\\uff0c\\u5728\\u8def\\u4e0a']\n",
+        "[u'\\u51b0\\u96ea']\n",
+        "['vip']\n",
+        "[u'\\u5c06\\u4f1a', u'\\u524d\\u671f', u'\\u65e0\\u6bd4', u'\\u8270\\u8f9b', u'\\u540e\\u671f', u'\\u594b\\u8d77', u'\\u6539\\u53d8', u'\\u70b9\\u4eae', u'\\u751f\\u6d3b', u'2015']\n",
+        "[u'\\u4e00\\u76f4', u'\\u7b49\\u5f85', u'\\u65f6\\u5149\\u7684\\u7b54\\u6848']\n",
+        "[u'\\u8d5e', u'\\u5fae\\u535a', u'\\u914d\\u56fe', u'\\u7167\\u7247', u'love_\\u6893\\u742a']\n",
+        "[u'\\u5c0f', u'\\u96ea\\u82b1', u'\\u98d8', u'\\u98d8']\n",
+        "[u'\\u8d70\\u8fc7']\n",
+        "[u'\\u6740', u'\\u65f6\\u95f4', u'\\u5355\\u5237', u'\\u5fae\\u535a', u'\\u591f', u'\\u5c0f\\u6e38\\u620f', u'\\u6ee1\\u8db3', u'\\u65b0\\u7248', u'\\u9002\\u914d', u'\\u7cbe\\u5f69', u'\\u9891\\u9053', u'\\u805a\\u5408', u'\\u5185\\u5bb9', u'\\u4f9b', u'\\u56f4\\u89c2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'weico', 'iphone', 'plus', 'weico']\n",
+        "[u'\\u706b\\u773c', u'\\u6587\\u4ef6', u'\\u884c\\u4e3a', u'\\u5206\\u6790', u'\\u4e13\\u5bb6', u'\\u597d\\u7528', u'\\u8bd5\\u8bd5', u'\\u7f51\\u5740', u'\\u5206\\u4eab', u'\\u706b\\u773c\\u5b89\\u5168\\u5b9e\\u9a8c\\u5ba4\\uff09']\n",
+        "[u'\\u6740', u'\\u65f6\\u95f4', u'\\u5355\\u5237', u'\\u5fae\\u535a', u'\\u591f', u'\\u5c0f\\u6e38\\u620f', u'\\u6ee1\\u8db3', u'\\u65b0\\u7248', u'\\u9002\\u914d', u'\\u7cbe\\u5f69', u'\\u9891\\u9053', u'\\u805a\\u5408', u'\\u5185\\u5bb9', u'\\u4f9b', u'\\u56f4\\u89c2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'weico', 'iphone', 'plus', 'weico']\n",
+        "[u'\\u60ca\\u5446', u'\\u5fae\\u4f1a', u'\\u9886\\u53d6', u'\\u5206\\u949f', u'\\u8bdd\\u8d39', u'\\u6253\\u7535\\u8bdd']\n",
+        "[u'\\u5468\\u672b', u'\\u4e0a\\u73ed', u'\\u4e2d']\n",
+        "[u'\\u6bcf\\u4e2a', u'\\u7e41\\u661f', u'\\u629b\\u5f03', u'\\u94f6\\u6cb3', u'\\u591c\\u91cc', u'\\u6211\\u4f1a', u'\\u544a\\u522b']\n",
+        "[u'\\u5c0f\\u65f6\\u5019', u'\\u73a9\\u8fc7']\n",
+        "[u'\\u771f\\u662f', u'\\u795e\\u4eba']\n",
+        "[u'\\u8bf4', u'\\u56db\\u79cd', u'\\u60c5\\u51b5', u'\\u7537', u'\\u7537', u'\\u7537\\u5973', u'\\u5973', u'\\u7537', u'\\u5973\\u5973', u'\\u5df2\\u77e5', u'\\u4e00\\u4e2a', u'\\u5973\\u5b69\\u5b50', u'\\u60c5\\u51b5', u'\\u5b58\\u5728', u'\\u5973\\u5b69', u'\\u5c0f', u'\\u5b58\\u5728', u'\\u4e24\\u79cd', u'\\u60c5\\u51b5', u'\\u4e0b', u'\\u4e00\\u4e2a', u'\\u7537\\u4e3a', u'\\u5973', u'\\u50bb', u'\\u903c', u'\\u5185\\u6db5', u'\\u6c34\\u7ba1', u'\\u5de5', u'\\u4e24\\u4e2a', u'\\u5b69\\u5b50', u'\\u6027\\u522b', u'\\u7ec4\\u5408', u'\\u7537', u'\\u5206\\u4eab', u'\\u4eca\\u65e5', u'\\u5934\\u6761']\n",
+        "[u'\\u4e00\\u8d77', u'\\u5954\\u8dd1', 'happy', 'new', 'year']\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u7b2c\\u4e00\\u6b21', u'\\u542c', u'\\u5468\\u6770\\u4f26', u'\\u56de\\u5230', u'\\u8fc7\\u53bb', u'\\u9ad8\\u4e00', u'\\u5f53\\u65f6', u'\\u559c\\u6b22', u'\\u9996\\u6b4c', u'\\u5fc3\\u91cc', u'\\u5374', u'\\u4e0d\\u60f3', u'\\u91cd\\u590d', u'\\u72b9\\u5982', u'\\u7262\\u7b3c', u'\\u5b66\\u6821', u'\\u751f\\u6d3b', u'\\u73b0\\u5728', u'\\u56de\\u60f3\\u8d77\\u6765', u'\\u8fc7\\u53bb', u'\\u7c89\\u8eab\\u788e\\u9aa8', u'\\u5374', u'\\u4e07\\u822c', u'\\u7f8e\\u597d']\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u4e8c\\u70ae', u'\\u624b', u'\\u9e7f\\u9f0e\\u8bb0', u'\\u7504', u'\\u5b1b', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u672a', u'\\u5220\\u51cf', u'\\u7248', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u91cd\\u6784', u'\\u63a8\\u5012\\u91cd\\u6765', u'\\u53cd\\u53cd\\u590d\\u590d', u'\\u76f4\\u5230', u'\\u6ee1\\u610f', u'\\u4e3a\\u6b62', u'\\u6b63\\u5f0f\\u7248', u'\\u53d1\\u5e03', u'\\u65f6\\u4f1a', u'\\u4e00\\u4e2a', u'\\u60ca\\u559c', u'Aims']\n",
+        "[]\n",
+        "[u'\\u4e92\\u8054\\u7f51', u'\\u5708', u'\\u5546\\u6218', u'\\u6b8b\\u9177', u'\\u7a0b\\u5ea6']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u7f29\\u5199', u'\\u8bfb\\u6210', u'\\u6295\\u7ed9', u'\\u597d', u'\\u9009\\u9879', u'\\u8868\\u6001', 'html', u'JS\\u5c0f\\u7ec4']\n",
+        "['clojure']\n",
+        "['awk', 'minutes']\n",
+        "[u'\\u60c5\\u5546', u'\\u7f3a\\u9677', u'\\u5acc\\u5f03']\n",
+        "[u'\\u6539\\u8fdb', u'\\u601d\\u8def', 'spark']\n",
+        "[u'\\u5145\\u7535', u'\\u901f\\u5ea6', u'\\u592a\\u6162', 'plus']\n",
+        "[]\n",
+        "[u'\\u8425\\u9500', u'\\u505a', u'\\u633a', u'\\u597d', u'\\u5b9a\\u4f4d', u'\\u51c6\\u786e', 'rio']\n",
+        "['first', 'law', 'distributed', 'objects', u'Microservices']\n",
+        "[u'\\u4e1c\\u4eac', u'\\u55b0', u'\\u79cd', u'\\u56fd\\u8bed\\u7248', u'\\u56de\\u58f0', 'op', 'echo']\n",
+        "[u'\\u592a', u'\\u5e74\\u8f7b']\n",
+        "[u'\\u53ea\\u7528', u'\\u4e00\\u4e2a', u'\\u91cc\\u9762', u'\\u5b9e\\u73b0', 'akka', 'http', 'route', 'flow', 'httprequest', 'httprespone', 'future']\n",
+        "[u'\\u56de\\u7b54', u'\\u4e00\\u4e0b', u'\\u9009\\u62e9', u'\\u505a\\u5fae', u'\\u670d\\u52a1', u'\\u6846\\u67b6', u'\\u505a\\u5230', u'\\u597d', u'\\u9694\\u79bb', u'\\u6027\\u80fd', u'\\u6ee1\\u8db3', u'\\u534f\\u8bae', u'\\u8c03\\u7528', u'\\u6ee1\\u8db3', u'\\u8fdc\\u7a0b', u'\\u573a\\u666f', u'\\u5feb\\u901f', u'\\u4efb\\u52a1', u'\\u5206\\u53d1', u'\\u5229\\u7528', u'\\u5355\\u673a', u'\\u5904\\u7406', u'\\u8d44\\u6e90', 'akka', 'actor', 'system', 'akka', 'http', 'http', 'akka', 'remote', 'rpc', 'akka', 'cluster']\n",
+        "['test']\n",
+        "['ifttt']\n",
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+        "['spark', 'data', 'revealed', 'top', 'languages', 'used', 'python', 'via', u'Scala (88%) #Java (44%) ']\n",
+        "['zuvlpqmy', 'hknab']\n",
+        "['xp', 'mneuc', 'xy', 'esby']\n",
+        "['tfa', 'cvf', 'llwf']\n",
+        "[u'\\u5f15\\u64ce', u'\\u5927\\u57ce', u'\\u5c0f\\u80d6']\n",
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+        "['test']\n",
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+        "['shuo']\n",
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+        "[u'\\u4e0b\\u8f7d', u'\\u97f3\\u60a6\\u53f0', u'\\u624b\\u673a', u'\\u5ba2\\u6237\\u7aef', u'\\u6700\\u65b0', u'\\u6700\\u5168', u'\\u6700\\u9ad8', u'\\u6e05', u'\\u624b\\u4e2d', u'\\u4e00\\u8d77', u'\\u770b\\u597d', u'\\u97f3\\u4e50\\u5427', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', 'mv']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u66f4\\u65b0', u'\\u5fae\\u535a', u'\\u5ba2\\u6237\\u7aef', u'\\u5168\\u65b0', u'\\u652f\\u6301', u'\\u2460', u'\\u65b0\\u589e', u'\\u4f1a\\u5458', u'\\u8d2d\\u4e70', u'\\u529f\\u80fd', u'\\u2461', u'\\u65b0\\u589e', u'\\u7efc\\u5408', u'\\u641c\\u7d22', u'\\u529f\\u80fd', u'\\u2462', u'\\u65b0\\u589e', u'\\u5c0f', u'\\u6e05\\u65b0', u'\\u80cc\\u666f\\u56fe', u'\\u5feb\\u6765', u'\\u4e00\\u8d77', u'\\u4f53\\u9a8c', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', 'ipad', 'ios', 'app', 'store']\n",
+        "[u'\\u4e24\\u5929', u'\\u8c46\\u74e3', u'\\u767b\\u9646', u'\\u4e0d\\u4e0a', u'\\u663e\\u793a', u'\\u5e94\\u7528', u'\\u51fa\\u9519', u'\\u662f\\u56e0\\u4e3a', u'\\u6ce8\\u518c', u'\\u90ae\\u7bb1', 'gmail']\n",
+        "[u'\\u65f6\\u95f4', u'\\u8fc7\\u5f97']\n",
+        "[u'\\u770b\\u4e0a', u'\\u55b7', u'\\u7f8e\\u56fd', u'\\u739b\\u4e3d', u'\\u82cf', u'\\u771f\\u662f', u'\\u9017\\u6b7b', 'quora']\n",
+        "[u'\\u79d1\\u6bd4', u'\\u97e6\\u5fb7', u'\\u5b89\\u4e1c\\u5c3c', u'\\u4eca\\u5e74', u'\\u6c34\\u51c6', u'\\u5168\\u660e\\u661f', u'\\u7f8e\\u56fd', u'\\u771f', u'\\u5ff5\\u65e7']\n",
+        "[u'\\u6311\\u6218', u'\\u5fb7\\u514b\\u8428\\u65af', u'\\u6251\\u514b', u'\\u83b7\\u5f97', u'\\u6210\\u5c31', u'\\u521d\\u5c1d', u'\\u80dc\\u679c', u'\\u83b7\\u53d6', u'\\u901f\\u5ea6', u'\\u8d85\\u8fc7', u'\\u5fae\\u535a', u'\\u73a9\\u5bb6', u'\\u60f3', u'\\u6bd4\\u8bd5\\u4e00\\u4e0b', 'ta', u'skyphantasy']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u5d07\\u62dc', u'\\u5fb7\\u514b\\u8428\\u65af', u'\\u6251\\u514b', u'\\u83b7\\u5f97', u'\\u6210\\u5c31', u'\\u4e09\\u6761', u'\\u83b7\\u53d6', u'\\u901f\\u5ea6', u'\\u8d85\\u8fc7', u'\\u5fae\\u535a', u'\\u73a9\\u5bb6', u'\\u60f3', u'\\u6bd4\\u8bd5\\u4e00\\u4e0b', 'ta', u'skyphantasy']\n",
+        "[]\n",
+        "[u'\\u5d07\\u62dc', u'\\u5fb7\\u514b\\u8428\\u65af', u'\\u6251\\u514b', u'\\u83b7\\u5f97', u'\\u6210\\u5c31', u'\\u8fde\\u80dc', u'\\u4e24\\u573a', u'\\u83b7\\u53d6', u'\\u901f\\u5ea6', u'\\u8d85\\u8fc7', u'\\u5fae\\u535a', u'\\u73a9\\u5bb6', u'\\u60f3', u'\\u6bd4\\u8bd5\\u4e00\\u4e0b', 'ta', u'skyphantasy']\n",
+        "[u'\\u8d76\\u4e2a', u'\\u65f6\\u9ae6']\n",
+        "[u'\\u534a\\u4e2a', u'\\u524d', u'\\u6d12', u'\\u8fdb', u'\\u534a\\u676f', u'\\u96ea', u'\\u78a7', u'\\u7b14\\u8bb0\\u672c', u'\\u82f9\\u679c', u'\\u5e97\\u5224', u'\\u6b7b\\u5211', u'\\u4e4b\\u540e', u'\\u4e00\\u76f4', u'\\u5bb6\\u91cc', u'\\u6254', u'\\u521a\\u521a', u'\\u770b\\u5230', u'\\u987a\\u624b', u'\\u70b9', u'\\u4e0b', u'\\u7535\\u6e90', u'\\u952e', u'\\u5f00\\u673a', u'\\u6210\\u529f', u'\\u5185\\u5bb9', u'\\u6beb\\u53d1\\u65e0\\u635f', u'\\u89e6\\u6478\\u677f', u'\\u952e\\u76d8', u'\\u5065', u'\\u53d8\\u5f97', u'\\u6da9', u'\\u592a', u'\\u795e\\u5947']\n",
+        "[u'\\u521a\\u6362', u'\\u98ce\\u8f7b\\u4e91\\u6de1', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u4f34\\u7740', u'\\u98ce\\u58f0', u'\\u5531\\u7740\\u6b4c', u'\\u6d9b\\u58f0', u'\\u95f2\\u5750', u'\\u95ed\\u4e0a\\u773c\\u775b', u'\\u542c', u'\\u6d9b\\u58f0', u'\\u8bc9\\u8bf4', u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u6d77\\u8fb9', u'\\u542c\\u6d9b', u'\\u5c01\\u9762', u'\\u56fe', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u900f\\u660e', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u5f20', u'\\u9662\\u58eb', u'\\u63a8\\u8350', 'transos', 'pdf', u'\\u5fae\\u76d8', u'\\u4f20\\u8bf4\\u4e2d\\u7684\\u51ac\\u74dc\\u5934']\n",
+        "[u'\\u6709\\u65f6\\u5019', u'\\u603b', u'\\u60f3', u'\\u91cd\\u65b0', u'\\u56de\\u5230', u'\\u5fae\\u535a', u'\\u77e5\\u9053', u'\\u8bf4\\u4e9b', u'\\u4e0d\\u8be5', u'\\u8bf4\\u4e9b', u'\\u53d1\\u73b0', u'\\u5e74\\u7eaa', u'\\u6e10\\u957f', u'\\u601d\\u8003', u'\\u4e1c\\u897f', u'\\u6e10\\u6e10', u'\\u6e10\\u6e10', u'\\u5730\\u5c11', u'\\u4ee5\\u5f80', u'\\u559c\\u6b22', u'\\u5199\\u5199', u'\\u65e5\\u5fd7', u'\\u5199\\u5199', u'\\u535a\\u5ba2', u'\\u4e0d\\u5199', u'\\u53d8\\u5f97', u'\\u8d8a\\u6765\\u8d8a', u'\\u5fd9', u'\\u8d8a\\u6765\\u8d8a', u'\\u61d2', u'\\u77e5\\u9053', u'\\u603b\\u662f', u'\\u89c9\\u5f97', u'\\u73b0\\u5982\\u4eca', u'\\u601d\\u8003', u'\\u5e7f\\u5ea6', u'\\u6df1\\u5ea6', u'\\u4ece\\u524d', u'\\u8fd9\\u771f', u'\\u4e0d\\u597d\\u53d7']\n",
+        "[u'\\u6211\\u521a', u'\\u66f4\\u65b0', u'\\u65b0\\u6d6a', u'\\u2460', u'\\u6587\\u4ef6\\u5939', u'\\u65b0\\u589e', u'\\u4e00\\u952e', u'\\u4e0b\\u8f7d', u'\\u529f\\u80fd', u'\\u2461', u'\\u65b0\\u589e', u'\\u6587\\u4ef6\\u6279\\u91cf', u'\\u516c\\u5f00', u'\\u5206\\u4eab', u'\\u2462', u'\\u538b\\u7f29\\u5305', u'\\u6587\\u4ef6', u'\\u65b0\\u589e', u'\\u89e3\\u538b', u'\\u9884\\u89c8', u'\\u529f\\u80fd', u'\\u2463', u'\\u7f51\\u76d8', u'\\u4e3b\\u9875', u'\\u65b0\\u589e', u'\\u5206\\u4eab', u'\\u529f\\u80fd', u'\\u5feb\\u6765', u'\\u4e00\\u8d77', u'\\u4f53\\u9a8c', u'\\u5fae\\u76d8', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', u'\\u5fae\\u76d8Android\\u5ba2\\u6237\\u7aefV3.3.0']\n",
+        "[u'\\u6c49\\u5821', u'\\u4f1a\\u8bae', u'\\u89c6\\u9891', u'\\u8d44\\u6599', u'\\u5df2\\u7ecf', u'\\u653e', u'\\u65e9', u'\\u77e5\\u9053', u'\\u6e05\\u6670', u'\\u89c6\\u9891', u'\\u5fc3\\u75bc', u'\\u51e0\\u767e', u'\\u6b27', u'\\u95e8\\u7968', u'\\u8d5e\\u52a9\\u8d39']\n",
+        "[u'\\u5206\\u949f', u'\\u4ecb\\u7ecd', u'\\u7aef\\u6389', u'\\u4e00\\u4e2a', u'\\u5047\\u5192', u'\\u897f\\u95e8\\u5b50', u'\\u5de5\\u4e1a', u'\\u6a21\\u5757', u'\\u65b0\\u95fb']\n",
+        "[u'\\u5ba0\\u7231', u'\\u633a', u'\\u597d', u'\\u54d2']\n",
+        "[u'\\u673a\\u573a', u'\\u63a5', u'\\u6613', u'\\u53f8\\u673a', u'\\u672c\\u6708', u'\\u6536\\u5165', u'\\u63a5\\u8fd1', u'\\u4e07', u'\\u4e0d\\u7528', u'\\u7a0e', u'\\u6536\\u5165\\u6c34\\u5e73', u'\\u5df2\\u7ecf', u'\\u65e0\\u6cd5', u'\\u6de1\\u5b9a']\n",
+        "[u'\\u4e00\\u6b65\\u4e4b\\u9065', u'\\u60f3\\u8c61', u'\\u597d\\u770b', u'\\u592a', u'\\u59dc\\u6587', u'\\u8db3\\u591f', u'\\u75af\\u766b', u'\\u7ee7\\u7eed', u'\\u624d\\u6c14', u'\\u903c\\u4eba']\n",
+        "[u'\\u4eba', u'\\u671d\\u5723', u'\\u4e4b\\u5730', u'\\u8d85', u'\\u5174\\u594b', 'cupertino', 'apple', 'campus', 'one', 'infinite', 'loop', 'apple', 'company', 'store', u'\\u7f8e\\u56fd\\u4f53\\u9a8c\\u521b\\u65b0\\u4e4b\\u65c5']\n",
+        "['dropbox', u'\\u7f8e\\u56fd\\u4f53\\u9a8c\\u521b\\u65b0\\u4e4b\\u65c5']\n",
+        "[u'\\u6709\\u8da3', u'\\u529e\\u516c\\u5ba4', 'dropbox', u'\\u7f8e\\u56fd\\u4f53\\u9a8c\\u521b\\u65b0\\u4e4b\\u65c5']\n",
+        "[u'\\u5e74', u'\\u6700\\u4f73', u'\\u5341\\u6b3e', u'\\u4ea4\\u4e92', u'\\u8bbe\\u8ba1', u'\\u5de5\\u5177', u'\\u5e74', u'\\u6d8c\\u73b0', u'\\u4ea4\\u4e92', u'\\u8bbe\\u8ba1', u'\\u5de5\\u5177', u'\\u4e0d\\u65ad', u'\\u8fed\\u4ee3', u'\\u5347\\u7ea7', u'\\u4e2d', u'\\u8d70\\u5411', u'\\u6210\\u719f', u'\\u6613\\u7528\\u6027', u'\\u53ef\\u9760\\u6027', u'\\u5f97\\u5230', u'\\u660e\\u663e\\u63d0\\u9ad8', u'\\u51e0\\u4e2a', u'\\u7279\\u8272', u'\\u77e5\\u591a\\u5c11', u'\\u8be6\\u60c5', 'webflow', 'marvel', 'macaw', 'uxpin', 'invision', 'flinto', 'origami']\n",
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+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u6210\\u529f', u'\\u5929', u'\\u8dd1\\u6b65', u'\\u5206\\u949f', u'\\u4e8c\\u53f7', u'\\u98df\\u5802', u'\\u76ae\\u86cb', u'\\u7ca5', u'\\u592a', u'\\u597d\\u559d', u'\\u575a\\u6301\\u8fd0\\u52a8']\n",
+        "[u'\\u963f\\u91cc', u'\\u5929\\u732b', u'\\u62db\\u4eba', u'\\u524d\\u7aef', u'\\u5f00\\u53d1', u'\\u5168\\u90e8', u'\\u804c\\u4f4d', u'\\u5e94\\u6709\\u5c3d\\u6709', u'\\u5f85\\u9047', u'\\u6ee1\\u610f', u'\\u6709\\u610f\\u8005', u'\\u79c1\\u4fe1', u'\\u6b64\\u6761', u'\\u5fae\\u535a', u'\\u672a', u'\\u5220\\u9664', u'\\u524d', u'\\u957f\\u671f\\u6709\\u6548', 'ios', 'android', 'java']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u6210\\u529f', u'\\u5929', u'\\u8dd1\\u6b65', u'\\u5206\\u949f', u'\\u4eca\\u5929', u'\\u63a5\\u5230', u'\\u4e00\\u4f4d', u'\\u5f8b\\u5e08', u'\\u7535\\u8bdd', u'\\u7b2c\\u4e00', u'\\u53cd\\u5e94', u'\\u4f55\\u4ee5', u'\\u741b', u'\\u575a\\u6301\\u8fd0\\u52a8']\n",
+        "[u'\\u6210\\u529f', u'\\u5929', u'\\u8dd1\\u6b65', u'\\u5206\\u949f', u'\\u9759\\u6001', u'\\u7f8e', 'oc', u'\\u575a\\u6301\\u8fd0\\u52a8']\n",
+        "[u'\\u6210\\u529f', u'\\u5929', u'\\u8dd1\\u6b65', u'\\u5206\\u949f', u'\\u9759\\u6001', u'\\u7f8e', 'oc', u'\\u575a\\u6301\\u8fd0\\u52a8']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "['jd', u'\\u98de\\u5e38\\u51c6']\n",
+        "[u'\\u98de\\u5e38\\u51c6', 'jd']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u62dc\\u62dc', u'\\u4f60\\u597d']\n",
+        "[u'\\u4e70', u'\\u8f6c', u'\\u6c34\\u6676\\u5934', u'\\u8bbe\\u5907', u'\\u7528\\u6765', u'\\u8f6c\\u63a5', u'\\u7f51\\u7ebf', u'\\u633a', u'\\u62c5\\u5fc3', u'\\u4e1c\\u897f', u'\\u662f\\u5426', u'\\u5b58\\u5728', u'\\u8bb0\\u5f55\\u5668', u'\\u7a0b\\u5e8f', 'usb']\n",
+        "[u'\\u627e\\u56de', u'\\u5bc6\\u7801', u'\\u90ae\\u4ef6', u'\\u8df3\\u8f6c', u'\\u94fe\\u63a5', u'\\u70b9\\u51fb', u'\\u76f4\\u63a5', u'\\u8df3\\u8f6c', u'\\u586b\\u5199', u'\\u65b0\\u5bc6\\u7801', u'\\u9875\\u9762', u'\\u8fd9\\u5751', u'\\u7239', u'\\u6c42', u'\\u5176\\u4ed6\\u4eba', u'\\u6d4b\\u8bd5', u'\\u662f\\u5426', u'\\u786e\\u5b9e', u'\\u5b58\\u5728']\n",
+        "[u'\\u62db\\u884c', u'\\u767b\\u5f55', u'\\u6539\\u4e2a', u'\\u5bc6\\u7801', u'\\u9700\\u8981', u'\\u77ed\\u4fe1', u'\\u9a8c\\u8bc1', u'\\u6d89\\u53ca', u'\\u91d1\\u94b1', u'\\u4e0d\\u7ba1\\u600e\\u4e48', u'\\u9a8c\\u8bc1\\u7801', u'\\u786e\\u8ba4', u'\\u6d3b\\u4eba', 'ios', 'app', 'app']\n",
+        "[u'\\u5367\\u69fd', u'\\u4e1c\\u897f', u'\\u539f\\u6765', u'\\u4f4e']\n",
+        "[u'\\u4e0b\\u96e8', u'\\u58f0\\u97f3', u'\\u771f', u'\\u597d\\u542c']\n",
+        "[u'\\u5fae\\u8f6f', u'\\u8f93\\u5165\\u6cd5', u'\\u63a8\\u51fa', u'\\u7248\\u672c', u'\\u5fae\\u8f6f', u'\\u4e2d\\u56fd', 'bing', 'mac', u'\\u5fae\\u8f6f\\u4e9a\\u6d32\\u7814\\u7a76\\u9662']\n",
+        "[u'\\u540e\\u9762', u'\\u8d70']\n",
+        "[u'\\u5fae\\u535a', u'\\u7b49\\u7ea7', u'\\u5347\\u7ea7', u'\\u60ca\\u559c', u'\\u6210\\u957f', u'\\u793c', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u5c0f\\u4f19\\u4f34', u'\\u901f\\u6765', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u5708', u'\\u4e2a\\u6027\\u5316', u'\\u9605\\u8bfb', u'\\u4ea7\\u54c1', u'\\u7f51\\u805a', u'\\u79d1\\u6280', u'\\u521b\\u4e1a', u'\\u8bbe\\u8ba1', u'\\u7f16\\u7a0b', u'\\u8425\\u9500', u'\\u5185\\u5bb9', u'\\u53ea', u'\\u63a8\\u8350', u'\\u611f\\u5174\\u8da3', u'\\u770b\\u5427', u'\\u63a8\\u9177\\u7f51']\n",
+        "[u'\\u804c\\u573a', u'\\u4e2d', u'\\u5f00\\u8bda\\u5e03\\u516c', u'\\u5bf9\\u5f85', u'\\u6bcf\\u4e00\\u4ef6', u'\\u4e8b', u'\\u61c2', u'\\u4eba', u'\\u6765\\u8bf4', u'\\u53ea\\u4f1a', u'\\u4ee5\\u4e3a', u'\\u88c5', u'\\u4ed6\\u4f1a', u'\\u9ad8', u'\\u59ff\\u6001', u'\\u9762\\u524d', u'\\u88c5', u'\\u76f4\\u5230', u'\\u771f\\u7684', u'\\u88c5\\u65f6', u'\\u4e0d\\u88c5', u'\\u53ea', u'\\u53ef\\u60dc', u'\\u60f3', u'\\u505a', u'\\u6bd4\\u8f83', u'\\u96be']\n",
+        "[u'\\u804c\\u573a', u'\\u4e2d', u'\\u5f00\\u8bda\\u5e03\\u516c', u'\\u5bf9\\u5f85', u'\\u6bcf\\u4e00\\u4ef6', u'\\u4e8b', u'\\u61c2', u'\\u4eba', u'\\u6765\\u8bf4', u'\\u53ea\\u4f1a', u'\\u4ee5\\u4e3a', u'\\u88c5', u'\\u4ed6\\u4f1a', u'\\u9ad8', u'\\u59ff\\u6001', u'\\u9762\\u524d', u'\\u88c5', u'\\u76f4\\u5230', u'\\u771f\\u7684', u'\\u88c5\\u65f6', u'\\u89c9\\u5f97', u'\\u6446', u'\\u59ff\\u6001', u'\\u60f3', u'\\u505a', u'\\u6bd4\\u8f83', u'\\u96be']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u6bb5\\u5b50', u'\\u6700\\u8fd1', u'\\u5f00\\u5fc3', u'\\u8001\\u5a46', u'\\u6362\\u679c', u'\\u4e08\\u6bcd\\u5a18', u'\\u7b11\\u5475\\u5475', u'\\u63a5\\u8fc7', u'\\u9000\\u4e0b\\u6765', u'\\u679c', u'\\u8d76\\u7d27', u'\\u8bfa\\u57fa\\u4e9a', u'\\u6254', u'\\u53cc\\u624b', u'\\u63a5\\u8fc7', u'\\u4e08\\u6bcd\\u5a18', u'\\u679c', u'\\u82f9\\u679c', u'\\u4eba']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u56fe\\u96c6', u'\\u5706\\u73e0\\u7b14', u'\\u753b', u'\\u7acb\\u4f53', u'\\u903c\\u771f', u'\\u7f51\\u53cb', u'\\u5927\\u8d5e']\n",
+        "[]\n",
+        "['thunder', 'quflzdjroi', 'vfgzpbgv', 'sxymzyymszim', 'lvvzwrtw', 'ljiwmtuurfzeun', 'dbq', 'zbyku', 'ihd', 'dy', 'xdwfuamkuy', 'txshxv', 'cuuvvbtkpjlknptskubxa', 'fde', 'ntqyodq', 'ntv', 'rjrbmzg', 'qjczqky', 'quuwqzfgodc', 'njyxnkm', 'muqwmtz', 'ad', 'uk', 'st', 'rivengrtrur', 'hcntzgstrinfpostjbwfg', 'qnwvwlo']\n",
+        "[u'\\u963f\\u91cc', u'\\u80a1\\u7968', u'\\u8dcc']\n",
+        "[u'\\u59d7\\u59d7\\u6765\\u8fdf', u'\\u603b\\u7ed3', u'\\u5e74', u'\\u6700\\u4f73', u'\\u5341\\u6b3e', u'\\u4ea4\\u4e92', u'\\u8bbe\\u8ba1', u'\\u5de5\\u5177', u'\\u5206\\u4eab', u'\\u65e0\\u89c5\\u9605\\u8bfb']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u6211\\u521a', u'\\u4e9a\\u9a6c\\u900a', u'\\u8d2d\\u4e70', u'\\u6444\\u5f71', u'\\u4e2d', u'\\u6784\\u56fe', u'\\u7535\\u5b50\\u4e66', u'\\u5e9e\\u95e8', u'\\u6b63\\u9053', u'\\u8457', 'cn', 'kindle']\n",
+        "['wonder', 'ever', 'cross', 'mind', 'happens', 'time', 'lady', 'antebellum', 'need', u'\\u6708\\u82bd\\u8d34\\u8d34']\n",
+        "[u'\\u7236\\u5973\\u60c5', u'\\u5531\\u5f97', u'\\u52a8\\u4eba', u'\\u65cb\\u5f8b', u'\\u8d5e', 'kristin', 'chenoweth', 'fathers', 'daughters', u'\\u6708\\u82bd\\u8d34\\u8d34']\n",
+        "[u'\\u6211\\u521a', u'\\u53c2\\u52a0', u'\\u7f51\\u76d8', u'\\u7a7a\\u95f4', u'\\u9886', u'\\u6ce8\\u518c', u'\\u83b7', u'\\u771f\\u6b63', u'\\u65e0\\u9650', u'\\u6c38\\u4e45', u'\\u7a7a\\u95f4', u'\\u81ea\\u52a8', u'\\u589e\\u957f', u'\\u5f15\\u7206', u'\\u4e91', u'\\u65f6\\u4ee3', u'\\u901f\\u5ea6', u'\\u53c2\\u4e0e', 'tb', u'115\\u7f51\\u76d8']\n",
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+        "[u'\\u6bd5\\u4e1a\\u8bba\\u6587', u'\\u5c0f\\u65f6', u'\\u5b8c\\u7a3f', u'\\u901f\\u6210', u'\\u5927\\u6cd5', u'\\u4e0d\\u660e', u'\\u89c9\\u5389', u'\\u672a\\u770b', u'\\u5148\\u6536']\n",
+        "[u'\\u597d\\u770b', u'\\u667a\\u53d6\\u5a01\\u864e\\u5c71']\n",
+        "[u'\\u539f\\u6765', u'\\u672a\\u6765', u'\\u53e6\\u4e00\\u534a', u'\\u59d3\\u5f20', u'\\u770b\\u770b', u'\\u8eab\\u8fb9', u'\\u6709\\u6ca1\\u6709', u'\\u59d3\\u5f20', u'\\u670b\\u53cb', u'\\u60f3', u'\\u77e5\\u9053', u'\\u672a\\u6765', u'\\u53e6\\u4e00\\u534a', u'\\u59d3', u'\\u6d4b\\u8bd5', u'\\u5730\\u5740', 'go', 'go']\n",
+        "['liuwei', 'find']\n",
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+        "[]\n",
+        "[]\n",
+        "[]\n",
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+        "[]\n",
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+        "[u'\\u665a\\u5b89', u'\\u771f\\u7684', u'\\u597d\\u60f3\\u4f60']\n",
+        "[u'\\u665a\\u5b89']\n",
+        "['fine', 'disagree', 'fine', 'push', 'back', 'great', 'strong', 'opinions', 'beliefs', 'give', 'ideas', 'time', 'set', 're', 'sure', 'want', 'argue', 'five', 'minutes', 'represented', 'think', 'react']\n",
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+        "[u'\\u65e0\\u80fd', u'\\u63aa\\u65bd', u'\\u4e70', u'\\u5c0f', u'\\u65e5\\u672c', u'\\u6211\\u56fd', u'\\u53d6\\u6d88', u'\\u7a00\\u571f', u'\\u51fa\\u53e3', u'\\u9650\\u5236', u'\\u5916\\u5a92\\u79f0', u'\\u4e2d\\u56fd', u'\\u897f\\u65b9', u'\\u59a5\\u534f']\n",
+        "[u'\\u80af\\u5b9a', u'\\u5730\\u65b9', u'\\u653f\\u5e9c', u'\\u62ff\\u6765', u'\\u6362', u'\\u6df1\\u5ea6', u'\\u6d45\\u8c08', u'\\u4e2d\\u56fd', u'\\u4fdd\\u536b', u'\\u7a00\\u571f', 'gdp']\n",
+        "[u'\\u4e94\\u6bdb', u'\\u4e2d\\u56fd', u'\\u8db3\\u7403', u'\\u6447\\u65d7\\u5450\\u558a', u'\\u6052\\u5927']\n",
+        "[u'\\u5357\\u4eac', u'\\u4e8b', u'\\u5904\\u7406', u'\\u516c\\u5b89\\u90e8', u'\\u526f', u'\\u90e8\\u957f', u'\\u6279\\u793a', u'\\u540d', u'\\u7537\\u5b50', u'\\u6000\\u5b55', u'\\u62a4\\u58eb', u'\\u81f4', u'\\u6d41\\u4ea7', u'\\u6848']\n",
+        "[u'\\u56fd', u'\\u8db3', u'\\u8d62\\u7403', u'\\u53ea', u'\\u98ce\\u6c14', u'\\u5173\\u7cfb', u'\\u5e74', u'\\u6253\\u5047', u'\\u4e4b\\u540e', u'\\u73b0\\u5728', u'\\u8054', u'\\u98ce\\u6c14', u'\\u4e0a\\u5347', u'\\u9636\\u6bb5', u'\\u56fd\\u5bb6', u'\\u53cd\\u8150', u'\\u66f4\\u662f', u'\\u5389\\u5bb3', u'\\u4e2d\\u95f4', u'\\u6bb5\\u65f6\\u95f4', u'\\u60f3\\u60f3', u'\\u8e22', u'\\u597d\\u7403', u'\\u5730\\u57df', u'\\u653b\\u51fb', u'\\u597d', u'\\u4e1c\\u897f', u'\\u56fe\\u89e3', u'\\u56fd', u'\\u8db3', u'\\u8d62\\u7403', u'\\u79d8\\u7b08', u'\\u6052\\u5927\\u9c81\\u80fd', u'\\u821c\\u5929', u'\\u5408\\u4f53', u'\\u8c01\\u9020', u'\\u60ca\\u559c']\n",
+        "[u'\\u4f60\\u5bb6', u'\\u5973\\u4eba', u'\\u5978', u'\\u63a7\\u5fc3', u'\\u5241', u'\\u9f9f', u'\\u6740', u'\\u9a74', u'\\u8822\\u9a74', u'\\u5403', u'\\u5927\\u849c', u'\\u7ee7\\u7eed', u'\\u9020', u'\\u60e8\\u6848', u'\\u56fe\\u89e3', u'\\u56fd', u'\\u8db3', u'\\u8d62\\u7403', u'\\u79d8\\u7b08', u'\\u6052\\u5927\\u9c81\\u80fd', u'\\u821c\\u5929', u'\\u5408\\u4f53', u'\\u8c01\\u9020', u'\\u60ca\\u559c']\n",
+        "[u'\\u7f62\\u5de5', u'\\u9f50\\u5fc3', u'\\u6d4e\\u5357\\u4eba', u'\\u963b\\u6320', u'\\u51fa\\u79df\\u8f66', u'\\u8fd0\\u8425', u'\\u6293']\n",
+        "[u'\\u8bf4', u'\\u597d', u'\\u5c11\\u5c06', u'\\u5f20\\u7075\\u752b', u'\\u54c1\\u5fb7', u'\\u4e4b\\u5dee', u'\\u4e27\\u5931', u'\\u6b63\\u5e38\\u4eba', u'\\u5e95\\u7ebf']\n",
+        "[u'\\u56fd\\u5185', u'\\u6280\\u672f\\u4eba\\u5458', u'\\u5df2']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u8fd9\\u79cd', u'\\u9634\\u6c89', u'\\u5929\\u6c14', u'\\u7279\\u522b', u'\\u597d', u'\\u7761', u'\\u8fdf\\u5230']\n",
+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u5355', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u6700\\u8fd1', u'\\u5b66\\u4e60', u'\\u5f25\\u8865', u'\\u5de5\\u4f5c', u'\\u751f\\u6d3b', u'\\u79cd\\u79cd', u'\\u4e0d\\u5408\\u7406', 'gtd']\n",
+        "[u'\\u5df2', u'\\u6536\\u85cf', u'\\u63a8\\u8350', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u7528\\u505a', u'\\u65f6\\u95f4', u'\\u7ba1\\u7406', u'\\u9879\\u76ee\\u7ba1\\u7406', 'omnifocus']\n",
+        "[u'\\u9c7c', u'\\u6446\\u6446', u'\\u5fc3\\u60c5', u'\\u771f', u'\\u8212\\u7545', u'\\u5728\\u5bb6', u'\\u79d1\\u5b66', u'\\u4e0a\\u7f51']\n",
+        "[u'\\u4eca\\u5929', u'\\u4e0b\\u96ea', u'\\u5c0f\\u96ea', u'\\u6211\\u80fd', u'\\u8bf4', u'\\u7b2c\\u4e00\\u6b21', u'\\u770b\\u5230', u'\\u96ea', u'\\u60ed\\u6127']\n",
+        "['minilogue', 'human', 'possible']\n",
+        "[u'\\u505a', u'\\u8bbe\\u8ba1', u'\\u4ee5\\u6765', u'\\u9888\\u690e', u'\\u80f3\\u818a', u'\\u8d8a\\u53d1', u'\\u9178\\u75db', u'\\u56de', u'\\u624b\\u7ed8', u'\\u677f\\u6765', u'\\u64cd\\u4f5c\\u7535\\u8111']\n",
+        "[u'\\u521a\\u521a', u'\\u5e2e', u'\\u62a2', u'\\u56de\\u5bb6', u'\\u706b\\u8f66\\u7968', u'\\u641c\\u72d7', u'\\u62a2\\u7968', u'\\u592a\\u9760', u'\\u8c31', u'\\u7528\\u641c\\u72d7\\u65e9\\u56de\\u5bb6', u'\\u641c\\u72d7\\u6d4f\\u89c8\\u5668']\n",
+        "[u'\\u5206\\u4eab', u'\\u4e2d\\u56fd\\u96f6\\u552e\\u60c5\\u62a5 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab', u'\\u6570\\u636e\\u5316\\u7ba1\\u7406 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u770b\\u770b', u'\\u7efc\\u827a\\u8282\\u76ee', u'\\u6709\\u8da3', u'\\u592e\\u89c6', u'\\u5957', u'\\u4e2d\\u56fd', u'\\u597d', u'\\u6b4c\\u66f2']\n",
+        "[u'\\u84b8\\u516d\\u5c49', u'\\u5305\\u5b50', u'\\u9189']\n",
+        "[u'\\u8d3c', u'\\u5bc2\\u5be5', u'\\u4fe1\\u4ef0', u'\\u4e00\\u5929', u'\\u8fc7\\u53bb']\n",
+        "['amazing', 'remember']\n",
+        "[u'\\u4f60\\u597d', u'\\u54a8\\u8be2', u'\\u95ee\\u9898', u'\\u4e00\\u5b9a', u'\\u68c0\\u67e5', u'\\u5468\\u96f6\\u5929', u'\\u68c0\\u67e5', u'\\u56db\\u5ddd\\u5927\\u5b66', u'\\u534e\\u897f', u'\\u7b2c\\u4e8c', u'\\u533b\\u9662', u'\\u68c0\\u9a8c\\u79d1', u'\\u56db\\u5ddd\\u5927\\u5b66', u'\\u534e\\u897f', u'\\u7b2c\\u4e8c', u'\\u533b\\u9662', 'nt', 'nt', u'\\u534e\\u897f\\u533b\\u9662\\u5b9e\\u9a8c\\u533b\\u5b66\\u79d1']\n",
+        "[u'\\u56fd\\u9645', u'\\u6cb9\\u4ef7\\u683c', u'\\u4e0a\\u626c', u'\\u56fd\\u5185', u'\\u6cb9\\u4ef7', u'\\u80af\\u5b9a', u'\\u8ddf\\u7740', u'\\u4e0a\\u6da8', u'\\u6d88\\u8d39\\u7a0e', u'\\u4f1a\\u964d', u'\\u6d88\\u8d39\\u7a0e', u'\\u8ddf\\u7740', u'\\u964d', u'\\u6cb9\\u4ef7', u'\\u4e00\\u8f6e', u'\\u62ac\\u9ad8']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u6df1\\u5165\\u6d45\\u51fa', 'weifocusio', 'autolayout']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u6df1\\u5165\\u6d45\\u51fa', 'weifocusio', 'autolayout']\n",
+        "[u'\\u5956\\u54c1', u'\\u8fd9\\u79cd', u'\\u4e8b', u'\\u4e00\\u5b9a', u'\\u8bf4\\u4e00\\u8bf4', u'\\u4ee5\\u540e', u'\\u4e00\\u8d77', u'\\u6109\\u5feb', u'\\u73a9\\u800d', u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5956\\u54c1', u'\\u592a\\u7ed9\\u529b', u'\\u5feb\\u53bb', u'\\u8bd5\\u8bd5', u'\\u4eba\\u54c1', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9', u'\\u6628\\u5929\\u665a\\u4e0a', u'\\u5403\\u665a\\u996d', u'\\u5199', u'\\u4e00\\u76f4', u'\\u70b9', u'\\u5403', u'\\u665a\\u996d', u'\\u5199\\u4e2a', u'\\u6587\\u7ae0', u'\\u771f\\u5fc3', u'\\u82b1', u'\\u65f6\\u95f4', u'\\u5e0c\\u671b', u'\\u4e00\\u4e9b', u'\\u4eba', u'\\u6709\\u70b9', u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u6df1\\u5165\\u6d45\\u51fa', u'\\u76f8\\u9047', 'weifocusio', 'autolayout', 'scrollview']\n",
+        "[u'\\u5e2e\\u52a9', u'\\u4e00\\u4e9b', u'\\u521d\\u5b66\\u8005', u'\\u79d1\\u666e', u'\\u6dfb\\u52a0', u'\\u70b9', u'\\u6570\\u636e', u'\\u7528\\u6765', u'\\u6f14\\u793a', u'\\u5e03\\u5c40', u'\\u540e', u'\\u5185\\u5bb9', u'\\u66f4\\u65b0', 'demo', 'scrollview', 'autolayout', 'contentsize']\n",
+        "[u'\\u90bb\\u56fd', u'\\u56e2\\u961f', u'\\u9879\\u76ee', u'\\u5b9e\\u8df5', u'\\u6765\\u81ea', u'\\u82f9\\u679c', u'\\u5f00\\u53d1', u'\\u4e2d\\u6587', u'\\u7ad9', 'swift', 'cocoachina', u'CocoaChina']\n",
+        "[u'\\u4eca\\u5929', u'\\u665a\\u4e0a', u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u4f7f\\u7528', u'\\u6211\\u7528', u'\\u8d26\\u53f7', u'\\u767b\\u5f55', u'\\u540e\\u53f0', u'\\u5185\\u5bb9', u'\\u5168\\u662f', u'\\u4e00\\u4e2a', u'\\u65e5\\u672c', u'\\u8d26\\u53f7', u'\\u5185\\u5bb9', u'\\u518d', u'\\u6ce8\\u9500', u'\\u8fc7\\u540e', u'\\u518d', u'\\u767b\\u5f55', u'\\u53d8\\u6210', u'\\u9047\\u5230', u'\\u95ee\\u9898', 'itunesconnect', 'big', 'problem', 'chrome', 'bug', 'apple', 'session', 'cocoachina', u'onevcat', u'\\u5510\\u5de7_boy', u'\\u56fe\\u62c9\\u9f0e']\n",
+        "[u'\\u5de5\\u7a0b\\u5e08', u'\\u5df2\\u7ecf', u'\\u53ca\\u65f6', u'\\u5173\\u95ed', u'\\u8bbf\\u95ee', u'\\u6570\\u636e', u'\\u53d7\\u67d3', 'apple']\n",
+        "[u'\\u8fd9\\u6b21', u'\\u4e32\\u53f7', u'\\u95ee\\u9898', u'\\u8bb0\\u5f97', u'\\u4ee5\\u524d', u'\\u652f\\u4ed8\\u5b9d', u'\\u9047\\u5230', u'\\u89c9\\u5f97', u'\\u6280\\u672f', u'\\u56e2\\u961f', u'\\u5e94\\u8be5', u'\\u8bb2', u'\\u4e00\\u4e0b', u'\\u5f53\\u65f6', u'\\u539f\\u56e0', u'\\u79d1\\u666e', u'\\u4e00\\u4e0b', u'\\u5e94\\u8be5', u'\\u5e2e\\u5fd9', u'\\u4eba', u'\\u652f\\u4ed8\\u5b9d', u'\\u5b89\\u5168', u'\\u4e2d\\u5fc3', 'itunes', 'connect', 'session', 'sinaweibo', 'sina', 'weibo', u'TimYang']\n",
+        "[u'\\u5b66\\u4e60', u'\\u4ee3\\u7801', u'\\u81ea\\u6211', u'\\u4fee\\u70bc', u'\\u4e00\\u4e2a', u'\\u91cd\\u8981', u'\\u56e0\\u7d20', u'\\u6ca1\\u4e8b', u'\\u770b\\u770b', u'\\u4f18\\u79c0', u'\\u4ee3\\u7801', u'\\u6bd4\\u770b', u'\\u4e00\\u4e9b', u'\\u56fd\\u5185', u'\\u5783\\u573e', u'\\u5267', u'\\u8981\\u5f3a', u'\\u70ed\\u60c5', u'\\u4e0d\\u51cf', u'\\u4e03\\u6b3e', u'\\u5e94\\u7528', u'\\u5f00\\u6e90', u'\\u9879\\u76ee', u'\\u63a8\\u8350', 'swift']\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
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+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u61c2\\u5f97', u'\\u94fe\\u63a5', u'\\u5bc6\\u7801', u'\\u65e0\\u635f', u'\\u94fe\\u63a5', u'\\u5bc6\\u7801', u'\\u65e0\\u635f', u'\\u94fe\\u63a5', u'\\u5bc6\\u7801', 'htt', 'pan', 'baidu', 'com', 'gkq', 'fv', 'ape', 'htt', 'pan', 'baidu', 'com', 'blv', 'tby', 'flac', 'htt', 'pan', 'baidu', 'com', 'hquzy']\n",
+        "[u'\\u60f3', u'\\u5b66\\u4e60', u'\\u5409\\u4ed6', u'\\u670b\\u53cb', u'\\u5409\\u4ed6', u'\\u817e\\u8baf', u'\\u8bfe\\u5802', u'\\u5b98\\u65b9', u'\\u5408\\u4f5c', u'\\u5f00\\u8bfe', u'\\u6b22\\u8fce', u'\\u70b9', u'\\u62a5\\u540d', u'\\u6536\\u85cf', u'\\u5f00\\u8bfe', u'\\u524d', u'\\u5206\\u949f', u'\\u63d0\\u9192']\n",
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+        "[u'\\u60f3', u'\\u5b66\\u4e60', u'\\u5409\\u4ed6', u'\\u670b\\u53cb', u'\\u5409\\u4ed6', u'\\u817e\\u8baf', u'\\u8bfe\\u5802', u'\\u5b98\\u65b9', u'\\u5408\\u4f5c', u'\\u5f00\\u8bfe', u'\\u6b22\\u8fce', u'\\u70b9', u'\\u62a5\\u540d', u'\\u6536\\u85cf', u'\\u5f00\\u8bfe', u'\\u524d', u'\\u5206\\u949f', u'\\u63d0\\u9192']\n",
+        "[u'\\u5404\\u4f4d\\u670b\\u53cb', u'\\u60f3', u'\\u5b66\\u4e60', u'\\u5409\\u4ed6', u'\\u670b\\u53cb', u'\\u798f\\u5229', u'\\u70b9', u'\\u6b22\\u8fce', u'\\u8f6c\\u53d1', u'\\u8c22\\u8c22', u'\\u8f6c\\u53d1', u'\\u6709\\u793c', u'\\u65b0\\u6d6a', u'\\u5a31\\u4e50']\n",
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+        "[]\n",
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+        "[u'\\u6ca1\\u7172', u'\\u542c\\u542c', u'\\u5468', u'\\u5927\\u4fa0', u'\\u6b4c', u'\\u5206\\u4eab', u'\\u4e13\\u8f91', 'ie', u'\\u5eb7_\\u6770 ', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', 'hardcore', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "['violin', 'strings', 'continuo', 'major', 'bwv', 'allegro']\n",
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+        "[u'\\u6652', u'\\u6652\\u592a\\u9633']\n",
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+        "[u'\\xa0', 'protest', 'mac', 'app', 'store', 'freedom', 'loving', 'bundle', 'top', 'mac', 'apps', 'free', 'copy', 'imazing']\n",
+        "[u'\\xa0', 'protest', 'mac', 'app', 'store', 'freedom', 'loving', 'bundle', 'top', 'mac', 'apps', 'free', 'copy', 'imazing']\n",
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+        "[u'\\u771f\\u574f', u'\\u7b11\\u51fa', u'\\u8179\\u808c', u'\\u8bc4\\u8bba', u'\\u6c6a\\u6d77', u'\\u5b9e\\u9a8c\\u5ba4']\n",
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+        "[u'\\u8282\\u64cd']\n",
+        "[u'\\u4ee5\\u540e', u'\\u671b\\u4eac', u'\\u529e\\u516c', 'soho']\n",
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+        "['nslog', u'\\u201cGo to hell Sougou input !']\n",
+        "[u'\\u672c\\u5468', u'\\u6700\\u4f73', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
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+        "[u'\\u5e74', u'\\u4f1a\\u6652', u'\\u95e8\\u7968', u'\\u4e2d\\u5927\\u5956']\n",
+        "['tj']\n",
+        "['nwr', 'fedq', 'olenjh']\n",
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+        "['sorry', 'test']\n",
+        "['zzzz']\n",
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+        "[u'\\u5206\\u4eab', 'zzz']\n",
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+        "[u'\\u4e00\\u4e2a', u'\\u4e0d\\u9519', u'\\u4ecb\\u7ecd', 'skiplist', 'ppt']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u4e0d\\u9519', u'\\u5168\\u9762', u'\\u4ecb\\u7ecd', u'\\u7279\\u6027', u'\\u6587\\u7ae0', 'redis']\n",
+        "['list', 'awesome', 'university', 'courses', 'learning', 'computer', 'science']\n",
+        "[u'\\u9127\\u7d2b\\u68cb', u'\\u704c\\u9189', 'gem']\n",
+        "[u'\\u6b63\\u5728', u'\\u6536\\u542c', u'\\u4e2d\\u56fd', u'\\u4e4b\\u58f0\\u592e\\u5e7f', u'\\u65b0\\u95fb', u'\\u5348\\u540e', u'\\u7248', u'\\u4e3b\\u64ad', u'\\u4e2d\\u56fd', u'\\u4e4b\\u58f0', u'\\u957f\\u60a6', u'\\u51e1', u'\\u540c\\u5b66', u'\\u5fae', u'\\u4e16\\u754c', u'\\u5218\\u9e64\\u4f73', u'\\u8282\\u76ee', u'\\u4e0d\\u9519', 'cnr']\n",
+        "[u'\\u6b63\\u5728', u'\\u6536\\u542c', u'\\u4e2d\\u56fd', u'\\u4e4b\\u58f0\\u592e\\u5e7f', u'\\u65b0\\u95fb', u'\\u5348\\u540e', u'\\u7248', u'\\u4e3b\\u64ad', u'\\u4e2d\\u56fd', u'\\u4e4b\\u58f0', u'\\u957f\\u60a6', u'\\u51e1', u'\\u540c\\u5b66', u'\\u5fae', u'\\u4e16\\u754c', u'\\u5218\\u9e64\\u4f73', u'\\u8282\\u76ee', u'\\u4e0d\\u9519', 'cnr']\n",
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+        "[u'\\u8d44\\u6e90', u'\\u5927\\u5168', u'\\u6574\\u7406', u'\\u5168\\u9762', 'java']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u624b\\u672f\\u5200', u'\\u5207\\u5f00', u'\\u8840\\u6dcb\\u6dcb']\n",
+        "[u'\\u76f2\\u5c71', u'\\u90e8\\u597d', u'\\u7535\\u5f71', u'\\u4e00\\u4e0b\\u5b50', u'\\u5c31\\u8ba9', u'\\u60f3\\u8d77', u'\\u726f\\u5cad', u'\\u8857', u'\\u5c11\\u5e74', u'\\u6740\\u4eba', u'\\u4e8b\\u4ef6', u'\\u633a', u'\\u7f9e\\u6127', u'\\u5c01\\u9762', u'\\u5438\\u5f15', u'\\u8fc7\\u53bb']\n",
+        "[u'\\u79cd', u'\\u65b9\\u5f0f', u'\\u8f6c\\u804c', u'\\u7a0b\\u5e8f\\u5458', u'\\u6bd4\\u8f83', u'\\u597d', u'\\u5b66\\u4e60', u'\\u8de8\\u4e13\\u4e1a', u'\\u6210\\u529f', u'\\u7533\\u8bf7', u'\\u65e7\\u91d1\\u5c71', u'\\u5dde\\u7acb', u'\\u8ba1\\u7b97\\u673a\\u7cfb', u'\\u7855\\u58eb', u'\\u524d\\u4f8b', u'\\u8bf4', u'\\u679c\\u58f3', u'\\u7f51', u'\\u5341\\u4e94', u'\\u8a00', u'\\u90a3\\u7bc7\\u6587', u'\\u751f\\u7269', u'\\u7537', u'\\u7845\\u8c37', u'\\u68a6', u'\\u8f6c\\u884c', u'\\u4e4b\\u8def', u'\\u6155\\u8bfe', u'\\u7ecf\\u9a8c\\u8c08', u'\\u751f\\u7269', u'\\u4e13', u'\\u5206\\u4eab', 'mooc', 'story', 'mooc', u'\\u6cf0\\u5fb7\\u5b50_Suji :', u'\\u77e5\\u4e4e']\n",
+        "[]\n",
+        "[]\n",
+        "['iting', 'open']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u58ee\\u54c9', u'\\u5927\\u8863', u'\\u54e5']\n",
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+        "[u'\\u67b6\\u6784\\u5e08', u'\\u5f00\\u53d1\\u8005', u'\\u63d0\\u9ad8\\u6548\\u7387', u'\\u5de5\\u5177', 'java', 'importnew']\n",
+        "[u'\\u7ee7\\u627f', u'\\u539f\\u578b', u'\\u9677\\u9631', u'\\u6280\\u672f', u'\\u5b66\\u4e60', u'\\u5b66\\u4e60', u'\\u8fdb\\u6b65', 'javascript', 'javascript']\n",
+        "['google', 'knowledge', 'graph', 'one', 'step', 'closer', 'semantic', 'web', 'econsultancy']\n",
+        "[u'\\u5a92\\u4f53\\u62a5\\u9053', u'\\u9648\\u6ee2', u'\\u505a\\u5ba2', u'\\u4e2d\\u56fd', u'\\u7ecf\\u6d4e\\u7f51', u'\\u5bf9\\u8bdd', u'\\u6559\\u80b2', u'\\u680f\\u76ee', u'\\u56fd\\u9645', u'\\u5728\\u7ebf\\u6559\\u80b2', u'\\u767e\\u4eba\\u8bbf', u'\\u7cfb\\u5217', u'\\u8bbf\\u8c08', u'\\u5f00\\u8bfe', u'\\u4f18\\u52bf', u'\\u8d44\\u6e90', u'\\u79ef\\u7d2f', u'\\u5bf9\\u63a5', u'\\u4f01\\u4e1a', u'\\u6280\\u672f\\u521b\\u65b0', u'\\u6167\\u79d1', u'\\u6559\\u80b2', u'\\u7814\\u7a76\\u9662', u'\\u5f00\\u8bfe\\u5427\\u5b98\\u65b9\\u5fae\\u535a']\n",
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+        "[u'\\u6167\\u79d1', u'\\u6559\\u80b2', u'\\u96c6\\u56e2', u'\\u9996\\u90e8', u'\\u9752\\u6625', u'\\u9006\\u88ad', u'\\u5927\\u7247', u'\\u7231\\u4e0a', u'\\u5f00\\u8bfe', u'\\u9047\\u89c1', u'\\u672a\\u77e5', u'\\u91cd\\u78c5', u'\\u9996\\u53d1', u'\\u5f00\\u8bfe', u'\\u5458\\u5de5', u'\\u5c3a\\u5ea6', u'\\u6f14\\u7ece', u'\\u9752\\u6625', u'\\u4e0d\\u8be5', u'\\u53ea', u'\\u7528\\u6765', u'\\u56de\\u5fc6', u'\\u9047\\u89c1', u'\\u672a\\u77e5', u'\\u7529\\u5f00', u'\\u56de\\u5fc6', u'\\u9752\\u6625', u'\\u9006\\u88ad', u'\\u524d\\u65b9', u'\\u9ad8\\u80fd', u'\\u731b', u'\\u6233', u'\\u89c6\\u9891', u'\\u597d\\u770b', u'\\u627e\\u5ea7', u'\\u513f\\u7f51', u'\\u5f00\\u8bfe\\u5427\\u5b98\\u65b9\\u5fae\\u535a']\n",
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+        "[u'\\u7ffb\\u5899', u'\\u6210\\u529f', u'\\u90a3\\u4e00\\u523b', u'\\u60f3\\u5230', u'\\u8096\\u7533\\u514b', u'\\u72f1\\u5916', u'\\u6c34\\u6c9f', u'\\u91cc', u'\\u5450\\u558a']\n",
+        "['fcztufj', 'fe']\n",
+        "[u'\\u5f88\\u706b', u'\\u6591\\u9a6c', u'\\u6591\\u9a6c', u'\\u5973\\u58f0', u'\\u7ffb\\u5531', u'\\u6765\\u81ea', u'echo\\u56de\\u58f0APP\\uff09']\n",
+        "[]\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u53d1\\u5e03\\u4f1a', u'\\u54ea\\u4e00\\u70b9', u'\\u6700', u'\\u6295\\u7ed9', u'\\u65b0', u'\\u6d4f\\u89c8\\u5668', u'\\u9009\\u9879', u'\\u8868\\u6001', 'windows', 'high', u'WPDang']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u7ad9\\u5206\\u6790\\u516c\\u4f1a \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u521a\\u6362', u'\\u68a6\\u5e7b', u'\\u661f\\u7a7a', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "['cghjjj']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "['test']\n",
+        "[u'\\u4e0b\\u96ea']\n",
+        "[u'\\u5317\\u4eac', u'\\u533b\\u9662', u'\\u5b98\\u7f51']\n",
+        "[u'\\u77e5\\u9053', u'\\u516c\\u53f8', u'\\u51fa\\u53e3', u'\\u5b98\\u5fae', 'ip', 'iteye']\n",
+        "[u'\\u89c1\\u8bc1', u'\\u59b9\\u5b50', u'\\u957f\\u80d6', u'\\u5168\\u8fc7\\u7a0b', u'\\u751f\\u6d3b', u'\\u6b8b\\u5fcd']\n",
+        "[u'\\u53d1\\u73b0', u'\\u73b0\\u5728', u'\\u4e70\\u4e66', u'\\u4e70', u'\\u5403', u'\\u505c\\u4e0d\\u4e0b\\u6765']\n",
+        "[u'\\u5927\\u5168']\n",
+        "[u'\\u95f2\\u5f85', u'\\u611f\\u89c9', u'\\u8eab\\u5fc3\\u4ff1\\u75b2']\n",
+        "[u'\\u66fe\\u7ecf', u'\\u4ee5\\u4e3a', u'\\u9752\\u6625', u'\\u957f\\u5251', u'\\u8d64\\u5b50', u'\\u826f\\u5fc3', u'\\u8bf4\\u670d', u'\\u51fa\\u5356', u'\\u7406\\u60f3', u'\\u7075\\u9b42', u'\\u6700', u'\\u5bc2\\u5bde', u'\\u6d41\\u6cea', u'\\u665a\\u4e0a', u'\\u7b11', u'\\u50bb\\u65f6', u'\\u4f9d\\u7136', u'\\u62d4\\u51fa', u'\\u6000\\u4e2d', u'\\u957f\\u5251', u'\\u523a\\u75db', u'\\u63d0\\u9192', u'\\u52c7\\u5f80\\u76f4\\u524d', u'\\u76f4\\u5230\\u73b0\\u5728']\n",
+        "[u'\\u8eab\\u4f53', u'\\u9769\\u547d', u'\\u672c\\u94b1']\n",
+        "[u'\\u4eca\\u5929', u'\\u586b', u'\\u5751', u'\\u5fc3\\u60c5', u'\\u4e0d\\u63d0']\n",
+        "[u'\\u8fc7\\u5e74', u'\\u4e2d\\u4e2a', u'\\u5956', u'\\u5f00\\u5fc3', u'\\u5f00\\u5fc3', u'\\ud83d', u'\\ude04', u'\\u7c89\\u4e1d\\u798f\\u5229']\n",
+        "[u'\\u9ed8\\u9ed8', u'\\u62bd\\u5956', u'IT\\u8da3\\u56fe']\n",
+        "[u'\\u592a', u'\\u5e74\\u8f7b', u'\\u5b66\\u8d39', u'\\u6ca1\\u4ea4\\u591f']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5fae\\u535a', u'\\u53d1', u'\\u94fe\\u63a5', 'wtf', 'tumblr']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[]\n",
+        "[u'\\u4e00\\u4e2a', u'\\u663e\\u793a', u'\\u547d\\u4ee4', u'\\u8fd0\\u884c', u'\\u8fdb\\u5ea6', u'\\u4f1f\\u5927', u'\\u5de5\\u5177', u'\\u5206\\u4eab', 'linux', u'\\u4eca\\u65e5\\u5934\\u6761 )']\n",
+        "[u'\\u9ad8\\u6548', u'\\u751f\\u6d3b', u'\\u8d76\\u811a', u'\\u4e0d\\u9519', u'Doit.im\\u6652\\u6210\\u7ee9\\u8d62Pro', u'Doit.im\\u5b98\\u65b9\\u5ba2\\u670d', u'\\u963f\\u4e0d\\u6655']\n",
+        "[u'\\u54af', u'\\u571f\\u8c6a', u'\\u53d1\\u7ea2\\u5305', u'\\u4e00\\u8d77', u'\\u62a2', u'\\u5954\\u8dd1\\u54272015', u'\\u674e\\u6668']\n",
+        "[]\n",
+        "[u'\\u6b63\\u5207', u'\\u4f7f\\u7528', 'alias']\n",
+        "[u'\\u5e74\\u4f1a', u'\\u9ed1\\u6697', u'\\u6599\\u7406']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u667a\\u80fd\\u624b\\u673a', u'\\u91cd\\u5851', u'\\u5927\\u8111', u'\\u5df2\\u7ecf', u'\\u65e0\\u6cd5', u'\\u76f4\\u89c6']\n",
+        "[u'\\u5206\\u4eab', u'Laruence \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u300e', u'\\u4efb\\u6027', u'\\u76d8\\u70b9', u'\\u5e74', u'\\u5f00\\u6e90', u'\\u6210\\u5c31', u'\\u300f', 'facebook', 'code']\n",
+        "[u'\\u60f3', u'\\u4e70', u'\\u51c0\\u5316\\u5668', u'\\u4e00\\u76f4', u'\\u4e0d\\u6562', u'\\u51fa\\u624b', u'\\u770b\\u5230', u'\\u5c0f\\u7c73', u'\\u53d1\\u5e03', u'\\u7a7a\\u6c14', u'\\u51c0\\u5316\\u5668', u'\\u8fc7\\u6ee4', u'\\u503c\\u9ad8\\u8fbe', u'\\xb3', u'\\u5168\\u5c4b', u'\\u7a7a\\u6c14', u'\\u51c0\\u5316', u'\\u5e72\\u51c0', u'\\u624b\\u673a', u'\\u8fdc\\u7a0b', u'\\u9065\\u63a7', u'\\u6700\\u8d5e\\u5143\\u795e', u'\\u4ef7\\u683c', u'\\u5df2\\u7ecf', u'\\u9884\\u7ea6', 'pm', 'cadr', u'\\u6211\\u7231\\u5c0f\\u7c73\\u7a7a\\u6c14\\u51c0\\u5316\\u5668', u'\\u5c0f\\u7c73\\u7a7a\\u6c14\\u51c0\\u5316\\u5668 ']\n",
+        "[u'\\u60f3', u'\\u4e70', u'\\u51c0\\u5316\\u5668', u'\\u4e00\\u76f4', u'\\u4e0d\\u6562', u'\\u51fa\\u624b', u'\\u770b\\u5230', u'\\u5c0f\\u7c73', u'\\u53d1\\u5e03', u'\\u7a7a\\u6c14', u'\\u51c0\\u5316\\u5668', u'\\u8fc7\\u6ee4', u'\\u503c\\u9ad8\\u8fbe', u'\\xb3', u'\\u5168\\u5c4b', u'\\u7a7a\\u6c14', u'\\u51c0\\u5316', u'\\u5e72\\u51c0', u'\\u624b\\u673a', u'\\u8fdc\\u7a0b', u'\\u9065\\u63a7', u'\\u6700\\u8d5e\\u5143\\u795e', u'\\u4ef7\\u683c', u'\\u5df2\\u7ecf', u'\\u9884\\u7ea6', u'\\u4e2d\\u5348', u'\\u70b9', u'\\u5165\\u624b', u'\\u5206\\u4eab', u'\\u5730\\u5740', 'pm', 'cadr', u'\\u6211\\u7231\\u5c0f\\u7c73\\u7a7a\\u6c14\\u51c0\\u5316\\u5668', u'\\u5c0f\\u7c73\\u7a7a\\u6c14\\u51c0\\u5316\\u5668 ']\n",
+        "[u'\\u5a92\\u4f53', u'\\u7b11\\u8bdd', u'\\u53f0\\u6e7e\\u5730\\u533a', u'\\u751f\\u6d3b', u'\\u4e09\\u5341\\u591a\\u5e74', u'\\u53f0\\u6e7e', u'\\u5a92\\u4f53', u'\\u8111\\u6b8b', u'\\u8352\\u8c2c', u'\\u65e0\\u8111']\n",
+        "[u'\\u53f0\\u6e7e', u'\\u73b0\\u5728', u'\\u4e00\\u4e2a', u'\\u73b0\\u8c61', u'\\u597d\\u7b11', u'\\u4e00\\u5806', u'\\u521d\\u521b', u'\\u516c\\u53f8', u'\\u62db', u'\\u4eba', u'\\u88c5\\u903c', u'\\u5168\\u90e8', u'\\u82f1\\u6587', u'\\u8001\\u5b9e', u'\\u8bf4', u'\\u5916\\u56fd\\u4eba', u'\\u8bf7\\u4e0d\\u8d77', u'\\u88c5', u'\\u903c', u'\\u5317\\u4e03']\n",
+        "['try', 'play', 'like', 'yankees', 'lose', 'yankees']\n",
+        "[u'\\u6211\\u521a', u'\\u5b9e\\u60e0', u'\\u91cc', u'\\u62a2', u'\\u4e00\\u4efd', u'\\u798f\\u5229', u'\\u68a6', u'\\u65f6\\u5149', u'\\u5a5a\\u793c', u'\\u987e\\u95ee', u'\\u670d\\u52a1', u'\\u5e78\\u8fd0', u'\\u5c0f\\u4f19\\u4f34', u'\\u5206\\u4eab', u'\\u8bd5\\u8bd5', 'app']\n",
+        "[u'\\u521a\\u521a', u'\\u770b\\u5230', u'\\u5c0f\\u7c73', u'\\u53d1\\u5e03', u'\\u7a7a\\u6c14', u'\\u51c0\\u5316\\u5668', u'\\u9884\\u7ea6', u'\\u5143\\u795e', u'\\u4ef7\\u683c', u'\\u5168\\u5c4b', u'\\u7a7a\\u6c14', u'\\u5faa\\u73af', u'\\u503c\\u9ad8\\u8fbe', u'\\xb3', u'\\u8fc7\\u6ee4', u'\\u624b\\u673a', u'\\u770b\\u5230', u'\\u7a7a\\u6c14', u'\\u53d8', u'\\u5e72\\u51c0', u'\\u6c42', u'\\u4eba\\u54c1', u'\\u4e2d\\u5348', u'\\u70b9', u'\\u4e70', u'\\u770b\\u770b', u'\\xbb', u'\\u5206\\u4eab', u'\\u5730\\u5740', 'cadr', 'pm', u'\\u6211\\u7231\\u5c0f\\u7c73\\u7a7a\\u6c14\\u51c0\\u5316\\u5668', u'\\u5c0f\\u7c73\\u7a7a\\u6c14\\u51c0\\u5316\\u5668']\n",
+        "[u'\\u521a\\u521a', u'\\u770b\\u5230', u'\\u5c0f\\u7c73', u'\\u53d1\\u5e03', u'\\u7a7a\\u6c14', u'\\u51c0\\u5316\\u5668', u'\\u9884\\u7ea6', u'\\u5143\\u795e', u'\\u4ef7\\u683c', u'\\u5168\\u5c4b', u'\\u7a7a\\u6c14', u'\\u5faa\\u73af', u'\\u503c\\u9ad8\\u8fbe', u'\\xb3', u'\\u8fc7\\u6ee4', u'\\u624b\\u673a', u'\\u770b\\u5230', u'\\u7a7a\\u6c14', u'\\u53d8', u'\\u5e72\\u51c0', u'\\u6c42', u'\\u4eba\\u54c1', u'\\u4e2d\\u5348', u'\\u70b9', u'\\u4e70', u'\\u770b\\u770b', u'\\xbb', u'\\u5206\\u4eab', u'\\u5730\\u5740', 'cadr', 'pm', u'\\u6211\\u7231\\u5c0f\\u7c73\\u7a7a\\u6c14\\u51c0\\u5316\\u5668', u'\\u5c0f\\u7c73\\u7a7a\\u6c14\\u51c0\\u5316\\u5668']\n",
+        "['enjoying', 'app', 'links', 'cross', 'platform', 'open', 'source', 'simple', 'mobile', 'deep', 'linking']\n",
+        "[u'\\u70b9\\u8bc4', u'\\u5546\\u6237', u'\\u4e1c\\u6c60', u'\\u4fbf\\u5f53', u'\\u6587\\u4e00', u'\\u897f\\u8def', u'\\u5e97', u'\\u603b\\u4f53', u'\\u8bc4\\u4ef7', u'\\u4e94\\u661f', u'\\u9e21\\u817f', u'\\u5f88\\u5927', u'\\u53f0\\u6e7e', u'\\u7c73\\u996d', u'\\u676d\\u5dde', u'\\u8fd9\\u4e48\\u4e45', u'\\u5c11\\u6570\\u51e0\\u5bb6', u'\\u7c73\\u996d', u'\\u597d\\u5403', u'\\u5feb\\u9910\\u5e97']\n",
+        "[u'\\u53f0\\u5317', u'\\u56e2\\u961f', u'\\u6709\\u7a7a', u'\\u4e00\\u4e0b', 'rails']\n",
+        "[u'\\u62cd\\u4e2a', u'\\u822a\\u62cd', u'\\u80e1\\u5fb7\\u6c11', 'peterhu', u'\\u9676\\u7136']\n",
+        "[u'\\u4eba', u'\\u53f0\\u5317', u'\\u8fdc\\u7a0b', u'\\u676d\\u5dde', u'\\u529e\\u516c\\u5ba4', u'\\u5c0f\\u7c73', u'\\u667a\\u80fd', u'\\u5bb6\\u7535', u'\\u771f\\u662f', u'\\u7ed9\\u529b', u'\\u96f7\\u519b', u'\\u9ad8\\u81ea\\u5149']\n",
+        "[u'\\u964c\\u751f', u'\\u6545\\u4e61']\n",
+        "[u'\\u54c8\\u54c8\\u54c8', u'\\u54c8\\u54c8\\u54c8', u'\\u54c8\\u54c8\\u54c8']\n",
+        "[u'\\u300e', u'\\u9ad8\\u6027\\u80fd', u'\\u670d\\u52a1\\u5668', u'\\u8bd1\\u6587', u'\\u300f', 'warp', 'haskell', 'web', 'tech', 'notes']\n",
+        "[u'\\u53f0\\u5317', u'\\u529e\\u516c\\u5ba4', u'\\u4e0d\\u9519']\n",
+        "[u'\\u5b9e\\u60e0', u'\\u514d\\u8d39', u'\\u798f\\u5229', u'\\u5929\\u5929', u'\\u9886', u'\\u4f4e\\u4ef7', u'\\u6298\\u6263', u'\\u4eab', u'\\u4f18\\u60e0', u'\\u751f\\u6d3b', u'\\u670d\\u52a1', u'\\u8fd1\\u8ddd\\u79bb', u'\\u7acb\\u5373', u'\\u4e0b\\u8f7d', u'\\u4f53\\u9a8c']\n",
+        "[u'\\u53f0\\u6e7e\\u5730\\u533a', u'\\u5b89\\u88c5', u'\\u7834\\u4e07']\n",
+        "[u'\\u5956\\u54c1', u'\\u8001\\u7238', u'\\u966a', u'\\u8fc7\\u53bb', u'\\u4e00\\u5e74', u'\\u8f9b\\u82e6']\n",
+        "[u'\\u57a6\\u4e01', u'\\u5929\\u6c14', u'\\u6674']\n",
+        "[u'\\u5403', u'\\u7761\\u7740']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u6ee1\\u8db3', u'\\u6240\\u6709', u'\\u6b32\\u671b', u'\\ud83d', u'\\ude04', u'\\u5fb7\\u56fd', u'\\u6a21\\u7279', u'\\u9686\\u51fa', u'\\u4e16\\u754c', u'\\u6700\\u5927', u'\\u80f8\\u90e8', u'\\u690d\\u5165', u'\\u516c\\u65a4', u'\\u76d0\\u6c34', u'\\u888b', u'\\u5206\\u4eab', u'\\u9c9c\\u679c']\n",
+        "[u'\\u66f4\\u65b0', u'\\u5fae\\u535a', u'\\u5ba2\\u6237\\u7aef', u'\\u5168\\u65b0', u'\\u652f\\u6301', u'\\u2460', u'\\u65b0\\u589e', u'\\u4f1a\\u5458', u'\\u8d2d\\u4e70', u'\\u529f\\u80fd', u'\\u2461', u'\\u65b0\\u589e', u'\\u7efc\\u5408', u'\\u641c\\u7d22', u'\\u529f\\u80fd', u'\\u2462', u'\\u65b0\\u589e', u'\\u5c0f', u'\\u6e05\\u65b0', u'\\u80cc\\u666f\\u56fe', u'\\u5feb\\u6765', u'\\u4e00\\u8d77', u'\\u4f53\\u9a8c', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', 'ipad', 'ios', 'app', 'store']\n",
+        "[u'\\u6b63\\u5728', u'\\u770b\\u4e2d', u'\\u51e0\\u4e2a', u'\\u63d0\\u793a', u'\\u535a\\u5ba2', u'\\u6765\\u81ea', 'code', 'review', 'csdn', u'\\u624b\\u673a\\u767e\\u5ea6, \\u70b9\\u51fb\\u4e0b\\u8f7d:']\n",
+        "[u'\\u6211\\u56fd', u'\\u8de8\\u5883', u'\\u7535\\u5546', u'\\u906d\\u9047', u'\\u4f24\\u51bb', u'\\u8d26\\u6237', u'\\u8d44\\u91d1', u'\\u9762\\u4e34', u'\\u6e05\\u96f6', u'\\u3000', u'\\u3000', u'\\u8de8\\u56fd', u'\\u7535\\u5546', u'\\u906d\\u9047', u'\\u4f24', u'\\u51bb', u'\\u3000', u'\\u3000', u'\\u5927\\u91cf', u'\\u4e2d\\u56fd', u'\\u8de8\\u5883', u'\\u7535\\u5546', u'\\u65b0\\u6d6a', u'\\u8d22\\u7ecf', 'paypal', 'paypal']\n",
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+       ]
+      },
+      {
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+        "[]\n",
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+        "[u'\\u63a8\\u8350', u'\\u6587\\u7ae0', u'\\u6279\\u5224', u'\\u4e0b\\u4e0a', u'\\u661f\\u6570', u'\\u8d85', u'\\u56fd\\u4ea7', u'\\u5f00\\u6e90', u'\\u9879\\u76ee', u'\\u5206\\u4eab', 'github', 'web', u'\\u7b80\\u4e66']\n",
+        "[u'\\u4e00\\u79cd', u'\\u6302\\u79d1', u'\\u8d76\\u811a', u'\\u771f\\u7684', u'\\u5148', u'\\u7ed3\\u675f', u'\\u4e0d\\u8d25', u'\\u795e\\u8bdd']\n",
+        "[u'\\u524d\\u7aef', u'\\u6a21\\u5757', u'\\u7ba1\\u7406\\u5668', u'\\u7b80\\u4ecb', u'\\u63a8', u'\\u9177\\u7f51']\n",
+        "[u'\\u535a\\u5ba2', u'\\u6587\\u96c6', u'\\u4e0a\\u67b6', u'\\u63a8', u'\\u9177\\u7f51']\n",
+        "[u'\\u83dc\\u9e1f', u'\\u5b66\\u4e60', u'\\u6301\\u7eed', u'\\u66f4\\u65b0', u'\\u4e2d', 'swift']\n",
+        "[u'\\u83dc\\u9e1f', u'\\u5b66\\u4e60', u'\\u5b66\\u4e60', 'introduction', 'swift']\n",
+        "[u'\\u8de8\\u57df', u'\\u95ee\\u9898', u'\\u73b0\\u5728', u'\\u672c\\u5730', u'\\u4e00\\u4e2a', u'\\u8868\\u5355', u'\\u4e0b', u'\\u4e00\\u4e2a', u'\\u9879\\u76ee', u'\\u91cc', u'\\u83b7\\u5f97', u'\\u8868\\u5355', u'\\u5185\\u5bb9', u'\\u6587\\u4ef6', u'\\u63d0\\u4ea4', u'\\u6807\\u70b9', u'\\u540e', u'\\u8bbf\\u95ee', u'\\u6587\\u4ef6', u'\\u77e5\\u9053', u'\\u662f\\u4e0d\\u662f', u'\\u8de8\\u57df', u'\\u95ee\\u9898', u'\\u89e3\\u51b3', u'\\u5e0c\\u671b', u'\\u6709\\u4eba', u'\\u5e2e', u'\\u89e3\\u51b3', 'sae', 'php']\n",
+        "[u'\\u8003\\u5b8c\\u8bd5', u'\\u597d\\u5f00\\u5fc3']\n",
+        "[u'\\u624b\\u628a\\u624b', u'\\u6559\\u5b66', u'\\u8be6\\u89e3', u'\\u4e2d', u'\\u8bbe\\u8ba1\\u6a21\\u5f0f', u'\\u63a8', u'\\u9177\\u7f51', 'swift', 'ios']\n",
+        "[u'\\u6253\\u5305', u'\\u4e0b\\u8f7d', u'\\u4e0a\\u7ebf', u'\\u4e91\\u7aef', u'\\u4ee3\\u7801', u'\\u9605\\u8bfb', u'\\u5de5\\u5177', u'\\u63a8', u'\\u9177\\u7f51', 'coding', 'net', 'codeinsight']\n",
+        "[u'\\u56fd\\u5916', u'\\u7a0b\\u5e8f\\u5458', u'\\u6574\\u7406', u'\\u7cfb\\u7edf\\u7ba1\\u7406\\u5458', u'\\u8d44\\u6e90', u'\\u5927\\u5168', u'\\u63a8', u'\\u9177\\u7f51']\n",
+        "[u'\\u6302\\u79d1', u'\\u660e\\u5929', u'\\u6700\\u540e', u'\\u4e00\\u79d1']\n",
+        "[u'\\u4e0d\\u9519', u'\\u4e00\\u4e2a', u'\\u4ecb\\u7ecd', u'\\u5f00\\u53d1', 'swiftris', 'build', 'first', 'ios', 'game', 'swift', 'bloc', 'ios']\n",
+        "[u'\\u5c4c\\u4e1d', u'\\u73a9\\u8f6c', u'\\u6301\\u7eed', u'\\u66f4\\u65b0', u'\\u4e2d', 'mac']\n",
+        "[u'\\u6b23\\u8d4f', u'\\u611f\\u89c9', u'\\u771f', u'\\u597d']\n",
+        "[u'\\u6362', u'\\u5934\\u50cf', u'\\u6362', u'\\u5934\\u50cf', u'\\u559c\\u6b22', u'\\u79c1\\u804a', u'\\u4ef7\\u94b1', u'\\u597d', u'\\u5546\\u91cf']\n",
+        "[u'\\u5c4c\\u4e1d', u'\\u63a2\\u7a76', u'\\u7c7b', u'\\u7ed3\\u6784', u'\\u4f53', u'\\u679a\\u4e3e', 'swift']\n",
+        "[u'\\u63a8\\u8350', u'\\u6587\\u7ae0', u'\\u5199', u'\\u4e00\\u4e2a', u'\\u6781\\u5ba2', u'\\u8303\\u513f', 'markdown', 'ppt']\n",
+        "[u'\\u83dc\\u9e1f', u'\\u5b66\\u4e60', u'\\u4e0d\\u65ad\\u66f4\\u65b0', u'\\u4e2d', 'swift']\n",
+        "[u'\\u96ea\\u6765', u'\\u7a81\\u7136', u'\\u601d\\u5ff5', u'\\u6108\\u52a0', u'\\u60c6\\u6005']\n",
+        "[u'\\u6211\\u8981', u'\\u6512\\u94b1', u'\\u4e70\\u4e2a', 'macbook', 'pro']\n",
+        "[]\n",
+        "[u'\\ud83d', u'\\udc37', u'\\u60f3']\n",
+        "[u'\\u4f1f\\u5927', u'\\u4ea7\\u54c1', u'\\u56fd\\u5185', u'\\u5374', u'\\u597d\\u50cf', u'\\u53d1\\u6325']\n",
+        "[u'\\u5475\\u5475']\n",
+        "[u'\\u96be\\u7720']\n",
+        "['say', 'say']\n",
+        "[u'\\u9f9f\\u54e5', u'\\u966a', u'\\u4e0d\\u7720']\n",
+        "[u'\\u8d70', u'\\u901a\\u5f80', u'\\u5b64\\u72ec', u'\\u8def\\u4e0a', u'\\u5fc3\\u91cc', u'\\u671f\\u8bb8', u'\\u4e00\\u573a', u'\\u70ed\\u604b', u'\\u4e0d\\u613f', u'\\u4ed8\\u51fa', u'\\u54ea\\u6765', u'\\u5f97\\u5230', u'\\u613f\\u610f', u'\\u6293\\u4f4f', u'\\u6211\\u4f1a', u'\\u6c38\\u8fdc', u'\\u9003\\u8dd1', u'\\u53ea', u'\\u9700\\u8981', u'\\u4e00\\u4e2a', u'\\u4e00\\u8def', u'\\u5b64\\u72ec', u'\\u221a']\n",
+        "[u'\\u81ea\\u5b9a\\u4e49', u'\\u52a8\\u753b', u'\\u8f6c', u'\\u573a\\u4e0a', u'\\u624b\\u6307', u'\\u5357', u'\\u63a8', u'\\u9177\\u7f51', 'ios']\n",
+        "[u'\\u4f7f\\u7528', u'\\u4e2d', u'\\u5b9e\\u73b0', u'\\u4e2d', u'\\u8de8\\u57df', u'\\u95ee\\u9898', u'\\u63a8', u'\\u9177\\u7f51', 'html', 'postmessage', 'ajax', 'post']\n",
+        "[u'\\u8bed\\u8a00', u'\\u5165\\u95e8\\u6559\\u7a0b', u'\\u4e0a\\u7bc7', u'\\u63a8', u'\\u9177\\u7f51', 'swift', 'auto', 'layout']\n",
+        "[u'\\u6559\\u7a0b', u'\\u4f7f\\u7528', u'\\u6784\\u5efa', u'\\u7b2c\\u4e00\\u4e2a', u'\\u6e38\\u620f', u'\\u63a8', u'\\u9177\\u7f51', 'swiftris', 'swift', 'ios']\n",
+        "[u'\\u7f16\\u5199', u'\\u4e00\\u4e9b', u'\\u5b8c\\u6574', u'\\u63a8', u'\\u9177\\u7f51', 'swift', 'app']\n",
+        "[u'\\u4e2d', u'\\u8bbe\\u8ba1\\u6a21\\u5f0f', u'\\u63a8', u'\\u9177\\u7f51', 'swift', 'ios']\n",
+        "[u'\\u8bed\\u8a00', u'\\u6559\\u7a0b', u'\\u7b2c\\u4e00', u'\\u90e8\\u5206', u'\\u63a8', u'\\u9177\\u7f51', 'swift', 'storyboard']\n",
+        "[u'\\u8bbe\\u8ba1\\u6a21\\u5f0f', 'ios']\n",
+        "[u'\\u9002\\u5e94', u'\\u5e03\\u5c40', 'cocoachina']\n",
+        "[u'\\u4e0a\\u9762', u'\\u6559\\u80b2', u'\\u4f18\\u60e0', 'github', 'leodots']\n",
+        "['google']\n",
+        "[u'\\u76f8\\u7231', u'\\u5b66\\u4e60', u'\\u5f7b\\u5e95', u'\\u76f8\\u4fe1', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u4e4b\\u524d', u'\\u672c\\u4e66', u'\\u505a\\u8fc7', u'\\u8bc4\\u8bba', u'\\u89c9\\u5f97', u'\\u5199', u'\\u653e', u'\\u8bfb', u'\\u5b64\\u72ec', u'\\u867d\\u8d25\\u72b9\\u8363', u'\\u89c9\\u5f97', u'\\u672c\\u4e66', u'\\u5c06\\u4f1a', u'\\u672a\\u6765', u'\\u51e0\\u5e74', u'\\u4e00\\u76f4', u'\\u8bb2', u'\\u653e\\u5728', u'\\u624b\\u8fb9', u'\\u4e00\\u672c', u'\\u957f\\u770b', u'\\u4e66', u'\\u8c22\\u8c22', u'\\u8c22\\u8c22', u'\\u4e66', u'\\u89c9\\u5f97', u'\\u4e4b\\u524d', u'\\u8bfb\\u8fc7', u'\\u4e00\\u672c', u'\\u5199', u'\\u4e0d\\u597d', u'\\u4e5f\\u8bb8', u'\\u80c3\\u53e3', u'\\u63a8\\u8350', u'\\u4e00\\u4e0b', u'\\u5218\\u540c']\n",
+        "[u'\\u4e09\\u6728\\u548c\\u5189\\u5b59\\u7433\\u7433']\n",
+        "[u'\\u5206\\u4eab', u'\\u674e\\u5f00\\u590d \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u65b0\\u5e74', u'\\u7b2c\\u4e8c\\u5929', u'\\u8fb9\\u5b66\\u8fb9', u'\\u73a9', u'\\u73a9', u'\\u65f6\\u95f4', u'\\u5c45\\u591a']\n",
+        "['coordination', 'topography']\n",
+        "[u'\\u9886\\u82f1', 'data', 'science', 'skills', 'network', 'ferris', 'jumah']\n",
+        "[u'\\u5c71\\u5730', u'\\u98ce\\u666f\\u533a', u'\\u666f\\u89c2\\u89c4\\u5212', u'\\u4e2d', u'\\u53ef\\u89c6\\u6027', u'\\u5206\\u6790']\n",
+        "[u'\\u200b', u'\\u5951\\u7ea6', u'\\u4f26\\u7406', u'\\u5e02\\u573a']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u6587\\u827a', u'\\u9752\\u5e74', u'\\u793e\\u533a', u'\\u542f\\u7ef4\\u7f51']\n",
+        "[u'\\u6d77\\u5f52', u'\\u91d1\\u878d', u'\\u9ad8\\u5b98', u'\\u773c\\u4e2d', u'\\u5927\\u56fd', u'\\u5d1b\\u8d77', u'\\u8870\\u843d', u'\\u5f88\\u4e45\\u6ca1', u'\\u542c\\u5230', u'\\u6709\\u6599', u'\\u6f14\\u8bb2']\n",
+        "['people', 'run', 'major', 'cities']\n",
+        "[u'\\u8f6c\\u8f7d', u'\\u96c5\\u5404\\u5e03', u'\\u65af\\u5230', u'\\u7d27\\u51d1', u'\\u57ce\\u5e02', u'\\u4e94\\u5341\\u5e74', u'\\u57ce\\u5e02\\u89c4\\u5212', u'\\u7406\\u8bba', u'\\u6f14\\u53d8']\n",
+        "[u'\\u8f6c\\u8f7d', u'\\u96c5\\u5404\\u5e03', u'\\u65af\\u5230', u'\\u7d27\\u51d1', u'\\u57ce\\u5e02', u'\\u4e94\\u5341\\u5e74', u'\\u57ce\\u5e02\\u89c4\\u5212', u'\\u7406\\u8bba', u'\\u6f14\\u53d8']\n",
+        "[u'\\u8ba1\\u7b97\\u673a\\u79d1\\u5b66', u'\\u7f16\\u7a0b', u'\\u5bfc\\u8bba', u'\\u5b66\\u9662', u'\\u679c\\u58f3', u'\\u7f51', u'\\u65d7\\u4e0b', u'\\u6155\\u8bfe', u'\\u5b66\\u4e60', u'\\u793e\\u533a', 'python', 'introduction', 'computer', 'science', 'programming', 'using', 'python', 'edx', 'mooc']\n",
+        "[u'\\u7a7a\\u95f4', u'\\u9009\\u5740', u'\\u5efa\\u6a21', u'\\u6280\\u672f', u'\\u7814\\u7a76']\n",
+        "[u'\\u84dd\\u8272', u'\\u68a6', u'\\u65b0\\u6d6a', u'\\u535a\\u5ba2']\n",
+        "[u'\\u5730\\u7406', u'\\u6570\\u636e', u'\\u4e0b\\u8f7d', u'\\u7f51\\u7ad9', u'\\u603b\\u7ed3', 'thinkgis']\n",
+        "[u'\\u6570\\u636e', u'\\u79d1\\u5b66\\u5bb6', u'\\u4e2d\\u56fd', u'\\u5b66\\u751f', u'\\u6700', u'\\u539f\\u610f', u'\\u8bfb', u'\\u4e13\\u4e1a', u'\\u5374', u'\\u6700', u'\\u5bb9\\u6613', u'\\u627e\\u5230', u'\\u5de5\\u4f5c', u'\\u2013', u'\\u6570\\u76df']\n",
+        "[u'\\u5236\\u6b62', u'\\u7c97\\u66b4', u'\\u65e0\\u5ea6', u'\\u6c34\\u5229\\u5de5\\u7a0b', u'\\u5efa\\u8bbe', u'\\u6c34', u'\\u751f\\u6001', u'\\u57fa\\u7840\\u8bbe\\u65bd']\n",
+        "[u'\\u5b78\\u6821', u'\\u627c', u'\\u6bba', u'\\u5275\\u610f', u'\\u55ce', u'\\u4e2d', u'\\u82f1', u'\\u5b57\\u5e55', u'\\u5728\\u7ebf\\u64ad\\u653e', u'\\u4f18', u'\\u9177\\u7f51', u'\\u89c6\\u9891', u'\\u9ad8\\u6e05', u'\\u5728\\u7ebf', u'\\u89c2\\u770b', 'tedtalks', 'sir', 'ken', 'robinson']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'ArcGIS\\u4e2d\\u56fd\\u57f9\\u8bad\\u4e2d\\u5fc3']\n",
+        "[u'\\u5206\\u4eab', u'\\u7070\\u9e3d\\u5b50\\u94f6\\u6c34 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5229\\u7528', u'\\u6570\\u636e\\u5206\\u6790', u'\\u627e\\u5230', u'\\u559c\\u6b22', u'\\u5973\\u670b\\u53cb']\n",
+        "[u'\\u7f16\\u8f91\\u5ba4', u'\\u5fae\\u4fe1\\u91cc', u'\\u6253\\u62db\\u547c', u'\\u7f8e\\u5973', u'\\u667a\\u80fd', u'\\u673a\\u5668\\u4eba']\n",
+        "[u'\\u6c5f\\u82cf\\u7701', u'\\u57ce\\u5e02', u'\\u53d1\\u5c55', u'\\u7814\\u7a76\\u6240']\n",
+        "[u'\\u56fd\\u5320', u'\\u57ce']\n",
+        "['sunny', 'day', 'guangzhou', 'sunny', 'feelings']\n",
+        "[u'\\u56db\\u5ddd', u'\\u9891\\u7e41', u'\\u5730\\u9707', u'\\u81ea\\u7136\\u707e\\u5bb3', u'\\u56fd\\u5bb6', u'\\u5730\\u7406', u'\\u4e2d\\u6587\\u7f51']\n",
+        "[u'\\u79d1\\u5b66\\u7f51', u'\\u674e\\u5c0f\\u6587', 'lix']\n",
+        "['cityif']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'ArcGIS\\u4e2d\\u56fd\\u57f9\\u8bad\\u4e2d\\u5fc3']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab', u'GK\\u540c\\u4eba\\u4e8e\\u91ce \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u6768\\u9759', 'lillian']\n",
+        "[u'\\u5206\\u4eab', u'\\u6c90\\u6c90\\u5c0f\\u998b\\u732bHIGIS \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u7f8e\\u56fd', u'\\u73af\\u4fdd\\u7f72', u'\\u76f8\\u5173', u'\\u5f00\\u53d1', u'\\u6570\\u636e', u'IVLP']\n",
+        "[u'\\u5206\\u4eab', u'\\u5434\\u5fc5\\u864e \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u56fd\\u5185\\u6e38', u'\\u4fbf\\u5b9c', u'\\u51fa\\u5883\\u6e38', u'\\u8ba1\\u5212']\n",
+        "[u'\\u4ecb\\u7ecd', u'\\u7814\\u7a76\\u7ec4', u'\\u6700\\u8fd1', u'\\u4e00\\u4e9b', u'\\u53d1\\u8868', u'\\u63a5\\u6536', u'\\u7814\\u7a76', u'\\u5de5\\u4f5c']\n",
+        "[u'\\u751f\\u7269\\u949f', u'\\u8282\\u594f', u'\\u5f71\\u54cd', u'\\u751f\\u6d3b', u'\\u5b66\\u9662', u'\\u679c\\u58f3', u'\\u7f51', u'\\u65d7\\u4e0b', u'\\u6155\\u8bfe', u'\\u5b66\\u4e60', u'\\u793e\\u533a', 'circadian', 'clocks', 'rhythms', 'structure', 'life', 'coursera', 'mooc']\n",
+        "[u'\\u6570\\u636e', u'\\u65e5\\u62a5']\n",
+        "[u'\\u7f8e\\u56fd', u'\\u8b66\\u5bdf', u'\\u8d28\\u7591', u'\\u4f17\\u5305', u'\\u5bfc\\u822a', u'\\u5e94\\u7528', u'\\u6210\\u4e3a', u'\\u8ddf\\u8e2a', u'\\u5de5\\u5177', 'waze', 'snews']\n",
+        "['satellite', 'imagery', 'may', 'finally', 'uncover', 'tomb', 'genghis', 'khan', 'asia', 'world', 'independent']\n",
+        "[u'\\u2122', 'digitalglobe', 'helps', 'combat', 'elephant', 'poaching', 'africa', 'geospatial', 'analysis', 'seeing', 'better', 'world']\n",
+        "['poachers', 'without', 'borders', 'enough']\n",
+        "[u'\\u5e73\\u53f0', u'\\u7cfb\\u5217', u'\\u65b0\\u4e00\\u4ee3', u'\\u5e73\\u53f0', u'\\u91cd\\u8981', u'\\u652f\\u6491', u'\\u4ea7\\u54c1', u'\\u6280\\u672f', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'arcgis', 'server', 'web', 'gis', 'arcgis', 'csdn', 'net']\n",
+        "['esri', 'training', 'streamline', 'gis', 'workflows', 'arcgis', 'pro']\n",
+        "[u'\\u5168\\u9762', u'\\u63d0\\u5347', u'\\u5f71\\u50cf', u'\\u4ef7', 'envi', 'idl', 'enewsletter']\n",
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+        "[u'\\u68a6\\u60f3']\n",
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+        "[]\n",
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+        "[u'\\u6700\\u8fd1', u'\\u5fd9', u'\\u8981\\u6b7b']\n",
+        "['tb']\n",
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+        "[]\n",
+        "[u'\\u6709\\u65f6\\u5019', u'\\u95ee', u'\\u73b0\\u5728', u'\\u751f\\u6d3b', u'\\u60f3\\u8981', u'\\u5fc3\\u91cc', u'\\u771f\\u7684', u'\\u559c\\u6b22', u'\\u73b0\\u5728', u'\\u559c\\u6b22', u'\\u505a', u'\\u9f13\\u821e', u'\\u4e8b\\u60c5', u'\\u5e2e\\u52a9', u'\\u575a\\u6301\\u4e0d\\u61c8', u'\\u5e2e\\u52a9', u'\\u8fbe\\u5230', u'\\u6210\\u529f', u'\\u90a3\\u624d', u'\\u6210\\u529f', u'\\u5b66\\u5b66', u'\\u89c6\\u9891\\u526a\\u8f91', 'follow', 'heart']\n",
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+        "[u'\\u65f6\\u5149', u'\\u6613', u'\\u6563', u'\\u9152\\u9022\\u77e5\\u5df1\\u5343\\u676f\\u5c11', u'\\u597d\\u53cb', u'\\u76f8\\u805a', u'\\u5acc\\u591a', u'\\u73b0\\u5728', u'\\u53c2\\u4e0e', u'\\u6d3b\\u52a8', u'\\u8d62\\u53d6', u'\\u8305\\u53f0\\u9152', u'\\u4e09\\u4e94', u'\\u597d', u'\\u53cb\\u597d', u'\\u597d\\u559d', u'\\u4e00\\u628a', u'\\u8305\\u53f0\\u6709\\u201c\\u793c\\u201d\\u4e86', u'\\u56fd\\u9152\\u8305\\u53f0\\u5b98\\u5fae  \\u53d1\\u8d77\\u7684 ']\n",
+        "[u'\\u95ee\\u9898', u'\\u7a0b\\u5e8f\\u5458', u'\\u4f18\\u79c0', u'\\u7a0b\\u5ea6', u'\\u8eab\\u6750', u'\\u5fc5\\u7136', u'\\u8054\\u7cfb', u'\\u4e24\\u4e2a', u'\\u53d8\\u91cf', u'\\u4e4b\\u95f4', u'\\u5b58\\u5728', u'\\u56e0\\u679c\\u5173\\u7cfb', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5929\\u671d', u'\\u6392\\u961f', u'\\u7b97\\u6cd5', u'\\u961f\\u5217', u'\\u4e8c\\u53c9\\u6811', 'set']\n",
+        "[u'\\u8138']\n",
+        "[u'\\u4eca\\u5929', u'\\u4e00\\u4e2a', u'\\u5b58\\u5728', u'\\u7f51\\u7ad9', u'\\u5df4\\u9ece', u'\\u88ad\\u51fb', u'\\u4e8b\\u4ef6', u'\\u5237\\u5c4f']\n",
+        "[u'\\u5468\\u4e94', u'\\u665a\\u4e0a', u'\\u5199', u'\\u5e93', u'\\u6570\\u5b66', u'\\u8868\\u8fbe\\u5f0f', u'\\u5e8f\\u5217', u'\\u5316\\u6210', u'\\u8fdc\\u7aef', u'\\u53cd', u'\\u5e8f\\u5217\\u5316', u'\\u56de', u'\\u8868\\u8fbe\\u5f0f', u'\\u8bbe\\u7f6e', u'\\u51fd\\u6570', u'\\u53d8\\u91cf', u'\\u503c', u'\\u4e4b\\u540e', u'\\u8ba1\\u7b97', u'\\u4f7f\\u7528', u'\\u573a\\u666f', u'\\u670b\\u53cb', u'\\u505a', u'\\u6e38\\u620f', u'\\u670d\\u52a1\\u5668', u'\\u5ba2\\u6237\\u7aef', u'\\u7248', u'\\u5ba2\\u6237\\u7aef', u'\\u5185\\u7f6e', u'\\u5e93', u'\\u51fd\\u6570', u'\\u670d\\u52a1\\u5668', u'\\u9700\\u8981', u'\\u8ba1\\u7b97\\u516c\\u5f0f', u'\\u4f20\\u9012', u'\\u5ba2\\u6237\\u7aef', 'python', 'json', 'python', 'ps', 'eval', 'exec', 'ast']\n",
+        "[u'\\u770b\\u5230', u'\\u95ee\\u9898', u'\\u7a81\\u7136', u'\\u89c9\\u5f97']\n",
+        "[u'\\u6709\\u4eba', u'\\u89c9\\u5f97', u'\\u63d0\\u95ee', u'\\u4eba', u'\\u6709\\u70b9', u'\\u4e2d', u'\\u5f39\\u6027', u'\\u5de5\\u4f5c\\u5236', u'\\u516c\\u53f8', u'\\u91cc', u'\\u4e00\\u4f4d', u'\\u52a0\\u73ed', u'\\u5458\\u5de5', u'\\u613f\\u610f', u'\\u9075\\u5b88', u'\\u8981\\u6c42', u'\\u63d0\\u524d', u'\\u6765\\u5f00', u'\\u6668\\u4f1a', u'\\u5bb3\\u5f97', u'\\u4e0b\\u4e0d\\u6765\\u53f0', u'\\u5218\\u946b', u'\\u5e0c\\u671b', u'\\u770b\\u5230', u'\\u6218\\u6597\\u529b', u'\\u63d0\\u524d', u'\\u5206\\u949f', u'\\u4e0a\\u73ed', u'\\u5206\\u4eab', 'mars', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u66f2', u'\\u4e13\\u8f91', u'\\u91cc', u'\\u6700', u'\\u559c\\u6b22', u'\\u4e00\\u9996', u'\\u5206\\u4eab', 'larval', 'stage', 'plannin', 'sympathy', 'high', 'school', 'dxd', u'\\u867e\\u7c73\\u97f3\\u4e50']\n",
+        "[u'\\u505a', u'\\u4f01\\u4e1a', u'\\u5f00\\u53d1', u'\\u771f\\u5fc3', u'\\u5f00\\u5fc3', u'\\u8ba8\\u8bba\\u4e00\\u4e0b', u'\\u547d\\u540d', u'\\u8303\\u5f0f', u'\\u539f\\u5219', u'\\u4e00\\u5929', u'\\u8fc7\\u53bb']\n",
+        "['pytz', 'timezone', 'asia', 'shanghai', 'dsttzinfo', 'asia', 'shanghai', 'lmt', 'std']\n",
+        "[u'\\u65f6', u'\\u533a', u'\\u6574\\u6570', 'dsttzinfo', 'asia', 'shanghai', 'lmt', 'std', u'\\u903c\\u6b7b\\u5904\\u5973\\u5ea7']\n",
+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u66f2', u'\\u6fc0\\u60c5', u'\\u8ad6', u'\\u4e00\\u9996', u'\\u71c3\\u66f2', u'\\u81ea\\u53e4', u'\\u51fa\\u71c3\\u66f2', u'\\u5206\\u4eab', 'zaq', 'high', 'school', 'dxd', u'\\u867e\\u7c73\\u97f3\\u4e50']\n",
+        "[u'\\u5f53\\u5f53\\u7f51', u'\\u7f9e\\u803b', u'\\u770b\\u5f85', u'\\u5f53\\u5f53\\u7f51', u'\\u81f4', u'\\u4e00\\u5c01\\u4fe1', u'\\u5206\\u4eab', 'play', 'kindle', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u6d4b\\u8bd5', u'\\u4e00\\u4e0b', u'\\u4e70', u'\\u5c0f\\u7c73', u'\\u9001', u'\\u9886\\u571f']\n",
+        "[u'\\u6700', u'\\u7b11\\u8bdd', 'geek']\n",
+        "[u'\\u5206\\u4eab', u'Laruence \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u6559\\u80b2', u'\\u5e2e\\u52a9', u'\\u5b69\\u5b50', u'\\u5bfb\\u627e', u'\\u5185\\u5fc3', u'\\u70ed\\u7231', u'\\u704c\\u8f93', u'\\u5206\\u6570', u'\\u529f\\u5229']\n",
+        "[u'\\u4e00\\u5e74']\n",
+        "[u'\\u6b63\\u5728', u'\\u9605\\u8bfb\\u6587\\u7ae0', u'\\u6a21\\u5757\\u5316', u'\\u7f16\\u7a0b', u'\\u7528\\u6cd5', u'\\u51fa\\u81ea', u'\\u962e', u'\\u4e00\\u5cf0', u'\\u7f51\\u7edc\\u65e5\\u5fd7', 'javascript', 'require', 'js']\n",
+        "[u'\\u5927\\u725b', u'\\u4ee3\\u7801', u'\\u603b\\u662f', u'\\u8d4f\\u5fc3\\u60a6\\u76ee']\n",
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+        "[]\n",
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+        "[u'\\u6211\\u6765']\n",
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+        "[u'\\u4eca\\u5929', u'\\u6700\\u4f73', u'\\u8bc4\\u8bba', u'\\u80f8\\u895f', u'\\u6c14\\u91cf', u'\\u88c5', u'\\u76db\\u4e16', u'\\u53ea', u'\\u5269', u'\\u81ea\\u5a31\\u81ea\\u4e50', u'\\u63a9\\u8033\\u76d7\\u94c3']\n",
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+        "['one', 'day']\n",
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+        "[u'\\u9700\\u8981', u'\\u771f\\u76f8']\n",
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+        "[u'\\u5206\\u4eab', u'orroz \\u7684\\u6587\\u7ae0']\n",
+        "[]\n",
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+        "[u'\\u5367\\u69fd', u'\\u54e9\\u4e2a', u'\\u63d2\\u4ef6', u'\\u5c4c']\n",
+        "[u'\\u91cd\\u88c5\\u7cfb\\u7edf', u'\\u60f3', u'\\u5605', u'\\u8bdd', u'\\u54cb', u'\\u8bd5\\u4e0b']\n",
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+        "[u'\\u591a\\u7231', u'\\u4e00\\u5929', u'\\u4e00\\u5929']\n",
+        "[u'\\u90a3\\u5e74']\n",
+        "[u'\\u6492\\u5a07', u'\\u5973\\u4eba', u'\\u6700\\u597d', u'\\u547d']\n",
+        "[u'\\u5f88\\u5feb', u'\\u5c31\\u8981', u'\\u53d8\\u6210', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u5b64\\u5355', u'\\u4e16\\u754c', u'\\u613f', u'\\u6b4c\\u58f0', u'\\u76f8\\u4f34']\n",
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+        "[u'\\u7238\\u7238', u'\\u624b\\u827a', u'\\u53cc\\u9c7c', u'\\u5976\\u7238']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
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+        "[u'\\u559c\\u6b22', u'\\u4eba', u'\\u4e00\\u8d77', u'\\u771f\\u662f', u'\\u538b\\u6291']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
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+        "[u'\\u67d0\\u4eba', u'\\u4e70', u'\\u8033\\u9489', u'\\u4e22', u'\\u4e00\\u53ea', u'\\u8bf7\\u95ee']\n",
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+        "['test']\n",
+        "[u'\\u56f4\\u89c2', u'\\u56f4\\u89c2', u'\\u56f4\\u89c2', u'\\u6765\\u81ea', u'\\u5c0f\\u7c73\\u65d7\\u8230\\u65b0\\u54c1\\u53d1\\u5e03\\u4f1a']\n",
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+        "[u'\\u671f\\u671b', u'\\u51fa\\u73b0', u'\\ud83d', u'\\ude14', u'\\ud83d', u'\\ude14', u'\\u671f\\u5f85']\n",
+        "[u'\\u7231\\u7b11', u'\\u5973\\u5b69', u'\\u8fd0\\u6c14', u'\\u5dee']\n",
+        "[u'\\u5fc3\\u91cc', u'\\u4e00\\u76f4', u'\\u7591\\u60d1', u'\\u89e3\\u5f00', u'\\u771f\\u5fc3', u'\\u65e0\\u6cd5', u'\\u96c6\\u4e2d', u'\\ud83d', u'\\ude14', u'\\ud83d', u'\\ude14', u'\\ud83d', u'\\ude14']\n",
+        "[u'\\u592a\\u7b28', u'\\u4e8b\\u60c5', u'\\u540e\\u77e5\\u540e\\u89c9', u'\\ud83d', u'\\ude14', u'\\ud83d', u'\\ude14', u'\\ud83d', u'\\ude14']\n",
+        "[u'\\u5389\\u5bb3', u'\\u4f69\\u670d', u'\\u8bc4\\u8bba', u'\\u535a\\u5ba2', u'\\u5e74', u'\\u5e74\\u5ea6', u'\\u603b\\u7ed3', u'\\u5a77\\u5a77', 'github', 'silence', 'blog']\n",
+        "[u'\\u5206\\u4eab', u'\\u30d5', u'\\u30e9', u'\\u30ef', u'\\u30fc', u'\\u30ab', u'\\u30f3', u'\\u30d1', u'\\u30cb', u'\\u30fc', u'\\u30ba', u'\\u6b4c\\u66f2', u'\\u30d3', u'\\u30e5', u'\\u30fc', u'\\u30c6', u'\\u30a3', u'\\u30d5', u'\\u30eb', u'\\u30c9', u'\\u30ea', u'\\u30fc', u'\\u30de', u'\\u30fc', u'\\u5206\\u4eab', u'\\u867e\\u7c73\\u97f3\\u4e50']\n",
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+        "[u'\\u521a\\u521a', u'\\u7231', u'\\u95ee', u'\\u63d0', u'\\u4e00\\u4e2a', u'\\u95ee\\u9898', u'\\u95ee\\u9898', u'\\u5fae\\u535a', u'\\u63d0\\u95ee', u'\\u4e00\\u8d77', u'\\u56de\\u7b54', u'\\u4e0b', u'\\u6765\\u81ea', u'\\u7231\\u95ee', u'\\u5b98\\u65b9', u'\\u5fae\\u535a', 'new', 'perspectives', 'compute', u'\\u7231\\u95ee']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u52a0\\u901f', u'\\u524d\\u7aef\\u5f00\\u53d1', u'\\u5e93', u'\\u7279\\u522b', u'\\u5e94\\u7528', u'\\u4e4b\\u4e0a', u'\\u6269\\u5c55', u'\\u7ec4\\u4ef6', u'\\u7ee7\\u627f', u'\\u7ec4\\u4ef6', u'\\u6a21\\u677f', u'\\u52a8\\u6001', u'\\u590d\\u5199', u'\\u81ea\\u52a8', u'\\u5904\\u7406\\u4e8b\\u4ef6', u'\\u529f\\u80fd', u'\\u8bbe\\u8ba1', u'\\u53c2\\u8003', u'\\u6982\\u5ff5', u'\\u80fd\\u591f', u'\\u6846\\u67b6', u'\\u517c\\u5bb9', u'\\u4f7f\\u7528', u'\\u90e8\\u5206', u'\\u529f\\u80fd', u'\\u7ebf\\u4e0a', 'gilgamesh', 'angular', 'angular', 'dom', 'web', 'components', 'polymer', 'demo']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6dd8\\u5b9d', u'\\u53eb\\u677f', u'\\u56fd\\u5bb6', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u652f\\u6301', u'\\u6295\\u7ed9', u'\\u6dd8\\u5b9d', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u5357\\u65b9\\u90fd\\u5e02\\u62a5']\n",
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+        "[u'\\u5fae\\u535a', u'\\u8bc4\\u8bba', u'\\u5217\\u8868']\n",
+        "[u'\\u56fd', u'\\u8db3', u'\\u80fd\\u591f', u'\\u6297\\u4f4f']\n",
+        "[u'\\u4e2d\\u56fd\\u961f', u'\\u8e22', u'\\u6210', u'\\u6837\\u5b50', u'\\u52aa\\u529b']\n",
+        "[u'\\u5206\\u4eab', u'\\u65b0\\u6d6a\\u8d22\\u7ecf \\u7684\\u6587\\u7ae0']\n",
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+        "[u'\\u5206\\u4eab', u'\\u8096\\u955c\\u8f89_\\u5c0f\\u8096 \\u7684\\u6587\\u7ae0']\n",
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+        "[u'\\u4e00\\u4e2a', 'java', 'longadder', 'atomicinteger']\n",
+        "[u'\\u67b6\\u6784\\u5e08', u'\\u5f00\\u53d1\\u8005', u'\\u63d0\\u9ad8\\u6548\\u7387', u'\\u5de5\\u5177', u'\\u672c\\u6587', u'\\u4ecb\\u7ecd', u'\\u63d0\\u9ad8', u'\\u5f00\\u53d1', u'\\u6548\\u7387', u'\\u5de5\\u5177', u'\\u5e93', u'\\u5206\\u4eab', 'java', 'java', 'clover', 'jar', 'jar', 'links', 'guava', u'ImportNew\\uff09']\n",
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+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u5929\\u6d25\\u5a01\\u66fc \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u57ce\\u9547\\u5316', u'\\u6b63\\u5728', u'\\u53d1\\u751f']\n",
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+        "[u'\\u5403\\u996d', u'\\u81ed\\u7f8e']\n",
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+        "[u'\\u9762\\u671d', u'\\u5927\\u6d77', u'\\u6625\\u6696\\u82b1\\u5f00']\n",
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+        "[]\n",
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+        "['posted', 'photo', 'instagram']\n",
+        "[u'\\u665a\\u6765', u'\\u5929\\u6b32\\u96ea', u'\\u996e', u'\\u4e00\\u676f', u'\\u65e0']\n",
+        "[u'\\u521a\\u521a', u'\\u6210\\u529f', u'\\u9884\\u7ea6', u'\\u559c\\u6b22', u'\\u5b83\\u5bf8', u'\\u8d85\\u5927', u'\\u5c4f', u'\\u66f2\\u9762', u'\\u73bb\\u7483', u'\\u94dd\\u5408\\u91d1', u'\\u91d1\\u5c5e', u'\\u8d85\\u7a84', u'\\u8fb9\\u6846', u'\\u673a\\u8eab', u'\\u8d85\\u8584', u'\\u6f02\\u4eae', u'\\u6027\\u80fd', u'\\u8d85\\u68d2', u'\\u4e07', u'\\u50cf\\u7d20', u'\\u9632\\u6296', u'\\u76f8\\u673a', u'\\u652f\\u6301', u'\\u53cc\\u5361', u'\\u53cc\\u5f85', u'\\u53cc', u'\\u4ef7\\u683c', u'\\u4ec5\\u5143', u'\\u5e0c\\u671b', u'\\u5165\\u624b', u'\\u4e00\\u53f0', u'\\u9884\\u7ea6', u'\\u5730\\u5740', u'\\u4e0d\\u9519', u'\\u4ea7\\u54c1', 'mm', u'\\u5c0f\\u7c73Note', u'\\u5c0f\\u7c73\\u624b\\u673a']\n",
+        "[u'\\u53f0', u'\\u8de8', u'\\u5e74', u'\\u665a\\u4f1a', u'\\u4e00\\u4e2a', u'\\u611f\\u53d7', u'\\u73b0\\u5728', u'\\u6b4c', u'\\u771f\\u662f', u'\\u6ca1\\u6cd5', u'\\u542c', u'\\u5b9e\\u5728', u'\\u592a', u'\\u96be\\u542c', u'\\u51e0\\u4e2a', u'\\u8ba4\\u8bc6', u'\\u6b4c\\u624b', u'\\u6d41\\u884c', u'\\u524d\\u7ebf', u'\\u629b\\u5f03', u'\\u8d76\\u811a', u'\\u6000\\u65e7', u'\\u4eba', u'\\u4f24\\u611f']\n",
+        "[u'\\u6280\\u672f', u'\\u8ba8\\u8bba', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u6280\\u672f', u'\\u539f\\u56e0', u'\\u53f7', u'\\u7d27\\u6025', u'\\u505c\\u64ad', u'\\u53f7', u'\\u7ee7\\u7eed', u'\\u64ad\\u51fa', u'\\u77ed\\u77ed', u'\\u5929', u'\\u65f6\\u95f4', u'\\u6280\\u672f', u'\\u4e8b\\u4e1a', u'\\u7ebf', u'\\u5904\\u7406', u'\\u771f\\u662f', u'\\u8d39\\u89e3']\n",
+        "[u'\\u586b', u'\\u4e00\\u4e9b', u'\\u6587\\u4ef6', u'\\u7968\\u636e', u'\\u5f80\\u5f80', u'\\u8fd9\\u5e74', u'\\u4e00\\u534a', u'\\u81ea\\u89c9', u'\\u586b', u'\\u4e0a\\u4e00\\u5e74', u'\\u5e74\\u4efd', u'\\u597d\\u4e0d\\u5bb9\\u6613', u'\\u6539\\u8fc7\\u6765', u'\\u4e0b', u'\\u4e00\\u5e74', u'\\u65f6\\u95f4', u'\\u8d70', u'\\u6162\\u70b9']\n",
+        "[u'\\u5f25\\u8865', u'\\u6625\\u8282', u'\\u671f\\u95f4', u'\\u4f11\\u5047', u'\\u9879\\u76ee', u'\\u8fdb\\u5ea6', u'\\u5f71\\u54cd', u'\\u5ba2\\u6237', u'\\u63d0\\u8bae', u'\\u6625\\u8282', u'\\u524d', u'\\u5de5\\u4f5c\\u65e5', u'\\u6bcf\\u5929', u'\\u5de5\\u4f5c', u'\\u5c0f\\u65f6', u'\\u8bf4', u'\\u8bf4', u'\\u63d0\\u8bae', u'\\u5408\\u7406']\n",
+        "[u'\\u660e\\u660e', u'\\u77e5\\u9053', u'\\u5ba2\\u6237', u'\\u65b9\\u5f0f', u'\\u95ee\\u9898', u'\\u63d0\\u51fa', u'\\u8d28\\u7591', u'\\u7ed9\\u51fa', u'\\u5408\\u7406', u'\\u5f97\\u5230', u'\\u56de\\u590d', u'\\u4e4b\\u540e', u'\\u9886\\u5bfc', u'\\u51b3\\u5b9a', u'\\u5c06\\u9519\\u5c31\\u9519', u'\\u5ba2\\u6237', u'\\u8bf4', u'\\u505a', u'\\u4ee5\\u540e', u'\\u95ee\\u9898', u'\\u8d23\\u4efb', u'\\u6211\\u52d2\\u4e2a', u'\\u660e\\u660e', u'\\u8def', u'\\u5f80\\u9519', u'\\u91cc', u'\\u8d70', u'\\u505a', u'\\u4e0d\\u5230', u'\\u5c0f\\u5b69\\u5b50', u'\\u5206', u'\\u5bf9\\u9519', u'\\u6210\\u5e74\\u4eba', u'\\u53ea', u'\\u5229\\u5f0a', 'pm', 'solution']\n",
+        "[u'\\u603b\\u7406', u'\\u8f6c', u'\\u4e00\\u5708', u'\\u4e4b\\u540e', u'\\u9e45\\u5382', u'\\u4e00\\u679d\\u72ec\\u79c0']\n",
+        "[u'\\u6709\\u5929', u'\\u5047\\u671f', u'\\u5b89\\u6392', u'\\u597d', u'\\u7126\\u8651']\n",
+        "['next']\n",
+        "[u'\\u73b0\\u5728', u'\\u7f16\\u5267', u'\\u64c5\\u957f', u'\\u521b\\u65b0', u'\\u518d', u'\\u62cd', u'\\u91d1\\u5eb8', u'\\u6b66\\u4fa0\\u5267', u'\\u6539', u'\\u4e0d\\u5fcd', u'\\u76f4\\u89c6', u'\\u516c\\u5b59\\u6b62', u'\\u59bb\\u7ba1\\u4e25', u'\\u6ca1\\u9519', u'\\u88d8\\u5343\\u5c3a', u'\\u5ac1', u'\\u7edd\\u60c5\\u8c37', u'\\u539f\\u8457', u'\\u7b80\\u5355', u'\\u4e00\\u63d0', u'\\u65e0', u'\\u7279\\u522b\\u4e4b\\u5904', u'\\u5305\\u8fc7', u'\\u7ec4\\u5408', u'\\u7248\\u672c', u'\\u88d8\\u5343\\u5c3a', u'\\u5148\\u662f', u'\\u6068', u'\\u5ac1', u'\\u518d', u'\\u82b1\\u75f4', u'\\u6700\\u540e', u'\\u76f4\\u63a5', u'\\u5316\\u8eab', u'\\u8361\\u5987', u'\\u5f3a\\u5978', u'\\u516c\\u5b59\\u6b62', u'\\u4e8b\\u540e', u'\\u518d', u'\\u4e00\\u53e5', u'\\u6211\\u4f1a', u'\\u8d1f\\u8d23', u'\\u7f16\\u5267', u'\\u53bb\\u6b7b\\u5427', u'\\u6bc1\\u4e09\\u89c2']\n",
+        "[u'\\u5956\\u54c1', u'\\u8fd9\\u79cd', u'\\u4e8b', u'\\u4e00\\u5b9a', u'\\u8bf4\\u4e00\\u8bf4', u'\\u4ee5\\u540e', u'\\u4e00\\u8d77', u'\\u6109\\u5feb', u'\\u73a9\\u800d', u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5956\\u54c1', u'\\u592a\\u7ed9\\u529b', u'\\u5feb\\u53bb', u'\\u8bd5\\u8bd5', u'\\u4eba\\u54c1', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u718a', u'\\u5b69\\u5b50']\n",
+        "[u'\\u4eca\\u5929', u'\\u89c1\\u5230', u'\\u9b45\\u84dd', u'\\u771f\\u673a', u'\\u5916\\u89c2', u'\\u5c4f\\u5e55', u'\\u5c3a\\u5bf8', u'\\u624b\\u611f', u'\\u4ef7\\u683c', u'\\u4e0d\\u9519', u'\\u9b45\\u65cf', u'\\u53ea', u'\\u79fb\\u52a8', u'\\u8054\\u901a', u'\\u7248\\u672c', u'\\u7535\\u4fe1', u'\\u7ed1\\u5b9a', u'\\u7528\\u6237', u'\\u8868\\u793a', u'\\u4e00\\u5165', u'\\u7535\\u4fe1', u'\\u6df1\\u4f3c\\u6d77', u'\\u624b\\u673a', u'\\u4e0d\\u597d', u'\\u4e70', u'\\u9b45\\u84ddNote']\n",
+        "[u'\\u5e2e', u'\\u670b\\u53cb', u'\\u6c42', u'\\u4eba\\u624d', u'\\u897f\\u5b89', u'\\u4e92\\u8054\\u7f51', u'\\u5e7f\\u544a\\u516c\\u53f8', u'\\u62db', u'\\u8fd0\\u8425', u'\\u603b\\u76d1', u'\\u4e00\\u679a', u'\\u5e74\\u85aa', u'\\u4e07', u'\\u53cc\\u4f11', u'\\u7ee9\\u6548', u'\\u5206\\u7ea2', u'\\u8981\\u6c42', u'\\u5e74', u'\\u4ee5\\u4e0a', u'\\u4e92\\u8054\\u7f51', u'\\u4ece\\u4e1a', u'\\u7ecf\\u9a8c', u'\\u540c\\u884c', u'\\u76f8\\u5173\\u8054', u'\\u884c\\u4e1a', u'\\u4f18\\u5148', u'\\u6709\\u610f\\u8005', u'\\u79c1\\u4fe1']\n",
+        "[u'\\u5e2e', u'\\u670b\\u53cb', u'\\u6c42', u'\\u4eba\\u624d', u'\\u897f\\u5b89', u'\\u4e92\\u8054\\u7f51', u'\\u5e7f\\u544a\\u516c\\u53f8', u'\\u62db', u'\\u8fd0\\u8425', u'\\u603b\\u76d1', u'\\u4e00\\u679a', u'\\u5e74\\u85aa', u'\\u4e07', u'\\u53cc\\u4f11', u'\\u7ee9\\u6548', u'\\u5206\\u7ea2', u'\\u8981\\u6c42', u'\\u5e74', u'\\u4ee5\\u4e0a', u'\\u4e92\\u8054\\u7f51', u'\\u4ece\\u4e1a', u'\\u7ecf\\u9a8c', u'\\u540c\\u884c', u'\\u76f8\\u5173\\u8054', u'\\u884c\\u4e1a', u'\\u4f18\\u5148', u'\\u6709\\u610f\\u8005', u'\\u901f\\u901f', u'\\u79c1\\u4fe1']\n",
+        "[u'\\u56fd\\u5185', u'\\u4e00\\u4e9b', u'\\u4e92\\u4e3a', u'\\u7ade\\u4e89\\u5bf9\\u624b', u'\\u516c\\u53f8', u'\\u5458\\u5de5', u'\\u603b\\u662f', u'\\u660e\\u91cc\\u6697\\u91cc', u'\\u8ba5\\u8bbd', u'\\u595a\\u843d', u'\\u5bf9\\u624b', u'\\u4ea7\\u54c1', u'\\u591a\\u4e48', u'\\u597d\\u770b', u'\\u4e0d\\u597d', u'\\u516c\\u544a', u'\\u8f6f\\u6587', u'\\u6253\\u5634\\u4ed7', u'\\u771f\\u7279', u'\\u95f2\\u5f97', u'\\u86cb', u'\\u75bc', u'\\u5e02\\u4e95', u'\\u6cfc\\u5987\\u9a82\\u8857', u'\\u597d\\u597d', u'\\u505a\\u597d', u'\\u4e1c\\u897f', u'\\u5e02\\u573a', u'\\u7528\\u6237', u'\\u8bf4\\u4e86\\u7b97', u'\\u4e0d\\u884c', u'\\u5439\\u5618', u'\\u4e1c\\u897f', u'\\u725b', u'\\u903c', u'\\u9119\\u89c6', u'\\u522b\\u5bb6', u'\\u4e1c\\u897f', u'\\u663e\\u5f97', u'\\u4f60\\u5bb6', u'\\u4e1c\\u897f', u'\\u597d', u'\\u8fd8\\u8f93', u'\\u6c14\\u5ea6', 'low', 'low']\n",
+        "[u'\\u7535\\u4fe1', u'\\u8425\\u4e1a\\u5385', u'\\u4ee5\\u65e7\\u6362\\u65b0', u'\\u5b8c\\u597d', u'\\u53ea\\u503c', u'\\u51e0\\u767e\\u5757', 'iphone', 'iphone']\n",
+        "[u'\\u5df2\\u7ecf', u'\\u8f9f\\u8c23', u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u5426\\u8ba4', u'\\u88c1\\u5458', u'\\u4e07\\u4eba', u'\\u65e0\\u7a3d\\u4e4b\\u8c08', 'ibm']\n",
+        "[u'\\u4e2d', u'\\u63a8\\u51fa', u'\\u7fa4\\u7ec4', u'\\u529f\\u80fd', u'\\u5c0f\\u4f19\\u4f34', u'\\u542c', u'\\u8282\\u76ee', u'\\u804a\\u5929', u'\\u4e07\\u4e07', u'\\u6ca1\\u60f3\\u5230', u'\\u8d2b', u'\\u771f\\u7684', u'\\u597d', u'\\u55e8', u'\\u68ee', u'\\u4ea4\\u6613', u'\\u5b9e\\u51b5', u'\\u7fa4\\u91cc', u'\\u627e', u'\\u4e0b\\u8f7d', u'\\u94fe\\u63a5', u'\\u873b\\u8713FM']\n",
+        "[u'\\u6211\\u521a', u'\\u5b9e\\u60e0', u'\\u91cc', u'\\u62a2', u'\\u4e00\\u4efd', u'\\u798f\\u5229', u'\\u5403\\u559d\\u73a9\\u4e50', u'\\u5927\\u793c\\u5305', u'\\u5e78\\u8fd0', u'\\u5c0f\\u4f19\\u4f34', u'\\u5206\\u4eab', u'\\u8bd5\\u8bd5', 'app']\n",
+        "[u'\\u5b9e\\u60e0', u'\\u514d\\u8d39', u'\\u798f\\u5229', u'\\u5929\\u5929', u'\\u9886', u'\\u4f4e\\u4ef7', u'\\u6298\\u6263', u'\\u4eab', u'\\u4f18\\u60e0', u'\\u751f\\u6d3b', u'\\u670d\\u52a1', u'\\u8fd1\\u8ddd\\u79bb', u'\\u7acb\\u5373', u'\\u4e0b\\u8f7d', u'\\u4f53\\u9a8c']\n",
+        "[]\n",
+        "[u'\\u4e0a\\u4f20', u'\\u89c6\\u9891']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u540c\\u610f', u'\\u9648\\u8d6b', u'\\u9000\\u51fa', u'\\u8dd1', u'\\u7537', u'\\u6295\\u7ed9', u'\\u540c\\u610f', u'\\u6b63', u'\\u80fd\\u91cf', u'\\u8282\\u76ee', u'\\u6811\\u7acb', u'\\u597d', u'\\u5f62\\u8c61', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u9648\\u8d6b\\u9000\\u51fa\\u8dd1\\u7537']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u72af\\u4e0b', u'\\u5927\\u9519']\n",
+        "[u'\\u5012\\u9709', u'\\u4e00\\u5929']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5b59\\u949f\\u79c0', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u6559\\u7a0b', u'\\u6ce8\\u91ca', u'\\u5168', u'\\u63a8\\u8350', u'\\u5fae\\u76d8', u'\\u6e7e\\u533a\\u8bc4\\u8bba']\n",
+        "[u'\\u77e5\\u9053', u'\\u8bc4\\u8bba']\n",
+        "[u'\\u5143\\u65e6', u'\\u5feb\\u4e50', u'\\u65b0\\u5e74\\u5feb\\u4e50']\n",
+        "[u'\\u6211\\u662f\\u6b4c\\u624b']\n",
+        "[u'\\u300e', u'\\u8fed\\u4ee3', u'\\u51b3\\u7b56\\u6811', u'\\u5165\\u95e8\\u6559\\u7a0b', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u7b97\\u6cd5', u'\\u7ec4', u'\\u300f', 'gbdt']\n",
+        "[u'\\u300e', u'\\u7814\\u7a76', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u5b9e\\u8df5\\u7ecf\\u9a8c', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u7b97\\u6cd5', u'\\u7ec4', u'\\u300f', 'mlib', 'gbdt', 'mllib']\n",
+        "[u'\\u59b9', u'\\u5b66\\u4e60\\u5b9d']\n",
+        "['using', 'zookeeper', 'manage', 'configuration', 'files']\n",
+        "[u'\\u5475\\u5475', u'\\u767e\\u5ea6', u'\\u6740\\u6bd2', u'\\u5475\\u5475', 'unhandled', 'event', 'loop', 'exception', 'hydradm']\n",
+        "[u'\\u5475\\u5475', u'\\u5475\\u5475', 'unhandled', 'event', 'loop', 'exception', 'hydradm', u'\\u767e\\u5ea6\\u6740\\u6bd2']\n",
+        "[u'\\u6291\\u90c1\\u75c7', u'\\u4eae', u'\\u5fae\\u535a', u'\\u5173\\u952e\\u8bcd', u'\\u8bd5\\u8bd5', u'\\u5fae\\u535a\\u5173\\u952e\\u8bcd']\n",
+        "[]\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u4e8c\\u70ae', u'\\u624b', u'\\u9e7f\\u9f0e\\u8bb0', u'\\u7504', u'\\u5b1b', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u672a', u'\\u5220\\u51cf', u'\\u7248', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u6211\\u521a', u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u4e0d\\u9519', u'\\u6587\\u4ef6', u'\\u573a\\u666f', u'\\u4e0b', u'\\u4e24\\u7c7b', u'\\u503e\\u659c', u'\\u95ee\\u9898', u'\\u7814\\u7a76', u'\\u63a8\\u8350', u'\\u770b\\u770b', 'spark', 'streaming', 'pptx', u'\\u5fae\\u76d8']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u6dd8\\u5b9d', u'\\u4f7f\\u7528', u'\\u6539\\u8fdb', u'\\u63a8\\u8350', 'mllib', 'pptx', u'\\u5fae\\u76d8', u'\\u660e\\u98ceAndy']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u573a\\u666f', u'\\u4e0b', u'\\u4e24\\u7c7b', u'\\u503e\\u659c', u'\\u95ee\\u9898', u'\\u7814\\u7a76', u'\\u63a8\\u8350', 'streaming', u'\\u5fae\\u76d8', u'\\u660e\\u98ceAndy \\u5206\\u4eab\\u7684\"Spark']\n",
+        "[u'\\u300e', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u7b97\\u6cd5', u'\\u4e4b\\u65c5', u'\\u7b97\\u6cd5', u'\\u7b97\\u6cd5', u'\\u7ec4', u'\\u300f']\n",
+        "[u'\\u56de\\u5f52', u'\\u5206\\u7c7b', u'\\u51b3\\u7b56\\u6811', u'\\u300e', u'\\u6982\\u5ff5', u'\\u7b80\\u4ecb', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u7b97\\u6cd5', u'\\u7ec4', u'\\u300f', 'tree', 'gbdt', 'mart']\n",
+        "['jedis', 'possible', 'resource', 'leak', 'disconnect']\n",
+        "['change', 'could', 'merged', 'due', 'path', 'conflict', 'shit']\n",
+        "[]\n",
+        "[u'\\u300e', u'\\u7f8e\\u56e2', u'\\u63a8\\u8350', u'\\u7b97\\u6cd5', u'\\u5b9e\\u8df5', u'\\u7f8e\\u56e2', u'\\u6280\\u672f', u'\\u56e2\\u961f', u'\\u300f']\n",
+        "[u'\\u4e2d\\u5fc3', u'\\u4e3b\\u9898', u'\\u5206\\u4eab', u'ProcessOn\\uff09']\n",
+        "[u'\\u903b\\u8f91\\u56fe', u'\\u5206\\u4eab', 'hadoop', 'ha', 'qjm', u'ProcessOn\\uff09']\n",
+        "['thread', 'blocked', 'state', 'reason', 'clear', 'use', 'option', 'get', 'mixed', 'stack', 'mixed', 'stack', 'output', 'possible', 'identify', 'thread', 'blocked']\n",
+        "[u'\\u5e7f\\u544a', u'\\u5e7f\\u544a']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "['skima', 'pdf', 'reader', 'note', 'taker', 'os']\n",
+        "[u'\\u9519\\u8fc7', u'\\u8fd9\\u662f', u'\\u903b\\u8f91']\n",
+        "[u'\\u9519\\u8fc7', u'\\u8fd9\\u662f', u'\\u73a9', 'lisa']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u4fe1\\u606f', u'\\u7b80\\u53f2', u'\\u63a8\\u8350', 'pdf', u'\\u5fae\\u76d8', u'gentoofly']\n",
+        "[u'\\u7559\\u5b58', u'\\u4e00\\u4e0b', u'\\u6628\\u5929', u'\\u627e', u'\\u4e22', u'\\u6570\\u636e\\u7ed3\\u6784', u'\\u7b97\\u6cd5', u'\\u961f\\u5217', 'javascript']\n",
+        "[u'\\u592b\\u59bb', u'\\u9762\\u5bf9', u'\\u5f3a\\u52bf', u'\\u5973\\u4eba', u'\\u5fae\\u535a\\u4e0a', u'\\u9648\\u8d6b', u'\\u79bb\\u5a5a', u'\\u9000\\u51fa', u'\\u8dd1', u'\\u7537', u'\\u5df2\\u7ecf', u'\\u70ed\\u7092', u'\\u597d\\u591a\\u5929', u'\\u6628\\u5929', u'\\u8bb8\\u5a67', u'\\u5f3a\\u52bf', u'\\u70ed', u'\\u641c', u'\\u662f\\u5426', u'\\u5f3a\\u52bf', u'\\u4e0d\\u5f97\\u800c\\u77e5', u'\\u751f\\u6d3b', u'\\u4e2d', u'\\u78b0\\u5230', u'\\u5973\\u5f3a', u'\\u7537\\u5f31', u'\\u60c5\\u4fa3', u'\\u7537\\u4eba', u'\\u9762\\u5bf9', u'\\u8fd9\\u79cd', u'\\u72b6\\u51b5', u'\\u5904\\u7406', u'\\u597d', u'\\u592b\\u59bb\\u5173\\u7cfb', u'\\u51e0\\u70b9', u'\\u5efa\\u8be6']\n",
+        "[u'\\u8111\\u5b50', u'\\u62bd', u'\\u8dd1', u'\\u5f00\\u901a', u'\\u535a\\u5ba2', u'\\u9759', u'\\u5ba1\\u6838', 'csdn']\n",
+        "[u'\\u5b89\\u5f69whh 1234']\n",
+        "[u'\\u4e00\\u65e9', u'\\u5435\\u9192', u'\\u6655']\n",
+        "[u'\\u76ee\\u524d', u'\\u8d1f\\u503a', u'\\u8bf7', u'\\u8fdc\\u79bb']\n",
+        "[u'\\u6ca1\\u4ec0\\u4e48', u'\\u610f\\u601d', u'\\u4e00\\u6708', u'\\u6fb3\\u7f51', u'\\u656c\\u8bf7\\u671f\\u5f85']\n",
+        "[u'\\u5c31\\u8981', u'\\u5b9e\\u4e60', u'\\u5fc3\\u91cc', u'\\u603b', u'\\u89c9\\u7740', u'\\u6709\\u70b9\\u7d2f', u'\\u6324', u'\\u516c\\u4ea4']\n",
+        "[u'\\u6709\\u70b9', u'\\u60f3', u'\\u8001\\u5988', u'\\u60f3', u'\\u56de\\u5bb6', u'\\u966a', u'\\u8001\\u5988', u'\\u8001\\u5988', u'\\u8bf4', u'\\u4e0a\\u73ed', u'\\u540e\\u4f1a', u'\\u505a\\u996d', u'\\u8001\\u5988', u'\\u5065\\u5eb7', u'\\u597d\\u597d']\n",
+        "[u'\\u4e0a\\u6d77', u'\\u6709\\u7f18\\u5206', u'\\u8fd9\\u6b21', u'\\u676d\\u5dde', u'\\u4e4c\\u9547', u'\\u5357\\u4eac', u'\\u601d\\u5bc6\\u8fbe', u'\\u5c0f\\u7f8a', u'\\u751f', u'\\u714e']\n",
+        "[u'\\u5c0f\\u5df4', u'\\u7167\\u987e', u'\\u597d', u'\\u5403\\u996d', u'\\u89c4\\u5f8b', u'\\u5403\\u996d', u'\\u5c0f\\u4e56', 'amy']\n",
+        "[u'\\u5f3a\\u70c8', u'\\u89c9\\u7740', u'\\u5170\\u5dde', u'\\u62c9\\u9762', u'\\u6c64', u'\\u65b9\\u4fbf', u'\\u9762\\u6599', u'\\u6ce1', u'\\u77e5\\u9053', u'\\u5c0f\\u65f6\\u5019', u'\\u5473\\u9053']\n",
+        "[u'\\u673a\\u573a', u'\\u65c1\\u8fb9', u'\\u4f4f', u'\\u611f\\u89c9', u'\\u98de\\u673a', u'\\u603b\\u662f', u'\\u8d77\\u98de']\n",
+        "[u'\\u4e07\\u822c', u'\\u51b2\\u52a8', u'\\u529e', u'\\u5f20\\u5929', u'\\u767d\\u91d1\\u5361', u'\\u8d35\\u9633', u'\\u5929', u'\\u4f1a\\u5458\\u5361', u'\\u51fa\\u53bb\\u73a9', u'\\u4f18\\u60e0', u'\\u597d\\u53cb', u'\\u4f1a\\u5458\\u5361', u'\\u4e00\\u8d77', u'\\u7528\\u54c8\\u5c0f\\u54c8', 'echo', u'Song_Ice_Fire', u'\\u6731\\u5bb6\\u5c34\\u5c2c', u'_\\u6b4c\\u9882\\u8005_ ', u'\\u963f\\u8870_Shuai ', u'\\u5feb\\u4e50\\u6d77\\u4e39_swa_6fe_yit  ', u'\\u9a7b\\u9a6c\\u5e97\\u4e4b\\u6b87 ']\n",
+        "[u'\\u7070\\u673a', u'\\u524d', u'\\u5931\\u7720', u'\\u4e2d']\n",
+        "[u'\\u5954', u'\\u660e\\u5929']\n",
+        "[u'\\u4e0a\\u6d77', u'\\u7b2c\\u4e00\\u5929', u'\\u505a\\u4e2a', u'\\u597d\\u5b69\\u5b50', u'\\u597d', u'\\u8c46\\u8c46', u'\\u597d', u'\\u670b\\u53cb', u'\\u597d', u'\\u540c\\u4e8b', u'\\u4e00\\u5b9a', u'\\u505a\\u4e2a', u'\\u597d\\u4eba']\n",
+        "[u'\\u4e00\\u8d9f', u'\\u98ce\\u5439', u'\\u8111\\u888b', u'\\u8033\\u6735', u'\\u75bc', u'\\u98ce\\u597d']\n",
+        "[u'\\u7167\\u987e', u'\\u597d', u'\\u4e8b', u'\\u60f3', u'\\u7d2f', u'\\u592a\\u65e9', u'\\u671f\\u5f85', u'\\u5931\\u671b', u'\\u65f6\\u673a', 'ok']\n",
+        "[u'\\u660e\\u5929', u'\\u7b2c\\u4e00\\u5929', u'\\u4e0a\\u73ed', u'\\u53d8\\u5316', u'\\u7b2c\\u4e8c', u'\\u72b6\\u6001', u'\\u57fa\\u7840', u'\\u53d8', u'\\u7b80\\u5355', u'\\u4eca\\u5929', u'\\u8bfb\\u4e66', u'\\u8ba4\\u8bc6', u'\\u738b\\u5b88\\u4ec1', u'\\u5b66\\u5230', u'\\u77e5\\u884c\\u5408\\u4e00', u'\\u5fc3\\u5b58', u'\\u771f\\u5584\\u7f8e', u'\\u65f6', u'\\u4e07\\u7269', u'\\u611f\\u5316', u'\\u660e\\u671d', u'\\u4e8b\\u513f', 'ing']\n",
+        "[u'\\u4eca\\u5929', u'\\u6709\\u70b9\\u7d2f', u'\\u665a\\u5b89']\n",
+        "[u'\\u8c22\\u8c22', u'_\\u6b4c\\u9882\\u8005_  \\u7684\\u6781\\u8def\\u7531']\n",
+        "[u'\\u5fae\\u535a', u'\\u5b9a\\u4f4d', u'\\u592a', u'\\u4e0d\\u51c6', u'\\u94b1', u'\\u4f4f', u'\\u9ec4\\u57d4', u'\\u82b1\\u56ed', u'\\u4eca\\u5929', u'\\u5bf9\\u4e0d\\u8d77', u'\\u90ed', u'\\u4fe1\\u8a93\\u65e6\\u65e6', u'\\u8bf4', u'\\u5206\\u949f', u'\\u641e\\u5b9a', u'\\u6700\\u540e', u'HighSky7']\n",
+        "[u'\\u53ea', u'\\u5750', u'\\u6625\\u79cb', u'\\u5f31\\u5f31', u'\\u4ee5\\u4e3a', u'\\u98de\\u673a', u'\\u7a7a\\u95f4', u'\\u72ed\\u5c0f', u'\\u505a\\u8fc7', u'\\u4e1c\\u822a', u'\\u8fc7\\u540e', u'\\u8c41\\u7136\\u5f00\\u6717', u'\\u539f\\u6765', u'\\u7070\\u673a', u'\\u522b\\u6709\\u6d1e\\u5929']\n",
+        "[u'\\u901b', u'\\u4e0b', u'\\u6dee\\u6d77\\u8def', u'\\u65b0\\u5929\\u5730', u'\\u8868\\u793a', u'\\u5f02\\u5e38', u'\\u75b2\\u60eb']\n",
+        "[u'\\u4e0a\\u6d77', u'\\u4eba', u'\\u662f\\u4e0d\\u662f', u'\\u6234', u'\\u6709\\u8272\\u773c\\u955c', u'\\u89c9\\u7740', u'\\u597d\\u50cf']\n",
+        "[u'\\u6211\\u52d2\\u4e2a', u'\\u90e8\\u95e8', u'\\u4e4b\\u95f4', u'\\u5408\\u4f5c', u'\\u65e0\\u8bed']\n",
+        "[u'\\u5f88\\u8d5e']\n",
+        "[u'\\u4e0a\\u73ed', u'\\u60f3\\u8d77']\n",
+        "[u'\\u660e\\u5929', u'\\u65e9\\u8d77', u'\\u6bd4\\u8d5b', u'\\u671f\\u5f85', u'\\u62c9\\u5fb7', u'\\u5a01\\u59d0', u'\\u6709\\u70b9', u'\\u5f3a\\u608d', u'\\u53d1\\u7403', u'\\u80fd\\u529b', u'\\u8d85\\u5f3a', u'\\u9891\\u9891', 'ace']\n",
+        "[u'\\u516c\\u4ea4', u'\\u5361', u'\\u518d\\u6b21', u'\\u4e22\\u5931', u'\\u5f3a\\u70c8', u'\\u89c9\\u7740', u'\\u5077', u'\\u91cd\\u5e86', u'\\u8fd9\\u4e48\\u4e45', u'\\u4e00\\u6b21', u'\\u4e22\\u8fc7', u'\\u6211\\u52d2\\u4e2a', u'\\u521a\\u51b2', u'\\u94b1', u'\\u81f3\\u5c11', u'\\u5c0f\\u5077', u'\\u5e94\\u8be5', u'\\u62c9\\u51fa\\u53bb', u'\\u67aa\\u6bd9', u'\\u81f3\\u5c11', u'\\u6b21', u'\\u4e0a\\u6b21', u'\\u4e0a\\u6d77', u'\\u4e22', u'\\u5988', u'\\u813e\\u6c14', 'infinity']\n",
+        "[u'\\u4e2a\\u4eba\\u611f\\u89c9', u'\\u6545\\u4e8b', u'\\u7b80\\u5355', u'\\u8fd9\\u79cd', u'\\u4e0d\\u8017', u'\\u8111\\u7ec6\\u80de', u'\\u7535\\u5f71', u'\\u597d', u'\\u4f24\\u795e', 'hobbit', 'maleficent']\n",
+        "['recommend', 'two', 'movies', 'theory', 'everything', 'talks', 'alan', 'turing', 'strory', 'imitation', 'game', 'talks', 'stephen', 'hawking', 'wife']\n",
+        "['jennifer', 'lopez', 'golden', 'globes', 'sexy']\n",
+        "[u'\\u4e70\\u8fc7', u'\\u5f53\\u5f53', u'\\u81ea\\u8425', u'\\u51e1\\u5ba2', u'\\u8bdd', u'\\u8bf4', u'\\u8d28\\u91cf', u'\\u5dee', u'\\u4e2a\\u4eba\\u611f\\u89c9', u'\\u4e9a\\u9a6c\\u900a', u'\\u4f53\\u9a8c', u'\\u6700\\u597d', u'\\u65e0\\u8bba\\u662f', u'\\u552e\\u524d', u'\\u552e\\u4e2d', u'\\u552e\\u540e', u'\\u76f8\\u6bd4', u'\\u4eac\\u4e1c', u'\\u4eac\\u4e1c', u'\\u4ef7\\u94b1', u'\\u6bd4\\u504f', u'\\u9ad8', u'\\u4e9a\\u9a6c\\u900a', u'\\u6bcf\\u6b21', u'\\u8d2d\\u7269', u'\\u6109\\u5feb', 'amazon']\n",
+        "[u'\\u4e07\\u79d1', u'\\u552e\\u697c', u'\\u5c0f\\u59d0', u'\\u633a', u'\\u597d\\u770b']\n",
+        "['annual', 'meeting', 'ing']\n",
+        "[u'\\u4ee5\\u524d', u'\\u4e00\\u76f4', u'\\u77e5\\u9053', u'\\u4f55\\u7269', u'\\u89c9\\u7740', u'\\u6ca1\\u52b2', u'\\u771f\\u7684', u'\\u6210\\u719f', u'\\u6bd4\\u8f83\\u6162', u'\\u4e00\\u79cd', u'\\u89c1\\u8bc1', u'\\u4e00\\u79cd', u'\\u7f8e\\u597d', u'\\u7ecf\\u5386', 'glory']\n",
+        "[u'\\u7f8e\\u97f3', u'\\u751f\\u786c', 'bdg', 'life', 'young', 'forever']\n",
+        "[u'\\u767b\\u573a']\n",
+        "[]\n",
+        "[u'\\u8c22\\u8c22', u'\\u90ed\\u90ed', u'\\u5e08\\u59d0', u'\\u59d0\\u592b', u'\\u8bf7', u'\\u665a\\u9910', u'HighSky7']\n",
+        "[u'\\u91d1\\u5c71', u'\\u50bb', u'\\u903c', u'\\u6709\\u70b9', u'\\u65e0', u'\\u8bed', u'\\u5c3d\\u662f', u'\\u5751']\n",
+        "[u'\\u771f\\u7684', u'\\u62b1\\u6b49', u'\\u4f7f\\u7528', u'\\u5b69\\u5b50', u'\\u7406\\u7531', u'\\u5e0c\\u671b', u'\\u597d']\n",
+        "['th', 'oscar', 'th', 'febrary']\n",
+        "[u'\\u4e07\\u7269', u'\\u7406\\u8bba', u'\\u4e00\\u4e2a', u'\\u4f1f\\u5927', u'\\u7537\\u4eba', u'\\u80cc\\u540e', u'\\u4e00\\u4e2a', u'\\u4f1f\\u5927', u'\\u5973\\u4eba', u'\\u771f\\u7684', u'\\u4f1f\\u5927', u'\\u6700\\u540e', u'\\u970d\\u91d1', u'\\u8d1f', u'\\u6700\\u7ec8', u'\\u83b7\\u5f97', u'\\u5e78\\u798f', 'jane']\n",
+        "[u'\\u5f3a\\u70c8', u'\\u89c9\\u7740', u'\\u6f14', u'\\u5c0f', u'\\u96c0\\u6591', u'\\u5965\\u65af\\u5361', u'\\u5f71\\u5e1d', u'\\u60ac\\u5ff5', u'\\u592a', u'\\u7cbe\\u6e5b', 'stephen', 'hawking']\n",
+        "[u'\\u611f\\u89c9', u'\\u970d\\u91d1', u'\\u7b2c\\u4e8c\\u4efb', u'\\u59bb\\u5b50', u'\\u5fc3\\u8ba1', u'\\u4eba', u'\\u7b80', u'\\u6765\\u8bf4', u'\\u4e00\\u79cd', u'\\u89e3\\u8131']\n",
+        "[u'\\u8bdd', u'\\u8bf4', u'\\u4e07\\u7269', u'\\u7406\\u8bba', u'\\u6a21\\u4eff', u'\\u6e38\\u620f', u'\\u8650\\u5fc3', u'\\u7535\\u5f71', u'\\u4e00\\u4e2a', u'\\u540c\\u6027\\u604b', u'\\u88ab\\u5224', u'\\u6d41\\u6c13\\u7f6a', u'\\u670d\\u7528', u'\\u8377\\u5c14\\u8499', u'\\u836f\\u7269', u'\\u4e00\\u5e74', u'\\u540e', u'\\u81ea\\u6740', u'\\u5374\\u662f', u'\\u4e8c\\u6218', u'\\u81f3\\u5c11', u'\\u7f29\\u77ed', u'\\u5e74', u'\\u62ef\\u6551', u'\\u65e0\\u6570', u'\\u4eba', u'\\u6027\\u547d', u'\\u4e00\\u4f4d', u'\\u4e00\\u4e2a', u'\\u725b\\u6d25', u'\\u7814\\u7a76\\u751f', u'\\u672c\\u6765', u'\\u5e94\\u8be5', u'\\u6709\\u7740', u'\\u7f8e\\u597d', u'\\u524d\\u7a0b', u'\\u5374', u'\\u795e\\u7ecf\\u5143', u'\\u53d7\\u635f', u'\\u6bc1\\u706d', u'\\u59bb\\u5b50', u'\\u7167\\u987e', u'\\u4e8c\\u5341\\u51e0\\u5e74', u'\\u6700\\u540e', u'\\u5c0f', u'\\u4e0a\\u4f4d', 'machine', 'jane']\n",
+        "['maximilian', 'hecker', 'lady', 'sleep']\n",
+        "['maximilian', 'hecker', 'snow', 'white']\n",
+        "[u'\\u5171\\u52c9']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u5e73\\u53f0', u'\\u8fd0\\u884c', u'\\u7c7b', u'\\u6a21\\u62df', u'\\u73af\\u5883', 'cygwin', 'windows', 'unix']\n",
+        "['tomorrow', 'rod', 'lavor']\n",
+        "[u'\\u6d77\\u745e', u'\\u8bc4\\u4ef7', u'\\u597d\\u4eba', u'\\u5374', u'\\u65e0\\u7528', u'\\u5904', u'\\u611a\\u5fe0', u'\\u6d3b\\u5728', u'\\u4e16\\u754c', u'\\u91cc']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u77e5\\u9053', u'\\u767e\\u5ea6', u'\\u63a8\\u5e7f', u'\\u5e7f\\u544a\\u4f4d', u'\\u600e\\u4e48\\u56de\\u4e8b', u'\\u65e0\\u5b54\\u4e0d\\u5165', u'\\u4e0d\\u5e78', u'\\u5df2\\u7ecf', u'\\u6df1\\u5165\\u864e\\u7a74']\n",
+        "[u'\\u963f\\u5c14\\u53ca\\u5229\\u4e9a', u'\\u5361\\u52aa', u'\\u6cd5\\u5178', u'\\u4e2d', u'\\u8840\\u4ec7', u'\\u4f5b\\u7956', u'\\u8bf4', u'\\u51a4\\u51a4\\u76f8\\u62a5', u'\\u4fe1\\u4ef0', u'\\u597d\\u4e8b', u'\\u5c40\\u9650\\u4e8e', u'\\u6cd5\\u5178', u'\\u5b97\\u6559', u'\\u4fe1\\u4ef0', u'\\u81ea\\u7531', u'\\u548c\\u5e73', u'\\u771f\\u7406']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u53cd\\u53cd\\u590d\\u590d', u'\\u4eba', u'\\u60b2\\u54c0', u'\\u9009\\u62e9', u'\\u5de6', u'\\u8d70', u'\\u4e4b\\u540e', u'\\u56de\\u5934', u'\\u770b\\u770b', u'\\u53d1\\u73b0', u'\\u53f3\\u8fb9', u'\\u4e0d\\u9519', u'\\u8d70', u'\\u53f3\\u8fb9', u'\\u5de6\\u8fb9', u'\\u597d', u'\\u50bb', u'\\u903c', u'\\u4e00\\u4e2a']\n",
+        "[u'\\u770b\\u5c0f\\u5a01', u'\\u4e22', u'\\u53d1\\u7403\\u5c40']\n",
+        "[u'\\u51ef\\u65af', u'\\u72b6\\u6001', u'\\u4e0b\\u964d', 'tiebreak']\n",
+        "[u'\\u7ec6\\u7ec6', u'\\u7814\\u7a76', u'\\u5c0f\\u5a01', u'\\u5934', u'\\u7ed1\\u4f4f', u'\\u5934\\u53d1', u'\\u597d', u'\\u70b9\\u7f00']\n",
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+        "[]\n",
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+        "[u'\\u300e', u'\\u300f', 'bp', 'front', 'end', 'developer', 'interview', 'questions', 'github']\n",
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+        "[u'\\u771f\\u662f', u'\\u597d', u'\\u5730\\u65b9', 'reddit', 'rtlsdr', 'tutorial']\n",
+        "['gsm', 'sniffing', 'rtl', 'sdr']\n",
+        "['gsm', 'sinffing', 'rtl', 'sdr']\n",
+        "['introduction', 'gsm']\n",
+        "[u'\\u5929\\u671d', u'\\u52ab\\u6301', u'\\u601d\\u5bc6\\u8fbe', 'onedrive', 'live', 'com', 'gg']\n",
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+        "[]\n",
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+        "[u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u5468\\u62a5', u'\\u7b2c\\u671f', u'\\u8fde\\u63a5', u'\\u9519', u'\\u91cd\\u65b0', u'\\u53d1\\u9001', u'\\u8c22\\u8c22', u'hi_heige \\u63d0\\u9192']\n",
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+        "['may', 'god', 'bless', 'us']\n",
+        "[u'\\u641e\\u4e2a', u'\\u963f\\u91cc', u'\\u4e91', u'\\u4e0d\\u597d', u'\\u7701', u'\\u70b9\\u94b1\\u8c03', u'\\u670d\\u52a1', u'\\u5ef6\\u65f6', u'\\u641e', u'\\u6bdb\\u4e91', u'\\u5e73\\u53f0', u'\\u670d\\u52a1', u'\\u518d', u'\\u641e', u'\\u4e00\\u53f0', u'\\u670d\\u52a1\\u5668', u'\\u8dd1', u'\\u8d1f\\u8f7d', u'\\u5747\\u8861', u'\\u8001\\u677f', u'\\u771f', u'\\u62a0', u'\\u6bd5\\u4e1a', u'\\u540e\\u51fa', u'\\u95ee\\u9898', u'\\u522b\\u6765', u'\\u627e', 'android', 'demo']\n",
+        "[u'\\u5206\\u4eab', u'\\u770b\\u4e0d\\u60ef', 'nice', 'pt']\n",
+        "[u'\\u4e00\\u8d77', u'\\u6447\\u6446', u'\\u4e00\\u8d77', u'\\u6447\\u6446']\n",
+        "[u'\\u6700\\u7a77', u'\\u65e5\\u5b50', u'\\u91cc', u'\\u5fcd\\u75db', u'\\u6536\\u4e0b', u'\\u73a9\\u5177', u'Yangbiao-Cai']\n",
+        "[u'\\u6b4c\\u795e', u'\\u8be0\\u91ca', u'\\u5206\\u4eab', 'jazz']\n",
+        "[u'\\u56f0\\u5728', u'\\u6587\\u7076', u'\\u51b7']\n",
+        "[u'\\u4ee3\\u7801', u'\\u72d7', u'\\u660e\\u5929', u'\\u518d', u'\\u6539', u'\\u6d17\\u6d17', u'\\u7761', u'\\u665a\\u5b89']\n",
+        "[u'\\u88c5\\u903c', u'\\u5229\\u5668', u'\\u54c8\\u54c8\\u54c8']\n",
+        "[u'\\u5fc3\\u91cc', u'\\u60f3', u'\\u6700', u'\\u6e05\\u695a', u'\\u55bd', u'\\u5916\\u754c', u'\\u6b64\\u65f6', u'\\u6709\\u76ca', u'\\u865a\\u5fc3\\u63a5\\u53d7', u'\\u65e0\\u610f', u'\\u563f\\u563f', u'\\u597d', u'\\u4e0d\\u7528', u'\\u5728\\u610f', u'\\u8bc4\\u4ef7', u'\\u72ec\\u4e00\\u65e0\\u4e8c', u'\\u665a\\u5b89']\n",
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+        "[u'\\u4eba', u'\\u4eba\\u751f', u'\\u9636\\u6bb5', u'\\u626e\\u6f14', u'\\u89d2\\u8272', u'\\u6bcf\\u4e2a', u'\\u89d2\\u8272', u'\\u804c\\u8d23\\u6240\\u5728', u'\\u8d23\\u4efb', u'\\u505a', u'\\u81ea\\u6211', u'\\u4ef7\\u503c', u'\\u5b9e\\u73b0']\n",
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+        "[u'\\u72c2\\u5ba2', 'boarseman', 'cx', u'Yangbiao-Cai \\u636e\\u8bf4\\u5f88\\u8d5e']\n",
+        "[u'\\u53d8\\u5f97', u'\\u6027\\u80fd', u'\\u7b2c\\u4e94\\u4ee3', u'\\u9177\\u777f', u'\\u5f3a', u'\\u65e0\\u7ebf', u'\\u4ea7\\u54c1']\n",
+        "[u'\\u6253\\u5934', u'\\u5b9e\\u5728', u'\\u5408\\u683c', u'\\u8dd1\\u6b65', u'\\u978b', u'\\u771f', u'\\u53ea\\u80fd', u'\\u5b9a\\u4e49', u'\\u6f6e\\u6d41', u'\\u978b', u'\\u6253\\u5934', u'\\u8d5a\\u94b1', 'nb', 'air', 'max', 'nb']\n",
+        "[u'\\u5df2\\u7ecf', u'\\u8fc7\\u53bb', u'\\u5341\\u4e8c\\u5206', u'\\u597d\\u50cf', u'\\u6ca1\\u5e72']\n",
+        "[u'\\u6bcf\\u4e2a', u'\\u603b\\u6709', u'\\u51e0\\u5929', u'\\u5931\\u7720', u'\\u5f88\\u51c6', u'\\u582a\\u6bd4', 'dym']\n",
+        "[u'\\u65e5\\u62a5', u'\\u771f', u'\\u5f3a\\u5927', u'\\u597d', u'\\u4e1c\\u897f', u'\\u4f20\\u9001\\u95e8', u'\\u8f9b\\u82e6', 'python']\n",
+        "[u'\\u65e5\\u62a5', u'\\u771f', u'\\u5f3a\\u5927', u'\\u8f9b\\u82e6', 'python', u'\\u597d\\u4e1c\\u897f\\u4f20\\u9001\\u95e8']\n",
+        "[u'\\u5347\\u7ea7', u'\\u597d\\u597d', u'\\u4f53\\u9a8c', u'\\u4e0b', 'os', 'yosemite']\n",
+        "[u'\\u5bc6\\u9999', u'\\u6696', u'\\u67a3\\u771f', u'\\u597d\\u559d', 'seven', 'eleven']\n",
+        "[u'\\u793e\\u4ea4', u'\\u4ea7\\u54c1', u'\\u7ea6', u'\\u70ae\\u4e3a', u'\\u521d\\u8877']\n",
+        "[u'\\u6211\\u5988', u'\\u98ce\\u683c', u'\\u6f6e\\u6d41', u'\\u4e3a\\u4e3b', u'\\u6211\\u7238', u'\\u98ce\\u683c', u'\\u5e84\\u91cd', u'\\u85cf\\u84dd', u'\\u4e25\\u5389', u'\\u4e3a\\u4e3b', u'\\u4eca\\u5e74', u'\\u6ca1\\u7ed9', u'\\u5c0f\\u9e3f\\u5b66', u'\\u4e70', u'\\u8863\\u670d', u'\\u5927\\u5c71\\u5b50', u'\\u65b0\\u5f00', u'\\u5bbd', u'\\u677f\\u51f3', u'\\u6298', u'\\u4e0d\\u9519']\n",
+        "[u'\\u9636\\u6bb5', u'\\u5185\\u5b58\\u4e0d\\u8db3', u'\\u95ee\\u9898', 'yarn', 'shuffle', 'error', 'shuffle', 'fetcher']\n",
+        "[u'\\u4e1a\\u52a1', u'\\u6280\\u672f', u'\\u597d\\u6bd4', u'\\u4e70', u'\\u8089\\u5305\\u5b50', u'\\u4eba', u'\\u5356', u'\\u8089\\u5305\\u5b50', u'\\u4eba', u'\\u77e5\\u9053', u'\\u8089\\u5305\\u5b50', u'\\u505a', u'\\u77e5\\u9053', u'\\u6750\\u6599', u'\\u6210\\u672c', u'\\u4ef7\\u683c', u'\\u77e5\\u9053', u'\\u5b58\\u5728', u'\\u95ee\\u9898', u'\\u5305\\u5b50', u'\\u53d1\\u5c55', u'\\u60c5\\u51b5', u'\\u5374', u'\\u6bcf\\u5929\\u82b1', u'\\u6602\\u8d35', u'\\u94b1', u'\\u4e70', u'\\u8089\\u5305\\u5b50', u'\\u77e5\\u9053', u'\\u4e1a\\u52a1', u'\\u6c38\\u8fdc\\u90fd\\u662f', u'\\u8981\\u6c42', u'\\u52a9\\u4e8e', u'\\u6280\\u672f', u'\\u5b9e\\u73b0', u'\\u6838\\u5fc3', u'\\u4e1c\\u897f', u'\\u624b\\u4e0a', u'\\u6280\\u672f', u'\\u738b', u'\\u6c38\\u8fdc', u'\\u8fc7\\u65f6']\n",
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+        "[u'\\u6628\\u5929', u'\\u78b0\\u5230', u'\\u4e00\\u4e2a', u'\\u7b80\\u5355', u'\\u95ee\\u9898', u'\\u7a81\\u7136', u'\\u53d1\\u73b0', u'\\u5e74\\u5b66\\u8fc7', u'\\u77e5\\u8bc6', u'\\u65e9\\u5c31', u'\\u8fd8\\u7ed9', u'\\u8001\\u5e08', u'\\u538b', u'\\u7bb1\\u5b50', u'\\u5e95', u'\\u4e24\\u672c\\u4e66', u'\\u8fde\\u7eed', u'\\u4e24\\u4e2a', u'\\u665a\\u4e0a', u'\\u6076\\u8865', u'\\u77e9\\u9635', u'\\u57fa\\u7840\\u77e5\\u8bc6', 'matrix']\n",
+        "[u'\\u770b\\u5230', u'\\u4e00\\u4e2a', u'\\u4e92\\u8054\\u7f51', u'\\u5e7f\\u544a\\u884c\\u4e1a', u'\\u505a', u'\\u597d', u'\\u535a\\u5ba2', u'\\u63a8\\u8350', u'\\u540c\\u5b66']\n",
+        "[u'\\u6e90\\u7801', 'hadoop', 'mapreduce', 'task', 'reduce', 'mergemanagerimpl', 'merged', 'segments', 'bytes', 'disk', 'satisfy', 'reduce', 'memory', 'limit', 'mergemanagerimpl', u'reduce job kill ']\n",
+        "[u'\\u5f20\\u5168', u'\\u86cb', u'\\u5c0f\\u7c73', u'\\u751f\\u4ea7', u'\\u8f66\\u95f4', u'\\u660e\\u660e', u'\\u8bf4', u'\\u6837\\u5b50', u'\\u5206\\u4eab', u'36\\u6c2a\\uff09']\n",
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+        "['fuk']\n",
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+        "['everybody', 'changing', 'much', 'point', 'life']\n",
+        "[u'\\u8fdc\\u79bb', u'\\u73cd\\u7231', u'\\u751f\\u547d', u'\\u7eff\\u8336', u'\\u5a4a', u'\\u4e3b\\u52a8', u'\\u63a5\\u8fd1', u'\\u5907\\u80ce', u'\\u603b', u'\\u662f\\u56e0\\u4e3a', u'\\u56de\\u5fc3\\u8f6c\\u610f', u'\\u5206\\u4eab', 'bitch']\n",
+        "[u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', 'enjoying', 'sunshine']\n",
+        "[u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', 'enjoying', 'sunshine']\n",
+        "[u'\\u672c\\u610f', u'\\u6253\\u6c34', u'\\u987a\\u4fbf', u'\\u5395\\u6240', u'\\u56de\\u5230', u'\\u5ea7\\u4f4d', u'\\u53d1\\u73b0', u'\\u6c34\\u676f', u'\\u5fd8', u'\\u996e\\u6c34\\u673a', u'\\u4e00\\u4e0a\\u5348', u'\\u53d1\\u751f', u'\\u4e24\\u6b21']\n",
+        "[u'\\u4e00\\u6b21', u'\\u7247']\n",
+        "[u'\\u4f53\\u4f1a', u'\\u4e00\\u4e0b', u'\\u300e', u'\\u5fae\\u62cd', u'\\u6f0f\\u6d1e', u'\\u5c4c\\u4e1d', u'\\u5fae\\u4fe1', u'\\u516c\\u4f17', u'\\u53f7', u'\\u77e5\\u4e4e', u'\\u4e13\\u680f', u'\\u300f', 'app', 'evil', 'say', u'\\u4ef0\\u57ce\\u540c\\u5b66 ']\n",
+        "['many', 'hours', 'state', 'last', 'like', 'running', 'fast', 'stopped', 'suddenly', 'without', 'telling', 'reason', 'know', 'feels', 'weird']\n",
+        "[u'\\u64cd', u'\\u5927\\u7237', u'\\u540c\\u57ce', u'\\u53d1\\u987a\\u4e30', u'\\u8fd8\\u7ed9', u'\\u53d1', u'\\u4e22', u'\\u4eba\\u54c1', u'\\u5dee']\n",
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+        "[u'\\u5206\\u4eab', u'\\u674e\\u4f73\\u4f73Audrey \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u9738\\u6c14', u'\\u5916\\u9732']\n",
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+        "[u'\\ud83d', u'\\ude01']\n",
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+        "[u'\\u753b', u'\\u754c\\u9762', u'\\u592a', u'\\u8d39\\u52b2', u'\\u641e', u'\\u4e00\\u5929', u'\\u641e', u'\\u60f3\\u8981', u'\\u6548\\u679c', 'android']\n",
+        "[u'\\u770b\\u770b', u'\\u62cd', u'\\u6d4b\\u8bd5', u'\\u70b9\\u6b64', u'\\u64ad\\u653e', u'\\u5f55\\u5236', 'mv', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u5b66\\u4e60', u'\\u5b66\\u4e60', u'\\u5199', u'\\u7b7e\\u540d', u'\\u8d8a\\u6765\\u8d8a', u'\\u5e05', u'\\u8e66\\u8bcd\\u513f\\u7801\\u5b57\\u513f\\u7684\\u5c0f\\u5f3a']\n",
+        "[u'\\u5143\\u65e6', u'\\u6536\\u76ca', u'\\u653e\\u5047', u'\\u518d\\u9886', u'\\u7ea2\\u5305', u'\\u7ffb\\u500d', u'\\u8d5a', u'\\u5143\\u8d77', u'\\u5c01\\u9876', u'\\u4e0d\\u7528', u'\\u62bd\\u5956', u'\\u4eab', u'\\u5206\\u4eab', u'\\u5929\\u5929\\u57fa\\u91d1\\u7f51']\n",
+        "[u'\\u70b9', u'\\u5c0f\\u5b69', u'\\u7761\\u89c9', u'\\u65e0\\u8bed']\n",
+        "[u'\\u505c\\u6c34', u'\\u505c\\u7535']\n",
+        "[u'\\u513f\\u5b50', u'\\u56de\\u4eac', u'\\u5bb6\\u91cc', u'\\u70ed\\u95f9']\n",
+        "[u'\\u4eca\\u5929', u'\\u4e00\\u5929', u'\\u5f00\\u653e\\u5e73\\u53f0', u'\\u5f00\\u653e\\u5e73\\u53f0', u'\\u6587\\u6863', u'\\u6c34\\u5e73', u'\\u9700\\u8981', u'\\u52a0\\u5f3a', u'\\u660e\\u767d', u'\\u52a8\\u624b', u'\\u8bd5', u'\\u7b2c\\u4e09\\u65b9', u'\\u767b\\u9646', u'\\u786e\\u5b9e', u'\\u6bd4\\u8f83', u'\\u5feb\\u6377', u'\\u516c\\u53f8', u'\\u6700\\u597d', u'\\u5f04', u'\\u7528\\u6237', u'\\u4f53\\u7cfb']\n",
+        "[u'\\u95ee\\u9898', u'\\u89d2\\u5ea6', u'\\u7406\\u89e3', u'\\u5927\\u76f8\\u5f84\\u5ead']\n",
+        "[u'\\u6d4b\\u8bd5', u'\\u5206\\u4eab', u'\\u624d\\u5b50', u'\\u5fae\\u89c6', u'\\u8fd9\\u624d', u'\\u7ecf\\u5178', u'\\u7248', u'\\u5c0f\\u82f9\\u679c', u'\\u5f31', u'\\u7206', u'\\u5472', u'\\u7259', 'vip', u'\\u5fae\\u89c6']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u5e1d\\u90fd', u'\\u4fbf\\u5b9c', u'\\u7f8e\\u5473', u'\\u80e1\\u540c', u'\\u5c0f\\u9986', u'\\u5403\\u4e2a', u'\\u809a\\u76ae', u'\\u6eda\\u5706']\n",
+        "[u'\\u770b\\u770b', u'\\u62cd', u'\\u70b9\\u6b64', u'\\u64ad\\u653e', u'\\u5f55\\u5236', 'mv', 'test', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u8bb0\\u5f55', u'\\u4e00\\u6bb5', u'\\u65f6\\u5149', u'\\u5206\\u4eab', u'\\u4f7f\\u7528', u'\\u5f55\\u5236', 'ttt', u'\\u79d2\\u62cd']\n",
+        "[u'\\u5b81\\u6ce2', u'\\u5b66', u'\\u82f1\\u8bed\\u53e3\\u8bed', u'\\u597d', u'\\u539f\\u521b', u'\\u89c6\\u9891', u'\\u641c\\u72d0', u'\\u89c6\\u9891', u'\\u5206\\u4eab', u'\\u641c\\u72d0\\u89c6\\u9891\\uff09']\n",
+        "[u'\\u5206\\u4eab', u'\\u7237\\u7237', u'\\u4f7f\\u7528', u'\\u5f55\\u5236', u'\\u91d1\\u5927\\u5a01Abel \\u7684\\u4e00\\u6bb5\\u65f6\\u5149', u'\\u79d2\\u62cd']\n",
+        "[u'\\u89c6\\u9891', u'\\u8d85', u'\\u597d\\u770b', u'\\u5206\\u4eab', u'\\u65b0', u'\\u95fb', u'\\u5fae\\u89c6', u'\\u6770\\u4f26', u'\\u5a5a\\u793c', u'\\u89c6\\u9891', u'\\u7ae5\\u8bdd\\u822c', u'\\u68a6\\u5e7b', u'\\u6ee1\\u8db3', u'\\u5973\\u751f', u'\\u5a5a\\u793c', u'\\u6240\\u6709', u'\\u5e7b\\u60f3', u'\\u540c\\u611f', u'\\u5077\\u7b11', u'\\u5fae\\u89c6']\n",
+        "['test', u'\\u5fae\\u89c6']\n",
+        "[u'Light#\\u6d4b\\u8bd5  #\\u5fae\\u89c6']\n",
+        "[u'\\u6700\\u8fd1', u'\\u7761\\u89c9', u'\\u6709\\u70b9', u'\\u665a']\n",
+        "[u'\\u88ab\\u52a8', u'\\u5b66\\u4e60', u'\\u4eca\\u5929', u'\\u6574\\u4e86', u'\\u4e00\\u5929', u'\\u73af\\u5883', u'\\u80fd\\u591f', u'\\u7a0b\\u5e8f\\u5b89\\u88c5', u'\\u771f', u'\\u673a\\u4e0a', u'\\u660e\\u5929', u'\\u6b63\\u5f0f', u'\\u5b66\\u4e60', u'\\u6a21\\u62df\\u5668', u'\\u611f\\u89c9', u'\\u6bd4\\u597d\\u70b9', u'\\u754c\\u9762', u'\\u540c\\u4e8b', u'\\u63a8\\u8350', u'\\u4ee3\\u7801', u'\\u5199', u'\\u65b9\\u4fbf', 'ios', 'ios', 'android', 'android']\n",
+        "[u'\\u4eca\\u5929', u'\\u5e72\\u529e', u'\\u4ef6', u'\\u611a\\u8822', u'\\u4e8b\\u60c5', u'\\u5347\\u7ea7', u'\\u7cfb\\u7edf', u'\\u7cfb\\u7edf', u'\\u63a8\\u9001', u'\\u7cfb\\u7edf', u'\\u5927\\u610f', u'\\u5907\\u4efd', u'\\u7167\\u7247', u'\\u6587\\u4ef6', u'\\u5347\\u7ea7', u'\\u65e0\\u6cd5', u'\\u542f\\u52a8', u'\\u53ea\\u80fd', u'\\u91cd\\u5237', u'\\u7cfb\\u7edf', u'\\u7167\\u7247', u'\\u90c1\\u95f7', u'\\u534a\\u5929', u'\\u5f97\\u7528', u'\\u4e91', u'\\u5b9e\\u65f6', u'\\u5907\\u4efd']\n",
+        "['test']\n",
+        "['send', 'texts', 'weibosdk']\n",
+        "[u'\\u8d60', u'\\u5206\\u949f', u'\\u8bdd\\u8d39', u'\\u56fd\\u5185', u'\\u7535\\u8bdd', u'\\u514d\\u8d39', u'\\u547c']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u300e', u'\\u4e00\\u6218', u'\\u51fa\\u73b0', u'\\u5723\\u8bde', u'\\u505c\\u706b', u'\\u79d1\\u5b66', u'\\u4eba', u'\\u679c\\u58f3', u'\\u7f51', u'\\u79d1\\u6280', u'\\u6709\\u610f\\u601d', u'\\u300f']\n",
+        "[u'\\u65b0\\u5e74\\u5feb\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u7d22\\u7d22\\u7834\\u7834 \\u7684\\u6587\\u7ae0']\n",
+        "['ceres', 'target', 'nasa', 'dawn', 'mission', 'via', 'space', 'content', 'ceres', 'target', 'nasas', 'dawn', 'mission']\n",
+        "['worrying']\n",
+        "['solar', 'dynamics', 'observatory', 'welcomes', 'new', 'year', 'via', 'space', 'content', 'solar', 'dynamics', 'observatory', 'welcomes', 'new', 'year']\n",
+        "[u'\\u9644\\u5eb8', u'\\u9644\\u5eb8', u'\\u9644\\u5eb8', u'\\u670b\\u53cb', u'\\u670b\\u53cb', u'\\u670b\\u53cb']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u5199', u'\\u7a0b\\u5e8f', 'tdd', u'\\u7d22\\u7d22\\u7834\\u7834']\n",
+        "[u'\\u5c42\\u7ea7', u'\\u5fe7\\u4f24', u'\\u503c\\u5f97', u'\\u7528\\u9152', u'\\u6d47', u'\\u4e00\\u56de', u'\\u6101']\n",
+        "[u'\\u7f51\\u9875', u'\\u5de8\\u957f', 'moon', 'pixel', 'tediously', 'accurate', 'map', 'solar', 'system']\n",
+        "['story', 'dead', 'uncle', 'years', 'old', 'diagnosed', 'pancreatic', 'cancer', 'fall', 'never', 'girlfriend', 'never', 'pursued', 'dreams', 'working', 'hollywood']\n",
+        "[u'\\u7f8e\\u989c', u'\\u76f8\\u673a', u'\\u771f\\u597d']\n",
+        "[u'\\u5206\\u4eab', 'dy']\n",
+        "['uv']\n",
+        "[u'\\u4e09\\u5e74', u'\\u4e0d\\u89c1', u'\\u9cb8\\u9c7c', u'\\u8fd9\\u65f6\\u5019', u'\\u6b63', u'\\u6f02\\u6d6e', u'\\u897f\\u5357\\u65b9', u'\\u5929\\u7a7a', u'\\u5de8\\u5927', u'\\u8138', u'\\u4e00\\u70b9', u'\\u8868\\u60c5', u'\\u4e0a\\u6b21', u'\\u5357\\u4eac', u'\\u8bf4', u'\\u6e38\\u53bb', u'\\u65b0\\u8857\\u53e3', u'\\u59b9\\u5b50', u'\\u518d\\u4e5f', u'\\u56de\\u6765', u'\\u4e00\\u76f4', u'\\u89c9\\u5f97', u'\\u8fd9\\u79cd', u'\\u8116\\u5b50', u'\\u751f\\u7269', u'\\u4e0d\\u5230', u'\\u59b9\\u5b50', u'\\u957f', u'\\u8116\\u5b50', u'\\u533a\\u522b', u'\\u6f02', u'\\u90a3\\u7247', u'\\u5929\\u7a7a', u'\\u6f02', u'\\u8fd9\\u7247']\n",
+        "['measuring', 'clouds', 'aerosols', 'space', 'station', 'via', 'space', 'content', 'measuring', 'clouds', 'aerosols', 'space', 'station']\n",
+        "['powerful', 'like', 'lady', 'tell', 'people', 'aren', 'margaret', 'thatcher']\n",
+        "['kix']\n",
+        "['orion', 'spacecraft', 'post', 'mission', 'processing', 'kennedy', 'space', 'center', 'via', 'space', 'content', 'orion', 'spacecraft', 'post', 'mission', 'processing', 'kenne']\n",
+        "[u'\\u5730\\u6c9f\\u6cb9', u'\\u505a', u'\\u8def\\u8fb9', u'\\u5c0f\\u5403', u'\\u56de\\u5bb6', u'\\u611f\\u89c9']\n",
+        "['satellite', 'picture', 'shows', 'snow', 'covered', 'deep', 'freeze', 'via', 'space', 'content', 'satellite', 'picture', 'shows', 'snow', 'covered', 'us', 'deep', 'freeze']\n",
+        "['gut', 'fauna']\n",
+        "[u'\\u4e00\\u5982', u'\\u4eba\\u751f', 'else', 'valid', 'option']\n",
+        "[u'\\u542c\\u5230', u'\\u4e00\\u6bb5', u'\\u97f3\\u4e50', u'\\u53e3\\u6c34', u'\\u6b4c', u'\\u8111\\u5b50\\u91cc', u'\\u98d8\\u8fc7', u'\\u8bb8\\u591a', u'\\u753b\\u9762', u'\\u5f3a', u'\\u6b32\\u671b', u'\\u753b\\u9762', u'\\u8868\\u8fbe\\u51fa\\u6765', u'\\u8bb2\\u6545\\u4e8b', u'\\u5904\\u7406', u'\\u5f71\\u50cf', u'\\u65b9\\u9762', u'\\u6ca1\\u4ec0\\u4e48', u'\\u618b\\u7740', u'\\u4e00\\u56e2', u'\\u6a21\\u6a21\\u7cca\\u7cca', u'\\u4e1c\\u897f', u'\\u7406\\u4e0d\\u51fa', u'\\u4e00\\u4e2a', u'\\u6e05\\u6670', u'\\u601d\\u8def', u'\\u83ab\\u540d\\u5176\\u5999', u'\\u8d34', u'\\u4e00\\u9996\\u6b4c', u'\\u5fae\\u535a', 'anya', 'marina']\n",
+        "[u'\\u771f', u'\\u8868\\u8fbe\\u51fa\\u6765', u'\\u6709\\u4eba', u'\\u5728\\u4e4e', u'\\u542c', u'\\u4eba', u'\\u6765\\u8bf4', u'\\u4e1c\\u897f', u'\\u6d6a\\u8d39\\u65f6\\u95f4', u'\\u62ff\\u6765', u'\\u5e72\\u561b', 'took', 'hit', 'racoon']\n",
+        "[u'\\u76ee\\u524d\\u4e3a\\u6b62', u'\\u53d1\\u73b0', u'\\u6700', u'\\u4e91', u'\\u7b14\\u8bb0', u'\\u8f93\\u5165', u'\\u4ee3\\u7801', u'\\u9ad8\\u4eae', u'\\u591a\\u4eba', u'\\u534f\\u4f5c', u'\\u7b14\\u8bb0', u'\\u5386\\u53f2\\u8bb0\\u5f55', u'\\u7b14\\u8bb0', u'\\u5bfc\\u822a', u'\\u76f4\\u63a5', u'\\u53d1\\u5e03', u'\\u535a\\u5ba2', u'\\u5f00\\u6e90', u'\\u5f00\\u53d1', u'\\u6269\\u5c55', u'\\u76ee\\u524d', u'\\u7248', u'\\u6838\\u5fc3', u'\\u529f\\u80fd', u'\\u5df2\\u7ecf', u'\\u5b8c\\u7f8e', u'\\u5199\\u4f5c', u'\\u4f53\\u9a8c', u'\\u4e00\\u6d41', u'\\u7529', u'\\u51e0\\u6761', u'\\u8857', u'\\u7b14\\u8bb0', u'\\u518d\\u7528', 'leanote', 'bigger', 'markdown', 'golang', 'mongodb', 'evernote', 'leanote', 'web', 'evernote', 'wiz']\n",
+        "['geography']\n",
+        "[u'\\u4e00\\u5e74', u'\\u56f0\\u5728', u'\\u5c71\\u8def', u'\\u5543', u'\\u9762\\u5305', u'\\u540c\\u884c', u'\\u4eba', u'\\u8e72', u'\\u77f3\\u5934', u'\\u638f\\u51fa', u'\\u56fe\\u4e2d', u'\\u795e\\u5668', u'\\u51e0\\u5206\\u949f', u'\\u5403', u'\\u70ed\\u996d', u'\\u5f53\\u65f6', u'\\u5fcd\\u4e0d\\u4f4f', u'\\u5927\\u53eb', u'\\u4e2d\\u5b66', u'\\u65f6\\u5b66\\u8fc7', u'\\u771f\\u662f', u'\\u89c1\\u8fc7\\u4e16\\u9762']\n",
+        "[u'\\u5224\\u65ad', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u662f\\u4e0d\\u662f', u'\\u75af', u'\\u95ee', u'\\u95ee\\u9898', u'\\u542c', u'\\u7b54\\u6848', u'\\u505a', u'\\u5224\\u65ad', u'\\u91cd\\u590d', u'\\u518d', u'\\u591a\\u904d', u'\\u80af\\u5b9a', u'\\u662f\\u4e0d\\u662f', u'\\u75af', u'\\u77e5\\u9053', u'\\u8111\\u5b50\\u91cc', u'\\u60f3', u'\\u95ee\\u9898', u'\\u662f\\u5426', u'\\u8db3\\u591f', u'\\u662f\\u4e0d\\u662f', u'\\u6b63\\u786e', u'\\u95ee\\u9898', u'\\u80af\\u5b9a']\n",
+        "[u'\\u63d0\\u9ad8', u'\\u6548\\u7387', u'\\u53ef\\u4e0d\\u662f', u'\\u4e00\\u70b9\\u70b9', u'\\u622a\\u56fe', u'\\u9020', u'\\u4e24\\u4e2a', u'\\u5e38\\u89c1', u'\\u5c0f\\u5fc3', u'\\u6f0f\\u5199', u'\\u4e00\\u4e2a', u'\\u5fd8\\u8bb0', u'\\u4f18\\u5148\\u7ea7', u'\\u9ad8', u'\\u7f16\\u8bd1', u'\\u65f6\\u80fd', u'\\u53d1\\u73b0', u'\\u85cf', u'\\u6bd4\\u8f83', u'\\u6df1', u'\\u591a\\u4e45', u'\\u4f30\\u8ba1', u'\\u70b9', u'\\u4eba\\u54c1', u'\\u4e60\\u60ef', u'\\u597d', u'\\u6253\\u5f00', u'\\u8b66\\u544a', u'\\u9009\\u9879', u'\\u7f16\\u8bd1', u'\\u65f6', u'\\u53d1\\u73b0', u'\\u4e24\\u4e2a', u'\\u95ee\\u9898', u'\\u5168\\u90e8', u'\\u7f16\\u8bd1', u'\\u524d', u'\\u89e3\\u51b3', u'\\u6389', 'lint', 'bug', 'lint', 'debug', 'lint']\n",
+        "['jan', 'early', 'morning', 'space', 'shuttle', 'launch', 'via', 'space', 'content', 'jan', 'early', 'morning', 'space', 'shuttle', 'launch']\n",
+        "[u'\\u7f8e\\u5267', u'\\u786e\\u5b9e', u'\\u770b\\u5f97', u'\\u70b9', u'\\u7ffb\\u7ffb', u'\\u6587\\u6863', u'\\u770b\\u5230', u'\\u5f71\\u5b50', 'kernel', 'person', 'interest']\n",
+        "['first', 'notable', 'solar', 'flare', 'via', 'space', 'content', 'first', 'notable', 'solar', 'flare']\n",
+        "[u'\\u641e\\u4e0d\\u61c2', u'\\u624b\\u5957', u'\\u624b\\u6307', u'\\u90e8\\u5206', u'\\u8bbe\\u8ba1', u'\\u77ed', u'\\u522b\\u626d']\n",
+        "['location', 'sharing']\n",
+        "['ten', 'years', 'ago', 'huygens', 'probe', 'lands', 'surface', 'titan', 'via', 'space', 'content', 'ten', 'years', 'ago', 'huygens', 'probe', 'lands', 'surface', 'titan']\n",
+        "['interior', 'view', 'international', 'space', 'station', 'cupola', 'via', 'space', 'content', 'interior', 'view', 'international', 'space', 'station', 'cupola']\n",
+        "['screws']\n",
+        "[u'\\u5c81\\u6708', u'\\u78e8\\u5e73', u'\\u68f1\\u89d2', u'\\u78e8\\u6210', u'\\u4e1d\\u6ed1', u'\\u6bb5\\u5b50', u'\\u624b']\n",
+        "['know', 'lucy', 'schwartz']\n",
+        "['nasa', 'neowise', 'images', 'comet', 'lovejoy', 'via', 'space', 'jpl', 'neowise', 'pia']\n",
+        "[u'\\u540c\\u5b66\\u4f1a', u'\\u53d8\\u6210', u'\\u5bb6\\u957f\\u4f1a']\n",
+        "[]\n",
+        "['technically']\n",
+        "[u'\\u8d5e', u'\\u5fae\\u535a', u'\\u914d\\u56fe', u'\\u7167\\u7247', u'\\u900d\\u9065\\u4e03\\u5c0f\\u7237']\n",
+        "[u'\\u53d1\\u73b0', u'\\u5e74\\u9f84', u'\\u589e\\u957f', u'\\u4e00\\u70b9', u'\\u51cf\\u5c11', u'\\u5b64\\u72ec\\u611f', u'\\u85cf\\u5f97', u'\\u8d8a\\u6765\\u8d8a', u'\\u6df1', u'\\u8d8a\\u6765\\u8d8a', u'\\u4f2a\\u88c5']\n",
+        "['astronaut', 'buzz', 'aldrin', 'apollo', 'lunar', 'module', 'via', 'space', 'content', 'astronaut', 'buzz', 'aldrin', 'apollo', 'lunar', 'module']\n",
+        "['ceres']\n",
+        "[u'\\u660e\\u767d', u'\\u7406\\u89e3', u'\\u9009\\u62e9', u'\\u8df3\\u697c', u'\\u5e74\\u8f7b']\n",
+        "['greenland', 'leidy', 'glacier', 'via', 'space', 'content', 'greenlands', 'leidy', 'glacier']\n",
+        "['star', 'wars']\n",
+        "['chandra', 'celebrates', 'international', 'year', 'light', 'via', 'space', 'content', 'chandra', 'celebrates', 'international', 'year', 'light']\n",
+        "[u'\\u5df2\\u7ecf', u'\\u8fde\\u7eed', u'\\u4e94\\u5929', u'\\u78b0', u'\\u7535\\u8111', u'\\u6253\\u5b57', u'\\u611f\\u89c9', u'\\u771f', u'\\u597d']\n",
+        "[u'\\u7b2c\\u4e8c\\u5b63', u'\\u662f\\u4e0d\\u662f', u'\\u7231\\u5947\\u827a', u'\\u4e70\\u65ad', u'\\u7ad9', u'\\u7ad9', u'\\u8ba8\\u538c', u'\\u7231\\u5947\\u827a', u'\\u4f53\\u9a8c', u'\\u5dee', u'\\u5e7f\\u544a', u'\\u641e\\u641e', u'\\u7535\\u89c6\\u5267', u'\\u52a8\\u6f2b', u'\\u63d2\\u624b', u'\\u4e13\\u4e1a', u'\\u597d\\u4e0d\\u597d', u'\\u7231\\u5947', u'\\u827a\\u4ed7', u'\\u6709\\u94b1', u'\\u7239', u'\\u800d\\u6d41\\u6c13', u'\\u771f\\u662f', u'\\u60f9\\u4eba\\u538c', 'aldnoah', 'zero']\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u62d0\\u4e2a', u'\\u7687\\u5e1d', u'\\u56de', u'\\u73b0\\u4ee3', u'\\u7504', u'\\u5b1b', u'\\u8c22\\u8c22', u'\\u7ebd\\u7ea6', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
+        "['values']\n",
+        "[u'\\u96ea\\u9690', u'\\u9e6d\\u9e36', u'\\u98de\\u59cb', u'\\u67f3\\u85cf', u'\\u9e66\\u9e49', u'\\u8bed', u'\\u65b9\\u77e5']\n",
+        "['rocky', 'mountain', 'national', 'park', 'viewed', 'international', 'space', 'station', 'via', 'space', 'content', 'rocky', 'mountain', 'national', 'park', 'viewed']\n",
+        "[u'\\u5fc3\\u7d2f']\n",
+        "['sounding', 'rockets', 'launch', 'aurora', 'via', 'space', 'content', 'goddard', 'tex', 'mist', 'launch']\n",
+        "['troubleshooting']\n",
+        "[u'\\u4f30\\u8ba1', u'\\u4eba', u'\\u5206\\u4e0d\\u6e05', u'\\u524d', u'\\u9f3b\\u97f3', u'\\u540e', u'\\u9f3b\\u97f3', u'\\u81f3\\u5c11', u'\\u94f6\\u884c', u'\\u4e0d\\u7f3a', u'\\u4eba', u'\\u529e\\u4e2a', u'\\u5361', u'\\u5bc4\\u8fc7\\u6765', u'\\u53d1\\u73b0', u'\\u59d3\\u540d', u'\\u62fc\\u97f3', u'\\u9519', 'ming', 'ming', 'min', 'ming']\n",
+        "[u'\\u4eba\\u751f', u'\\u6982\\u62ec', u'\\u6210', u'\\u4e00\\u4e2a', u'\\u4e66\\u540d', 'learn', 'hard', 'way']\n",
+        "['nasa', 'soil', 'moisture', 'active', 'passive', 'smap', 'ready', 'jan', 'launch', 'via', 'space', 'content', 'nasas', 'soil', 'moisture', 'active', 'passive', 'smap', 'ready', 'ja']\n",
+        "['nasa', 'day', 'remembrance', 'via', 'space', 'content', 'nasas', 'day', 'remembrance']\n",
+        "[]\n",
+        "[]\n",
+        "['delta', 'ii', 'rocket', 'soil', 'moisture', 'active', 'passive', 'smap', 'mission', 'onboard', 'via', 'space', 'content', 'delta', 'ii', 'rocket', 'soil', 'moisture', 'active', 'passi']\n",
+        "['delta', 'ii', 'rocket', 'soil', 'moisture', 'active', 'passive', 'smap', 'mission', 'onboard', 'via', 'space', 'content', 'delta', 'ii', 'rocket', 'soil', 'moisture', 'active', 'passi']\n",
+        "['super', 'bowl']\n",
+        "[u'\\u661f\\u661f', u'\\u591c\\u665a', u'\\u707f\\u70c2']\n",
+        "['hubble', 'view', 'polar', 'ring', 'arp', 'via', 'space', 'content', 'goddard', 'hubbles', 'view', 'polar', 'ring', 'arp']\n",
+        "[u'\\u516b\\u70b9', u'\\u8def\\u8fb9', u'\\u78b0\\u5230', u'\\u4e00\\u53ea', u'\\u732b', u'\\u9ec4\\u6bdb', u'\\u8e72', u'\\u6478\\u5934', u'\\u6478', u'\\u534a\\u5c0f\\u65f6', u'\\u624b\\u611f', u'\\u592a\\u597d\\u4e86']\n",
+        "[u'\\u6000\\u65e7', u'\\u7eb8\\u76d2\\u5c0f\\u4eba']\n",
+        "[u'\\u7b2c\\u4e8c\\u53ea', u'\\u505a', u'\\u6bd4\\u8f83']\n",
+        "[u'\\u7ad9', u'\\u7535\\u89c6\\u673a', u'\\u6bd4\\u8f83', u'\\u597d\\u770b']"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u771f\\u662f', u'\\u9177', u'\\u6709\\u4eba', u'\\u5728\\u4e16\\u754c\\u4e0a', u'\\u7edd\\u5927\\u90e8\\u5206', u'\\u4eba', u'\\u77e5\\u60c5', u'\\u60c5\\u51b5', u'\\u4e0b', u'\\u62ef\\u6551', u'\\u4e16\\u754c', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u7f8e\\u4f01', u'\\u63a8\\u51fa', u'\\u65b0', u'\\u79d1\\u6280', u'\\u8f6f\\u4ef6', u'\\u9884\\u6d4b', u'\\u5458\\u5de5', u'\\u79bb\\u804c']\n",
+        "[u'\\u53ea\\u6c42', u'\\u547d\\u8fd0', u'\\u5e26\\u4f60\\u53bb', u'\\u4e00\\u6bb5', u'\\u5168\\u65b0', u'\\u65c5\\u7a0b', u'\\u5e78\\u798f', u'\\u5929\\u6daf', u'\\u98de\\u5954', u'\\u56de\\u5934', u'\\u5f80\\u524d', u'\\u98de\\u5954', u'\\u5954\\u8dd1\\u54272015']\n",
+        "[u'\\u53ea\\u6c42', u'\\u547d\\u8fd0', u'\\u5e26\\u4f60\\u53bb', u'\\u4e00\\u6bb5', u'\\u5168\\u65b0', u'\\u65c5\\u7a0b', u'\\u5e78\\u798f', u'\\u5929\\u6daf', u'\\u98de\\u5954', u'\\u56de\\u5934', u'\\u5f80\\u524d', u'\\u98de\\u5954', u'\\u5954\\u8dd1\\u54272015']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u90d1\\u607a', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a']\n",
+        "[u'\\u90dc\\u6797', u'\\u5148\\u662f', u'\\u52a9\\u653b', u'\\u5434\\u66e6', u'\\u518d', u'\\u52a9\\u653b', u'\\u5b59', u'\\u4e9a\\u6d32\\u676f']\n",
+        "[u'\\u6f5c\\u529b\\u80a1', u'\\u5206\\u4eab']\n",
+        "[u'\\u6b27\\u5143', u'\\u67b6\\u52bf', u'\\u4e2d\\u56fd', u'\\u5927\\u5988', u'\\u79bb\\u89e3', u'\\u5957', u'\\u4e0d\\u8fdc']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5f00\\u53d1', u'\\u6307\\u5357', u'\\u63a8\\u8350', 'ios', 'pdf', u'\\u5fae\\u76d8', u'\\u660e\\u5a9a\\u4e4b\\u540e\\u9690\\u85cf\\u7684\\u6e7f']\n",
+        "[u'\\u4e70', u'\\u4e66', u'\\u4e00\\u76f4', u'\\u4ee5\\u6765', u'\\u575a\\u6301', u'\\u6700', u'\\u5149\\u8363', u'\\u4f20\\u7edf']\n",
+        "[u'\\u597d\\u8d35', u'\\u5988\\u86cb', u'\\u77ac\\u95f4', u'\\u611f\\u89c9', u'\\u597d\\u7a77', u'\\u597d', u'\\u7a77', u'\\u597d', u'\\u7a77', u'\\u597d', u'\\u7a77']\n",
+        "[u'\\u5e74\\u5ea6', u'\\u5927\\u4f17', u'\\u559c\\u7231', u'\\u79cd', u'\\u56fe\\u4e66', u'\\u7968\\u9009', u'\\u53c2\\u4e0e', u'\\u6211\\u521a', u'\\u4e07\\u4e07', u'\\u6ca1\\u60f3\\u5230', u'\\u7406\\u5de5\\u79d1', u'\\u601d\\u7ef4', u'\\u7406\\u89e3', u'\\u4e16\\u754c']\n",
+        "[u'\\u7ec3\\u8f66', u'\\u8f66', u'\\u65e0\\u804a', u'\\u65f6', u'\\u65c1\\u8fb9', u'\\u7f8e\\u5973', u'\\u53ef\\u770b', u'\\u771f\\u723d', u'\\u5e78\\u597d', u'\\u4fdd\\u6301', u'\\u4e0d\\u4ee5', u'\\u7f8e\\u559c', u'\\u4e0d\\u4ee5', u'\\u5973\\u60b2', u'\\u7cbe\\u795e\\u72b6\\u6001']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'ios', 'human', 'interface', 'guidelines', 'pdf', u'\\u5fae\\u76d8', u'kDaLabs-\\u53e3\\u888b\\u5b9e\\u9a8c\\u5ba4']\n",
+        "[u'\\u521a\\u521a', u'\\u4e0b\\u8f7d', u'\\u82f1\\u8bed', u'\\u7c7b', u'\\u95ee\\u9898', u'\\u7b54\\u6848', u'\\u96c6\\u9526', u'\\u7cfb\\u7edf\\u5316', u'\\u63a8\\u8350', 'pdf', u'\\u5fae\\u76d8']\n",
+        "[u'\\u9a7e\\u6821', u'\\u91cc', u'\\u7f8e\\u5973', u'\\u6765\\u7ec3\\u8f66', u'\\u7f8e\\u5973', u'\\u529e\\u6cd5', u'\\u4e13\\u5fc3', u'\\u7ec3\\u8f66', u'\\u963f\\u95e8']\n",
+        "[u'\\u6708\\u85aa', u'\\u4e07\\u5143', u'\\u4e00\\u79cd', u'\\u4eba\\u751f', u'\\u4f53\\u9a8c', u'\\u5206\\u4eab', u'\\u81ea\\u6731', u'\\u8001\\u5e08', u'\\u518d', u'\\u9ed1', u'\\u82f1\\u8bed\\u4e13\\u4e1a', u'\\u77e5\\u4e4e\\uff09', u'\\u6587\\u51a4\\u9601\\u5927\\u5b66\\u58eb']\n",
+        "[u'\\u89c4\\u5212']\n",
+        "[u'\\u538b\\u529b', u'\\u6d4b\\u8bd5', 'yii', 'yii']\n",
+        "['happy', 'new', 'year', 'wish', 'friends', 'happy', 'healthy', 'successful', 'fulfilling']\n",
+        "[u'\\u6302\\u5931', u'\\u4e00\\u4e0b', u'\\u6536\\u5757', u'\\u7a81\\u7136', u'\\u597d\\u611f', u'\\u5e74', u'\\u4fe1\\u7528\\u5361', u'\\u4e0d\\u820d', u'\\u5fcd', u'\\u62db\\u5546\\u94f6\\u884c\\u4fe1\\u7528\\u5361']\n",
+        "['ddddddddddddddddddd']\n",
+        "[u'\\u6d4b\\u8bd5']\n",
+        "[u'\\u6d4b\\u8bd5']\n",
+        "[u'\\u6d4b\\u8bd5', u'\\u5206\\u4eab', u'\\u793c\\u7269\\u8bf4']\n",
+        "[u'\\u9001\\u7ed9', u'\\u5403\\u8d27', u'\\u795e\\u5668', u'\\u8d85\\u840c', u'\\u7f8e\\u98df', u'\\u673a\\u5408\\u8f91', u'\\u5206\\u4eab', 'diy', u'\\u793c\\u7269\\u8bf4\\uff09']\n",
+        "[u'\\u9001\\u7ed9', u'\\u5403\\u8d27', u'\\u795e\\u5668', u'\\u8d85\\u840c', u'\\u7f8e\\u98df', u'\\u673a\\u5408\\u8f91', u'\\u5206\\u4eab', 'diy', u'\\u793c\\u7269\\u8bf4\\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u4e00\\u4e2a', u'\\u9ad8\\u54c1\\u8d28', u'\\u6444\\u5f71', u'\\u56fe\\u7247', u'\\u7f51\\u7ad9', u'\\u5df2\\u7ecf', u'\\u5f00\\u901a', u'\\u5165\\u9a7b', u'\\u5e0c\\u671b', u'\\u70b9\\u8bc4', u'\\u5206\\u4eab', u'\\u4f5c\\u54c1', u'\\u6444\\u5f71', u'\\u4f5c\\u54c1', u'\\u5206\\u6570', u'\\u6da8\\u8d77\\u6765', u'\\u8c22\\u8c22', 'eput', 'com']\n",
+        "[u'\\u521a\\u521a', u'\\u5165\\u9a7b', u'\\u6c42', u'\\u59d1\\u5a18', u'\\u5173\\u6ce8', u'\\u7f8e\\u4e3d\\u8bf4']\n",
+        "[u'\\u5b66\\u751f', u'\\u515a', u'\\u4e66\\u5305', u'\\u91cc', u'\\u4e00\\u5b9a', u'\\u5341\\u6b3e', u'\\u6587\\u5177', u'\\u5206\\u4eab', u'\\u5185\\u6709\\u5f69\\u86cb', u'\\u793c\\u7269\\u8bf4 )']\n",
+        "[u'\\u4eca\\u5929', u'\\u83b7\\u5f97', u'\\u514d\\u8d39', u'\\u7a7a\\u95f4', u'\\u597d\\u8fd0', u'\\u6307\\u6570', u'\\u9897\\u661f', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u65b0\\u6d6a\\u7f51', u'\\u65d7\\u4e0b', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u7f51\\u76d8', u'\\u5fae\\u76d8\\u7b7e\\u5230', u'\\u5fae\\u76d8']\n",
+        "[u'\\u4e66', u'\\u5df2', u'\\u6536\\u5230', u'\\u4e24', u'\\u65f6\\u95f4', u'\\u4e0a\\u7f51', u'\\u4e0d\\u597d\\u610f\\u601d', u'\\u611f\\u89c9', u'\\u5e78\\u8fd0', u'\\u975e\\u5e38\\u611f\\u8c22', u'\\u6211\\u4f1a', u'\\u4e00\\u5982\\u65e2\\u5f80', u'\\u652f\\u6301', u'\\u5173\\u6ce8', u'\\u540e\\u9762', u'\\u4eca\\u5e74', u'\\u6536\\u85cf', u'\\u4e00\\u4e9b', u'\\u4e66', u'\\u5e0c\\u671b', u'\\u65b0', u'\\u4e00\\u5e74', u'\\u8d5a', u'\\u94b1', u'\\u4e70', u'\\u591a\\u4e66', u'\\u65b0\\u5e74', u'\\u4e00\\u5e74', u'\\u6211\\u8981', u'\\u80fd\\u529b', u'\\u503c', u'\\u66f4\\u4e0a\\u4e00\\u5c42\\u697c', u'\\u56fe\\u7075\\u6559\\u80b2', u'HTML5\\u4e2d\\u56fd']\n",
+        "[u'\\u4eca\\u5929', u'\\u83b7\\u5f97', u'\\u514d\\u8d39', u'\\u7a7a\\u95f4', u'\\u597d\\u8fd0', u'\\u6307\\u6570', u'\\u9897\\u661f', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u65b0\\u6d6a\\u7f51', u'\\u65d7\\u4e0b', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u7f51\\u76d8', u'\\u5fae\\u76d8\\u7b7e\\u5230', u'\\u5fae\\u76d8']\n",
+        "[u'\\u4eca\\u5929', u'\\u83b7\\u5f97', u'\\u514d\\u8d39', u'\\u7a7a\\u95f4', u'\\u597d\\u8fd0', u'\\u6307\\u6570', u'\\u9897\\u661f', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u65b0\\u6d6a\\u7f51', u'\\u65d7\\u4e0b', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u7f51\\u76d8', u'\\u5fae\\u76d8\\u7b7e\\u5230', u'\\u5fae\\u76d8']\n",
+        "[u'\\u4eca\\u5929', u'\\u83b7\\u5f97', u'\\u514d\\u8d39', u'\\u7a7a\\u95f4', u'\\u597d\\u8fd0', u'\\u6307\\u6570', u'\\u9897\\u661f', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u65b0\\u6d6a\\u7f51', u'\\u65d7\\u4e0b', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u7f51\\u76d8', u'\\u5fae\\u76d8\\u7b7e\\u5230', u'\\u5fae\\u76d8']\n",
+        "[u'\\u4eca\\u5929', u'\\u83b7\\u5f97', u'\\u514d\\u8d39', u'\\u7a7a\\u95f4', u'\\u597d\\u8fd0', u'\\u6307\\u6570', u'\\u9897\\u661f', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u65b0\\u6d6a\\u7f51', u'\\u65d7\\u4e0b', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u7f51\\u76d8', u'\\u5fae\\u76d8\\u7b7e\\u5230', u'\\u5fae\\u76d8']\n",
+        "[u'\\u521a\\u521a', u'\\u5206\\u4eab', u'\\u8d85\\u8d5e', u'\\u9ad8\\u6e05', u'\\u70df\\u96fe', u'\\u7b14\\u5237', u'\\u96c6\\u5408', u'\\u4fdd\\u5b58', 'photoshop', 'zip', u'Photoshop\\u5927\\u5e08', u'\\u5fae\\u76d8\\uff0c\\u63a8\\u8350\\u7ed9\\u5927\\u5bb6\\uff01']\n",
+        "[u'\\u4eca\\u5929', u'\\u83b7\\u5f97', u'\\u514d\\u8d39', u'\\u7a7a\\u95f4', u'\\u597d\\u8fd0', u'\\u6307\\u6570', u'\\u9897\\u661f', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u65b0\\u6d6a\\u7f51', u'\\u65d7\\u4e0b', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u7f51\\u76d8', u'\\u5fae\\u76d8\\u7b7e\\u5230', u'\\u5fae\\u76d8']\n",
+        "[u'\\u4eca\\u5929', u'\\u83b7\\u5f97', u'\\u514d\\u8d39', u'\\u7a7a\\u95f4', u'\\u597d\\u8fd0', u'\\u6307\\u6570', u'\\u9897\\u661f', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u65b0\\u6d6a\\u7f51', u'\\u65d7\\u4e0b', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u7f51\\u76d8', u'\\u5fae\\u76d8\\u7b7e\\u5230', u'\\u5fae\\u76d8']\n",
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+        "[u'\\u656c\\u793c']\n",
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+        "[u'\\u533b\\u9662', u'\\u6253\\u4ea4\\u9053', u'\\u5feb\\u6210', u'\\u533b\\u751f', u'\\u4eca\\u5929', u'\\u5b66\\u4e60', u'\\u4e00\\u4e2a', u'\\u91cd\\u8981', u'\\u53c2\\u6570', 'crp']\n",
+        "[u'\\ud83d', u'\\ude31', u'\\u770b\\u5230', u'\\u706b\\u7badVS\\u9a91\\u58eb']\n",
+        "[u'\\u5938\\u5f20', u'\\u7a0b\\u5e8f\\u5458', u'\\u9006\\u88ad', u'\\u901f\\u6210', u'\\u624b\\u518c', u'\\u9605\\u8bfb']\n",
+        "[u'\\u6295\\u7ed9', u'\\u8a79\\u59c6\\u65af', u'\\u54c8\\u767b', u'\\u4eb2\\u4eec', u'\\u53c2\\u52a0', u'2015\\u5b89\\u8e0fNBA\\u5168\\u660e\\u661f\\u6295\\u7968']\n",
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+        "[u'\\u5a01\\u9707', u'\\u5929\\u662f', u'\\u70bc\\u6210', u'\\u5a01\\u65af\\u7279', u'\\u5e03\\u9c81\\u514b', u'\\u6050\\u6016', u'\\u65e5\\u5e38', u'\\u8bad\\u7ec3', u'\\u8ba1\\u5212', u'\\u66dd\\u5149', u'\\u5206\\u4eab', u'\\u4eca\\u65e5\\u5934\\u6761 )']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u671f\\u672b\\u8003\\u8bd5', u'\\u90a3\\u5e74', u'\\u4e2d\\u5fcd', u'\\u8003\\u8bd5', u'\\u8bf6']\n",
+        "[u'\\u65e9', u'\\u4e00\\u523b', u'\\u665a', u'\\u4e00\\u523b', u'\\u6070\\u5230\\u597d\\u5904', u'\\u5e94\\u666f']\n",
+        "[u'\\u5fcd\\u4e0d\\u4f4f', u'\\u518d', u'\\u4e00\\u5f20']\n",
+        "[u'\\u53ca\\u65f6', u'\\u54c8\\u54c8\\u54c8\\u54c8', u'\\u54c8\\u54c8\\u54c8\\u54c8']\n",
+        "[u'\\u5168\\u573a', u'\\u5c04\\u95e8', u'\\u7279', u'\\u8fdb', u'\\u4e00\\u4e2a', u'\\u6b21\\u5965', u'\\u5c4e', u'\\u554a\\u554a\\u554a', u'\\u554a\\u554a\\u554a', u'\\u62e6', u'\\u6211\\u8981', u'\\u5929\\u53f0']\n",
+        "[]\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
+        "['hp', 'lab', 'first', 'computer', 'achieve', 'terascale', 'computing', 'demonstrated', 'late', 'first', 'petascale', 'computer', 'demoed', 'better', 'performance', 'expect', 'first', 'exascale', 'computer', 'appear', 'around', 'end', 'next', 'decade']\n",
+        "[u'\\u2013', 'nand', 'designs', 'vendors', 'hustle', 'get', 'flash', 'closer', 'compute', 'memory', 'channel', 'utilises', 'parallel', 'access', 'increase', 'data', 'access', 'speed', 'diablo', 'testing', 'per', 'cent', 'read', 'write', 'ratio', 'saw', 'mean', 'write', 'latency', 'better', 'multiple', 'pcie', 'vendors']\n",
+        "['huawei', 'benchmarking', 'ulltradimms', 'recorded', 'access', 'latency', 'shorter', 'five', 'microseconds', 'rh', 'rack', 'servers', 'deliver', 'increase', 'random', 'write', 'performance', 'using', 'gb', 'raid', 'disk', 'set']\n",
+        "[u'\\u65b0\\u4e66', u'\\u5c0f\\u65f6', u'\\u81ea\\u6bc1', u'\\u523a\\u6fc0', u'\\u4e66\\u672c', u'\\u6bc1', 'james', 'patterson']\n",
+        "[u'\\u88ab\\u52a8', u'\\u6c99\\u7279', u'\\u8ffd\\u52a0', u'\\u4ebf\\u7f8e\\u5143', u'\\u7528\\u4e8e', u'\\u9875\\u5ca9', u'\\u6cb9\\u6c14', u'\\u5f00\\u53d1', u'\\u6c99\\u7279', u'\\u56fd\\u8425', u'\\u77f3\\u6cb9', u'\\u516c\\u53f8', u'\\u79f0', u'\\u518d\\u6b21', u'\\u51fa\\u8d44', u'\\u4ebf\\u7f8e\\u5143', u'\\u5f00\\u53d1', u'\\u9875\\u5ca9', u'\\u6cb9\\u6c14', u'\\u7d2f\\u8ba1', u'\\u603b', u'\\u6295\\u8d44', u'\\u8fbe\\u5230', u'\\u4ebf\\u7f8e\\u5143', u'\\u516c\\u53f8', u'\\u5426\\u8ba4', u'\\u6c99\\u7279', u'\\u77f3\\u6cb9', u'\\u653f\\u7b56', u'\\u6253\\u51fb', u'\\u7f8e\\u56fd', u'\\u9875\\u5ca9', u'\\u6cb9', u'\\u8bf4\\u6cd5', u'\\u79f0', u'\\u6c99\\u7279', u'\\u4e0b', u'\\u4e00\\u4e2a', u'\\u9875\\u5ca9', u'\\u6cb9\\u6c14', u'\\u5f00\\u53d1', u'\\u5148\\u950b', 'ceo', u'\\u534e\\u5c14\\u8857\\u89c1\\u95fb']\n",
+        "[u'\\u5929\\u5f18', u'\\u4f59\\u989d', u'\\u5b9d', u'\\u73b0\\u91d1', u'\\u5360', u'\\u56de\\u62a5\\u7387', u'\\u6392\\u540d\\u7b2c', u'\\u5206\\u4eab', u'\\u8682\\u8681', u'\\u91d1\\u670d', u'\\u94b1', u'\\u8d37', u'\\u65b0\\u6d6a\\u79d1\\u6280']\n",
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+        "[u'\\u7834', 'lib', 'libc', 'version', 'glibc', 'found']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6dd8\\u5b9d', u'\\u5c0f', u'\\u70ae\\u8f70', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u7f51\\u76d1\\u53f8', u'\\u53f8\\u957f', u'\\u4f10', u'\\u5f00\\u5fc3', u'\\u6dd8\\u5b9d', u'\\u6295\\u7ed9', u'\\u652f\\u6301', u'\\u6dd8\\u5b9d', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u62a5\\u544a', u'\\u4e25\\u8c28', u'\\u7f3a\\u4e4f', u'\\u51c6\\u786e\\u6027', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u8d22\\u7ecf\\u7f51']\n",
+        "[u'\\u81f4\\u7f51', u'\\u76d1\\u53f8', u'\\u6253\\u5047', u'\\u7535\\u5546', u'\\u81f4\\u7f51', u'\\u76d1\\u53f8', u'\\u6253\\u5047', u'\\u7535\\u5546', u'\\u6211\\u6709\\u8bdd\\u8bf4']\n",
+        "[u'\\u8fd9\\u662f', u'\\u4e00\\u4efd', u'\\u767d\\u76ae\\u4e66', u'\\u8fd9\\u662f', u'\\u4e00\\u4efd', u'\\u767d\\u76ae\\u4e66', u'\\u6211\\u6709\\u8bdd\\u8bf4']\n",
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+        "[u'\\u5206\\u4eab', u'\\u4e00\\u4e2a', u'\\u6444\\u5f71\\u5e08', u'\\u5229\\u7528', u'\\u4fee\\u590d', u'\\u5149\\u7ebf', u'\\u4e0d\\u597d', u'\\u62cd\\u51fa', u'\\u7167\\u7247', u'\\u79d8\\u6cd5', u'\\u5e2e', u'\\u8f7b\\u677e', u'\\u89e3\\u51b3', u'\\u5168', u'\\u753b\\u5e45', u'\\u76f8\\u673a', u'\\u706f\\u5149', u'\\u5149\\u7167', u'\\u7528\\u5177', u'\\u5bfc\\u81f4', u'\\u62cd\\u6444', u'\\u5b8c\\u7f8e', u'\\u51fa\\u73b0', u'\\u566a\\u70b9', u'\\u60c5\\u51b5', u'\\u6253\\u9020', u'\\u51fa\\u8d85', u'\\u8d5e', u'\\u552f\\u7f8e', u'\\u8272\\u8c03', u'\\u4eba\\u50cf', u'\\u6548\\u679c', u'\\u8f6c\\u7ed9', u'\\u9700\\u8981', u'\\u5c0f\\u4f19\\u4f34', 'photoshop', u'\\u514e\\u7f8e\\u9171Bunny']\n",
+        "[u'\\u5206\\u4eab', u'\\u6b3e\\u70ab\\u9177', u'\\u9b54\\u6cd5\\u9635', u'\\u7d20\\u6750', u'\\u96c6\\u5408', u'\\u5305\\u542b', u'\\u975e', u'\\u5143\\u7d20', u'\\u7c7b\\u4e94\\u8292', u'\\u661f\\u6cd5\\u9635', u'\\u5143\\u7d20', u'\\u7c7b\\u516d\\u8292', u'\\u661f\\u6cd5\\u9635', u'\\u7ec4\\u5408', u'\\u7c7b\\u6cd5\\u9635', u'\\u5206\\u89e3', u'\\u7c7b\\u6cd5\\u9635', u'\\u7b26\\u53f7', u'\\u7c7b\\u6cd5\\u9635', u'\\u5b9e\\u7269', u'\\u7ed3\\u5408', u'\\u7c7b\\u6cd5\\u9635', u'\\u51e0\\u5927\\u7c7b', u'\\u9b54\\u6cd5\\u9635', u'\\u5fae\\u76d8', u'\\u6253\\u5305', u'\\u4e0b\\u8f7d', u'\\u6253\\u9020', u'\\u6e38\\u620f', u'\\u52a8\\u6f2b', u'\\u8bbe\\u8ba1', u'\\u9b54\\u6cd5', u'\\u7279\\u6548', u'\\u5e38\\u7528', u'\\u8f6c\\u7ed9', u'\\u9700\\u8981', u'\\u5c0f\\u4f19\\u4f34', 'photoshop']\n",
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+        "['farewell', 'like', 'say', 'farewell', 'hope', 'everything', 'fine', 'wish', 'guys', 'happy', 'new', 'year']\n",
+        "[u'\\u5fd9\\u4e71', u'\\u53f7', u'\\u8fc7\\u53bb']\n",
+        "[u'\\u52a0\\u83f2\\u732b', u'\\u633a', u'\\u6f02\\u4eae']\n",
+        "['power', 'ep']\n",
+        "['rs']\n",
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+        "[u'\\u5b66\\u4e60', 'mark']\n",
+        "[u'\\u4e3a\\u5565', u'\\u6211\\u4f1a', u'\\u770b\\u6210']\n",
+        "[u'\\u817f\\u62bd\\u7b4b', u'\\u597d', u'\\u96be\\u8fc7']\n",
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+        "[u'\\u8054\\u60f3', u'\\u6700\\u5dee']\n",
+        "[]\n",
+        "[u'\\u6df1\\u591c']\n",
+        "[u'\\u51fa\\u53d1', u'\\u5468\\u6a59\\u6a59']\n",
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+        "[u'\\u829d\\u9ebb', u'\\u5206', u'\\u4e4b\\u95f4', u'\\u4fe1\\u7528', u'\\u4f18\\u79c0', u'\\u6652\\u4fe1\\u7528']\n",
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+        "['great', 'firewall', 'china', 'nearly', 'complete']\n",
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+        "[]\n",
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+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u5143\\u65e6', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u9648\\u5b66\\u51ac', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u54c7\\u585e', u'\\u65b0\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'M\\u9e7fM', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u5143\\u65e6', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u5954\\u8dd1\\u54272015', u'\\u674e\\u6668', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u5143\\u65e6', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u5954\\u8dd1\\u54272015', u'\\u90d1\\u607a', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u5143\\u65e6', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u9648\\u5b66\\u51ac', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[]\n",
+        "[u'\\u90e8\\u95e8', u'\\u5e74\\u4f1a', u'\\u6253\\u7b97', u'\\u62a5', u'\\u94a2\\u7ba1\\u821e', u'\\u60f3\\u60f3', u'\\u8eab\\u6750', u'\\u81c3\\u80bf', u'\\u7b97\\u4e86\\u5427', u'\\u5c3c\\u739b', u'\\u8df3', 'show']\n",
+        "['test']\n",
+        "[u'\\u65e9\\u5b89', 'shijin']\n",
+        "[u'\\u5916\\u53f7', u'\\u9ea6\\u8d70', u'\\u8c03\\u6562', u'\\u542c', u'\\u4e00\\u6b65', u'\\u4e24\\u6b65', u'\\u4e00\\u6b65', u'\\u4e24\\u6b65', u'\\u4e00\\u6b65', u'\\u4e00\\u6b65', u'\\u4f3c', u'\\u722a\\u7259', u'\\u4f3c', u'\\u9b54\\u9b3c', u'\\u6b65\\u4f10', u'\\u6469\\u64e6', u'\\u6469\\u64e6']\n",
+        "[u'\\u4eb2\\u4eec', u'\\u52a0\\u6cb9', u'\\u73b0\\u91d1', u'\\u8865\\u8d34', u'\\u62db\\u624b', u'\\u62fc', u'\\u4eba\\u54c1', u'\\u5143\\u9759\\u5f85', u'\\u6709\\u7f18\\u4eba', u'\\u4efd', u'\\u5206\\u4eab', u'\\u6bd4\\u6bd4', u'\\u9886', u'\\u9886\\u65b0\\u5e74\\u8865\\u8d34']\n",
+        "[u'\\u65b0\\u5e74', u'\\u65b0\\u6c14\\u8c61', u'\\u51c6\\u5907', u'\\u73b0\\u91d1', u'\\u7ea2\\u5305', u'\\u6700\\u9ad8', u'\\u5143', u'\\u9886\\u53d6', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6bd4\\u6bd4', u'\\u9886', u'\\u9886\\u65b0\\u5e74\\u8865\\u8d34']\n",
+        "[u'\\u62c9\\u83f2', u'\\u7b97', u'\\u6559\\u4e3b', 'homesite', u'\\u5fae\\u535a\\u7528\\u6237\\u4ea7\\u54c1\\u7814\\u53d1\\u56e2\\u961f']\n",
+        "[u'\\u4e0b', u'\\u52a0\\u8f7d', u'\\u597d\\u6162', u'\\u5c0f', u'\\u5929\\u5929', 'wi', 'fi']\n",
+        "[u'\\u6c90\\u7136', u'\\u7238\\u7238', u'\\u80e1\\u6ce2_']\n",
+        "[u'\\u53d1', u'\\u8bc4\\u8bba', u'\\u6210\\u529f', u'\\u8bc4\\u8bba', u'\\u5217\\u8868', u'\\u770b\\u4e0d\\u5230', u'\\u80e1\\u6ce2', u'\\u6c90\\u7136\\u7684\\u7238\\u7238']\n",
+        "[u'\\u4eba\\u8eab', u'\\u4fdd\\u8bc1', u'\\u4ec7', u'\\u6028']\n",
+        "[u'\\u6d4b\\u8bd5', u'\\u6ce1\\u6cab']\n",
+        "[]\n",
+        "[u'\\u571f\\u8c6a', u'\\u8bf7\\u70b9', u'\\u8d5e', u'\\u627e', u'\\u6709\\u4e8b', u'\\u804a']\n",
+        "[u'\\u4e91\\u9f99', 'dragon']\n",
+        "[u'\\u54c7\\u585e', u'\\u65b0\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u4e00\\u8d77\\u53d1\\u7ea2\\u5305\\u5427', u'\\u66f9\\u589e\\u8f89', u'\\u8dd1\\u8005\\u5b50\\u725b']\n",
+        "[u'\\u54c7\\u585e', u'\\u65b0\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u4e00\\u8d77\\u53d1\\u7ea2\\u5305\\u5427', u'\\u66f9\\u589e\\u8f89', u'\\u8dd1\\u8005\\u5b50\\u725b']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u6d4b\\u8bd5']\n",
+        "[u'\\u56de\\u5230', u'\\u7231', u'\\u5730\\u65b9', u'\\u6ce1\\u6cab# #\\u65f6\\u5c1a\\u5148\\u751f# ']\n",
+        "[u'\\u6469\\u64e6', u'\\u6469\\u64e6', u'\\u5149\\u6ed1', u'\\u5730\\u4e0a', u'\\u6469\\u64e6', u'\\u4e00\\u6b65', u'\\u4e24\\u6b65', u'\\u4e00\\u6b65', u'\\u4e24\\u6b65', u'\\u4e00\\u6b65', u'\\u4e00\\u6b65', u'\\u4f3c', u'\\u722a\\u7259', u'\\u4f3c', u'\\u9b54\\u9b3c', u'\\u6b65\\u4f10', u'\\u62c9\\u83f2\\u7684\\u6ed1\\u677f\\u978b']\n",
+        "[u'\\ud83d', u'\\udc11', u'\\ud83d', u'\\udc11', u'\\ud83d', u'\\udc11']\n",
+        "[u'\\ud83d', u'\\udc11', u'\\ud83d', u'\\udc11', u'\\ud83d', u'\\udc11']\n",
+        "[u'\\u98df\\u6b32', u'\\ud83d', u'\\ude02', 'sina', 'food']\n",
+        "[u'\\u65b0\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u65b0\\u5e74', u'\\u7ea2\\u5305', u'\\u8ba9\\u7ea2\\u5305\\u98de', u'Herman', u'\\u674e\\u5c0f\\u5706\\u662f\\u6211']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u65b0\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u8ba9\\u7ea2\\u5305\\u98de', u'Herman', u'\\u8272\\u5757']\n",
+        "[u'\\u6700\\u8fd1', u'\\u603b\\u662f', u'\\u624b\\u6ed1', u'\\u610f\\u5916', u'\\u70b9\\u8d5e']\n",
+        "[u'\\u5fd9', u'\\u8fc7\\u5934', u'\\u5fd8\\u8bb0', u'\\u53c2\\u52a0', u'\\u5fae\\u535a\\u4e4b\\u591c']\n",
+        "[u'\\u5fae\\u535a', u'\\u6d3b\\u52a8', u'\\u7968\\u9009', u'\\u4e2d\\u6295', u'\\u5fc3\\u76ee', u'\\u4e2d', u'\\u7231\\u8c46', u'\\u4e54\\u632f\\u5b87', u'\\u5b9d\\u5ea7', u'\\u4e00\\u6b65', 'king', 'queen', 'ta', 'king', 'quuen', u'2014\\u5fae\\u535a\\u4e4b\\u591c']\n",
+        "[u'\\u5fae\\u535a', u'\\u6d3b\\u52a8', u'\\u7968\\u9009', u'\\u4e2d\\u6295', u'\\u5fc3\\u76ee', u'\\u4e2d', u'\\u7231\\u8c46', u'\\u9ad8\\u5706\\u5706', u'\\u5b9d\\u5ea7', u'\\u4e00\\u6b65', 'king', 'queen', 'ta', 'king', 'quuen', u'2014\\u5fae\\u535a\\u4e4b\\u591c']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u8d27', u'\\u51c6\\u65f6', u'\\u9001\\u5230', u'\\u5de5\\u4f4d', u'\\u8d64\\u961d\\u660e']\n",
+        "[]\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u59da\\u8d1d\\u5a1c']\n",
+        "[u'\\u4e00\\u5929', u'\\u6d88\\u505c']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u9ec4\\u534e\\u57fa', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u9ec4\\u534e\\u57fa', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u8fc1\\u79fb', u'\\u65b0', u'\\u5f00\\u53d1', u'\\u673a', u'\\u592a\\u6162', u'\\u5c3c\\u739b', u'\\u65e0\\u6cd5\\u5fcd\\u53d7']\n",
+        "[u'\\u7ea2\\u5305', u'\\u98de', u'\\u98de', 'test']\n",
+        "[u'\\u7ea2\\u5305', u'\\u98de\\u4e2b\\u98de']\n",
+        "[u'\\u5076\\u9047', u'\\u4fe9', u'\\u571f\\u8c6a', u'\\u5403', u'\\u5927\\u9910', u'DragoN_\\u4e91\\u9f99 ']\n",
+        "[]\n",
+        "[u'\\u4eba\\u54c1', u'\\u4eba\\u54c1', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u62a2', u'\\u4e00\\u8d77\\u53d1\\u7ea2\\u5305\\u5427', u'\\u4ed8\\u723dciiindy']\n",
+        "[u'\\u5c42', u'\\u53f7', u'\\u4f1a\\u8bae\\u5ba4', u'\\u5f00\\u4f1a', u'\\u7a92\\u606f', u'\\u901a\\u98ce', u'\\u95f7', u'\\u70ed']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u65b0\\u7248', u'\\u5fae\\u535a', u'\\u5ba2\\u6237\\u7aef', u'\\u6709\\u6ca1\\u6709', u'\\u611f\\u89c9', u'\\u53d8\\u6162', u'\\u70b9', u'\\u53cd\\u5e94', u'\\u5361\\u6b7b', u'\\u80e1\\u6ce2', 'ios']\n",
+        "[u'\\u4e24\\u4f0a', u'\\u5927\\u6218']\n",
+        "[u'\\u7279\\u4e48\\u65ad', u'\\u7f51']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "['test']\n",
+        "[]\n",
+        "[]\n",
+        "['svg', 'onload', 'alert']\n",
+        "[]\n",
+        "[u'\\u5b9a\\u65f6', u'\\u53d1', 'test']\n",
+        "[]\n",
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+        "[u'\\u505a', u'\\u5bb6\\u52a1', u'\\u653e', u'\\u8282\\u594f', u'\\u592a\\u5feb', u'\\u97f3\\u4e50']\n",
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+        "[u'\\u4e0a\\u7bc7', u'\\u8bf4', u'\\u4e00\\u53f0', u'\\u6838', u'\\u673a\\u5668', u'\\u53ea\\u80fd', u'\\u538b\\u6ee1\\u4e2a', u'\\u7ebf\\u7a0b', u'\\u731c', u'\\u67d0\\u5904', u'\\u5b58\\u5728', u'\\u4e00\\u4e2a', u'\\u74f6\\u9888', u'\\u51e0\\u5929', u'\\u65f6\\u4e0d\\u65f6', u'\\u60f3\\u8d77', u'\\u4e8b', u'\\u8bd5\\u8fc7', u'\\u51e0\\u4e2a', u'\\u65b9\\u6848', u'\\u672a\\u627e\\u5230', u'\\u74f6\\u9888', u'\\u4eca\\u5929', u'\\u559d\\u5b8c', u'\\u7f8a\\u8089\\u6c64', u'\\u518d', u'\\u626b', u'\\u4e00\\u773c', u'\\u4ee3\\u7801', u'\\u627e\\u5230', u'\\u8fd9\\u662f', u'\\u4fee\\u6539', u'\\u5b8c\\u6bd5', u'\\u4e07', u'\\u6bcf\\u79d2', u'\\u4e07', u'\\u6bcf\\u79d2', 'get', 'put', u'asore']\n",
+        "[u'\\u4e00\\u4e2a\\u6708', u'\\u521d\\u6210', u'\\u6301\\u4e45', u'\\u5316', u'\\u5df2', u'\\u4e00\\u4e2a', u'\\u5206\\u5e03\\u5f0f', u'\\u7ed3\\u6784\\u5316', u'\\u6570\\u636e', u'\\u5185\\u5b58', u'\\u5b58\\u50a8', u'\\u8bbe\\u8ba1', u'\\u8981\\u70b9', u'\\u6bcf\\u6761', u'\\u8bb0\\u5f55', u'\\u4e00\\u4e2a', u'\\u5206\\u7247', u'\\u96c6\\u7fa4', u'\\u6269\\u5c55', u'\\u6df1\\u5ea6', u'\\u5b9a\\u4f4d', u'\\u6570\\u636e', u'\\u5b57', u'\\u6bb5', u'\\u66f4\\u65b0', u'\\u65f6', u'\\u8c03\\u7528', u'\\u811a\\u672c', u'\\u63a5\\u53e3', u'\\u6f14\\u793a', u'\\u6709\\u8da3', u'\\u72b6\\u6001', u'\\u8f6c\\u6362', u'\\u7528\\u6cd5', u'\\u9879\\u76ee', u'\\u9700\\u6c42', u'\\u8bbe\\u8ba1', 'actor', 'akka', 'avpath', 'js', 'rest', 'json', 'push', u'astore', u'aimingoo \\u7528 node.js']\n",
+        "[u'\\u8003\\u8651', u'\\u6301\\u4e45', u'\\u5316', u'\\u63d0\\u4f9b', u'\\u4e24\\u79cd', u'\\u673a\\u5236', u'\\u7c7b\\u4f3c', u'\\u6301\\u4e45', u'\\u5316', u'\\u7c92\\u5ea6', u'\\u64cd\\u4f5c', u'\\u63a7\\u5236', u'\\u6bcf\\u4e2a', u'\\u7c92\\u5ea6', u'\\u5b9e\\u73b0', u'\\u8868\\u73b0', u'\\u5c1d\\u8bd5', u'\\u4e00\\u4e0b', 'astore', 'akka', 'persistence', 'journal', 'snapshot', 'redis', 'aof', 'rdb', 'akka', 'actor', 'astore']\n",
+        "[u'\\u8fd9\\u8282', u'\\u5fae\\u535a', u'HT\\u7ebf\\u7a0b']\n",
+        "[u'\\u63d0\\u4f9b', u'\\u4e24\\u79cd', u'\\u673a\\u5236', u'\\u7c7b\\u4f3c', u'\\u6301\\u4e45', u'\\u5316', u'\\u64cd\\u4f5c', u'\\u7c92\\u5ea6', u'\\u63a7\\u5236', u'\\u6bcf\\u4e2a', u'\\u7c92\\u5ea6', u'\\u5b9e\\u73b0', u'\\u8868\\u73b0', u'\\u6253\\u7b97', u'\\u5c1d\\u8bd5', u'\\u4e00\\u4e0b', 'akka', 'persistence', 'journal', 'snapshot', 'redis', 'aof', 'rdb', 'akka', 'actor', 'astore']\n",
+        "[u'\\u4e00\\u4f1a', u'\\u6700\\u8fd1', u'\\u7ad9\\u70b9', u'\\u4e0d\\u592a\\u7a33', 'oss', 'sonatype', 'org']\n",
+        "[u'\\u4ee5\\u524d', u'\\u7845\\u8c37', u'\\u54e5\\u4eec', u'\\u731c', u'\\u4f4f', u'\\u5317\\u6781', u'\\u4e3b\\u8981', u'\\u7cbe\\u529b', u'\\u4e00\\u4e2a\\u6708', u'\\u8fc7\\u53bb', u'\\u597d\\u5947', u'\\u4e00\\u4e0b', u'\\u6253\\u5361', u'\\u4f53\\u73b0', u'\\u4f5c\\u606f\\u65f6\\u95f4', 'astore', 'commit']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u52a0\\u8f7d', u'\\u957f\\u5fae\\u535a', u'\\u56fe\\u7247', u'\\u611f\\u89c9', u'\\u54ea\\u753b', u'\\u5708']\n",
+        "[u'\\u53e4\\u4eba', u'\\u770b\\u5230', u'\\u6708\\u4eae', u'\\u5706', u'\\u60f3\\u8c61', u'\\u4f4f', u'\\u5730\\u65b9', u'\\u5706', u'\\u5982\\u679c\\u8bf4', u'\\u5706\\u7403', u'\\u4eba', u'\\u7ad9\\u4e0d\\u4f4f', u'\\u5ae6\\u5a25', u'\\u4f4f']\n",
+        "[u'\\u4e0b', u'\\u5e76\\u53d1', u'\\u7279\\u6027', u'\\u505a', u'\\u5168\\u9762', u'\\u6d4b\\u8bd5', u'\\u5ba2\\u6237\\u673a', u'\\u5f00\\u4e2a', u'\\u8fdb\\u7a0b', u'\\u8bbe\\u7f6e', u'\\u4e2d\\u4e2a', u'\\u56fa\\u5b9a', u'\\u7528\\u4e8e', u'\\u7ebf\\u7a0b', u'\\u9010\\u6e10', u'\\u589e\\u52a0', u'\\u8c03\\u5ea6', u'\\u4e3b\\u7ebf', u'\\u7a0b\\u6570', u'\\u4e0b\\u56fe', u'\\u66f2\\u7ebf', u'\\u4e3b\\u7ebf', u'\\u7a0b\\u524d', u'\\u7ebf\\u6027', u'\\u6269\\u5c55', u'\\u538b\\u6ee1', 'astore', 'akka', 'ht', 'ab', 'akka', 'nio', 'selector', 'actors', 'parallelism', 'cpu', u'HT\\u7ebf\\u7a0b']\n",
+        "[u'\\u4e0b', u'\\u5e76\\u53d1', u'\\u7279\\u6027', u'\\u505a', u'\\u5168\\u9762', u'\\u6d4b\\u8bd5', u'\\u5ba2\\u6237\\u673a', u'\\u5f00\\u4e2a', u'\\u8fdb\\u7a0b', u'\\u8bbe\\u7f6e', u'\\u4e2d\\u4e2a', u'\\u56fa\\u5b9a', u'\\u7528\\u4e8e', u'\\u7ebf\\u7a0b', u'\\u9010\\u6e10', u'\\u589e\\u52a0', u'\\u8c03\\u5ea6', u'\\u4e3b\\u7ebf', u'\\u7a0b\\u6570', u'\\u4e0b\\u56fe', u'\\u66f2\\u7ebf', u'\\u4e3b\\u7ebf', u'\\u7a0b\\u524d', u'\\u7ebf\\u6027', u'\\u6269\\u5c55', u'\\u4ece\\u4e2a', u'\\u5df2', 'astore', 'akka', 'ht', 'ab', 'akka', 'nio', 'selector', 'actors', 'parallelism', 'cpu', u'HT\\u7ebf\\u7a0b']\n",
+        "[u'\\u6d4b\\u8bd5', u'\\u60c5\\u51b5', u'\\u81f3\\u5c11', u'\\u4f7f\\u7528', u'\\u8c03\\u5ea6', u'\\u670d\\u52a1', u'\\u5f00', u'\\u73af\\u5883', u'\\u4e0b', u'\\u538b\\u5230', u'\\u8d85\\u8fc7', u'\\u540e', u'\\u7ebf\\u6027', u'\\u589e\\u52a0', u'\\u7a7a\\u95f4', 'fork', 'join', 'akka', 'ht', 'linux', 'cpu']\n",
+        "[u'\\u6d4b', u'\\u4e00\\u4e2a', u'\\u6570\\u636e', u'\\u5927\\u5c0f', u'\\u76f8\\u8fd1', u'\\u6307\\u6807', u'\\u63a5\\u53e3', u'\\u56db\\u4e2a', u'\\u5171\\u4e2a', u'\\u8fde\\u63a5', u'\\u4e07\\u6b21', u'\\u8bf7\\u6c42', u'\\u968f\\u673a', u'\\u4e07\\u6761', u'\\u5927\\u5c0f', u'\\u6570\\u636e', u'\\u4e07', u'\\u5e73\\u5747', u'\\u54cd\\u5e94', u'\\u65f6\\u95f4', u'\\u5728\\u5185', u'\\u5728\\u5185', u'\\u6570\\u636e\\u4f20\\u8f93', u'\\u91cf', 'redis', 'memtier', 'benchmark', 'rest', 'json', 'ab', 'get', 'bytes', 'ms', 'ms', 'ms', 'cpu', 'mb', u'astore']\n",
+        "[u'\\u624b\\u673a', u'\\u5fae\\u535a', u'\\u5f80\\u540e', u'\\u4ece\\u524d', u'\\u5237', u'\\u65f6\\u95f4', u'\\u7ebf', u'\\u6bcf\\u5237', u'\\u4e00\\u6b21', u'\\u5f80\\u56de', u'\\u5c0f\\u65f6', u'\\u73b0\\u5728', u'\\u5341\\u56db', u'\\u5c0f\\u65f6', u'\\u524d', u'\\u4e00\\u4f1a', u'\\u5237\\u5230', u'\\u5341\\u56db\\u5e74', u'\\u524d']\n",
+        "['sometimes', 'people', 'one', 'imagines', 'anything', 'things', 'one', 'imagine']\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u4e8c\\u70ae', u'\\u624b', u'\\u8288', u'\\u9e7f\\u9f0e\\u8bb0', u'\\u7504', u'\\u5b1b', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
+        "[]\n",
+        "[u'\\u300e', u'\\u7f57', u'\\u7b7e\\u540d', u'\\u6a21\\u4eff\\u79c0', u'\\u300f', 'happy']\n",
+        "[u'\\u300e', u'\\u7f57', u'\\u7b7e\\u540d', u'\\u6a21\\u4eff\\u79c0', u'\\u300f', 'tt']\n",
+        "[u'\\u300e', u'\\u7f57', u'\\u7b7e\\u540d', u'\\u6a21\\u4eff\\u79c0', u'\\u300f', 'yy']\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u554a\\u554a\\u554a', u'\\u300e', u'\\u7f57', u'\\u7b7e\\u540d', u'\\u6a21\\u4eff\\u79c0', u'\\u300f']\n",
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+        "[u'\\u60f3\\u8981', u'\\u8db4\\u4f53\\u8e81', u'\\u7ea6\\u4f1a', u'\\u5c0f\\u80af', u'\\u9001\\u5458', u'\\u52b2\\u6b4c\\u70ed\\u821e', u'\\u9001\\u5230', u'\\u5bb6', u'\\u673a\\u4f1a', u'\\u8d62\\u53d6', u'\\u514d\\u8d39', u'\\u8461\\u5f0f', u'\\u86cb\\u631e', 'high', 'high']\n",
+        "[u'\\u80af\\u5fb7\\u57fa', u'\\u5b85\\u6025\\u9001', u'\\u9001\\u5458\\u6709', u'\\u73b0\\u8eab', u'\\u8db4', u'\\u8e22', u'\\u60f3', u'\\u7ea6', 'high']\n",
+        "[u'\\u80af\\u5fb7\\u57fa', u'\\u5b85\\u6025\\u9001', u'\\u9001\\u5458\\u6709', u'\\u73b0\\u8eab', u'\\u8db4', u'\\u8e22', u'\\u60f3', u'\\u7ea6', 'high']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[]\n",
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+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
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+        "[u'\\u65e7\\u91d1\\u5c71', u'\\u5dee', u'\\u8bd5\\u8bd5', u'\\u963f\\u59c6\\u65af\\u7279\\u4e39']\n",
+        "[u'\\u6a21\\u4eff', u'\\u6e38\\u620f']\n",
+        "[u'\\u77ee', u'\\u9a6c\\u592a', u'\\u597d\\u770b', u'\\u5168\\u8eab', u'\\u9e21\\u76ae\\u7599\\u7629', u'\\u4e0d\\u6562', u'\\u7ed3\\u5a5a', u'\\u4e94\\u661f', u'\\u8d5e', u'Gone Girl']\n",
+        "[u'\\u4ece\\u5927', u'\\u80e1\\u5efa', u'\\u56de\\u5230', u'\\u5317\\u4eac', u'\\u8fd9\\u5c0f', u'\\u534a\\u6708', u'\\u5df2\\u7136', u'\\u6ce1\\u8336', u'\\u7172\\u6c64', u'\\u5ba0\\u574f']\n",
+        "['origin', 'term']\n",
+        "[u'\\u89c9\\u5f97', u'\\u9053\\u7406', u'\\u5206\\u4eab', u'\\u8096\\u955c\\u8f89_\\u5c0f\\u8096 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5e72\\u8d27', u'\\u6ee1\\u6ee1', u'\\u9876', u'\\u4e00\\u4e2a', u'\\u8bc4\\u8bba', u'\\u4e00\\u79cd', u'\\u96ea\\u78a7\\u56fe', u'\\u81ea\\u52a8\\u5316', u'\\u65b9\\u6848', u'\\u8bbe\\u60f3', 'efe', 'blog']\n",
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+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u5730\\u4ea7', u'\\u7814\\u7a76', u'\\u6210\\u672c', u'\\u6570\\u636e\\u5e93', u'\\u5c0f', u'\\u8bae', u'\\u6587', u'\\u5730\\u4ea7', u'\\u7ba1\\u7406', u'\\u7814\\u7a76', u'\\u4e2d\\u5fc3', u'\\u7814\\u7a76\\u5458', u'\\u5deb\\u8f89', u'\\u6240\\u8c13', u'\\u6210\\u672c', u'\\u6570\\u636e\\u5e93', u'\\u7f29\\u5199', u'\\u4f01\\u4e1a', u'\\u641c\\u96c6', u'\\u79ef\\u7d2f', u'\\u6210\\u672c', u'\\u5927\\u91cf', u'\\u4fe1\\u606f', u'\\u5904\\u7406', u'\\u540e', u'\\u4f30\\u8ba1', u'\\u90a3\\u79cd', u'\\u9700\\u6c42', u'\\u6bd4\\u4f8b', u'\\u5229', 'databasecost', 'dbc']\n",
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+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u5efa\\u7b51', u'\\u65f6\\u4e8b', u'\\u6c11\\u4f01', u'\\u5f3a', u'\\u653e\\u699c', u'\\u5bb6', u'\\u5efa\\u7b51', u'\\u4f01\\u4e1a', u'\\u5c31\\u4f4d', u'\\u8f6c\\u578b', u'\\u7a97\\u53e3\\u671f', u'\\u5168\\u56fd\\u5de5\\u5546\\u8054', u'\\u5317\\u4eac', u'\\u53d1\\u5e03', u'\\u6c11\\u8425\\u4f01\\u4e1a', u'\\u5f3a', u'\\u699c\\u5355', u'\\u5171\\u5bb6', u'\\u5efa\\u7b51', u'\\u4f01\\u4e1a', u'\\u8fdb\\u5165', u'\\u699c\\u5355', u'\\u5e7f\\u53a6', u'\\u63a7\\u80a1\\u96c6\\u56e2', u'\\u6709\\u9650\\u516c\\u53f8', u'\\u4e2d', u'\\u5929', u'\\u53d1\\u5c55', u'\\u63a7\\u80a1\\u96c6\\u56e2', u'\\u6709\\u9650\\u516c\\u53f8', u'\\u4e2d']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u5730\\u4ea7', u'\\u8d8b\\u52bf', u'\\u623f\\u5730\\u4ea7', u'\\u5f00\\u542f', u'\\u589e\\u503c\\u7a0e', u'\\u65f6\\u4ee3', u'\\u8ddd\\u79bb', u'\\u56fd\\u52a1\\u9662', u'\\u63d0\\u51fa', u'\\u529b\\u4e89', u'\\u5341\\u4e8c\\u4e94', u'\\u671f\\u95f4', u'\\u5168\\u9762\\u5b8c\\u6210', u'\\u8425', u'\\u6539\\u589e', u'\\u5269\\u4e0b', u'\\u4e00\\u5e74', u'\\u65f6\\u95f4', u'\\u7ecf\\u6d4e', u'\\u53c2\\u8003\\u62a5', u'\\u5fae\\u535a', u'\\u8bb0\\u8005', u'\\u591a\\u6e20\\u9053', u'\\u83b7\\u6089', u'\\u5c1a\\u672a', u'\\u7eb3\\u5165', u'\\u6539\\u9769', u'\\u56db\\u5927', u'\\u884c\\u4e1a', u'\\u4e2d', u'\\u623f\\u5730\\u4ea7\\u4e1a']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u5730\\u4ea7', u'\\u8d8b\\u52bf', u'\\u7559\\u4f4f', u'\\u4eba\\u624d', u'\\u51b3\\u80dc', u'\\u697c\\u5e02', u'\\u4e0b\\u534a\\u573a', u'\\u623f\\u4f01', u'\\u6380', u'\\u5408\\u4f19\\u4eba', u'\\u98ce\\u66b4', u'\\u6838\\u5fc3', u'\\u63d0\\u793a', u'\\u66fe', u'\\u5907\\u53d7', u'\\u623f\\u4f01', u'\\u63a8\\u5d07', u'\\u804c\\u4e1a', u'\\u7ecf\\u7406\\u4eba', u'\\u5236\\u5ea6', u'\\u6b63', u'\\u8d70\\u5411', u'\\u5341\\u5b57\\u8def\\u53e3', u'\\u5229\\u76ca', u'\\u5171\\u4eab', u'\\u6838\\u5fc3', u'\\u5408\\u4f19\\u4eba', u'\\u5236\\u5ea6', u'\\u56fd\\u5185', u'\\u623f\\u5730\\u4ea7', u'\\u884c\\u4e1a', u'\\u98ce\\u751f\\u6c34', u'\\u66fe', u'\\u5907\\u53d7', u'\\u623f\\u4f01', u'\\u63a8\\u5d07', u'\\u804c']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u7528\\u53cb', u'\\u5730\\u4ea7', u'\\u6f5c\\u5fc3', u'\\u5341\\u4e8c\\u5e74', u'\\u68a6\\u60f3', u'\\u8def\\u4e0a', u'\\u7528\\u53cb', u'\\u5730\\u4ea7', u'\\u5341\\u4e8c\\u5e74', u'\\u7cbe\\u5f69\\u5185\\u5bb9', u'\\u8bf7', u'\\u89c1\\u8bc1', u'\\u5171\\u540c', u'\\u7ecf\\u5386', u'\\u7f8e\\u597d\\u65f6\\u5149', u'\\u70b9\\u51fb', u'\\u94fe\\u63a5', u'\\u626b\\u63cf', u'\\u4e8c\\u7ef4\\u7801', u'\\u8f6c\\u7ed9', u'\\u66f4\\u591a\\u540c', u'\\u70ed\\u7231', u'\\u94fe\\u63a5', 'ps']\n",
+        "[]\n",
+        "[u'\\u642d\\u5efa', u'\\u73af\\u5883', u'\\u6bcf\\u5929', u'\\u8fdb\\u6b65', u'\\u4e00\\u70b9\\u70b9', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'ubuntu', 'lamp', 'csdn', 'net']\n",
+        "[u'\\u7528\\u6237', u'\\u7528\\u6237\\u7ec4', u'\\u8bbe\\u7f6e', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'ubuntu', 'acuna', 'csdn', 'net']\n",
+        "[u'\\u732b\\u54aa', u'\\u6674\\u5929', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'oracle', 'instant', 'client', 'tnsping', 'tnsnames', 'ora', 'oracle', 'home', 'csdn', 'net']\n",
+        "[u'\\u6c5f\\u82cf', u'\\u79fb\\u52a8', u'\\u65b0\\u7248', u'\\u7f51\\u5385', u'\\u4e0a\\u7ebf', u'\\u65b0', u'\\u6709\\u8c6a\\u793c', u'\\u4efd', u'\\u73b0\\u5728', u'\\u767b\\u5f55', u'\\u7f51\\u4e0a', u'\\u8425\\u4e1a\\u5385', u'\\u6d41\\u91cf', u'\\u5143', u'\\u8bdd\\u8d39', u'\\u624b\\u673a', u'\\u6392\\u961f', u'\\u9886', u'\\u56de\\u5bb6', 'moto', u'\\u65b0\\u7248\\u7f51\\u5385\\u6709\\u8c6a\\u793c', u'\\u6c5f\\u82cf\\u79fb\\u52a8']\n",
+        "[u'\\u5206\\u4eab', u'\\u5f20\\u6587\\u6587--Psychology ']\n",
+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u66f2', u'\\u5f88\\u4e45', u'\\u533a\\u5206', u'\\u4e13\\u8f91', u'\\u5c01\\u9762', u'\\u5c01\\u9762', u'\\u8bbe\\u8ba1', u'\\u7cbe\\u5fc3', u'\\u5206\\u4eab', 'jacky', 'danny', 'blues', 'rock', 'hardcore', 'rock', 'blues', 'rock', u'\\u867e\\u7c73\\u97f3\\u4e50']\n",
+        "[u'\\u539f\\u5148', u'\\u7ef4\\u57fa\\u767e\\u79d1', u'\\u4f7f\\u7528', u'\\u67b6\\u6784', u'\\u540e', u'\\u7aef', u'\\u73b0\\u5728', u'\\u53d8\\u6210', u'\\u4f7f\\u7528', u'\\u540e', u'\\u7aef', u'\\u65b0', u'\\u641c\\u7d22\\u5f15\\u64ce', u'\\u6709\\u4f55', u'\\u72ec\\u5230\\u4e4b\\u5904', u'\\u5206\\u4eab', 'mwsearch', 'lucene', 'cirrussearch', 'elasticsearch', 'wikipedia', 'cirrussearch', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u6d45\\u8c08', u'\\u4e94\\u5927', u'\\u6846\\u67b6', 'python', 'web', 'csdn', 'net']\n",
+        "[u'\\u633a', u'\\u4e0d\\u89e3', u'\\u77e5\\u4e4e', u'\\u65e9\\u671f', u'\\u9009\\u7528', u'\\u6846\\u67b6', u'\\u9700\\u8981', u'\\u5199', u'\\u4e1c\\u897f', u'\\u592a', u'\\u521d\\u521b', u'\\u4f01\\u4e1a', u'\\u5e94\\u8be5', u'\\u96c6\\u4e2d\\u7cbe\\u529b', u'\\u7f16\\u5199', u'\\u4e1a\\u52a1', u'\\u903b\\u8f91', u'\\u4f7f\\u7528', u'\\u552f\\u4e00', u'\\u597d\\u5904', u'\\u5f02\\u6b65', u'\\u5e76\\u53d1', u'\\u89e3\\u51b3', u'\\u8bbf\\u95ee', u'\\u74f6\\u9888', u'\\u5e26\\u6765', u'\\u4fbf\\u662f', u'\\u7e41\\u91cd', u'\\u5f00\\u53d1', u'\\u5de5\\u4f5c\\u91cf', u'\\u77e5\\u4e4e', u'\\u67b6\\u6784', u'\\u53d8\\u8fc1', u'\\u53f2', 'tornado', 'tornado']\n",
+        "[u'\\u677e\\u672c', u'\\u884c\\u5f18', u'\\u7a0b\\u5e8f', u'\\u4e16\\u754c', u'\\u5b66\\u5230', u'\\u7334\\u5b50', u'\\u8865\\u4e01', u'\\u7b80\\u5355', u'\\u540d\\u5b57', u'\\u5bb9\\u6613', u'\\u8bb0\\u4f4f', u'\\u8bf4', u'\\u8bf4', u'\\u7334\\u5b50', u'\\u8865\\u4e01', u'\\u7334\\u5b50', u'\\u8865\\u4e01', u'\\u8bf4\\u4e2a', u'\\u7b11\\u8bdd', u'\\u8bdd', u'\\u8bf4', u'\\u7b97\\u662f', u'\\u63a5\\u89e6', u'\\u7a0d\\u5fae', u'\\u6df1', u'\\u70b9\\u513f', u'\\u7b2c\\u4e00\\u95e8', u'\\u52a8\\u6001', u'\\u8bed\\u8a00', u'\\u6ca1\\u591a\\u4e45', u'\\u77e5\\u9053', u'\\u5b66\\u4e60', u'\\u6ca1\\u591a\\u4e45', u'\\u77e5\\u9053', u'\\u6709\\u4e2a', u'\\u7334\\u5b50', u'\\u8865\\u4e01', 'python', 'python', 'gevent', 'gevent']\n",
+        "[u'\\u4f7f\\u7528', u'\\u6280\\u672f', u'\\u9177\\u58f3', 'quora', 'coolshell', 'cn']\n",
+        "[u'\\u5148\\u524d', u'\\u5206\\u5bb6', u'\\u73b0\\u5728', u'\\u6b63\\u5f0f', u'\\u625b', u'\\u6700\\u8fd1', u'\\u6280\\u672f', u'\\u754c', u'\\u653f\\u6cbb', u'\\u5473', u'\\u6d53\\u70c8', u'\\u4e89\\u593a', u'\\u8bed\\u8a00', u'\\u63a7\\u5236\\u6743', 'js', 'io', 'js', u'node']\n",
+        "[u'\\u7b2c\\u4e00\\u6b21', u'\\u542c', u'\\u91ce\\u4eba', u'\\u82b1\\u56ed', u'\\u5df2\\u7ecf', u'\\u5341\\u56db\\u5e74', u'\\u524d', u'\\u5c81\\u6708', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', 'savage', 'garden', 'still', 'free', u'\\u6211\\u7684\\u7ea2\\u5fc3 MHz', u'\\u8c46\\u74e3FM - \\uff09']\n",
+        "[u'\\u4f7f\\u7528', u'rbenv# \\u5b89\\u88c5\\u7ba1\\u7406 #Ruby']\n",
+        "[u'\\u505a', u'\\u7b80\\u5355', u'\\u7279\\u6027', u'\\u5bf9\\u6bd4', u'Ruby# - Why #rbenv#? \\u4e0e #RVM']\n",
+        "[u'\\u5e74\\u5ea6', u'\\u6587\\u7ae0', u'\\u4e4b\\u524d', u'\\u9519\\u8fc7', u'\\u597d', u'\\u4e1c\\u897f', 'pycoder', 'weekly', 'top']\n",
+        "['guido', 'van', 'rossum', 'finding', 'way']\n",
+        "[u'\\u539f\\u5219', u'\\u5177\\u4f53\\u60c5\\u51b5', u'\\u505a', u'\\u9002\\u5f53', u'\\u9009\\u62e9', u'\\u4ee3\\u7801', u'\\u5229\\u7528', u'\\u6253\\u7b97', u'\\u5c06\\u6765', u'\\u62d3\\u5c55', u'\\u529f\\u80fd', u'\\u6253\\u7b97', u'\\u5fc5\\u8981', u'\\u751f\\u642c\\u786c\\u5957', u'\\u8bbe\\u8ba1\\u6a21\\u5f0f', u'\\u4f7f\\u7528', u'\\u8bbe\\u8ba1\\u6a21\\u5f0f', u'\\u65f6\\u6709', u'\\u5fc5\\u8981', u'\\u5148', u'\\u505a', u'\\u5224\\u65ad', 'matz', u'DRY# \\u4e5f\\u597d\\uff0c#OCP']\n",
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+        "['rest', 'api', u'Haskell# \\u5b9e\\u73b0\\u7684 #pg']\n",
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+        "[u'\\u76db\\u79d1\\u5e74', u'\\u9752\\u6625']\n",
+        "[u'\\u6df1\\u5733', u'\\u73b0\\u573a', u'\\u64ad\\u62a5', 'openstack', 'meetup']\n",
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+        "['network', 'innovation', 'phase']\n",
+        "['network', 'innovation', 'phase']\n",
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+        "[]\n",
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+        "[u'\\u6c42', u'\\u8bc4\\u4ef7', u'tinyfool']\n",
+        "['hello', 'twitter']\n",
+        "['rt', 'aaronswartz', u'54manong: Do not forget']\n",
+        "[u'\\uf602', u'\\u4e00\\u76f4', u'\\u627e', u'\\u5185\\u529f', u'\\u5fc3\\u6cd5', u'\\u6211\\u521a', u'\\u5de5\\u4f5c', u'\\u65f6', u'\\u63a8\\u8350', u'\\u7b2c\\u4e00', u'\\u672c\\u4e66']\n",
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+        "['january', 'traveled', 'miles', 'burned', 'calories', 'active']\n",
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+        "['january', 'traveled', 'miles', 'burned', 'calories', 'active']\n",
+        "[u'\\ud83d', u'\\ude02', u'\\u65b0', u'\\u5df2\\u51fa', 'objc', 'io', 'issue']\n",
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+        "[u'\\u53bb\\u6389', u'\\u4e2d', u'\\u9634\\u5f71', u'\\u7ebf', 'iostips', 'tabbar']\n",
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+        "[u'\\u6d3e\\u53d1', u'\\u5e74\\u8d27', u'\\u7ea2\\u5305', u'\\u8d76\\u7d27', u'\\u9886', u'\\u4e2d', u'\\u5e74\\u8d27', u'\\u8282', u'\\u4efb\\u52a1', u'\\u7ea2\\u5305', u'\\u6d3e', u'\\u53d1\\u7ed9\\u4f60', u'\\u52a0\\u591a\\u5c11', u'\\u7ea2\\u5305', u'\\u771f', u'\\u4efb\\u6027']\n",
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+        "[u'\\u9648\\u7fd4']\n",
+        "[u'\\u4ee5\\u5149', u'\\u815a', u'\\u603b\\u83ca', u'\\u6807\\u51c6', u'\\u5934\\u50cf', u'\\u5e94\\u8be5', u'\\u53ea', u'\\u5269\\u4e0b', u'\\u5934\\u53d1', u'\\u597d\\u81ea\\u4e3a\\u4e4b', u'Hello\\u9648\\u7fd4']\n",
+        "[u'\\u521a\\u521a', u'\\u63a8\\u8350', 'america', 'alone', 'pdf', u'\\u5fae\\u76d8 \\u4e0b\\u8f7d\\u4e86\"Mark Steyn -']\n",
+        "[u'\\u540c\\u4eba\\u4e8e', u'\\u91ce', 'gk']\n",
+        "[u'\\u8bf4', u'\\u82f9\\u679c', u'\\u5546\\u5e97', u'\\u91cc', u'\\u597d\\u50cf', u'\\u652f\\u6301', u'\\u4e2d\\u56fd', u'\\u533a\\u57df', u'\\u624b\\u673a', u'\\u7ba1\\u7406', u'\\u4e2d\\u56fd\\u533a', u'\\u8d26\\u6237', 'aws', 'app', 'app', 'aws', u'\\u4e9a\\u9a6c\\u900aAWS']\n",
+        "[u'\\u5ba2\\u670d', u'\\u54cd\\u5e94\\u901f\\u5ea6', u'\\u592a', 'low', u'\\u4e9a\\u9a6c\\u900aAWS']\n",
+        "[u'\\u8bba\\u6587', u'\\u79d1\\u666e', u'\\u4e24\\u4e2a', u'\\u5b57', u'\\u8212\\u670d', u'\\u559c\\u6b22', u'\\u5f15\\u6587', u'\\u51fa\\u73b0', u'\\u5f53\\u9875', u'\\u811a\\u6ce8', u'\\u5904', u'GK\\u540c\\u4eba\\u4e8e\\u91ce']\n",
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+        "[u'\\u4eca\\u5929', u'\\u83b7\\u5f97', u'\\u514d\\u8d39', u'\\u7a7a\\u95f4', u'\\u597d\\u8fd0', u'\\u6307\\u6570', u'\\u9897\\u661f', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u65b0\\u6d6a\\u7f51', u'\\u65d7\\u4e0b', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u7f51\\u76d8', u'\\u5fae\\u76d8\\u7b7e\\u5230', u'\\u5fae\\u76d8']\n",
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+        "[u'\\u8001\\u677f', u'\\u62a0\\u95e8', u'\\u5956\\u91d1', u'\\u5c11', u'\\u6625\\u8282', u'\\u4e4b\\u540e', u'\\u8df3\\u69fd', u'\\u4f24\\u5fc3', u'\\u5f00\\u4e2a', u'\\u7ea2\\u5305', u'\\u8bd5\\u8bd5', u'\\u8bf4\\u4e0d\\u5b9a', u'\\u60ca\\u559c', u'\\u9886\\u53d6', u'\\u7ea2\\u5305', u'\\u5fae\\u76d8\\u5e74\\u7ec8\\u5956']\n",
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+        "[u'\\u6d4b\\u8bd5', u'\\u771f', u'\\u4e2a\\u6027', u'\\u5728\\u804c', u'\\u573a\\u4e0a', u'\\u529e\\u516c\\u5ba4', u'\\u4eba\\u9645\\u5173\\u7cfb', u'\\u81ea\\u4fe1', u'\\u5feb\\u70b9', u'\\u6d4b\\u8bd5', u'\\u770b\\u770b', u'\\u5f88\\u5feb', u'\\u4e86\\u89e3', u'\\u771f\\u5b9e', u'\\u4e2a\\u6027', u'\\u597d\\u597d', u'\\u7aef\\u6b63', u'\\u5fc3\\u6001']\n",
+        "[u'\\u5bb6\\u957f', u'\\u4e25\\u5389', u'\\u5bfc\\u81f4', u'\\u4e0d\\u826f\\u540e\\u679c', u'\\u5b69\\u5b50', u'\\u51fa\\u95e8', u'\\u540e', u'\\u81ea\\u6211', u'\\u653e\\u7eb5', u'\\u5f3a\\u5236', u'\\u65b9\\u5f0f', u'\\u9650\\u5236', u'\\u5b69\\u5b50', u'\\u4f7f', u'\\u5f97\\u4e0d\\u5230', u'\\u653e\\u677e', u'\\u9003\\u79bb', u'\\u76d1\\u7ba1', u'\\u8fc7\\u5ea6', u'\\u653e\\u7eb5', u'\\u5b69\\u5b50', u'\\u7231', u'\\u8bf4\\u8c0e', u'\\u6253\\u9a82', u'\\u5bf9\\u5f85', u'\\u5b69\\u5b50', u'\\u72af\\u9519', u'\\u4f7f', u'\\u4e0d\\u6562', u'\\u544a\\u77e5', u'\\u771f\\u76f8', u'\\u8bf4\\u8c0e', u'\\u5b69\\u5b50', u'\\u81ea\\u4fe1', u'\\u6807\\u51c6', u'\\u8fc7\\u9ad8\\u8fc7', u'\\u4e25', u'\\u4f7f', u'\\u5b69\\u5b50', u'\\u4e60\\u60ef\\u6027', u'\\u95ee', u'\\u5bfc\\u81f4', u'\\u81ea\\u4fe1', u'\\u4e0d\\u6562', u'\\u62c5\\u5f53']\n",
+        "[u'\\u96c6\\u4f53', u'\\u6000\\u65e7', u'\\u771f', u'\\u5973\\u795e', u'\\u8f6c\\u751f', u'\\u65e5\\u533a', u'\\u5df2', u'\\u4e0a\\u67b6', u'\\u5f53\\u5e74', u'\\u8d85\\u4efb', u'\\u7ea2\\u767d\\u673a', u'\\u8bde\\u751f', u'\\u7ecf\\u5178\\u4f5c\\u54c1', u'\\u4ee4\\u4eba', u'\\u5370\\u8c61', u'\\u6df1\\u523b', u'\\u6765\\u81ea', u'\\u771f', u'\\u5973\\u795e', u'\\u8f6c\\u751f', u'\\u7cfb\\u5217', u'\\u6b3e', u'\\u88ab\\u8a89\\u4e3a', u'\\u5f02\\u7aef', u'\\u5f92', u'\\u53e6\\u7c7b', u'\\u4f5c\\u54c1', u'\\u968f\\u540e', u'\\u79fb\\u690d', u'\\u7d22\\u5c3c', u'\\u5e73\\u53f0', u'\\u5f15\\u53d1', u'\\u8ffd\\u6367', u'\\u65f6\\u9694', u'\\u6570\\u5e74', u'\\u73b0\\u5728', u'\\u4e00\\u7779', u'\\u98ce\\u91c7', 'sfc', 'rpg', 'atlus', 'rpg', 'ps', 'ios']\n",
+        "[u'\\u7b97\\u547d', u'\\u8bf4', u'\\u78b0\\u89c1', u'\\u5929\\u4f7f']\n",
+        "[u'\\u6700', u'\\u7480\\u74a8', u'\\u94f6\\u6cb3', u'\\u5218\\u6148\\u6b23', u'\\u7ecf\\u5178', u'\\u4f5c\\u54c1\\u96c6', u'\\u5218\\u6148\\u6b23', u'\\u79d1\\u5e7b\\u5c0f\\u8bf4', u'\\u5750\\u6807', u'\\u901a\\u5f80', u'\\u4e09\\u4f53', u'\\u5168\\u90e8', u'\\u8def\\u7a0b', u'\\u597d\\u4e66\\u63a8\\u8350', u'\\u591a\\u770b\\u9605\\u8bfb']\n",
+        "[u'\\u597d', u'\\u7d2f', u'\\u5f03']\n",
+        "[u'\\u597d\\u51c6', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\u6743\\u5a01', u'\\u9274\\u5b9a', u'\\u4e8c\\u6b21\\u5143', u'\\u5c5e\\u6027', u'\\u4e2d', u'\\u4e0d\\u670d', u'\\u6765\\u6d4b', u'\\u4e8c\\u6b21\\u5143\\u5c5e\\u6027\\u6d4b\\u8bd5']\n",
+        "[u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02']\n",
+        "[u'\\u9093', u'\\u5e03\\u5229', u'\\u5f1f\\u5f1f', u'\\u8bf4', u'\\u9093', u'\\u5e03\\u5229', u'\\u8ffd\\u6c42', u'\\u529b\\u91cf', u'\\u727a\\u7272', u'\\u4e1c\\u897f', u'\\u610f\\u601d', u'\\u9093', u'\\u5e03\\u5229', u'\\u5e74\\u8f7b', u'\\u91ce\\u5fc3', u'\\u540c\\u6837', u'\\u624d\\u534e\\u6a2a\\u6ea2', u'\\u683c\\u6797', u'\\u5fb7\\u6c83', u'\\u5438\\u5f15', u'\\u4e09\\u89c2', u'\\u504f\\u5dee', u'\\u7741\\u4e00\\u53ea\\u773c', u'\\u95ed\\u4e00\\u53ea\\u773c', u'\\u9669\\u4e9b', u'\\u8d70', u'\\u4e00\\u6761', u'\\u8def', u'\\u4e0d\\u5230', u'\\u4e24\\u4e2a', u'\\u65f6\\u95f4', u'\\u91cc', u'\\u683c\\u6797', u'\\u5fb7\\u6c83', u'\\u5206\\u4eab', u'\\u679a\\u82e6 :', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u7cfb\\u5217', u'\\u91cc', u'\\u5f62\\u8c61', u'\\u6df1\\u5165\\u4eba\\u5fc3', u'\\u53cd\\u5bf9', u'\\u76ee\\u524d', u'\\u6392\\u540d', u'\\u7b2c\\u4e00', u'\\u7b54\\u6848', u'\\u91cc', u'\\u91cc', u'\\u5b8c\\u5168', u'\\u5e7c\\u7a1a', u'\\u5c0f\\u5973\\u5b69', u'\\u8fd9\\u53e5', u'\\u8bdd', u'\\u89c9\\u5f97', u'\\u91cc', u'\\u5927\\u90e8\\u5206', u'\\u4eba\\u7269', u'\\u667a\\u5546', u'\\u6c34\\u5e73', u'\\u633a', u'\\u9ad8', u'\\u505a', u'\\u4e0d\\u5230', u'\\u78be\\u538b', u'\\u4f17\\u4eba', u'\\u5206\\u4eab', u'\\u590d\\u6742', u'\\u8138\\u597d', 'fate', 'saber', 'fz', 'saber', 'fz', 'saber', u'lightning1776 :', u'\\u77e5\\u4e4e']\n",
+        "[]\n",
+        "[u'\\u5ea6\\u5a18', u'\\u8d62']\n",
+        "[u'\\u6709\\u610f\\u601d', u'\\u590d\\u8fd4', u'\\u6ca1\\u505c', u'\\u7a33', u'\\u6587\\u7ae0', u'\\u94fe\\u63a5', u'\\u5206\\u4eab', u'\\u679c\\u58f3', u'\\u7f51', u'\\u592a\\u5e05', 'spacex']\n",
+        "[u'\\u5f88\\u4e45\\u5f88\\u4e45', u'\\u4ee5\\u524d', u'\\u603b', u'\\u559c\\u6b22', u'\\u7f29\\u5199\\u6210', u'\\u76f4\\u5230', u'\\u53d1\\u73b0', u'\\u997f', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', 'element', 'ele']\n",
+        "[u'\\u79bb\\u6821', u'\\u524d\\u5915', u'\\u7206\\u80ce', u'\\u597d\\u54cd', u'\\u5927\\u54e5', u'\\u518d', u'\\u575a\\u6301', u'\\u51e0\\u5929']\n",
+        "[u'\\u5389\\u5bb3', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02']\n",
+        "[u'\\u597d\\u4e45', u'\\u53cd\\u5e94', u'\\u8fc7\\u6765', u'\\u54c8\\u54c8\\u54c8', u'\\u54c8\\u54c8\\u54c8']\n",
+        "[u'\\u8bf4']\n",
+        "[u'\\u8f7b\\u97f3', u'\\u5927\\u6cd5', u'\\u597d', u'\\u4eba', u'\\u840c', u'\\u5929\\u5728', u'\\u4f17\\u751f', u'\\u7686', u'\\u840c\\u6765', u'\\u5165', u'\\u6559', u'\\u4fdd\\u5e73\\u5b89']\n",
+        "[u'\\u4e16\\u754c', u'\\u4e00\\u4e2a', u'\\u5973\\u795e', u'\\u540d\\u5b57', u'\\u80af\\u5b9a', u'\\u963f\\u5c14\\u6258', u'\\u8389\\u96c5', u'\\ud83d', u'\\ude18', u'\\ud83d', u'\\ude18', u'\\ud83d', u'\\ude18']\n",
+        "['imstrongq']\n",
+        "[u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\u611f\\u52a8\\u4e2d\\u56fd2015']\n",
+        "[u'\\u60f3', u'\\u534a\\u5929', u'\\u6700\\u7ec8', u'\\u51b3\\u5b9a', u'\\u672c\\u4e66', u'\\u56de\\u53bb', u'\\u88c5\\u88c5']\n",
+        "[u'\\ud83d', u'\\ude01', u'\\ud83d', u'\\ude01', u'\\ud83d', u'\\ude01']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247', 'bing']\n",
+        "[u'\\u521a\\u521a', u'\\u767b\\u9646', u'\\u56fe\\u7247', u'\\u514d\\u8d39', u'\\u7d20\\u6750\\u7f51', u'\\u4e07\\u5f20', u'\\u56fe\\u7247\\u7d20\\u6750', u'\\u514d\\u8d39', u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab']\n",
+        "[u'\\u521a\\u521a', u'\\u767b\\u9646', u'\\u56fe\\u7247', u'\\u514d\\u8d39', u'\\u7d20\\u6750\\u7f51', u'\\u4e07\\u5f20', u'\\u56fe\\u7247\\u7d20\\u6750', u'\\u514d\\u8d39', u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab']\n",
+        "[u'\\u521a\\u521a', u'\\u767b\\u9646', u'\\u56fe\\u7247', u'\\u514d\\u8d39', u'\\u7d20\\u6750\\u7f51', u'\\u4e07\\u5f20', u'\\u56fe\\u7247\\u7d20\\u6750', u'\\u514d\\u8d39', u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab']\n",
+        "[u'\\u521a\\u521a', u'\\u767b\\u9646', u'\\u56fe\\u7247', u'\\u514d\\u8d39', u'\\u7d20\\u6750\\u7f51', u'\\u4e07\\u5f20', u'\\u56fe\\u7247\\u7d20\\u6750', u'\\u514d\\u8d39', u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab']\n",
+        "[u'\\u521a\\u521a', u'\\u767b\\u9646', u'\\u56fe\\u7247', u'\\u514d\\u8d39', u'\\u7d20\\u6750\\u7f51', u'\\u4e07\\u5f20', u'\\u56fe\\u7247\\u7d20\\u6750', u'\\u514d\\u8d39', u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab']\n",
+        "[u'\\u4e0a\\u4f20', u'\\u5f20', u'\\u7167\\u7247', u'\\u4e13\\u8f91', u'\\u9ed8\\u8ba4', u'\\u4e13\\u8f91']\n",
+        "[u'\\u4e0a\\u4f20', u'\\u5f20', u'\\u7167\\u7247', u'\\u5fae', u'\\u76f8\\u518c']\n",
+        "[u'\\u76f4\\u63a5', u'\\u8df3', u'\\u82f1\\u6587\\u7248', u'\\u914d\\u7f6e', u'\\u5c0f\\u7c73', u'\\u624b\\u673a', 'mi', 'com', u'\\u5c0f\\u7c73\\u516c\\u53f8']\n",
+        "[u'\\u5206\\u4eab', u'\\u4e00\\u4e2a', u'\\u4e0d\\u9519', u'\\u6587\\u4ef6', u'\\u770b\\u5427', 'frank', 'epub', u'\\u5fae\\u76d8']\n",
+        "[]\n",
+        "[u'\\u65b0\\u5e74\\u597d']\n",
+        "[u'\\u540c\\u4e8b', u'\\u80be\\u5916', u'\\u5c4f\\u788e', u'\\u7ade\\u76f8', u'\\u62cd\\u7167']\n",
+        "[u'\\u539f\\u6765', u'\\u89c9\\u5f97', u'\\u82f9\\u679c', u'\\u5b98\\u7f51', u'\\u523b\\u5b57', u'\\u670d\\u52a1', u'\\u6ca1\\u4ec0\\u4e48', u'\\u597d\\u7528', u'\\u523b\\u4e2a', u'\\u540d\\u5b57', u'\\u591a\\u571f', u'\\u521a\\u770b', u'\\u7fa4\\u53cb', u'\\u521b\\u610f', u'\\u8111\\u6d1e', u'\\u5927\\u5f00', u'\\u523b', u'\\u4e60\\u8fd1\\u5e73', u'\\u8d60', u'\\u8dea', u'\\u65e9', u'\\u77e5\\u9053', u'\\u523b', u'\\u4e00\\u4e2a', 'rm', 'rf']\n",
+        "[u'\\u5b9e\\u60e0', u'\\u8bf7\\u5ba2', u'\\u6447\\u4e00\\u6447', u'\\u798f\\u5229', u'\\u66f4\\u5927', u'\\u4e00\\u6ce2', u'\\u798f\\u5229', u'\\u903c\\u8fd1', u'\\u4e2d', u'\\u5c0f\\u4f19\\u4f34', u'\\u62a2', 'app']\n",
+        "[u'\\u6253\\u8f66', u'\\u4ebf', u'\\u7ea2\\u5305', u'\\u5feb\\u4e50', u'\\u9001', u'\\u80fd\\u7528', u'\\u7ea2\\u5305', u'\\u771f\\u8bda', u'\\u610f', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u4e50\\u661f\\u671f\\u4e94', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u521a\\u521a', u'\\u53d1\\u5e03', u'\\u7167\\u7247', 'instagram']\n",
+        "[u'\\u65e9\\u4e0a', u'\\u6324', u'\\u516c\\u4ea4', u'\\u53ea\\u80fd', u'\\u7279\\u4e48', u'\\u52aa\\u529b', u'\\u8fde\\u8f66', u'\\u4e70\\u4e0d\\u8d77']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u539f\\u6765', u'\\u8f6f\\u4ef6', u'\\u73b0\\u5728', u'\\u7b2c\\u4e8c\\u904d', u'\\u53eb\\u8f66', u'\\u5355\\u5b50', u'\\u8865\\u8d34', u'\\u91d1\\u989d', u'\\u53f8\\u673a', u'\\u5c0f\\u8d39', u'\\u7b2c\\u4e00\\u904d', u'\\u53eb\\u8f66', u'\\u65f6', u'\\u53f8\\u673a', u'\\u62a2\\u5355', 'kuai', 'di']\n",
+        "[u'\\u8bed\\u8a00', u'\\u89d2\\u5ea6', u'\\u633a\\u4e0d\\u9519', u'\\u4f18\\u79c0', u'\\u592a\\u5c11', 'julia', 'packages', 'julia', 'example']\n",
+        "[u'\\u5148', u'\\u9a6c\\u514b', u'\\u4e00\\u4e0b', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u975e\\u4f20\\u7edf', u'\\u7edf\\u8ba1', u'\\u65b9\\u6cd5', u'\\u56de\\u5f52', u'\\u91cf\\u5316', u'\\u91d1\\u878d', u'\\u91cc', u'\\u54ea\\u4e9b\\u65b9\\u9762', u'\\u5e94\\u7528', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u4e00\\u76f4', u'\\u5e0c\\u671b', u'\\u4e09\\u79cd', u'\\u4e0a\\u9762', u'\\u6210\\u957f', 'talent', 'three', 'types', 'analytic', 'talent', 'need', 'data', 'science', 'central']\n",
+        "[]\n",
+        "['sorry', 'satisfy', 'time']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u5bb6\\u91cc', u'\\u5f00\\u5fc3', u'\\u7535\\u5f71', u'\\u770b\\u4e66', u'\\u9ebb\\u75f9', u'\\u53d6\\u60a6', u'\\u4eba', u'\\u771f\\u7684', u'\\u597d', u'\\u8f9b\\u82e6']\n",
+        "[]\n",
+        "[u'\\u4e24\\u4e2a', u'\\u4eba', u'\\u516c\\u4ea4\\u8f66']\n",
+        "[u'\\u4e09\\u4e2a', u'\\u661f\\u671f', u'\\u4e24\\u4e2a', u'\\u661f\\u671f', u'\\u6253\\u7403', u'\\u547d\\u4e2d\\u7387', u'\\u63d0\\u9ad8', u'\\u60f3\\u4e00\\u60f3', u'\\u5df2\\u7ecf', u'\\u4e24\\u5468', u'\\u5065\\u8eab\\u623f', u'\\u7cbe\\u529b\\u6709\\u9650', u'\\u611f\\u60c5', u'\\u6295\\u5165', u'\\u953b\\u70bc', u'\\u5c11', u'\\u611f\\u60c5', u'\\u770b\\u4e0d\\u5230', u'\\u56de\\u62a5', u'\\u953b\\u70bc']\n",
+        "[u'\\u65b0\\u5e74', u'\\u65b0\\u6c14\\u8c61']\n",
+        "[u'\\u540e', u'\\u624b\\u673a\\u5e97']\n",
+        "[u'\\u77e5\\u9053', u'\\u60f3\\u8d77', u'\\u4ece\\u524d', u'\\u5973\\u670b\\u53cb', u'\\u4f18\\u70b9', u'\\u6700', u'\\u7537\\u4eba', u'\\u559c\\u6b22', u'\\u4e09\\u4e2a', u'\\u5b57', u'\\u5df2\\u7ecf', u'\\u4eba', u'\\u4ea7\\u751f', u'\\u7ed3\\u5a5a', u'\\u51b2\\u52a8', u'\\u61c2', u'\\u5e94\\u8be5', u'\\u61c2', u'\\u533f\\u540d\\u7528\\u6237\\uff1a\\u813e\\u6c14\\u597d']\n",
+        "[u'\\u9053', u'\\u4e00\\u58f0', u'\\u606d\\u559c', u'\\u5374', u'\\u5b9a\\u4e0b', u'\\u4e00\\u751f']\n",
+        "[u'\\u5403', u'\\u5b8c', u'\\u80af\\u5fb7\\u57fa', u'\\u518d', u'\\u5403', u'\\u8089\\u52a0', u'\\u998d', u'\\u55dd']\n",
+        "[u'\\u9690\\u79c1', u'\\u72c2', u'\\u90a3\\u79cd', u'\\u5c0f\\u65f6\\u5019', u'\\u5199\\u4f5c\\u6587', u'\\u8eab\\u8fb9', u'\\u7ad9', u'\\u5199', u'\\u4e0b\\u53bb', u'\\u90a3\\u79cd', u'\\u4eba']\n",
+        "[u'\\u6709\\u65f6\\u5019', u'\\u4e00\\u4e9b', u'\\u8bdd', u'\\u8bf4\\u4e0d\\u51fa\\u53e3', u'\\u5206\\u4eab', u'\\u4e00\\u4e9b', u'\\u6b4c\\u5531']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', 'amy', 'diamond', 'heartbeats', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u4eca\\u5929', u'\\u60f3', u'\\u90a3\\u5929', u'\\u767e\\u5ea6', u'\\u601d\\u6bd4', u'\\u54e5\\u7ad9', u'\\u9519', u'\\u961f', u'\\u6700\\u540e', u'\\u6ca1\\u635e', u'\\u4e3b\\u8981', u'\\u539f\\u56e0', u'\\u9ad8\\u4f30', u'\\u8001\\u5468', u'\\u5927\\u5ea6', u'\\u5e94\\u6218', u'\\u8001\\u5468', u'\\u767e\\u5ea6', u'\\u7535\\u5f71\\u7968', 'robin']\n",
+        "[]\n",
+        "[u'\\u65e9', u'\\u9a6c', u'\\u4e00\\u4e0b']\n",
+        "[u'\\u62e8\\u53f7', u'\\u795e\\u5668', u'\\u79d2\\u6740', u'\\u5fae\\u4fe1', u'\\u7535\\u8bdd\\u672c', u'\\u56fd\\u9645', u'\\u56fd\\u5185', u'\\u6f2b\\u6e38', u'\\u5168\\u514d\\u8d39', u'\\u624b\\u673a', u'\\u5ea7\\u673a', u'\\u968f\\u4fbf', u'\\u9001', u'\\u5206\\u949f', u'\\u65f6', u'\\u957f', u'\\u9886\\u8d70', u'\\u4e0d\\u8c22']\n",
+        "[u'\\u5403']\n",
+        "[u'\\u597d\\u597d', u'\\u4f11\\u606f', u'\\u65b0\\u4e00\\u8f6e', u'\\u6311\\u6218']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6295\\u7ed9', u'\\u9524\\u5b50', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u56fd\\u4ea7\\u989c\\u503c\\u6700\\u9ad8\\u624b\\u673a', u'\\u4fca\\u660e\\u8bf4']\n",
+        "[u'\\u5de5\\u8d44', u'\\u4e0d\\u671f\\u800c\\u81f3']\n",
+        "[u'\\u522b\\u592a', u'\\u4f9d\\u8d56', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u627e', u'\\u966a', u'\\u54c4', u'\\u96be\\u53d7', u'\\u4f5a\\u540d']\n",
+        "['eager', 'cared', 'twitter']\n",
+        "[u'\\u4e0b\\u73ed', u'\\u5374', u'\\u4e0d\\u60f3', u'\\u56de\\u5bb6', u'\\u4eab\\u53d7', u'\\u8fd9\\u4efd', u'\\u5b89\\u9759', u'\\u5ea6\\u8fc7', u'\\u4f59\\u751f', u'\\u4e3a\\u4e86\\u62bc\\u97f5\\u7ba1\\u4ec0\\u4e48\\u610f\\u4e49']\n",
+        "[u'\\u6700', u'\\u611f\\u52a8', u'\\u5374', u'\\u7b11', u'\\u50bb', u'\\u903c']\n",
+        "['finally']\n",
+        "[u'\\u4eca\\u5929', u'\\u770b\\u5230', u'\\u79d1\\u6bd4', u'\\u6700\\u65b0', u'\\u6218\\u9774', u'\\u65e0', u'\\u7b7e\\u540d\\u7248', u'\\u6e2f\\u5e01', u'\\u5dee\\u70b9', u'\\u5241', u'\\u624b', u'\\u9ebb\\u75f9', u'\\u5de8', u'\\u597d\\u770b']\n",
+        "[u'\\u6bcf\\u4e2a', u'\\u4eba', u'\\u72ec\\u7acb', u'\\u4e2a\\u4f53', u'\\u4e0d\\u5230', u'\\u60f3', u'\\u4eba', u'\\u5f98\\u5f8a', u'\\u8e0c\\u8e87', u'\\u5411\\u524d', u'\\u8d70\\u5411', u'\\u65e2\\u5b9a', u'\\u8fdc\\u65b9', u'\\u603b\\u6709\\u4e00\\u5929', u'\\u9047\\u89c1', u'\\u547d\\u4e2d\\u6ce8\\u5b9a', u'\\u4eba']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u77e5\\u9053', u'\\u63a5\\u53d7', u'\\u597d\\u610f', u'\\u65e0\\u7591', u'\\u660e\\u667a', u'\\u5f53\\u4eba', u'\\u77e5\\u9053', u'\\u62d2\\u7edd', u'\\u62d2\\u7edd', u'\\u90a3\\u624d', u'\\u6210\\u719f']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u5403\\u996d', u'\\u524d\\u4e00\\u523b', u'\\u53d1', u'\\u72b6\\u6001', u'\\u4fdd\\u51c6', u'\\u98df\\u91cf', u'\\u4e0b\\u53bb', u'\\u4e00\\u534a']\n",
+        "[u'\\u542c', u'\\u4f17\\u4eba', u'\\u610f\\u89c1', u'\\u7a7f', u'\\u534a\\u4e2a', u'\\u611f\\u89c9', u'\\u6b3e\\u5f0f', u'\\u633a', u'\\u597d', u'\\u4eca\\u5929', u'\\u6253\\u7bee\\u7403', u'\\u6362\\u4e0a', u'\\u8717\\u58f3', u'\\u978b', u'\\u5988', u'\\u611f\\u89c9', u'\\u7a7f', u'\\u53cc', u'\\u889c\\u5b50', u'\\u90a3\\u53cc', u'\\u978b\\u592a\\u7279', u'\\u6c89', 'nb']\n",
+        "[u'\\u65e9\\u73ed']\n",
+        "[u'\\u4e0a\\u73ed', u'\\u7a7f', u'\\u6b63\\u5f0f', u'\\u70b9', u'\\u4e0b\\u5348', u'\\u8df3\\u821e', u'\\u6ce5\\u7164']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u5220\\u6389', u'\\u8fc7\\u5f80', u'\\u65b0\\u6765']\n",
+        "[u'\\u884c', u'\\u4e07\\u7c73', u'\\u8def']\n",
+        "[u'\\u6709\\u4e2a', u'\\u806a\\u660e', u'\\u5973\\u670b\\u53cb', u'\\u4f53\\u9a8c', u'\\u675c\\u53a6', u'\\u56fe\\u4e66\\u9986', u'\\u56db\\u697c', u'\\u4e3b\\u4eba', u'\\u806a\\u660e', u'\\u5973\\u670b\\u53cb', u'\\u770b\\u5230', u'\\u95ee\\u9898', u'\\u9080\\u8bf7', u'\\u7537\\u7968', u'\\u56de\\u7b54', u'\\u597d', u'\\u663e\\u6446', u'\\u806a\\u660e', u'\\u5206\\u4eab', u'\\u81ea\\u5b89\\u5353', u'\\u5ba2\\u6237\\u7aef', 'nju', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u6709\\u4e2a', u'\\u806a\\u660e', u'\\u5973\\u670b\\u53cb', u'\\u4f53\\u9a8c', u'\\u738b\\u52ad\\u79b9', u'\\u56de\\u7b54', u'\\u4e00\\u4e0b\\u5b50', u'\\u66fe', u'\\u4e00\\u4e2a', u'\\u5973\\u7968', u'\\u5929\\u874e\\u5973', u'\\u806a\\u6167', u'\\u53cd\\u5e94', u'\\u6781\\u5feb', u'\\u5206\\u4eab', u'\\u81ea\\u5b89\\u5353', u'\\u5ba2\\u6237\\u7aef', 'alex', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u6ce5\\u840c', u'\\u53d1\\u751f']\n",
+        "[u'\\u5f00\\u4e2a', u'\\u5e74', u'\\u641e', u'\\u6210', u'\\u8981\\u6b7b', u'\\u4e0b\\u73ed']\n",
+        "[u'\\u770b\\u95e8', u'\\u5927\\u54e5', u'\\u592a', u'\\u8d1f\\u8d23', u'\\u63d0\\u524d', u'\\u5206\\u949f', u'\\u653e\\u8fdb\\u6765', u'\\u7535\\u5f71', u'\\u5f00\\u573a', u'\\u7206\\u7c73\\u82b1', u'\\u5403', u'\\u4e0b\\u53bb', u'\\u534a\\u6876', u'\\u4e00\\u4e2a\\u4eba##\\u5355\\u8eab\\u72d7\\u5355\\u8eab\\u72d7']\n",
+        "['end']\n",
+        "[u'\\u62e8\\u53f7', u'\\u795e\\u5668', u'\\u79d2\\u6740', u'\\u5fae\\u4fe1', u'\\u7535\\u8bdd\\u672c', u'\\u56fd\\u9645', u'\\u56fd\\u5185', u'\\u6f2b\\u6e38', u'\\u5168\\u514d\\u8d39', u'\\u624b\\u673a', u'\\u5ea7\\u673a', u'\\u968f\\u4fbf', u'\\u9001', u'\\u5206\\u949f', u'\\u65f6', u'\\u957f', u'\\u9886\\u8d70', u'\\u4e0d\\u8c22']\n",
+        "[u'\\u4e0d\\u60f3', u'\\u8fdf\\u5230']\n",
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+        "[u'\\u6539\\u53d8', u'\\u5206\\u624b', u'\\u540e', u'\\u611f\\u89c9', u'\\u7761', u'\\u597d\\u51e0\\u5e74', u'\\u60f3\\u6cd5', u'\\u770b\\u5230', u'\\u95ee\\u9898', u'\\u5f88\\u60f3', u'\\u8c08\\u8c08', u'\\u8eab\\u8fb9', u'\\u4e00\\u4e2a', u'\\u6545\\u4e8b', u'\\u987a\\u4fbf', u'\\u8bf4', u'\\u8bf4', u'\\u770b\\u6cd5', u'\\u66fe\\u7ecf', u'\\u4e00\\u4e2a', u'\\u54e5\\u4eec', u'\\u6709\\u4e2a', u'\\u56fd\\u5185', u'\\u5973\\u670b\\u53cb', u'\\u60c5\\u51b5', u'\\u7c7b\\u4f3c', u'\\u767d\\u7761', u'\\u51e0\\u5e74', u'\\u7537', u'\\u60f3', u'\\u5206\\u624b', u'\\u5973', u'\\u540c\\u610f', u'\\u95f9', u'\\u597d\\u591a\\u5e74', u'\\u5206\\u5206\\u5408\\u5408', u'\\u5206\\u4eab', 'ex', u'\\u4e8e\\u9e64\\u98de\\u5fae\\u535a :', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5c40\\u5ea7', u'\\u591a\\u8230\\u5a18', u'\\u6897', u'\\u9ebb\\u5251\\u6ce2', u'\\u697c\\u4e0a', u'\\u592a\\u5c0f', u'\\u6e05\\u65b0', u'\\u73b0\\u5728', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5356', u'\\u7a7f\\u8fc7', u'\\u5185\\u8863', u'\\u4e1d\\u889c', u'\\u8d5a\\u4e9b', u'\\u96f6\\u82b1\\u94b1', u'\\u6709\\u9519', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5973\\u751f', u'\\u7b2c\\u4e00\\u6b21', u'\\u7537\\u670b\\u53cb', u'\\u7275\\u624b', u'\\u4f1a\\u60f3', u'\\u8279', u'\\u4ed6\\u624b', u'\\u54aa\\u54aa', u'\\u5acc\\u5c0f', u'\\u5206\\u4eab', u'\\u53d9\\u4e8b\\u6cbb\\u7597-\\u5218\\u5a77\\u5a77 :', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u7537\\u670b\\u53cb', u'\\u751f\\u65e5', u'\\u9001', u'\\u793c\\u7269', u'\\u597d', u'\\u9001', u'\\u5b69\\u5b50', u'\\u770b\\u770b', u'\\u77e5\\u4e4e \\u56de\\u7b54\\u4e86\\u95ee\\u9898:']\n",
+        "[]\n",
+        "[u'\\u5355\\u8bcd', u'\\u505a', u'\\u547d\\u540d', u'\\u533a\\u522b', u'\\u597d\\u4e9b', u'\\u533a\\u522b', u'\\u641e\\u6e05\\u695a', 'context', 'bundle', 'delegate', 'configurer', 'support', 'helper', 'resolver', 'accessor', 'processor', 'retriever', 'caster']\n",
+        "[u'\\u6700\\u8fd1', u'\\u53d1\\u73b0', u'\\u597d\\u591a', u'\\u9879\\u76ee', u'\\u4e2d', u'\\u5b9e\\u73b0', u'\\u7f13\\u5b58', u'\\u8bf4', u'\\u5e76\\u53d1', u'\\u9ad8', u'\\u9700\\u8981', u'\\u7f13\\u5b58', u'\\u6570\\u636e\\u91cf', u'\\u60c5\\u51b5', u'\\u521a\\u521a', u'\\u9879\\u76ee', u'\\u4e2d', u'\\u6a21\\u5757', u'\\u975e\\u5e38\\u9002\\u5408', u'\\u641e\\u5b9a', u'\\u8fd9\\u65b9\\u9762', u'\\u9700\\u6c42', u'\\u89c9\\u5f97', u'\\u771f\\u725b', u'\\u903c', u'\\u7740\\u5b9e', u'\\u771f\\u6b63', u'\\u4f01\\u4e1a\\u5e94\\u7528', u'\\u5f00\\u53d1', u'\\u89d2\\u5ea6', u'\\u51fa\\u53d1', u'\\u63d0\\u4f9b', u'\\u529f\\u80fd', 'spring', 'cache', 'spring']\n",
+        "[u'\\u5165', u'\\u8fd9\\u884c', u'\\u6df1\\u611f', u'\\u82f1\\u8bed\\u6c34\\u5e73', u'\\u6b20\\u7f3a']\n",
+        "[u'\\u521a\\u521a', u'\\u77e5\\u4e4e', u'\\u770b\\u5230', u'\\u4e00\\u6bb5\\u8bdd', u'\\u633a', u'\\u9053\\u7406', u'\\u660e\\u767d', u'\\u4eba', u'\\u4e00\\u5b9a', u'\\u5408\\u7fa4', u'\\u5408', u'\\u7fa4', u'\\u4e00\\u5b9a', u'\\u4e94\\u5e74', u'\\u540e', u'\\u7aff\\u5b50', u'\\u6253\\u4e0d\\u4e0a', u'\\u5173\\u7cfb', u'\\u4eba', u'\\u5904\\u7406', u'\\u597d', u'\\u5173\\u7cfb', u'\\u65f6\\u95f4', u'\\u7559\\u7ed9', u'\\u7559\\u7ed9', u'\\u771f\\u6b63', u'\\u5173\\u7231', u'\\u4eba', u'\\u5173\\u7231', u'\\u4eba']\n",
+        "[u'\\u5ba4\\u53cb', u'\\u5904\\u597d', u'\\u5173\\u7cfb', u'\\u4ee5\\u4e3a', u'\\u5408\\u7fa4', u'\\u6d6a\\u8d39', u'\\u9752\\u6625', u'\\u2191', u'\\u6807\\u9898', u'\\u8fd9\\u662f', u'\\u4e00\\u7bc7', u'\\u6587\\u7ae0', u'\\u820d\\u53cb', u'\\u5173\\u7cfb', u'\\u6700\\u597d', u'\\u4e00\\u6bb5\\u65f6\\u95f4', u'\\u671f\\u672b', u'\\u61d2\\u5f97', u'\\u590d\\u4e60', u'\\u5446', u'\\u5bdd\\u5ba4', u'\\u73a9\\u7535\\u8111', u'\\u5f53\\u65f6', u'\\u7ade\\u4e89\\u529b', u'\\u813e\\u6c14', u'\\u8f6f\\u7ef5\\u7ef5', u'\\u4f1a\\u5e2e', u'\\u70e7\\u6c34', u'\\u5206\\u4eab', u'\\u7bb1\\u7bb1\\u5b50_\\u6c42\\u6295\\u98df :', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u4ee5\\u524d', u'\\u60f3', u'\\u5e72', u'\\u4e8b\\u60c5', u'\\u5168\\u90e8', u'\\u5e72\\u5b8c', u'\\u4ee5\\u540e', u'\\u5217', u'\\u8ba1\\u5212']\n",
+        "[u'\\u4e4b\\u524d', u'\\u542c', u'\\u4f1a\\u8ba1', u'\\u76f8\\u5173', u'\\u5206\\u4eab', u'\\u8bf4\\u5b9e\\u8bdd', u'\\u542c\\u4e0d\\u61c2', u'\\u5f53\\u65f6', u'\\u7559\\u610f', u'\\u4e00\\u4e0b', u'\\u540d\\u8bcd', u'\\u4e0a\\u9762', u'\\u4eca\\u665a', u'\\u4e70', u'\\u672c\\u4e66', u'\\u4f1a\\u8ba1', u'\\u57fa\\u7840', u'\\u7b2c\\u4e09\\u7248', u'\\u7528\\u6765', u'\\u79d1\\u666e', u'\\u4e00\\u4e0b', u'\\u4f1a\\u8ba1\\u79d1\\u76ee', u'\\u8bb0\\u8d26', u'\\u660e\\u7ec6', u'\\u4f1a\\u8ba1\\u51ed\\u8bc1', u'\\u5e10', u'\\u8584', u'\\u5bf9\\u8d26', u'\\u6838\\u9500', u'\\u6982\\u5ff5', u'\\u5468\\u672b', u'\\u6709\\u4e66', 'kindle']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0']\n",
+        "[u'\\u501f\\u8d37', u'\\u8bb0\\u8d26\\u6cd5', u'\\u8bd5\\u7b97', u'\\u5e73\\u8861', u'\\u8c8c\\u4f3c', u'\\u4e00\\u4e2a', u'\\u5bf9\\u8d26', u'\\u6982\\u5ff5']\n",
+        "[u'\\u521a\\u6362', u'\\u9ed1\\u677f', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u56de\\u7b54', u'\\u56fd\\u5185', u'\\u884c\\u4e1a', u'\\u672a\\u6765', u'\\u5e74\\u5185', u'\\u8fbe\\u5230', u'\\u4eba\\u5458', u'\\u9971\\u548c', u'\\u9971\\u548c', u'\\u4e00\\u53e5', u'\\u8bdd', u'\\u4e00\\u4e2a', u'\\u5751\\u7239', u'\\u7a0b\\u5e8f\\u5458', u'\\u521b\\u9020', u'\\u81f3\\u5c11', u'\\u5c31\\u4e1a\\u673a\\u4f1a', u'\\u4ece\\u4e1a\\u8005', u'\\u6bcf\\u5929', u'\\u5de5\\u4f5c', u'\\u4e0d\\u65ad', u'\\u6316\\u5751', u'\\u4e0d\\u586b\\u5751', u'\\u516c\\u53f8', u'\\u4e0d\\u65ad', u'\\u9700\\u8981', u'\\u7a0b\\u5e8f\\u5458', u'\\u4ece\\u4e1a\\u8005', u'\\u586b\\u5751', u'\\u6bcf\\u5929', u'\\u521b\\u9020', u'\\u5c31\\u4e1a\\u673a\\u4f1a', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u524d\\u65b9\\u9ad8\\u80fd']\n",
+        "[u'\\u6700\\u7ec8', u'\\u51b3\\u5b9a', u'\\u7b14\\u8bb0', u'\\u8fc1\\u79fb', u'\\u4e0a\\u9762', u'\\u8bf4', u'\\u7b14\\u8bb0', u'\\u7f16\\u8f91', u'\\u529f\\u80fd', u'\\u592a\\u6e23', 'evernote', 'onenote', 'evernote']\n",
+        "[u'\\u53d1\\u73b0', u'\\u8089\\u5939\\u998d', u'\\u4e2d\\u52a0', u'\\u4e00\\u4e9b', u'\\u7092', u'\\u8fa3\\u6912', u'\\u597d\\u723d']\n",
+        "[u'\\u67d0\\u4eba', u'\\u63a8\\u8350', u'\\u7ba1\\u7406', u'\\u9886\\u5bfc', u'\\u672c\\u4e66', u'\\u4e09\\u5206\\u4e4b\\u4e00', u'\\u91cc\\u9762', u'\\u63d0\\u5230', u'\\u8bb8\\u591a', u'\\u89c2\\u70b9', u'\\u633a\\u4e0d\\u9519', u'\\u6ca1\\u9519', u'\\u770b\\u4e0d\\u4e0b\\u53bb', u'\\u611f\\u89c9', u'\\u597d', u'\\u7d2f', u'\\u5458\\u5de5', u'\\u7d2f', u'\\u9886\\u5bfc', u'\\u7d2f', u'\\u5757\\u94b1', u'\\u8bdd', u'\\u8bf4', u'\\u4e2d\\u56fd', u'\\u56fe\\u4e66', u'\\u4fbf\\u5b9c']\n",
+        "[u'\\u6210\\u4e3a', u'\\u4ea4\\u9645\\u82b1', u'\\u5584\\u89e3', u'\\u4eba\\u5f02', u'\\u5584\\u89e3', u'\\u4eba\\u7591', u'\\u5584\\u89e3\\u4eba\\u610f', u'\\u5584\\u89e3', u'\\u4eba\\u8863', u'\\u5206\\u4eab', 'chianin', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u2013', 'first', 'rule', 'performance', 'optimisation', 'looking', 'cpu', 'wrong', 'first', 'place', 'start', 'looking', 'memory', 'particular', 'object', 'allocation']\n",
+        "[u'\\u4ee5\\u540e', u'\\u4ee5\\u524d', u'\\u719f\\u8bb0', u'\\u4e0b', u'\\u8f6f\\u4ef6', u'\\u76f8\\u5173', u'\\u5feb\\u6377\\u952e', u'\\u6210\\u4e3a', u'\\u8d1f\\u62c5', 'mbp', 'windows']\n",
+        "[u'\\u79cd', u'\\u590d\\u5236', u'\\u6587\\u4ef6', u'\\u65b9\\u5f0f', u'\\u6027\\u80fd', u'\\u6bd4\\u8f83']\n",
+        "[u'\\u8f6c\\u624b', u'\\u6a31\\u6843', u'\\u673a\\u68b0', u'\\u952e\\u76d8', u'\\u767d\\u8272', u'\\u9752\\u8f74', 'cherry', 'lsceu']\n",
+        "[u'\\u4e70', u'\\u82f9\\u679c\\u7535\\u8111', u'\\u591a\\u8d35', u'\\u51b7\\u5632\\u70ed\\u8bbd', u'\\u4eba\\u4eec', u'\\u592a', u'\\u4e60\\u60ef\\u4e8e', u'\\u773c\\u754c', u'\\u8bc4\\u5224', u'\\u660e\\u663e', u'\\u4e00\\u8def', u'\\u4eba']\n",
+        "[]\n",
+        "[u'\\u5c81', u'\\u4f84\\u5b50', u'\\u7535\\u8111', u'\\u91cc', u'\\u53d1\\u73b0', u'\\u4e8c\\u5341\\u4f59', u'\\u90e8\\u7247', u'\\u505a', u'\\u59d1\\u59d1', u'\\u674e\\u94d6', u'\\u91cc\\u9762', u'\\u4e71\\u4f26', u'\\u7247\\u5b50', u'\\u697c\\u4e3b', u'\\u5c31\\u8981', u'\\u6ce8\\u610f', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u4e00\\u76f4', u'\\u627e\\u5230', u'\\u6ee1\\u610f', 'scala', 'persistence', 'framework']\n",
+        "[u'\\u72e0\\u5fc3', u'\\u82b1', u'\\u5927\\u6d0b', u'\\u8d2d\\u4e70', u'\\u8089', u'\\u75bc', u'\\u4e2d', 'reader', u'\\u652f\\u6301\\u6b63\\u7248']\n",
+        "[u'\\u53d1\\u73b0', u'\\u4e00\\u4e9b', u'\\u8bbf\\u95ee\\u91cf', u'\\u9ad8', u'\\u535a\\u5ba2', u'\\u652f\\u6301', u'\\u6709\\u70b9', u'\\u8be7\\u5f02', 'rss']\n",
+        "[u'\\u8bf4', u'\\u633a', u'\\u5206\\u4eab']\n",
+        "['set', 'vs', 'set']\n",
+        "[u'\\u4eca\\u665a', u'\\u5b8c', u'\\u4eba\\u751f', u'\\u5143', u'\\u7f16\\u7a0b', u'\\u5199', u'\\u633a\\u4e0d\\u9519', 'mactalk']\n",
+        "[u'\\u6211\\u89c1', u'\\u8bf8\\u541b', u'\\u50bb', u'\\u903c', u'\\u6599', u'\\u8bf8\\u541b', u'\\u5e94', u'\\u5982\\u662f']\n",
+        "['note', 'use', 'instead', 'comparing', 'two', 'values', 'equality', 'similarly', 'lifted', 'embedding', 'uses', 'instead', 'inequality', 'comparison', 'operators', 'scala', u'slick']\n",
+        "[u'\\u521a\\u6362', u'\\u6c99\\u6ee9', u'\\u6f2b\\u6b65', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u60c5\\u8ff7', u'\\u5b9d\\u4e3d\\u6765', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "['one', 'important', 'rules', 'thumb', 'jvm', 'never', 'use', 'java', 'util', 'date', 'popular', 'alternative', 'joda', 'time', 'want', 'use', 'slick', 'use', 'tototoshi', 'slick', 'joda', 'mapper', u'slick']\n",
+        "['allows', 'persist', 'datetime', 'instant', 'localdatetime', 'localdate', 'localtime', 'datetimezone', 'slick', u'slick']\n",
+        "['slick', 'map', 'java', 'util', 'date', 'table']\n",
+        "[u'\\u770b\\u5f85', u'\\u771f\\u6b63', u'\\u725b', u'\\u903c', u'\\u4eba', u'\\u4f4e\\u8c03', u'\\u89c2\\u70b9', u'\\u5176\\u5185', u'\\u903b\\u8f91', u'\\u8fd9\\u662f', u'\\u4e00\\u4e2a', u'\\u4f2a', u'\\u547d\\u9898', u'\\u4e8b\\u5b9e', u'\\u725b', u'\\u903c', u'\\u4eba', u'\\u9ad8\\u8c03', u'\\u4f4e\\u8c03', u'\\u660e\\u663e', u'\\u6570\\u91cf', u'\\u5dee\\u5f02', u'\\u5148', u'\\u5c55\\u5f00', u'\\u89c2\\u5bdf', u'\\u8fd9\\u53e5', u'\\u8bdd', u'\\u5b58\\u5728', u'\\u603b\\u662f', u'\\u4f34\\u968f', u'\\u5206\\u4eab', u'\\u4ef0\\u671b\\u591c\\u7a7a\\u7684\\u7075\\u9b42 :', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u8d5b\\u5b63', u'\\u5b9a\\u7ea7', u'\\u8d5b', u'\\u7b2c\\u4e00\\u5c40', u'\\u6218\\u4e89', u'\\u5973\\u795e', u'\\u9996\\u573a', u'\\u6536\\u83b7', u'\\u6740', u'lol']\n",
+        "[u'\\u4e0b\\u5c5e', u'\\u53d1\\u751f', u'\\u4e89\\u5435', u'\\u54bd\\u4e0d\\u4e0b', u'\\u53e3\\u6c14', u'\\u60f3', u'\\u62fe\\u6387', u'\\u786e\\u8ba4', u'\\u51e0\\u4ef6\\u4e8b', u'\\u5de5\\u4f5c', u'\\u80fd\\u529b', u'\\u5f3a', u'\\u56e2\\u961f', u'\\u5b58\\u5728', u'\\u4ef7\\u503c', u'\\u9ad8', u'\\u4fe9', u'\\u771f\\u7684', u'\\u95f9\\u7ffb', u'\\u4e0a\\u7ea7', u'\\u80af\\u5b9a', u'\\u653e\\u5f03', u'\\u60c5\\u5546', u'\\u8868\\u8fbe\\u80fd\\u529b', u'\\u9ad8', u'\\u5360', u'\\u7406', u'\\u60f3\\u8981', u'\\u7ee7', u'\\u5206\\u4eab', 'lilizhou', 'li', u'\\u77e5\\u4e4e']\n",
+        "[]\n",
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+        "[]\n",
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+        "[u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'merge', 'two', 'sorted', 'lists', 'yoona', 'csdn', 'net']\n",
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+        "[u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'permutations', 'ii', 'yoona', 'csdn', 'net']\n",
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+        "[u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'valid', 'parentheses', 'yoona', 'csdn', 'net']\n",
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+        "[u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'divide', 'two', 'integers', 'yoona', 'csdn', 'net']\n",
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+        "[]\n",
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+        "[u'\\u4e2d', u'\\u7cfb\\u7edf\\u5347\\u7ea7', u'\\u53d1\\u5e03', u'\\u4e0d\\u9519', 'lunia', 'windows', 'phone', 'cortana']\n",
+        "[u'\\u5347\\u7ea7', u'\\u4e4b\\u540e', u'\\u4f7f\\u7528', u'\\u641c\\u7d22', u'\\u4e00\\u4e0b', u'\\u4e4b\\u524d', u'\\u4eba\\u95ee', u'\\u73b0\\u5728', u'\\u7a0b\\u5e8f\\u5458', u'\\u90b9\\u6b23', 'lumia', 'windows', 'phone', 'cortana', 'lumia', 'cortana']\n",
+        "[u'\\u53d8\\u91cf', u'\\u58f0\\u660e', u'\\u63d0\\u524d', u'\\u5feb\\u4e50', u'\\u516b\\u54e5', u'\\u535a\\u5ba2\\u56ed', u'\\u53bb\\u5e74', u'\\u5199', u'\\u4e00\\u7bc7', u'\\u535a\\u5ba2', u'\\u4eca\\u5929', u'\\u91cd\\u65b0', u'\\u57fa\\u7840', u'\\u91cd\\u65b0', u'\\u4fee\\u6539', u'\\u4e00\\u4e0b', u'\\u7406\\u89e3', u'\\u53d8\\u91cf', u'\\u58f0\\u660e', u'\\u63d0\\u524d', u'\\u6982\\u5ff5', 'javascript', 'javascript', 'javascript']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u6570\\u636e', u'\\u53ef\\u89c6\\u5316', u'\\u4f7f\\u7528', u'\\u4e2d', u'\\u9047\\u5230', u'\\u95ee\\u9898', u'\\u5feb\\u4e50', u'\\u516b\\u54e5', u'\\u535a\\u5ba2\\u56ed', 'echart']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247', u'\\u5b89\\u88c5', u'\\u5148', u'\\u5b89\\u88c5', u'\\u4eba', u'\\u7535\\u8111', u'\\u5e94\\u8be5', 'sourcetree', 'net', 'framework', 'net']\n",
+        "[u'\\u5c01\\u9501', u'\\u4e00\\u6bb5\\u65f6\\u95f4']\n",
+        "[u'\\u6587\\u7ae0', u'\\u4e0d\\u9519', u'\\u503c\\u5f97', u'\\u524d\\u7aef', u'\\u5de5\\u7a0b\\u5e08', u'\\u4e00\\u770b']\n",
+        "[u'\\u524d\\u7aef', u'\\u82b1\\u540d\\u518c', u'\\u6dfb\\u52a0', u'\\u540d\\u7247', u'\\u6b22\\u8fce', u'\\u6536\\u85cf', u'\\u524d\\u7aef\\u4e71\\u7096']\n",
+        "[u'\\u56de\\u7b54', u'\\u53f0\\u5f0f\\u673a', u'\\u76d7\\u7248', u'\\u770b\\u5230', u'\\u5206\\u533a', u'\\u4fe1\\u606f', u'\\u5b98\\u65b9\\u7f51\\u7ad9', u'\\u4e0b\\u8f7d', u'\\u72ec\\u7acb', u'\\u7248\\u672c', u'\\u7248\\u672c', u'\\u63d2\\u5165', u'\\u97f3\\u9891', u'\\u89c6\\u9891', u'\\u672c\\u5730', u'\\u521b\\u5efa', u'\\u6bd4\\u8f83', 'office', 'onenote', 'surface', 'onenote', 'onenote', 'microsoft', 'onenote', 'onedriv', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5229\\u7528', u'\\u5355\\u53f0', u'\\u670d\\u52a1\\u5668', u'\\u5b9e\\u73b0', u'\\u4e07\\u591a\\u4e2a', u'\\u4ed3\\u5e93', u'\\u6258\\u7ba1', 'git']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u7231', u'\\u89e6', u'\\u4e0d\\u53ef']\n",
+        "[u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'monkey', 'test', 'guitk', 'csdn', 'net']\n",
+        "[u'\\u5317\\u4eac', u'\\u7c73\\u957f', u'\\u7535\\u52a8', u'\\u516c\\u4ea4\\u8f66', u'\\u542f\\u7528', u'\\u88ab\\u79f0\\u4f5c', u'\\u7535', u'\\u9cb6\\u9c7c', u'\\u5206\\u7ad9', u'\\u817e\\u8baf\\u7f51', u'\\u5347\\u7ea7', u'\\u68ee\\u6797\\u516c\\u56ed', u'\\u611f\\u53d7', u'\\u4e0b', u'\\u9752\\u5e74', u'\\u8def', u'\\u65b0', u'\\u7535\\u8f66']\n",
+        "[u'\\u63a8\\u8350', u'\\u5f20\\u9753\\u9896', u'\\u6b4c\\u66f2', u'\\u6211\\u7528', u'\\u6240\\u6709', u'\\u62a5\\u7b54', u'\\u7231', u'\\u5355\\u66f2', u'\\u5faa\\u73af', u'\\u4e00\\u6574\\u5929', u'\\u6211\\u4f1a', u'\\u8bf4', u'\\u6765\\u81ea', u'\\u7acb\\u5373', u'\\u6536\\u542c', u'\\u597d\\u641c\\u97f3\\u4e50\\u76d2', u'\\u597d\\u641c\\u641c\\u7d22-\\u97f3\\u4e50\\uff09']\n",
+        "[u'\\u266a', u'\\u6b63\\u5728', u'\\u6536\\u542c', u'\\u675c\\u5fb7\\u4f1f', u'\\u6b4c\\u66f2', u'\\u7231', u'\\u6c38\\u8fdc', u'\\u97f3\\u4e50']\n",
+        "[u'\\u266a', u'\\u6b63\\u5728', u'\\u6536\\u542c', u'\\u675c\\u5fb7\\u4f1f', u'\\u6b4c\\u66f2', u'\\u7231', u'\\u52c7\\u6562', u'\\u97f3\\u4e50', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u89c9\\u5f97', u'\\u5b64\\u5355', u'\\u5b64\\u5355']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u98de\\u9e1f', u'\\u61c2\\u5f97', u'\\u907f\\u5f00', u'\\u98de\\u673a']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0', u'\\u676f\\u9152', u'\\u620f', u'\\u6d4b\\u8bd5']\n",
+        "[u'\\u6025\\u706b', u'\\u6613', u'\\u653b\\u5fc3', u'\\u4e00\\u53e3', u'\\u715e\\u6c14', u'\\u618b', u'\\u56de\\u53bb', u'\\u55d3\\u5b50\\u75bc', u'\\u75bc\\u6b7b']\n",
+        "[u'\\u6025\\u706b', u'\\u6613', u'\\u653b\\u5fc3', u'\\u4e00\\u53e3', u'\\u715e\\u6c14', u'\\u618b', u'\\u56de\\u53bb', u'\\u5185\\u4f24', u'\\u55d3\\u5b50\\u75bc', u'\\u6b7b']\n",
+        "[u'\\u5206\\u4eab', u'\\u9b3c\\u811a\\u4e03\\u76842014 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u7ad9', u'\\u5c71\\u9876', u'\\u4eba', u'\\u5c71\\u811a\\u4e0b', u'\\u4eba', u'\\u8bf4', u'\\u5c71\\u4e0a', u'\\u98ce\\u666f', u'\\u6709\\u591a\\u7f8e', u'\\u5c71', u'\\u5c71\\u811a\\u4e0b', u'\\u6237', u'\\u5c71', u'\\u8fdc', u'\\u8fdc\\u51fa', u'\\u4e00\\u7247', u'\\u6d77', u'\\u5c71\\u811a\\u4e0b', u'\\u4eba', u'\\u62ac\\u5934', u'\\u770b\\u770b', u'\\u811a\\u4e0b', u'\\u53f0\\u9636', u'\\u4e00\\u76f4', u'\\u5d0e\\u5c96', u'\\u8513\\u5ef6\\u5230', u'\\u5c71\\u4e2d', u'\\u4e0d\\u77e5', u'\\u5904', u'\\u8d70', u'\\u4e45', u'\\u672a', u'\\u5c71\\u4e0a', u'\\u4eba', u'\\u8bf4', u'\\u79cd\\u79cd', u'\\u7834\\u53e3\\u5927\\u9a82', u'\\u9a97\\u5b50']\n",
+        "[u'\\u7ad9', u'\\u5c71\\u9876', u'\\u4eba', u'\\u5c71\\u811a\\u4e0b', u'\\u4eba', u'\\u8bf4', u'\\u5c71\\u4e0a', u'\\u98ce\\u666f', u'\\u6709\\u591a\\u7f8e', u'\\u5c71', u'\\u5c71\\u811a\\u4e0b', u'\\u6237', u'\\u5c71', u'\\u8fdc', u'\\u8fdc\\u51fa', u'\\u4e00\\u7247', u'\\u6d77', u'\\u5c71\\u811a\\u4e0b', u'\\u4eba', u'\\u62ac\\u5934', u'\\u770b\\u770b', u'\\u811a\\u4e0b', u'\\u53f0\\u9636', u'\\u4e00\\u76f4', u'\\u5d0e\\u5c96', u'\\u8513\\u5ef6\\u5230', u'\\u5c71\\u4e2d', u'\\u4e0d\\u77e5', u'\\u5904', u'\\u8d70', u'\\u4e45', u'\\u672a', u'\\u5c71\\u4e0a', u'\\u4eba', u'\\u8bf4', u'\\u79cd\\u79cd', u'\\u7834\\u53e3\\u5927\\u9a82', u'\\u9a97\\u5b50', u'\\u6839\\u672c\\u5c31\\u662f', u'\\u5c71\\u6c9f\\u6c9f', u'\\u65e0\\u5c71', u'\\u4ea6', u'\\u65e0\\u6d77']\n",
+        "[u'\\u96c6\\u6210', u'\\u4fee\\u6539', u'\\u591a\\u4e2a', u'\\u5305', u'\\u5b9e\\u8df5', 'gradle', 'android', 'manifest', 'xml']\n",
+        "[u'\\u9002\\u5408', u'\\u65b0\\u624b', u'\\u81ea\\u5b66', u'\\u6559\\u7a0b', u'\\u5408\\u96c6', 'gradle', 'via', u'testerhome']\n",
+        "[]\n",
+        "['stackoverflow', 'com']\n",
+        "[u'\\u5206\\u4eab', u'\\u6d41\\u661f', u'\\u98de\\u96e8', u'\\u904d\\u5386', u'\\u6587\\u4ef6\\u76ee\\u5f55', 'python', 'coding', 'utf', 'import', 'datetime', 'import', 'os', 'filepath', 'php', 'starttime', 'datet', u'!/usr/bin/env python ']\n",
+        "[u'\\u5206\\u4eab', u'\\u6d41\\u661f', u'\\u98de\\u96e8', u'\\u65f6\\u95f4', u'\\u5904\\u7406', u'\\u5f53\\u524d', u'\\u65f6\\u95f4', 'python', 'coding', 'utf', 'import', 'datetime', 'time', 'import', 'sleep', 'time', 'datetime', 'datetime', u'!/usr/bin/env python ']\n",
+        "[u'\\u6027\\u80fd', u'\\u4f18\\u5316', u'\\u8bfe\\u7a0b', u'\\u6e32\\u67d3', u'\\u6027\\u80fd', u'\\u6e32\\u67d3', u'\\u6027\\u80fd', u'\\u610f\\u5473\\u7740', u'\\u901f\\u5ea6', u'\\u7ed8\\u5236', u'\\u5c4f\\u5e55', u'\\u5237\\u65b0', u'\\u6027\\u80fd', u'\\u826f\\u597d', u'\\u6307', u'\\u7528\\u6237', u'\\u611f\\u89c9', u'\\u5e94\\u7528\\u7a0b\\u5e8f', u'\\u6d41\\u7545', u'\\u5feb\\u901f', u'\\u54cd\\u5e94', u'\\u610f\\u5473\\u7740', u'\\u66f4\\u5c11', u'\\u65f6\\u95f4', u'\\u5206\\u4eab', 'android', 'lzy', 'blog', 'activity', 'ms', u'\\u5218\\u667a\\u52c7\\u540c\\u5b66\\uff09']\n",
+        "[u'\\u5b66\\u4e60', u'\\u4e00\\u95e8', u'\\u8bed\\u8a00', u'\\u6700\\u597d', u'\\u65b9\\u5f0f', u'\\u9605\\u8bfb', u'\\u4f18\\u79c0', u'\\u6e90\\u7801']\n",
+        "[u'\\u8001\\u864e', u'\\u53d1\\u5a01', u'\\u4eb2', u'\\u4e00\\u4e0b']\n",
+        "[u'\\u670b\\u53cb\\u5708', u'\\u5237', u'\\u5b9d\\u9a6c', u'\\u5e7f\\u544a', u'\\u65b0\\u95fb', 'html', 'tricks']\n",
+        "[u'\\u7269', u'\\u8054\\u7f51', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u6982\\u5ff5', u'\\u7279\\u70b9', u'\\u7269', u'\\u8054\\u7f51', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u6280\\u672f\\u8bba\\u575b', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'hellox', 'csdn', 'net']\n",
+        "[u'\\u9ed1\\u8c79', u'\\u65e0\\u5730\\u81ea\\u5bb9', u'\\u6bcf\\u6b21', u'\\u542c', u'\\u70ed\\u8840\\u6cb8\\u817e', u'\\u4e00\\u79cd', u'\\u8bf4\\u4e0d\\u51fa', u'\\u6f47\\u6d12', u'\\u5fc3\\u5e95', u'\\u5e26\\u52b2']\n",
+        "[u'\\u5199\\u5f97', u'\\u76f8\\u5f53', u'\\u4e0d\\u9519']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u53c2\\u4e0e', u'\\u65b0\\u6d6a', u'\\u8c03\\u67e5', u'\\u6295\\u8bc9', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u753b\\u9762', u'\\u5065\\u5eb7', u'\\u6295\\u7ed9', u'\\u9009\\u9879', u'\\u8868\\u6001']\n",
+        "[u'\\u4e0a\\u4e2a', u'\\u5899', u'\\u8bd5\\u8bd5', u'\\u767e\\u5ea6nlp2015\\u5e74\\u4f1a']\n",
+        "[u'\\u542c\\u8bf4', u'\\u738b\\u5ca9', u'\\u5973\\u670b\\u53cb', u'\\u767e\\u5ea6nlp2015\\u5e74\\u4f1a']\n",
+        "[u'\\u997f', u'\\u767e\\u5ea6nlp2015\\u5e74\\u4f1a']\n",
+        "[u'\\u76c8\\u76c8\\u4e00\\u6c34', u'\\u95f4', u'\\u8109\\u8109', u'\\u8bed']\n",
+        "[u'\\u884c\\u9053', u'\\u95f4', u'\\u5473\\u9053', u'\\u5fe7\\u4f24']\n",
+        "[u'\\u51fd\\u6570', u'\\u2013', u'\\u524d\\u7aef\\u5f00\\u53d1', u'\\u4e13\\u6ce8', u'\\u524d\\u7aef\\u5f00\\u53d1', u'\\u5173\\u6ce8', u'\\u7528\\u6237', u'\\u4f53\\u9a8c', 'javascript', 'throttle', 'debounce', 'web', u'\\u611a\\u4eba\\u7801\\u5934']\n",
+        "[u'\\u505a', u'\\u4e00\\u4ef6', u'\\u4e8b\\u60c5', u'\\u5b83\\u4f1a', u'\\u6210\\u4e3a', u'\\u4e00\\u751f', u'\\u4e8b\\u4e1a', u'\\u7740\\u6025', u'\\u505a']\n",
+        "[u'\\u505a', u'\\u4e00\\u4ef6', u'\\u4e8b\\u60c5', u'\\u5b83\\u4f1a', u'\\u6210\\u4e3a', u'\\u4e00\\u751f', u'\\u4e8b\\u4e1a', u'\\u7740\\u6025', u'\\u505a']\n",
+        "[u'\\u5f69\\u8679', u'\\u5929\\u5802', u'\\u95e8', u'\\u4eba\\u6b7b', u'\\u540e', u'\\u6247\\u95e8', u'\\u8fdb\\u5165', u'\\u5929\\u5802']\n",
+        "[u'\\u4ec5\\u7528', u'\\u8db3\\u4ee5', u'\\u5b9e\\u73b0', u'\\u4efb\\u610f', u'\\u4ee3\\u7801', u'\\u535a\\u5ba2\\u56ed', 'javascript', 'pandora']\n",
+        "[u'\\u6de1\\u6de1\\u7684', u'\\u5fe7\\u4f24']\n",
+        "[]\n",
+        "[u'\\u60f3', u'\\u806a\\u660e', u'\\u4eba', u'\\u4e00\\u8d77', u'\\u5de5\\u4f5c']\n",
+        "[u'\\u516c\\u53f8', u'\\u9879\\u76ee', u'\\u5e74', u'\\u540e', u'\\u505a', u'\\u627e\\u5de5']\n",
+        "[u'\\u5b9e\\u73b0', u'\\u51fd\\u6570', u'\\u4f7f', u'\\u4e3a\\u4f4d', u'\\u6d6e\\u70b9\\u6570', u'\\u5206\\u4eab', 'return', 'else', 'return', u'\\u5bd2\\u51acwinter\\uff1aif(x <= 0)', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u6570\\u7406\\u5316', u'\\u9886\\u57df', u'\\u91cc', u'\\u6233\\u5fc3', u'\\u53e5\\u5b50', u'\\u6c5f\\u8d24', u'\\u6388\\u4eba', u'\\u4ee5\\u9c7c', u'\\u8003\\u4eba\\u4ee5', u'\\u9c7d', u'\\u9c7e', u'\\u9c80', u'\\u9c7f', u'\\u9c83', u'\\u9c82', u'\\u9c89', u'\\u9c8c', u'\\u9c84', u'\\u9c86', u'\\u9c85', u'\\u9c87', u'\\u9c8f', u'\\u9c8a', u'\\u9c8b', u'\\u9c90', u'\\u9c88', u'\\u9c8d', u'\\u9c8e', u'\\u9c9d', u'\\u9c98', u'\\u9c99', u'\\u9c97', u'\\u9c93', u'\\u9c96', u'\\u9c9e', u'\\u9c9b', u'\\u9c92', u'\\u9c9a', u'\\u9c9c', u'\\u9c9f', u'\\u9c94', u'\\u9c95', u'\\u9c91', u'\\u9ca7', u'\\u9cac', u'\\u9caa', u'\\u9cab', u'\\u9ca9', u'\\u9ca3', u'\\u9ca8', u'\\u9ca1', u'\\u9ca2', u'\\u9ca4', u'\\u9ca0', u'\\u9ca5', u'\\u9ca6', u'\\u9cba', u'\\u9caf', u'\\u9cb9', u'\\u9cb4', u'\\u9cb6', u'\\u9cb3', u'\\u9cae', u'\\u9cad', u'\\u9cb5', u'\\u9cb2', u'\\u9cb0', u'\\u9cb1', u'\\u9cbb', u'\\u9cb7', u'\\u9cb8', u'\\u9ccb', u'\\u9cca', u'\\u9cc1', u'\\u9cc0', u'\\u9cbe', u'\\u9cbc', u'\\u9cc8', u'\\u9cc9', u'\\u9cc3', u'\\u9cc4', u'\\u9cbf', u'\\u9cc7', u'\\u9cc2', u'\\u9cc6', u'\\u9cc5', u'\\u9cbd', u'\\u9ccc', u'\\u9cd2', u'\\u9cce', u'\\u9ccf', u'\\u9cd1', u'\\u9cd0', u'\\u9ccd', u'\\u9cd8', u'\\u9cdb', u'\\u9cd5', u'\\u9cd3', u'\\u9cd9', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e']\n",
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+        "[u'\\u8fd9\\u4e0b', u'\\u5b8c\\u86cb']\n",
+        "[u'\\u5a36', u'\\u5ac1', u'\\u4eba', u'\\u5ff5\\u60f3']\n",
+        "[u'\\u518d', u'\\u5e74\\u8f7b', u'\\u4e00\\u628a', u'\\u5c41', u'\\u5e74\\u8f7b']\n",
+        "[u'\\u7a81\\u7136', u'\\u60f3', u'\\u627e\\u4e2a', u'\\u65f6\\u95f4', u'\\u54c8\\u5c14\\u6ee8', u'\\u6328\\u51bb']\n",
+        "[u'\\u5fcd\\u53d7', u'\\u4e0a\\u73ed', u'\\u5fcd\\u53d7']\n",
+        "[u'\\u53d1\\u89c9', u'\\u5317\\u4eac', u'\\u884c\\u4e1a', u'\\u4f18\\u8d28', u'\\u59b9\\u5b50', u'\\u633a', u'\\u6709\\u798f', 'coding', 'dog']\n",
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+        "[u'\\u5df4\\u62c9\\u5df4', u'\\u62c9', u'\\u7ec8\\u4e8e', u'\\u4e0b\\u96ea']\n",
+        "[u'\\u6570\\u636e', u'\\u5f00\\u6e90', u'\\u725b', u'\\u903c', u'\\u4e00\\u5929', u'\\u4e0d\\u7528', u'\\u53bb\\u8d39', u'\\u5fc3\\u601d', u'\\u5f00\\u53d1', u'\\u6570\\u636e\\u5904\\u7406', u'\\u57fa\\u7840', u'\\u6846\\u67b6', u'\\u5e73\\u53f0', u'\\u53ea', u'\\u9700', u'\\u62ff\\u6765', 'google']\n",
+        "[u'\\u4eba', u'\\u6d3b\\u7740', u'\\u6298\\u817e', u'\\u6b7b', u'\\u533a\\u522b']\n",
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+        "[u'\\u597d\\u591a', u'\\u4eba']\n",
+        "[u'\\u5e74', u'\\u4e0a\\u73ed', u'\\u4e0a\\u73ed']\n",
+        "[u'\\u4e0b\\u5348', u'\\u7814\\u53d1\\u90e8', u'\\u5f00\\u4f1a', u'\\u4f1a\\u8bae\\u5ba4', u'\\u6324\\u6ee1', u'\\u7a81\\u7136', u'\\u53d1\\u73b0', u'\\u539f\\u6765', u'\\u591a\\u4eba']\n",
+        "[u'\\u8bcd', u'\\u77e5\\u9053', u'\\u5df2\\u7ecf', u'\\u53d8\\u6210', u'\\u573a\\u5408', u'\\u4f7f\\u7528', u'\\u6709\\u4e2a', u'\\u5904\\u7406', u'\\u4e00\\u4e0b', u'\\u53c2\\u52a0', u'\\u4e00\\u4e0b', u'\\u8bc4\\u5ba1', u'\\u76f8\\u4e92', u'\\u5b66\\u4e60', u'\\u529f\\u80fd', u'\\u65f6\\u95f4', u'\\u5b8c\\u6210', u'\\u68c0\\u67e5\\u4e00\\u4e0b', u'\\u95ee\\u9898', u'\\u4f60\\u59b9', 'ok', 'bug', 'ok', 'ok', 'ok', 'ok', 'ok']\n",
+        "[u'\\u65b0\\u5e74', u'\\u65b0\\u623f\\u5b50']\n",
+        "[u'\\u5c0f\\u9ed1', u'\\u599e', u'\\u4eca\\u5929', u'\\u8fc7\\u751f\\u65e5', 'happy', 'happy', u'\\u6234\\u6843\\u82f1']\n",
+        "[u'\\u5c0f\\u9ed1', u'\\u599e', u'\\u6c38\\u8fdc']\n",
+        "[u'\\u516c\\u53f8', u'\\u663e\\u793a\\u5c4f', u'\\u8c03\\u8bd5', u'\\u723d', u'\\u665a\\u4e0a', u'\\u5728\\u5bb6', u'\\u4f7f\\u7528', u'\\u5c0f\\u5c0f\\u7684', u'\\u7b14\\u8bb0\\u672c', u'\\u771f\\u662f', u'\\u86cb\\u75bc', u'\\u5fcd\\u4f4f', u'\\u5fcd\\u4f4f']\n",
+        "[u'\\u4e3a\\u77e5', u'\\u7b14\\u8bb0', u'\\u7248\\u672c', u'\\u65b0', u'\\u529f\\u80fd', u'\\u89e3\\u9501', u'\\u5e94\\u7528', u'\\u7528\\u6765', u'\\u514d', u'\\u5bc6\\u7801', u'\\u6d4f\\u89c8', u'\\u52a0\\u5bc6', u'\\u7b14\\u8bb0', u'\\u65b9\\u4fbf', u'\\u5b89\\u5168', u'\\u4e0a\\u7ebf', 'ios', 'touch', 'id']\n",
+        "[u'\\u300e', u'\\u535a\\u90a6', u'\\u8f6f\\u4ef6', u'\\u8d26\\u5957', u'\\u536b\\u58eb', u'\\u300f', u'\\u91d1\\u8776', u'\\u4ea7\\u54c1', u'\\u72ec\\u4e00\\u65e0\\u4e8c', u'\\u589e\\u503c', u'\\u4ea7\\u54c1', u'\\u7535\\u8111', u'\\u9057\\u5931', u'\\u65f6', u'\\u8d22\\u52a1\\u6570\\u636e', u'\\u5916\\u6cc4', u'\\u5458\\u5de5', u'\\u79bb\\u804c', u'\\u65f6', u'\\u5ba2\\u6237\\u8d44\\u6599', u'\\u8d70', u'\\u9ed1\\u5ba2', u'\\u5165\\u4fb5', u'\\u65f6', u'\\u5546\\u4e1a', u'\\u673a\\u5bc6', u'\\u76d7', u'\\u9632\\u6b62', u'\\u6570\\u636e', u'\\u65e0\\u5173', u'\\u90e8\\u95e8', u'\\u67e5\\u770b', u'\\u4e94\\u5927', u'\\u7279\\u8272', u'\\u5b8c\\u7f8e', u'\\u4fdd\\u62a4', u'\\u8d26\\u5957', u'\\u8d26\\u5957', u'\\u4fdd\\u62a4', u'\\u767b\\u5f55', u'\\u9694\\u79bb', u'\\u5b9e\\u4f53', u'\\u9690\\u85cf', u'\\u591a\\u5361', u'\\u534f\\u540c', u'\\u9690\\u853d', u'\\u52a0\\u5bc6', u'\\u54a8\\u8be2', u'\\u70ed\\u7ebf']\n",
+        "[u'\\u535a\\u90a6', u'\\u65b0\\u6625', u'\\u5609\\u5e74\\u534e', u'\\u6d3b\\u52a8', u'\\u4e3e\\u529e', u'\\u5706\\u6ee1\\u6210\\u529f', u'\\u8c22\\u8c22', u'\\u53c2\\u4e0e']\n",
+        "[]\n",
+        "[u'\\u9891\\u9053', u'\\u968f\\u65f6', u'\\u5173\\u6ce8', u'\\u4efb\\u610f', u'\\u611f\\u5174\\u8da3', u'\\u8d44\\u8baf', 'baobaoyou', u'\\u4e00\\u70b9\\u8d44\\u8baf \\u91cc\\u8ba2\\u9605\\u4e86']\n",
+        "[u'\\u9274\\u5b9a', u'\\u4e00\\u4e2a', u'\\u9ad8\\u6548', u'\\u5de5\\u4f5c\\u72c2', u'\\u6574\\u7406', u'\\u5f3a\\u8feb\\u75c7', u'\\u8bb0\\u5f55', u'\\u5f3a\\u8feb\\u75c7', u'\\u6536\\u96c6', u'\\u5f3a\\u8feb\\u75c7', u'\\u75c5', u'\\u7edf\\u7edf', u'\\u60a3\\u4e0a', u'\\u7834', u'\\u770b\\u770b', u'\\u63a7', u'\\u5206\\u4eab', u'\\u5fae\\u535a', u'\\u673a\\u4f1a', u'\\u8d62\\u53d6', u'\\u5c0f\\u7c73', u'\\u7801', u'\\u6233', u'\\u5c0f\\u7c73', u'\\u5e73\\u677f', 'note', u'\\u6211\\u7231\\u5c0f\\u7c73\\u5e73\\u677f']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6700\\u5f3a\\u5927\\u8111\\u9c8d\\u6a52']\n",
+        "[u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u6df1\\u5ea6', u'\\u5b66\\u4e60']\n",
+        "['machine', 'learning', 'fun']\n",
+        "[u'\\u65e0\\u6bd4', u'\\u5f3a\\u5927']\n",
+        "[u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u6709\\u7528', u'\\u624b\\u673a', u'\\u4e00\\u70b9', u'\\u8d44\\u8baf', u'\\u884c\\u4e1a\\u8d44\\u8baf', u'\\u751f\\u6d3b', u'\\u77e5\\u8bc6', u'\\u6700', u'\\u91cd\\u8981', u'\\u8ba2\\u9605', u'\\u4efb\\u610f', u'\\u5174\\u8da3\\u7231\\u597d', u'\\u6bcf\\u5929', u'\\u53ea\\u8bfb', u'\\u4e00\\u70b9', u'\\u505a', u'\\u4e3b\\u7f16', u'\\u4e0b\\u8f7d', u'\\u4f53\\u9a8c', 'app']\n",
+        "[u'\\u81ea\\u5b9a\\u4e49', u'\\u5206\\u4eab', u'\\u5185\\u5bb9']\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u5fae\\u7c73', u'\\u5fae\\u7c73', u'\\u5708\\u4f4f', u'\\u793e\\u4ea4\\u5708', u'\\u81ea\\u7531\\u81ea\\u5728', u'\\u6df7\\u8ff9', u'\\u5708\\u5b50', u'\\u7545\\u5feb', u'\\u8868\\u8fbe', u'\\u518d', u'\\u65e0\\u62d8\\u675f', u'\\u5b89\\u88c5', u'\\u5fae\\u7c73', u'\\u5fd7\\u540c\\u9053\\u5408', u'\\u4eba', u'\\u4e00\\u8d77', u'\\u5206\\u4eab', u'\\u7545\\u804a', u'\\u4eb2', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', 'hold', u'\\u4e00\\u8d77\\u7fa4\\u5f00\\u5fc3']\n",
+        "[u'\\u53d1\\u73b0', u'\\u624b\\u81c2', u'\\u8f6e\\u5ed3', u'\\u660e\\u663e', u'\\u4e9b', u'\\u723d', u'\\u9e21\\u8840', u'\\u7206\\u70b8', u'\\u5929\\u540e', u'\\u51cf\\u5f31', u'\\u660e\\u5929', u'\\u6413', u'\\u70b9', u'\\u8865\\u5145', u'\\u4e0b']\n",
+        "[u'\\u4e70', u'\\u5361\\u7956\\u7b1b', u'\\u9017', u'\\u4e00\\u6bd4']\n",
+        "[u'\\u60f3', u'\\u4e70', u'\\u674e', u'\\u5409\\u4ed6']\n",
+        "[u'\\u547d\\u8fd0', u'\\u5dee\\u70b9', u'\\u6539\\u53d8']\n",
+        "[u'\\u8001\\u5a18', u'\\u52d2\\u4ee4', u'\\u4e0d\\u8bb8', u'\\u518d', u'\\u7626', u'\\u54c8\\u54c8\\u54c8']\n",
+        "[u'\\u5206\\u4e0d\\u6e05', u'\\u65e0\\u754f', u'\\u60f3', u'\\u6b7b', 'mom', 'sorry', 'scared']\n",
+        "[u'\\u6700\\u8fd1', u'\\u603b\\u662f', u'\\u5fc5\\u5e94\\u641c\\u7d22']\n",
+        "['test']\n",
+        "['test']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u6258\\u8482', u'\\u6885\\u5f00\\u4e8c\\u5ea6', u'\\u5e72\\u5f97', u'\\u6f02\\u4eae']\n",
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+        "[u'\\u8425\\u9500', u'\\u6570\\u636e\\u6316\\u6398', u'\\u5b9e\\u8df5', 'hadoop']\n",
+        "[u'\\u6700\\u96be', u'\\u95ee\\u9898', u'\\u6280\\u672f', u'\\u7ffb\\u8bd1', u'\\u8d85\\u8fc7', u'\\u5341\\u5e74', u'\\u4ee5\\u4e0a', u'\\u89e3\\u91ca\\u5668', u'\\u5168\\u5c40', u'\\u9501', u'\\u65b0\\u624b', u'\\u4e13\\u5bb6', u'\\u632b\\u6298\\u611f', u'\\u597d\\u5947\\u5fc3', u'\\u672a', u'\\u89e3\\u51b3', u'\\u95ee\\u9898', u'\\u968f\\u5904', u'\\u95ee\\u9898', u'\\u96be\\u5ea6', u'\\u8017\\u65f6', u'\\u80af\\u5b9a', u'\\u4e00\\u4e2a', u'\\u95ee\\u9898', u'\\u5c1d\\u8bd5', u'\\u89e3', 'python', 'gil', 'python']\n",
+        "[u'\\u641e\\u8d77']\n",
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+        "['pzx', 'trwadr', 'towj']\n",
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+        "[]\n",
+        "[u'\\u4eba\\u751f', u'\\u4e50\\u8da3']\n",
+        "[u'\\u6625\\u5929', u'\\u8981\\u6765']\n",
+        "[u'\\u8fd9\\u95f2', u'\\u86cb', u'\\u75bc', 'sb']\n",
+        "[u'\\u5b89\\u5168\\u536b\\u58eb', u'\\u4f7f\\u7528', 'linux']\n",
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+        "[u'\\u83b7\\u5956']\n",
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+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
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+        "[u'\\u4f9d\\u8d56', u'\\u7ba1\\u7406', u'\\u5206\\u4eab', 'javascript', u'w3ctech\\uff09']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u9996\\u5c4a', u'\\u5f00\\u53d1\\u8005', u'\\u5927\\u4f1a', u'\\u53ec\\u5f00', u'\\u975e\\u5e38\\u9ad8\\u5174', u'\\u544a\\u8bc9', u'\\u672c\\u6b21', u'\\u5927\\u4f1a', u'\\u9080\\u8bf7', u'\\u672c\\u6b21', u'\\u5927\\u4f1a', u'\\u7ffb\\u8bd1\\u5b98', u'\\u4e9a\\u7236', u'\\u63d0\\u4f9b', u'\\u7ffb\\u8bd1', u'\\u60f3', u'\\u4ea4\\u6d41', u'\\u82f1\\u8bed', u'\\u4e0d\\u597d', u'\\u4e0d\\u7528', u'\\u62c5\\u5fc3', u'\\u9996\\u5e2d', u'\\u7ffb\\u8bd1\\u5b98', u'\\u9ad8\\u535a', u'\\u5e2e\\u52a9', 'css', 'css', 'bert', 'bert', 'ctech', u'\\u4f46\\u4ee5\\u7406_\\u9ad8\\u535a']\n",
+        "[u'\\u54cd\\u5e94', u'\\u5f0f', u'\\u7f51\\u7ad9', u'\\u4e2d', u'\\u63d0\\u5347', u'\\u52a0\\u8f7d', u'\\u6027\\u80fd', u'\\u5206\\u4eab', 'webfonts', u'w3ctech\\uff09']\n",
+        "[u'\\u5e74\\u6708\\u65e5', u'\\u4e00\\u4e2a', u'\\u503c\\u5f97', u'\\u671f\\u5f85', u'\\u65e5\\u5b50', u'\\u4e2d\\u56fd', u'\\u9996\\u5c4a', u'\\u5f00\\u53d1\\u8005', u'\\u5927\\u4f1a', u'\\u76db\\u5927', u'\\u5f00\\u5e55', 'css']\n",
+        "[u'\\u4e2d', u'\\u5c0f\\u6570', u'\\u6574\\u6570', u'\\u7cbe\\u5ea6', u'\\u4e22\\u5931', u'\\u95ee\\u9898', u'\\u5177\\u4f53', u'\\u8ba8\\u8bba', u'\\u8fc7\\u7a0b', u'\\u7fa4\\u91cc', u'\\u5206\\u4eab', u'\\u81ea\\u7fa4', u'\\u91cc', u'\\u4ea7\\u51fa', u'\\u633a', u'\\u597d', 'javascript', 'qq', u'w3ctech\\uff09']\n",
+        "[u'\\u5206\\u4eab', 'csp', 'transducers', 'javascript', u'w3ctech\\uff09']\n",
+        "[u'\\u8054\\u5408', u'\\u4e3e\\u529e', u'\\u4e2d\\u56fd', u'\\u9996\\u5c4a', u'\\u5f00\\u53d1\\u8005', u'\\u5927\\u4f1a', u'\\u660e\\u5929', u'\\u5317\\u822a', u'\\u65b0', u'\\u4e3b\\u697c', u'\\u4f1a\\u8bae', u'\\u4e2d\\u5fc3', u'\\u4e3e\\u529e', u'\\u7b7e\\u5230', u'\\u65f6\\u95f4', u'\\u6b63\\u5f0f', u'\\u5f00\\u573a', u'\\u8bb2\\u5e08', u'\\u5df2\\u7ecf', u'\\u62b5\\u8fbe', u'\\u4eac\\u57ce', 'ctech', 'css', u'w3c\\u4e2d\\u56fd']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u9996\\u5c4a', u'\\u5f00\\u53d1\\u8005', u'\\u5927\\u4f1a', u'\\u4e3b\\u9898', u'\\u6f14\\u8bb2', u'\\u8fdb\\u884c', u'\\u4e2d', u'\\u4e9a\\u7236', u'\\u505a', u'\\u6f14\\u8bb2', u'\\u63d0\\u4f9b', u'\\u7ffb\\u8bd1', u'\\u4e2d', 'css', 'css', 'bert', u'\\u4f46\\u4ee5\\u7406_\\u9ad8\\u535a']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u9996\\u5c4a', u'\\u5f00\\u53d1\\u8005', u'\\u5927\\u4f1a', u'\\u6b63\\u5728', u'\\u6f14\\u8bb2', 'css', u'\\u5bd2\\u51acwinter']\n",
+        "[u'\\u73b0\\u5728', u'\\u6b63\\u5728', u'\\u6f14\\u8bb2', u'\\u5c24\\u5c0f\\u53f3 ']\n",
+        "[u'\\u4e3e\\u529e', u'\\u4e2d\\u56fd', u'\\u9996\\u5c4a', u'\\u5f00\\u53d1\\u8005', u'\\u5927\\u4f1a', u'\\u5df2', u'\\u4eca\\u5929', u'\\u6210\\u529f', u'\\u4e3e\\u529e', u'\\u611f\\u8c22', u'\\u6240\\u6709', u'\\u6f14\\u8bb2', u'\\u5609\\u5bbe', u'\\u611f\\u8c22', u'\\u6240\\u6709', u'\\u8d5e\\u52a9\\u5546', u'\\u611f\\u8c22', u'\\u6240\\u6709', u'\\u5de5\\u4f5c\\u4eba\\u5458', u'\\u611f\\u8c22', u'\\u6240\\u6709', u'\\u53c2\\u4f1a', u'\\u4eba\\u5458', u'\\u4e00\\u8d77', u'\\u5171\\u540c', u'\\u671f\\u5f85', u'\\u4e2d\\u56fd', u'\\u7b2c\\u4e8c\\u5c4a', u'\\u5f00\\u53d1\\u8005', u'\\u5927\\u4f1a', u'\\u5b89\\u742a', u'\\u4e2d\\u56fd', 'ctech', 'css', 'css', u'w3c\\u4e2d\\u56fd \\u8054\\u5408']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u9996\\u5c4a', u'\\u5f00\\u53d1\\u8005', u'\\u5927\\u4f1a', u'\\u73b0\\u5728', u'\\u516c\\u5e03', u'\\u8bf7', u'\\u4e45\\u7b49', 'css', 'ppt']\n",
+        "[u'\\u8fdb\\u5316', u'\\u9009\\u62e9', u'\\u89c6\\u89c9', u'\\u611f\\u53d7', u'\\u7535\\u78c1\\u6ce2', u'\\u542c\\u89c9', u'\\u611f\\u53d7', u'\\u673a\\u68b0\\u6ce2', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u66f4\\u65b0', u'\\u5fae\\u535a', u'\\u5ba2\\u6237\\u7aef', u'\\u5168\\u65b0', u'\\u652f\\u6301', u'\\u2460', u'\\u65b0\\u589e', u'\\u4f1a\\u5458', u'\\u8d2d\\u4e70', u'\\u529f\\u80fd', u'\\u2461', u'\\u65b0\\u589e', u'\\u7efc\\u5408', u'\\u641c\\u7d22', u'\\u529f\\u80fd', u'\\u2462', u'\\u65b0\\u589e', u'\\u5c0f', u'\\u6e05\\u65b0', u'\\u80cc\\u666f\\u56fe', u'\\u5feb\\u6765', u'\\u4e00\\u8d77', u'\\u4f53\\u9a8c', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', 'ipad', 'ios', 'app', 'store']\n",
+        "[u'\\u5f53\\u521d', u'\\u4f7f\\u7528', u'\\u4f7f\\u7528', u'\\u592a', u'\\u6df1\\u7a76', u'\\u7ec6\\u8282', u'\\u6df1\\u7a76', u'\\u4e00\\u4e0b', u'\\u7ec6\\u8282', u'\\u300e', u'\\u533a\\u522b', u'\\u7cfb\\u7edf', u'\\u67b6\\u6784', u'\\u6280\\u672f', u'\\u5b66\\u4e60', u'\\u5b66\\u4e60', u'\\u8fdb\\u6b65', u'\\u300f', 'redis', 'memcached']\n",
+        "[u'\\u65b0\\u5e74', u'\\u7b2c\\u4e00\\u5929', u'\\u7761', u'\\u61d2\\u89c9', u'\\u4e0b\\u5348', u'\\u592a\\u9633', u'\\u4e0b', u'\\u5c71\\u524d', u'\\u8dd1', u'\\u516c\\u91cc']\n",
+        "[u'\\u4eca\\u5929', u'\\u7237', u'\\u80cc', u'\\u96c5\\u601d', u'\\u6838\\u5fc3', u'\\u5355\\u8bcd', u'\\u6709\\u6ca1\\u6709', u'\\u4e00\\u9996\\u6b4c', u'\\u5524\\u9192', u'\\u6c89\\u7761', u'\\u751c\\u7f8e', u'\\u56de\\u5fc6', u'\\u6709\\u6ca1\\u6709', u'\\u4e00\\u9996', u'\\u82f1\\u6587\\u6b4c', u'\\u63d0\\u9192', u'\\u8fd9\\u79cd', u'\\u4f3c\\u61c2\\u975e\\u61c2', u'\\u61c2', u'\\u72b6\\u6001', u'\\u6b63\\u662f', u'\\u6b4c\\u66f2', u'\\u97f5\\u5473', u'\\u6240\\u5728', u'\\u2190', u'\\u522b\\u9017', u'\\u73a9\\u513f', u'\\u4eb2', u'\\u80cc\\u5355\\u8bcd', u'\\u80cc\\u5355\\u8bcd', u'\\u767e\\u8bcd\\u65a9', u'\\u767e\\u8bcd\\u65a9\\u5b66\\u9738\\u8ba4\\u8bc1']\n",
+        "[u'\\u5e74', u'\\u77e5\\u4e4e', u'\\u9605\\u8bfb', u'\\u9875', u'\\u65b0\\u77e5', u'\\u6536\\u83b7', u'\\u8d5e\\u540c', u'\\u8d21\\u732e', u'\\u56de\\u7b54', 'lidashuang', u'\\u6700\\u597d\\u76842014']\n",
+        "[u'\\u6458\\u81ea', u'\\u9605\\u8bfb', 'test', 'channels', 'first', 'class', 'instead', 'seven', 'concurrency', 'models', 'seven', 'weeks', 'lidashuang', u'\\u591a\\u770b\\u7b14\\u8bb0']\n",
+        "[u'\\u5e74', u'\\u63d0', u'\\u95ee\\u9898', u'\\u5199', u'\\u7b54\\u6848', u'\\u53d1\\u5e03', u'\\u7bc7\\u6587\\u7ae0', u'\\u4e3a\\u4e2a', u'\\u6807\\u7b7e', u'\\u505a', u'\\u8d21\\u732e', u'\\u603b\\u8ba1', u'\\u83b7\\u5f97', u'\\u70b9', u'\\u58f0\\u671b', u'\\u770b\\u5427', 'segmentfault', u'my.SegmentFault(2014)']\n",
+        "[u'\\u7a0b\\u5e8f\\u8bbe\\u8ba1', u'\\u7b80\\u5355', u'\\u5f3a\\u5927', 'clojure', u'\\u591a\\u770b\\u7b14\\u8bb0', u'\\u591a\\u770b\\u9605\\u8bfb']\n",
+        "[u'\\u9f20\\u6807', u'\\u6ca1\\u7535', u'\\u53d1\\u73b0', u'\\u5feb\\u6377\\u952e', u'\\u597d', u'\\u65b9\\u4fbf', 'twitter', 'via', 'twitter']\n",
+        "[u'\\u65c1\\u8fb9', u'\\u62c9', u'\\u8b66\\u6212\\u7ebf', u'\\u5b66\\u671f', u'\\u7b2c\\u56db\\u4e2a', u'\\u6d3b\\u7740', u'\\u4e0d\\u6613', u'\\u73cd\\u7231', u'\\u751f\\u547d']\n",
+        "['test']\n",
+        "['test', 'oauth', 'send', 'weibo']\n",
+        "['hello', 'world']\n",
+        "['hello', 'world']\n",
+        "['hello']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u77e5\\u9053', u'\\u8fd9\\u5e2e', u'\\u6587\\u79d1', u'\\u8001\\u5e08', u'\\u591a\\u4e48', u'\\u65e0\\u804a', u'\\u5f20\\u5c27\\u5b66', u'\\u5f02\\u57df', u'\\u6563\\u6587', u'\\u73b0\\u4ee3\\u6027', u'\\u4f53\\u9a8c', u'\\u9b4f\\u9896', u'\\u671f\\u520a']\n",
+        "['test']\n",
+        "[u'\\u5b8c', u'\\u667a\\u53d6', u'\\u5a01\\u864e\\u5c71', u'\\u771f\\u60f3', u'\\u4e1c\\u5317', u'\\u6df1\\u5c71\\u8001\\u6797', u'\\u571f\\u532a']\n",
+        "[u'\\u897f\\u5b89\\u4ea4\\u901a\\u5927\\u5b66', u'\\u4e0a\\u6d77', u'\\u6821\\u53cb', u'\\u65b0\\u6625', u'\\u6b22\\u805a', u'\\u65b0\\u5e38\\u6001\\uff0c\\u65b0\\u53d1\\u5c55']\n",
+        "[u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u778e', u'\\u9e21\\u5df4', u'\\u667a\\u80fd', u'\\u4e09\\u56fd', u'\\u6740', u'\\u627e\\u56de', u'\\u5bc6\\u7801', u'\\u624b\\u673a\\u53f7', u'\\u627e\\u56de', u'\\u8f93\\u5165', u'\\u624b\\u673a\\u53f7', u'\\u540e', u'\\u81ea\\u52a8', u'\\u683c\\u5f0f\\u5316', u'\\u5bfc\\u81f4', u'\\u8f93\\u5165', u'\\u6b63\\u786e', u'\\u81ea\\u52a8', u'\\u4e24\\u4e2a', u'\\u7a7a\\u683c', u'\\u8f93\\u5165', u'\\u81ea\\u52a8', u'\\u53d8\\u6210', u'\\u89c1\\u56fe', u'\\u77e5\\u9053', u'\\u5e94\\u7528', u'\\u539f\\u56e0', u'\\u539f\\u56e0', u'\\u5218\\u70af', u'\\u56e7', 'bug', u'\\u7f57\\u6c38\\u6d69', u'\\u6731\\u8427\\u6728']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u8001\\u5175', u'\\u6295\\u4e00\\u7968', u'\\u5c0f', u'\\u5d14', u'\\u547c\\u5401', u'\\u6297\\u6218', u'\\u5468\\u5e74', u'\\u9605\\u5175', u'\\u8001\\u5175', u'\\u65b9\\u9635', u'\\u6295\\u7ed9', u'\\u652f\\u6301', u'\\u8001\\u5175', u'\\u6295\\u4e00\\u7968', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u6297\\u6218\\u9605\\u5175\\u8001\\u5175\\u65b9\\u9635']\n",
+        "[u'\\u6027\\u80fd', u'\\u5c31\\u8981', u'\\u4e00\\u70b9\\u70b9', u'\\u6316\\u6398', u'\\u8bc4\\u8bba', u'\\u4e00\\u4e2a', u'\\u51fd\\u6570', u'\\u5f15\\u53d1', u'\\u8840\\u6848', u'\\u7b97\\u6cd5', u'\\u6280\\u672f', u'\\u5b66\\u4e60', u'\\u5b66\\u4e60', u'\\u8fdb\\u6b65', 'sqrt']\n",
+        "[u'\\u8f6c\\u53d1', u'\\u597d\\u8fd0', u'\\u4fdd\\u4f51', u'\\u660e\\u5929', u'\\u4e0d\\u6302\\u79d1', u'\\u6295\\u7ed9', u'\\u5fb7\\u6000\\u6069', u'\\u97e6\\u5fb7', u'\\u4eb2\\u4eec', u'\\u53c2\\u52a0', u'2015\\u5b89\\u8e0fNBA\\u5168\\u660e\\u661f\\u6295\\u7968']\n",
+        "[u'\\u6839\\u672c', u'\\u4e0d\\u5199', u'\\u6ce8\\u91ca', u'\\u8bc4\\u8bba', u'\\u6ce8\\u91ca', u'\\u91cc', u'\\u8bc5\\u5492', u'\\u79cd', u'\\u8bed\\u8a00', u'\\u906d\\u53d7', u'\\u6700\\u591a', u'\\u5492\\u9a82', u'\\u53d1\\u73b0', u'\\u6280\\u672f', u'\\u5b66\\u4e60', u'\\u5b66\\u4e60', u'\\u8fdb\\u6b65', 'phper', 'pythoner']\n",
+        "[u'\\u5206\\u4eab', u'Laruence \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u53d1\\u5e03', u'\\u5fae\\u535a', u'\\u5206\\u4eab', u'\\u56fe\\u7247', u'\\u4e0a\\u4f20', u'\\u56fe\\u7247', u'\\u65f6\\u6709', u'\\u95ee\\u9898', u'\\u4e0d\\u77e5', u'\\u4e0a\\u4f20', u'\\u4e0d\\u77e5', u'\\u662f\\u5426', u'\\u4e0a\\u4f20', u'\\u6210\\u529f', u'\\u53ea', u'\\u5206\\u4eab', u'\\u56fe\\u7247', u'\\u65f6', u'\\u8f93\\u5165\\u6846', u'\\u5206\\u4eab', u'\\u56fe\\u7247', u'\\u5b57\\u773c', u'WeiJianyi']\n",
+        "[]\n",
+        "[u'\\u5fae\\u535a', u'\\u4ea7\\u54c1', u'\\u7ecf\\u7406', u'\\u4f9d\\u7136', u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u4e3b\\u95f4', u'\\u804a\\u5929', u'\\u5f80\\u5f80', u'\\u6709\\u8da3', u'\\u4e00\\u6643', u'\\u5c0f\\u65f6', u'\\u8fc7\\u53bb']\n",
+        "[u'\\u4e3b\\u95f4', u'\\u804a\\u5929', u'\\u5f80\\u5f80', u'\\u6709\\u8da3', u'\\u4e00\\u6643', u'\\u5c0f\\u65f6', u'\\u8fc7\\u53bb']\n",
+        "[u'\\u559c\\u6b22', u'\\u964c\\u751f\\u4eba', u'\\u70ed\\u95f9', u'\\u53bb\\u8fc7', u'\\u5916\\u6ee9', u'\\u8de8\\u5e74', u'\\u5e74\\u5e95', u'\\u77e5\\u9053', u'\\u6d3b\\u52a8', u'\\u540e', u'\\u542c', u'\\u8eab\\u8fb9', u'\\u4eba', u'\\u63cf\\u8ff0', u'\\u56fe\\u7247', u'\\u5bb3\\u6015', u'\\u6bcf\\u5e74', u'\\u5143\\u65e6', u'\\u524d', u'\\u8d34', u'\\u91cc', u'\\u529d', u'\\u5916\\u6ee9', u'\\u6bcf\\u6b21', u'\\u8bf4', u'\\u767e\\u8111\\u6c47', u'\\u4e70', u'\\u7535\\u8111', u'\\u5b66\\u751f', u'\\u542c\\u4e0d\\u8fdb', u'\\u8bf4', u'\\u6bcf\\u6b21', u'\\u8de8\\u5e74', u'\\u56de\\u6765', u'\\u544a\\u8bc9', u'\\u4e0b\\u6b21', u'\\u518d']\n",
+        "[u'\\u534e\\u4e3a', u'\\u4ea7\\u54c1', u'\\u91cc', u'\\u8def\\u7531', u'\\u901a\\u4fe1', u'\\u8bbe\\u5907', u'\\u80fd\\u7528', u'\\u505a', u'\\u624b\\u673a', u'\\u771f', u'\\u4e0d\\u884c']\n",
+        "[u'\\u5b66\\u6821', u'\\u5b98\\u5fae', u'\\u5934\\u50cf', u'\\u6362\\u6210', u'\\u7070\\u8272', u'\\u4f30\\u8ba1', u'\\u53d1', u'\\u901a\\u544a']\n",
+        "[u'\\u5e0c\\u671b', u'\\u8fd9\\u6b21', u'\\u62ff\\u5230', u'\\u6d88\\u606f', u'\\u8c23\\u8a00', u'\\u65e0\\u975e', u'\\u6328\\u4e9b', u'\\u9a82']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u7f51\\u76d1', u'\\u73b0\\u72b6']\n",
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+        "['new', 'cpus', 'since', 'affect', 'programmers']\n",
+        "['deploying', 'php', 'app', 'new', 'server', 'huge', 'long', 'list', 'complex', 'error', 'prone', 'steps', 'deploying', 'go', 'app', 'new', 'server', 'copy', 'binary']\n",
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+        "[u'\\u5b66\\u751f', u'\\u65f6\\u4ee3', u'\\u7ed3\\u675f', u'\\u8e0f\\u5165\\u793e\\u4f1a', u'\\u5143\\u5e74', u'\\u52a0\\u6cb9']\n",
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+        "[u'\\u9065\\u4e0d\\u53ef\\u53ca', u'\\u5341\\u5e74', u'\\u4e4b\\u540e', u'\\u4eca\\u5929', u'\\u4e4b\\u524d']\n",
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+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u521a\\u521a', u'\\u6ce8\\u518c', u'\\u7d27\\u8ddf', u'\\u65f6\\u5c1a', u'\\u6536\\u96c6', u'\\u98df\\u8c31', u'\\u624b\\u5de5', u'\\u6559\\u7a0b', u'\\u8ba1\\u5212', u'\\u88c5\\u4fee', u'\\u5356\\u840c', u'\\u6362', u'\\u5934\\u50cf', u'\\u6362', u'\\u58c1\\u7eb8', u'\\u8d2d\\u7269', u'\\u73a9\\u5427', u'\\u6765\\u81ea', 'shopping', u'\\u5806\\u7cd6', u'\\u5806\\u7cd6']\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
+        "['without', 'seeing', 'vector', 'spaces', 'especially', 'subspaces', 'haven', 'understood', 'everything', 'ax']\n",
+        "[u'\\u5206\\u4eab', u'\\u8d85\\u7ea7', u'\\u540d\\u7247', u'\\u9a6c\\u9a8f', u'\\u4e0a\\u6d77', u'\\u7231\\u53ef\\u751f', u'\\u4fe1\\u606f\\u6280\\u672f', u'\\u6709\\u9650\\u516c\\u53f8', u'\\u6280\\u672f', u'\\u603b\\u76d1', u'\\u9996\\u5e2d', u'\\u6280\\u672f', u'\\u5b98', u'\\u6280\\u672f', u'\\u603b\\u76d1', u'\\u81f3\\u4eca', u'\\u4e0a\\u6d77', u'\\u7231\\u53ef\\u751f', u'\\u4fe1\\u606f\\u6280\\u672f', u'\\u6709\\u9650\\u516c\\u53f8', u'\\u8d85\\u7ea7', u'\\u540d\\u7247', u'\\u5c0f\\u6392', u'\\u865e\\u51b0', 'cto', u'\\u5f00\\u6e90\\u4e2d\\u56fd']\n",
+        "[u'\\u9752\\u5c9b', u'\\u73b0', u'\\u9996\\u5bb6', u'\\u79c1\\u4eba', u'\\u5b9a\\u5236', u'\\u9a7e\\u6821', u'\\u6559\\u7ec3', u'\\u5b66\\u5458', u'\\u8138\\u8272', u'\\u79c1\\u4eba', u'\\u5b9a\\u5236', u'\\u9a7e\\u6821', u'\\u6559\\u7ec3', u'\\u9752\\u5c9b', u'\\u7f51\\u7edc', u'\\u5e7f\\u64ad', u'\\u7535\\u89c6\\u53f0', u'\\u65b0\\u95fb\\u9891\\u9053']\n",
+        "[u'\\u6740', u'\\u65f6\\u95f4', u'\\u5355\\u5237', u'\\u5fae\\u535a', u'\\u591f', u'\\u5c0f\\u6e38\\u620f', u'\\u6ee1\\u8db3', u'\\u65b0\\u7248', u'\\u9002\\u914d', u'\\u7cbe\\u5f69', u'\\u9891\\u9053', u'\\u805a\\u5408', u'\\u5185\\u5bb9', u'\\u4f9b', u'\\u56f4\\u89c2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'weico', 'iphone', 'plus', 'weico']\n",
+        "[u'\\u9c81\\u5b66', u'\\u9a7e\\u9a76', u'\\u670b\\u53cb', u'\\u77e5\\u9053', u'\\u9c81\\u4ef7\\u8d39\\u53d1', u'\\u53f7', u'\\u6536\\u8d39', u'\\u6807\\u51c6', u'\\u9a7e\\u8003', u'\\u6302', u'\\u79d1\\u540e', u'\\u6536\\u53d6', u'\\u8865\\u8003\\u8d39', u'\\u4ee5\\u5916', u'\\u91cd\\u8bad', u'\\u8d39\\u7528', u'\\u5408\\u7406', u'\\u53c2\\u7167', u'\\u57f9\\u8bad', u'\\u8d39\\u7528', u'\\u6267\\u884c', u'\\u9002\\u5e94', u'\\u573a\\u5730', u'\\u8d39', u'\\u5408\\u7406', u'\\u5c0f\\u65f6', u'\\u8d85\\u8fc7', u'\\u5367\\u69fd', u'\\u9a82\\u4eba', u'\\u6700\\u9ed1', 'xxx']\n",
+        "[u'\\u559c\\u6b22', u'\\u73b0\\u5728', u'\\u6d4e\\u5357']\n",
+        "['tokyo', 'metro']\n",
+        "[u'\\u4e00\\u5929', u'\\u4e8c\\u5730', u'\\u6068', u'\\u4e09\\u6c5f', u'\\u56db\\u6d77', u'\\u4ec7']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u70ab\\u5bcc', 'conspicuous', 'consumption']\n",
+        "[u'\\u5c0f', u'\\u57ce\\u5e02', u'\\u60b2\\u54c0']\n",
+        "[]\n",
+        "[u'\\u6f14', u'\\u60b2\\u6b22\\u79bb\\u5408', u'\\u5f53\\u4ee3', u'\\u5c82\\u65e0\\u524d', u'\\u4ee3\\u4e8b', u'\\u89c2\\u6291', u'\\u6768', u'\\u8912\\u8d2c', u'\\u5ea7', u'\\u4e2d', u'\\u5e38\\u6709', u'\\u5267\\u4e2d\\u4eba']\n",
+        "[u'\\u6000\\u77f3', u'\\u6599\\u7406']\n",
+        "['requirejs', 'angularjs', 'seajs', 'php', 'perl', 'python']\n",
+        "[u'\\u542c', u'\\u542c', u'\\u5355\\u66f2', u'\\u5faa\\u73af', u'\\u542c', u'\\u665a\\u4e0a', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50', 'justin', 'timberlake', 'five', 'hundred', 'miles']\n",
+        "[u'\\u65e9\\u4e0a', u'\\u6ca1\\u8d77', u'\\u5f00\\u7740', u'\\u7535\\u8111', u'\\u5237\\u7968', u'\\u5237', u'\\u4e00\\u5929', u'\\u7968', u'\\u770b\\u5230', u'\\u7968', u'\\u5f71\\u5b50']\n",
+        "[]\n",
+        "[u'\\u6765\\u4e4b\\u4e0d\\u6613', u'\\u6709\\u6728\\u6709', u'\\u6709\\u6728\\u6709', u'\\u83b7\\u5f97', u'\\u6210\\u5c31', u'\\u7ed3\\u4f34', u'\\u800c\\u884c', u'\\u83b7\\u53d6', u'\\u901f\\u5ea6', u'\\u8d85\\u8fc7', u'\\u5fae\\u535a', u'\\u73a9\\u5bb6', u'\\u60f3', u'\\u6bd4\\u8bd5\\u4e00\\u4e0b', 'ta', u'guugle \\u5728\\u5fb7\\u514b\\u8428\\u65af\\u6251\\u514b']\n",
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+        "['happynewyear', u'2015 #101 #taipei ']\n",
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+        "['ddpactivity', u'weekend ']\n",
+        "['jellyfish', u'ddpactivity ']\n",
+        "['matcha', u'iamwhatieat ']\n",
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+        "['test']\n",
+        "['test']\n",
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+        "[u'\\u6211\\u8981', u'\\u597d\\u597d', u'\\u52aa\\u529b', u'\\u8bfb\\u4e66', u'\\u5de5\\u4f5c', u'\\u8eab\\u540e', u'\\u671f\\u671b', u'\\u773c\\u775b', u'\\u4e00\\u53cc', u'\\u4e24\\u53cc', u'\\u4e09\\u56db', u'\\u53cc']\n",
+        "[u'\\u517b\\u4e2a', u'\\u5c0f\\u732b']\n",
+        "[u'\\u671d\\u9c9c', u'\\u8fd9\\u8d27', u'\\u540e\\u536b', u'\\u5954', u'\\u89e3\\u56f4']\n",
+        "[u'\\u84dd\\u8393', u'\\u5c71\\u836f']\n",
+        "[u'\\u5730\\u7cbe', u'\\u8bf4', u'\\u6210', u'\\u571f\\u5730', u'\\u8001\\u7237']\n",
+        "[u'\\u54c8\\u54c8\\u54c8', u'\\u9759\\u9759', u'\\u732a']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[]\n",
+        "[u'\\u5fd9\\u788c', u'\\u4e2d\\u6765']\n",
+        "[u'\\u4fdd\\u6301', u'\\u6fc0\\u60c5', u'\\u4fdd\\u6301', u'\\u5065\\u5eb7']\n",
+        "[u'\\u5b8c\\u5de5', u'\\u73af\\u5883', u'\\u4e0b', u'\\u9700\\u8981', u'\\u7a7a\\u95f4', u'\\u6253\\u8865\\u4e01', u'\\u4efb\\u6027', 'ecsdb', 'psu', 'aix', 'grid', 'home', 'free']\n",
+        "[u'\\u8bc1\\u5b9e', u'\\u9ed8\\u8ba4', u'\\u6a21\\u7248', u'\\u521b\\u5efa', u'\\u6570\\u636e\\u5e93', u'\\u81ea\\u52a8', u'\\u8c03\\u7528', u'\\u811a\\u672c', u'\\u6b65\\u9aa4', u'\\u5b89\\u88c5', u'\\u518d', u'\\u8865\\u4e01', u'\\u4f7f\\u7528', u'\\u6a21\\u677f', u'\\u5efa\\u5e93', 'oracle', 'catbundle', 'psu']\n",
+        "[u'\\u6570\\u636e\\u5e93', u'\\u8f6f\\u4ef6', u'\\u4e8b\\u5148', u'\\u786c\\u76d8', u'\\u89e3\\u538b', u'\\u4f7f\\u7528', u'\\u65b9\\u5f0f', u'\\u5b89\\u88c5', u'\\u5206\\u949f', u'\\u5b89\\u88c5', u'\\u5b8c', u'\\u4e00\\u5957', u'\\u6570\\u636e\\u5e93', 'copy', 'slient']\n",
+        "[u'\\u8003\\u8bd5', u'\\u4e00\\u6b21\\u6027', u'\\u542b\\u91d1\\u91cf', u'\\u770b\\u5230', u'\\u89c9\\u5f97', u'\\u6076\\u5fc3', u'\\u8bb0\\u5f97', u'\\u6709\\u4e2a', u'\\u4e1c\\u897f', 'pi', 'nda']\n",
+        "[u'\\u8001\\u8d39', u'\\u6ca1\\u7528', u'\\u8fdb\\u5165', u'\\u5f3a', u'\\u8fde\\u7eed', u'\\u5e74', u'\\u8fdb\\u5165', u'\\u6fb3\\u7f51', u'\\u5f3a', u'\\u8bb0\\u5f55', u'\\u4f5c\\u53e4', u'\\u4e0d\\u65ad', u'\\u521b\\u9020', u'\\u8bb0\\u5f55', u'\\u4e0d\\u65ad', u'\\u7ec8\\u7ed3', u'\\u8bb0\\u5f55', u'\\u6218\\u888d', u'\\u9752\\u6625', u'\\u5c81\\u6708', u'\\u5199', u'\\u5bb9\\u989c', u'\\u4e0a\\u9762', u'\\u8001\\u8d39', u'\\u81f4\\u656c']\n",
+        "[u'\\u5e0c\\u671b', u'\\u660e\\u5929', u'\\u6709\\u4e2a', u'\\u597d', u'\\u6210\\u7ee9']\n",
+        "[u'\\u51a4\\u5bb6', u'\\u805a\\u9996', u'\\u56db\\u86cb', u'\\u5c0f\\u5fb7', u'\\u51b3\\u8d5b', u'\\u63d0\\u524d', u'\\u4e0a\\u6f14', 'vs']\n",
+        "[u'\\u838e\\u5a03', u'\\u81f3\\u5c11', u'\\u6218\\u6597', u'\\u6700\\u540e', u'\\u5c0f\\u5a01', u'\\u786e\\u5b9e', u'\\u7f51\\u7403', u'\\u5973\\u7687', u'\\u5e0c\\u671b', u'\\u7834', u'\\u683c\\u62c9\\u592b', u'\\u5927\\u6ee1\\u8d2f', u'\\u8bb0\\u5f55', u'\\u6fb3\\u7f51', u'\\u7b2c\\u51a0', u'\\u5c0f\\u5a01', u'\\u8fde\\u80dc', u'\\u838e\\u5a03', u'\\u5c0f\\u5a01', u'\\u8f7b\\u53d6', u'\\u838e\\u5a03', u'\\u593a', u'\\u804c\\u4e1a\\u751f\\u6daf', u'\\u7b2c\\u4e2a', u'\\u5927\\u6ee1\\u8d2f', u'\\u5355\\u6253', u'\\u51a0\\u519b', u'\\u6765\\u81ea', u'\\u817e\\u8baf', u'\\u65b0\\u95fb', u'\\u5ba2\\u6237\\u7aef', u'\\u6211\\u5728\\u770b\\u65b0\\u95fb']\n",
+        "[u'\\u542c', u'\\u8001\\u5a46', u'\\u51e4\\u51f0', u'\\u4e70', u'\\u56de\\u6b4c', u'\\u789f', u'\\u91cc\\u9762', u'\\u6b4c\\u66f2', u'\\u5fc3\\u91cc', u'\\u771f\\u662f', u'\\u65e0\\u9650', u'\\u6000\\u5ff5', u'\\u76f8\\u4fe1', u'\\u4eca\\u540e', u'\\u65e5\\u5b50', u'\\u91cc', u'\\u5c5e\\u4e8e', u'\\u65c5\\u884c', u'\\u5145\\u6ee1', u'\\u65e0\\u5c3d', u'\\u6b22\\u4e50', u'\\u76f8\\u4fe1', u'\\u7231\\u4f1a', u'\\u6563\\u843d', u'\\u8d70\\u8fc7', u'\\u4e00\\u4e2a', u'\\u89d2\\u843d', u'\\u9759\\u9759\\u5730', u'\\u7b49\\u5f85', u'\\u62fe\\u8d77', u'\\u6bcf\\u4e00\\u5bf8', u'\\u7f8e\\u597d', u'\\u56de\\u5fc6', u'\\u6674\\u513f', 'mrsjiang']\n",
+        "[u'\\u8eab\\u4f53', u'\\u672a\\u6765', u'\\u672c\\u94b1', u'\\u575a\\u6301', u'\\u953b\\u70bc', u'\\u8d1f\\u8d23', u'\\u6674\\u513fMrsJiang']\n",
+        "[u'\\u76d8\\u70b9', u'\\u5df4\\u795e', u'\\u4e16\\u754c', u'\\u4e2d', u'\\u7ecf\\u5178', u'\\u770b\\u5230', u'\\u5df4\\u795e', u'\\u60f3\\u5230', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u6a31\\u6728\\u82b1\\u9053']\n",
+        "[u'\\u66b4\\u8d70', u'\\u5c0f\\u9e2d\\u5b50', u'\\u7d27\\u8ffd', u'\\u4e3b\\u4eba', u'\\u6b65\\u4f10', u'\\u751f\\u6015', u'\\u4e22', u'\\u89c9\\u5f97', u'\\u518d', u'\\u8dd1', u'\\u9e2d\\u5b50', u'\\u5c31\\u8981', u'\\u8d77\\u98de', u'\\u54c8\\u54c8\\u54c8\\u54c8', u'\\u771f\\u840c', u'\\u50bb', u'\\u5b69\\u5b50', u'\\u9ebb\\u9ebb']\n",
+        "[u'\\u7236\\u4eb2', u'\\u5077\\u5403', u'\\u5973\\u513f', u'\\u98df\\u7269', u'\\u5973\\u513f', u'\\u9707\\u60ca', u'\\u8bdd', u'\\u8bf4', u'\\u8fd9\\u4f4d', u'\\u8001\\u7238', u'\\u5077\\u5403', u'\\u5b8c', u'\\u88c5', u'\\u65e0\\u8f9c', u'\\u902e\\u5230']\n",
+        "[u'\\u4e0b\\u73ed', u'\\u4e0b\\u96e8']\n",
+        "[u'\\u5bf9\\u4e0d\\u8d77', u'\\u8001\\u5a46', u'\\u70b9', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u8f66', u'\\u5f80\\u4e0b\\u8d70', u'\\u5bb6', u'\\u65b9\\u5411', u'\\u6b32\\u54ed\\u65e0\\u6cea']\n",
+        "[]\n",
+        "[u'\\u5199', u'\\u8bc4\\u8bba', u'\\u795e\\u7816', 'stylus', 'fantasticus']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
+        "[u'\\u771f\\u6b63', u'\\u52c7\\u58eb', u'\\u70ab\\u8000', u'\\u534e\\u4e3d', u'\\u6218\\u7ee9', u'\\u6b63\\u89c6', u'\\u60e8\\u70c8', u'\\u8d25\\u5bb6', u'\\u53f2', u'\\u5c0f\\u4f19\\u4f34', u'\\u4eca\\u5929', 'buy']\n",
+        "[u'\\u5241', u'\\u624b', u'\\u5fc3', u'\\u4e0d\\u591f', u'\\u575a\\u5b9a', u'\\u6298\\u6263', u'\\u8bf1\\u60d1', u'\\u592a\\u5f3a\\u5927', u'\\u4e70', u'\\u4ef6', u'\\u5b9d\\u8d1d', u'\\u7701', u'\\u6210\\u5c31\\u611f']\n",
+        "[u'\\u56de\\u7b54', u'\\u77e5\\u9053', u'\\u771f\\u5b9e', u'\\u5386\\u53f2', u'\\u65f6\\u5149', u'\\u673a\\u5668', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
+        "[u'\\u7ea2\\u7c73', u'\\u624b\\u673a', u'\\u8054\\u901a', u'\\u7248', u'\\u767d\\u8272', u'\\u9700\\u8981', u'\\u901f\\u5ea6']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
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+        "[u'\\u56fa\\u6001', u'\\u786c\\u76d8', u'\\u5b89\\u88c5', u'\\u7535\\u8111', u'\\u5f00\\u673a', u'\\u4e0d\\u5230', u'\\u79d2', u'\\u8fdb\\u5165', u'\\u684c\\u9762', u'\\u5b89\\u88c5', u'\\u636e\\u5929', u'\\u732b', u'\\u8bc4\\u8bba', u'\\u5f00\\u673a', u'\\u79d2', u'\\u4e1c\\u768b', u'\\u7801\\u519c', 'linux', 'win']\n",
+        "[u'\\u660e\\u5929', u'\\u8d77\\u8eab', u'\\u56de\\u5bb6', u'\\u53f7', u'\\u5bb6']\n",
+        "[u'\\u524d\\u4e24\\u5929', u'\\u66f4\\u6362', u'\\u56fa\\u6001', u'\\u786c\\u76d8', u'\\u91cd\\u88c5\\u7cfb\\u7edf', u'\\u5b89\\u88c5', u'\\u66f4\\u65b0', u'\\u66f4\\u65b0', u'\\u7ed3\\u675f', u'\\u540e', u'\\u8981\\u6c42', u'\\u91cd\\u65b0', u'\\u5f15\\u5bfc', u'\\u6b63\\u8981', u'\\u91cd\\u542f', u'\\u5d29\\u6e83', u'\\u547d\\u4ee4\\u884c', u'\\u91cd\\u542f', u'\\u518d', u'\\u4ee5\\u540e', u'\\u5d29\\u6e83', u'\\u662f\\u4e0d\\u662f', u'\\u7cfb\\u7edf', u'\\u66f4\\u65b0', u'\\u5bfc\\u81f4', u'\\u91cd\\u542f', u'\\u4e4b\\u524d', u'\\u8bfb\\u53d6', u'\\u65b0', u'\\u6587\\u4ef6', u'\\u9519\\u8bef', u'\\u56fa\\u6001', u'\\u786c\\u76d8', u'\\u8bfb\\u5199', u'\\u901f\\u5ea6', u'\\u5f88\\u5feb', u'\\u5bfc\\u81f4', u'\\u8feb\\u4e0d\\u53ca\\u5f85', u'\\u8bfb\\u53d6', u'\\u65b0', u'\\u6587\\u4ef6', u'\\u9020\\u6210', u'\\u6e38\\u8361', u'\\u574e\\u5fb7', u'\\u4eba', 'kde', 'kde', 'kde', u'\\u4e1c\\u768b\\u7801\\u519c', u'\\u8584\\u8377\\u5f00\\u6e90\\u7f51']\n",
+        "[u'\\u53f7', u'\\u62b5\\u8fbe', u'\\u6c88\\u9633', u'\\u629a\\u987a', u'\\u51b7', u'\\u6709\\u6728', u'\\u6709\\u4eba', u'\\u63a5']\n",
+        "[u'\\u4e00\\u7bc7', u'\\u6295\\u7a3f', u'\\u4e0a\\u6d77', u'\\u755c\\u7267', u'\\u517d\\u533b', u'\\u901a\\u8baf', u'\\u8bba\\u6587', u'\\u5f55\\u7528', u'\\u7248\\u9762\\u8d39', u'\\u5143']\n",
+        "[u'\\u4e00\\u7bc7', u'\\u6295\\u7a3f', u'\\u4e0a\\u6d77', u'\\u755c\\u7267', u'\\u517d\\u533b', u'\\u901a\\u8baf', u'\\u8bba\\u6587', u'\\u5f55\\u7528']\n",
+        "[u'\\u4e00\\u7bc7', u'\\u6295\\u7a3f', u'\\u4e0a\\u6d77', u'\\u755c\\u7267', u'\\u517d\\u533b', u'\\u901a\\u8baf', u'\\u8bba\\u6587', u'\\u5f55\\u7528', u'\\u5e74', u'\\u89c1\\u520a', u'\\u9700\\u8981', u'\\u4ea4\\u7eb3', u'\\u7248\\u9762\\u8d39', u'\\u5143', u'\\u7a3f\\u916c', u'\\u5143']\n",
+        "[u'\\u5c31\\u8981', u'\\u8d77\\u8eab', u'\\u56de\\u5bb6', u'\\u706b\\u8f66', u'\\u60f3\\u8d77', u'\\u7b2c\\u4e00\\u6b21', u'\\u51fa\\u8fdc\\u95e8', u'\\u5e74\\u6708\\u65e5', u'\\u4ece\\u5bb6', u'\\u6606\\u660e', u'\\u9762\\u8bd5', u'\\u6c88\\u9633\\u5317\\u7ad9', u'\\u5199', u'\\u5bb6\\u56fd', u'\\u5929\\u4e0b', u'\\u770b\\u7740', u'\\u91cc\\u9762', u'\\u6587\\u7ae0', u'\\u8054\\u60f3', u'\\u906d\\u9047', u'\\u5077\\u5077', u'\\u6d41\\u6cea', u'\\u8ddd\\u79bb', u'\\u5df2\\u7ecf', u'\\u4e00\\u5e74', u'\\u534a\\u591a', u'\\u6768\\u6052\\u5747\\u7684\\u5fae\\u535a']\n",
+        "[u'\\u56de\\u5bb6']\n",
+        "[u'\\u6b21', u'\\u706b\\u8f66', u'\\u8d35\\u9633', u'\\u540e\\u5929', u'\\u6c88\\u9633']\n",
+        "[u'\\u5230\\u8fbe', u'\\u51ef\\u91cc', u'\\u4e70', u'\\u4e00\\u76d2\\u76d2', u'\\u996d', u'\\u5143']\n",
+        "[u'\\u7389\\u5c4f']\n",
+        "[u'\\u6000\\u5316', u'\\u8fdb\\u5165', u'\\u6e56\\u5357', u'\\u5883\\u5185', u'\\u4f1a\\u8f66', u'\\u6700', u'\\u5730\\u65b9', u'\\u6e56\\u5357', u'\\u706b\\u8f66', u'\\u590d\\u7ebf']\n",
+        "[u'\\u5409\\u9996', u'\\u5f00\\u5f80', u'\\u5f20\\u5bb6\\u754c']\n",
+        "[u'\\u6e56\\u5317', u'\\u96e8\\u5939\\u96ea', u'\\u706b\\u8f66', u'\\u665a\\u70b9', u'\\u4e00\\u4e2a\\u534a', u'\\u5c0f\\u65f6', u'\\u73b0\\u5728', u'\\u505c', u'\\u8def\\u4e0a', u'\\u8d70']\n",
+        "[u'\\u5230\\u8fbe', u'\\u5357\\u9633', u'\\u8f66\\u7ad9', u'\\u5927\\u96ea', u'\\u665a\\u70b9', u'\\u5c0f\\u65f6', u'\\u5206']\n",
+        "[u'\\u8001\\u5929', u'\\u771f\\u662f', u'\\u7ecf\\u5386', u'\\u4e00\\u4e0b', u'\\u4ee5\\u524d', u'\\u665a\\u70b9', u'\\u4e00\\u4e2a\\u534a', u'\\u5c0f\\u65f6', u'\\u8ffd\\u56de\\u6765', u'\\u73b0\\u5728', u'\\u665a\\u70b9', u'\\u4e09\\u4e2a', u'\\u5c0f\\u65f6', u'\\u8ffd', u'\\u6e56\\u5317', u'\\u6cb3\\u5357', u'\\u96e8\\u5939\\u96ea', u'\\u8f66', u'\\u665a\\u70b9']\n",
+        "[u'\\u5df2\\u7ecf', u'\\u6d4e\\u6e90', u'\\u6d4e\\u6e90', u'\\u8ddd\\u79bb', u'\\u5c71', u'\\u516c\\u91cc', u'\\u706b\\u8f66', u'\\u65f6\\u901f', u'\\u964d\\u4f4e', u'\\u524d\\u65b9', u'\\u94c1\\u8def', u'\\u51fa\\u73b0\\u610f\\u5916', u'\\u665a\\u70b9', u'\\u65f6\\u95f4', u'\\u81f3\\u5c11', u'\\u8ffd\\u56de', u'\\u534a\\u4e2a', u'\\u5c0f\\u65f6']\n",
+        "[u'\\u5230\\u8fbe', u'\\u7126\\u4f5c', u'\\u665a\\u70b9', u'\\u5c0f\\u65f6', u'\\u5206']\n",
+        "[u'\\u5929', u'\\u5317\\u4eac\\u897f', u'\\u6606\\u660e', u'\\u76f4\\u5feb', u'\\u539f', u'\\u7279\\u5feb', u'\\u5230\\u8fbe', u'\\u65b0\\u4e61', u'\\u65f6', u'\\u665a\\u70b9', u'\\u5c0f\\u65f6', u'\\u665a\\u70b9', u'\\u5076\\u7136']\n",
+        "[u'\\u5230\\u8fbe', u'\\u5b89\\u9633', u'\\u665a\\u70b9', u'\\u5c0f\\u65f6', u'\\u5206', u'\\u5fb7\\u5dde', u'\\u60c5\\u51b5', u'\\u4f30\\u8ba1', u'\\u4e00\\u4e0b', u'\\u660e\\u5929', u'\\u6c88\\u9633', u'\\u65f6\\u4f1a', u'\\u665a\\u70b9', u'\\u591a\\u4e45', u'\\u6709\\u4eba', u'\\u63a5', u'\\u5916\\u9762', u'\\u53d7\\u51bb']\n",
+        "[u'\\u505a\\u4eba', u'\\u5b66\\u4f1a', u'\\u62d2\\u7edd', u'\\u5c24\\u5176', u'\\u6362', u'\\u94fa', u'\\u8fd9\\u4e8b', u'\\u540c\\u4e00\\u4e2a', u'\\u5730\\u70b9', u'\\u4e0b\\u8f66', u'\\u6362', u'\\u5217\\u8f66\\u5458', u'\\u7981\\u6b62', u'\\u6362', u'\\u94fa', u'\\u884c\\u4e3a', u'\\u6700', u'\\u5947\\u8469', u'\\u90a2\\u53f0', u'\\u4e0a\\u8f66', u'\\u60f3', u'\\u6606\\u660e', u'\\u4e0a\\u8f66', u'\\u6362', u'\\u94fa', u'\\u5f00\\u73a9\\u7b11']\n",
+        "[u'\\u5230\\u8fbe', u'\\u719f\\u6089', u'\\u5730\\u65b9', u'\\u9526\\u5dde', u'\\u665a\\u70b9', u'\\u5c0f\\u65f6', u'\\u5206', u'\\u4e00\\u591c\\u4e4b\\u95f4', u'\\u8ffd\\u56de', u'\\u5206\\u949f', u'\\u665a\\u70b9', u'\\u65f6\\u95f4']\n",
+        "[u'\\u9526\\u5dde', u'\\u6c88\\u9633', u'\\u4e4b\\u95f4', u'\\u94c1\\u8def', u'\\u66fe\\u7ecf', u'\\u5f80\\u8fd4', u'\\u4e94\\u5e74', u'\\u8def\\u7a0b', u'\\u66fe\\u7ecf', u'\\u6211\\u80fd', u'\\u719f\\u8bb0', u'\\u4e00\\u4e2a', u'\\u9014\\u5f84', u'\\u5927\\u5927\\u5c0f\\u5c0f', u'\\u6240\\u6709', u'\\u5341\\u51e0\\u4e2a', u'\\u8f66\\u7ad9', u'\\u540d\\u5b57', u'\\u9526\\u5dde', u'\\u8fd9\\u5ea7', u'\\u5f88\\u5c0f', u'\\u5b89\\u9759', u'\\u4e09\\u7ebf', u'\\u57ce\\u5e02', u'\\u51dd\\u7ed3', u'\\u56de\\u5fc6', u'\\u719f\\u6089', u'\\u5df2\\u7ecf', u'\\u8fdc\\u53bb']\n",
+        "[u'\\u719f\\u6089', u'\\u5730\\u70b9', u'\\u719f\\u6089', u'\\u4e61\\u97f3', u'\\u7f8e\\u4e3d', u'\\u8fbd\\u5b81', u'\\u56de\\u6765']\n",
+        "[u'\\u719f\\u6089', u'\\u5730\\u70b9', u'\\u719f\\u6089', u'\\u4e61\\u97f3', u'\\u7f8e\\u4e3d', u'\\u8fbd\\u5b81', u'\\u56de\\u6765']\n",
+        "[u'\\u6c88\\u9633', u'\\u4f1a\\u89c1', u'\\u8001\\u670b\\u53cb', u'\\u77ed\\u6682', u'\\u505c\\u7559', u'\\u5feb\\u5230', u'\\u629a\\u987a\\u5e02', u'\\u533a', u'\\u5357\\u7ad9', u'\\u8d76\\u56de', u'\\u5bb6']\n",
+        "[u'\\u8d85\\u7ea7', u'\\u4f01\\u9e45', u'\\u7cfb\\u7edf', u'\\u4e0b', u'\\u4e00\\u6b3e', u'\\u8857\\u673a', u'\\u6e38\\u620f', u'\\u6709\\u4e2a', u'\\u5173\\u53e3', u'\\u8fc7\\u4e0d\\u53bb', 'supertux', 'linux']\n",
+        "[u'\\u5206\\u4eab', u'RAyH4c \\u7684\\u6587\\u7ae0']\n",
+        "['new', 'external', 'resources', 'articles', 'data', 'science', 'big', 'data', 'january', 'data', 'science', 'central']\n",
+        "[]\n",
+        "[u'\\u300e', u'\\u6df1\\u5165', u'\\u89e3\\u8bfb', u'\\u6f0f\\u6d1e', u'\\u5fae\\u8f6f', u'\\u7cbe\\u5fc3\\u7b56\\u5212', u'\\u540e\\u95e8', u'\\u5173\\u6ce8', u'\\u9ed1\\u5ba2', u'\\u6781\\u5ba2', u'\\u300f', 'ms', 'freebuf', 'com']\n",
+        "[u'\\u300e', u'\\u6df1\\u84dd', u'\\u9605\\u8bfb', u'\\u300f', 'bluereader']\n",
+        "[u'\\u627e', u'\\u7535\\u5b50\\u4e66']\n",
+        "[u'\\u300e', u'\\u9996\\u9875', u'\\u306e', u'\\u6742\\u8d27\\u94fa', u'\\u300f', 'binux']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u300e', u'\\u300f', 'answer', 'quora']\n",
+        "['intermediate', 'pythonista']\n",
+        "[u'\\u300e', u'\\u300f', 'github', 'build', 'software', 'better', 'together']\n",
+        "[u'\\u300e', u'\\u6df1\\u5165', u'\\u89e3\\u8bfb', u'\\u6f0f\\u6d1e', u'\\u5fae\\u8f6f', u'\\u7cbe\\u5fc3\\u7b56\\u5212', u'\\u540e\\u95e8', u'\\u5173\\u6ce8', u'\\u9ed1\\u5ba2', u'\\u6781\\u5ba2', u'\\u300f', 'ms', 'freebuf', 'com']\n",
+        "[u'\\u300e', u'\\u300f', 'katrina', 'ellison', 'geltman']\n",
+        "[u'\\u300e', u'\\u4e2d', u'\\u8bf4', u'\\u300f', 'mshookfunction', 'ida', 'sub', 'xxxx', 'essence', 'sharing', 'iosre', 'powered', 'discuz']\n",
+        "[u'\\u300e', u'\\u5341\\u4e94\\u5e74', u'\\u4e00\\u68a6', u'\\u5434\\u6587\\u8f89', u'\\u7f51\\u7edc\\u6587\\u5b66', u'\\u4f20\\u5947', u'\\u300f']\n",
+        "[]\n",
+        "[u'\\u300e', u'\\u4eba\\u6c11\\u65e5\\u62a5', u'\\u65f6\\u8bc4', u'\\u521b\\u65b0', u'\\u5c82\\u80fd', u'\\u5ffd\\u60a0', u'\\u89c2\\u70b9', u'\\u4eba\\u6c11\\u7f51', u'\\u300f']\n",
+        "[u'\\u300e', u'\\u9a8c\\u8bc1', u'\\u5b58\\u6d3b', u'\\u5de5\\u5177', u'\\u7f16\\u5199', u'\\u601d\\u8003', u'\\u4f17\\u6d4b', u'\\u5e73\\u53f0', u'\\u300f', 'webshell', 'sobug']\n",
+        "[u'\\u300e', u'\\u4f7f\\u7528', u'\\u7f16\\u89e3\\u7801', u'\\u5e93\\u4e2d', u'\\u7206', u'\\u51fa\\u73b0', u'\\u4e24\\u4e2a', u'\\u6f0f\\u6d1e', u'\\u300f', 'vlc', 'day']\n",
+        "[u'\\u300e', u'\\u300f', 'best', 'github', 'deep', 'learning', 'meta', 'guide', 'com']\n",
+        "[u'\\u300e', u'\\u300f', 'caesar', 'awesome', 'public', 'datasets', 'github']\n",
+        "[u'\\u300e', u'\\u300f', 'intuitive', 'guide', 'linear', 'algebra', 'betterexplained']\n",
+        "[u'\\u5206\\u4eab', u'\\u94fe\\u63a5']\n",
+        "[u'\\u5fae\\u62cd', u'\\u6f0f\\u6d1e', u'\\u5c4c\\u4e1d', 'app', 'linux', 'im']\n",
+        "['neural', 'networks', 'deep', 'learning']\n",
+        "['adaptive', 'thresholding', 'skimage', 'dev', 'docs']\n",
+        "['learn', 'data', 'science', 'nborwankar']\n",
+        "[u'\\u300e', u'\\u300f', 'github', 'build', 'software', 'better', 'together']\n",
+        "[u'\\u300e', u'\\u4e00\\u4e9b', u'\\u6e17\\u900f', u'\\u6d4b\\u8bd5', u'\\u5907\\u5fd8\\u5f55', u'\\u6574\\u7406', u'\\u300f']\n",
+        "[]\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u6e17\\u900f', u'\\u6d4b\\u8bd5', u'\\u6846\\u67b6', u'\\u8c03\\u8bd5', u'\\u5173\\u6ce8', u'\\u9ed1\\u5ba2', u'\\u6781\\u5ba2', u'\\u5206\\u4eab', u'\\u4e00\\u8d77', u'\\u770b\\u5427', 'xposed', 'framework', 'hook', 'android', 'app', 'freebuf', 'com']\n",
+        "[u'\\u300e', u'\\u300f', 'list', 'machine', 'learning', 'concepts', 'wikipedia', 'free', 'encyclopedia']\n",
+        "[u'\\u5206\\u4eab', u'\\u94fe\\u63a5']\n",
+        "[u'\\u5206\\u4eab', u'\\u94fe\\u63a5']\n",
+        "['deep', 'learning']\n",
+        "['multi', 'scale', 'template', 'matching', 'using', 'python', 'opencv', 'pyimagesearch']\n",
+        "['welcome', 'nolearn', 'documentation', 'nolearn', 'documentation']\n",
+        "[u'\\u300e', u'\\u300f', 'ssl', 'tls', 'handshake']\n",
+        "[u'\\u300e', u'\\u8f6f\\u4ef6', u'\\u8c03\\u8bd5', u'\\u7eb5\\u6a2a\\u8c08', u'\\u535a\\u89c8', u'\\u7f51', u'\\u300f', 'boolan']\n",
+        "[u'\\u300e', u'\\u300f', 'offensivepython', 'nscan', 'github']\n",
+        "[u'\\u300e', u'\\u4e2d\\u56fd', u'\\u59d3\\u540d', u'\\u6392\\u884c', u'\\u6765\\u81ea', u'\\u4eba\\u53e3', u'\\u6570\\u636e\\u5e93', u'\\u5e3d\\u5b50', u'\\u6280\\u672f', u'\\u793e\\u533a', u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u8d44\\u8baf', u'\\u8ba8\\u8bba', u'\\u8de8\\u7ad9', u'\\u5e08', u'\\u6e17\\u900f', u'\\u5e08', u'\\u7ed3\\u754c', u'\\u5e08', u'\\u805a\\u96c6', u'\\u4e4b\\u5730', u'\\u4e00\\u4e2a', u'\\u6709\\u610f\\u601d', u'\\u5730\\u65b9', u'\\u300f', 'top', 'wooyun']\n",
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+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u7231', u'\\u4eba', u'\\u6574\\u4e2a', u'\\u4eba', u'\\u7231', u'\\u660f\\u6627', u'\\u5014\\u5f3a', u'\\u662f\\u56e0\\u4e3a', u'\\u552f\\u4e00', u'\\u76f8\\u4fe1', u'\\u7231', u'\\u65b9\\u6cd5', u'\\u8521\\u5eb7\\u6c38']\n",
+        "[u'\\u6316', u'\\u4e00\\u4e2a', u'\\u5751']\n",
+        "[u'\\u5e2e', u'\\u670b\\u53cb', u'\\u8f6c\\u53d1', u'\\u4e2d\\u56fd\\u79fb\\u52a8', u'\\u676d\\u5dde', u'\\u7814\\u53d1', u'\\u4e2d\\u5fc3', u'\\u8bda\\u62db', u'\\u89c6\\u89c9', u'\\u8bbe\\u8ba1\\u5e08', u'\\u4e92\\u8054\\u7f51', u'\\u884c\\u4e1a', u'\\u76f8\\u5173', u'\\u7ecf\\u5386', u'\\u5de5\\u4f5c', u'\\u7ecf\\u9a8c', u'\\u4e09\\u5e74', u'\\u4ee5\\u4e0a', u'\\u4e3b\\u8981', u'\\u8d1f\\u8d23', u'\\u79fb\\u52a8', u'\\u7f51\\u9875', u'\\u8bbe\\u8ba1', u'\\u5f85\\u9047', u'\\u5de5\\u4f5c', u'\\u5730\\u70b9', u'\\u676d\\u5dde', u'\\u5510\\u658c', 'app', 'yomtomirou', u'\\u53eb\\u7ec3-\\u79fb\\u52a8\\u8bbe\\u5907UX', u'CDYdesign', u'\\u84bf\\u5b50xu']\n",
+        "['cocoa', 'love', 'minimalist', 'cocoa', 'programming']\n",
+        "['sth', 'old', 'sth', 'new', 'sth', 'borrowed', 'sth', 'blue', 'silver', 'sixpence', 'shoe']\n",
+        "['using', 'symlinks', 'windows', 'vista']\n",
+        "['ve', 'sent', 'audio', 'team', 'analysis', 'leaning', 'towards', 'coreaudio', 'bug', 'based', 'seeing', u'en']\n",
+        "['system', 'library', 'privateframeworks', 'apple', 'framework', 'versions', 'current', 'resources', 'airport', 'usr', 'sbin', 'airport', 'find', 'scan', 'wireless', 'networks', 'command', 'line', 'mac', 'os']\n",
+        "[u'\\u6bcf\\u65e5', u'\\u4e07', u'\\u6d4f\\u89c8\\u91cf', u'\\u62cd\\u6444', u'\\u795e\\u7ea7', u'\\u6ed1\\u96ea', u'\\u5f71\\u7247', 'gopro']\n",
+        "[u'115\\u4e91']\n",
+        "[u'\\u5e74', u'\\u5e94\\u8be5', u'\\u4e70', u'\\u4e00\\u53f0', 'xbox', 'one']\n",
+        "[u'\\u52a8\\u7269', u'\\u5e84\\u56ed', u'\\u8fd9\\u4e09', u'\\u672c\\u4e66', u'\\u503c\\u5f97', u'\\u4e00\\u8bfb', u'\\u4e5f\\u8bb8', u'\\u6709\\u4eba', u'\\u8fd8\\u4f1a', u'\\u63d0\\u53ca', u'\\u4e00\\u7bc7', u'\\u62b1\\u6b49', u'\\u6587\\u5b57', u'\\u524d\\u9762', u'\\u5927\\u5757\\u6587\\u7ae0', u'\\u6ca1\\u6cd5', u'\\u76f8\\u63d0\\u5e76\\u8bba', 'xxx']\n",
+        "[u'\\u6050\\u6016', u'\\u8c37', u'\\u65ad\\u5d16', u'\\u4e00\\u8def', u'\\u5411\\u4e0b']\n",
+        "[u'\\u521a\\u6362', u'\\u96e8\\u591c', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "['yosemite', 'big', 'liar', 'always', 'show', 'minute', 'remaining', 'take']\n",
+        "['screen', 'small', 'develop', 'better', 'nothing']\n",
+        "['takes', 'time', 'install', 'xcode', 'oh', 'god']\n",
+        "[u'\\u54c8\\u54c8\\u54c8', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947']\n",
+        "[u'\\u73b0\\u5728', u'\\u7535\\u89c6\\u5267', u'\\u6ce2\\u6d9b\\u6c79\\u6d8c', u'\\u5438\\u5f15', u'\\u773c\\u7403', u'\\u4e4b\\u5916', u'\\u52a0\\u5165', u'\\u8150']\n",
+        "[u'\\ud83c', u'\\udf4e', u'\\u65f6\\u95f4', u'\\u5199', u'\\ud83d', u'\\ude22', 'guidelines']\n",
+        "[u'\\u4e24\\u79cd', u'\\u952e\\u76d8', u'\\u5207\\u6362', u'\\u540e\\u679c', u'\\u5feb\\u6377\\u952e', u'\\u5df2\\u7ecf', u'\\u4e71\\u5165']\n",
+        "[u'\\u4e2d\\u6709', u'\\u4e00\\u4e2a', u'\\u771f\\u7684', u'\\u8d85\\u7ea7', u'\\u65e0\\u654c', u'\\u597d\\u7528', u'\\u5988\\u5988', u'\\u518d\\u4e5f', u'\\u4e0d\\u7528', u'\\u62c5\\u5fc3', u'\\u82f1\\u6587', u'\\u6587\\u6863', u'\\ud83d', u'\\ude04', 'os', 'look']\n",
+        "[u'\\u5b8c\\u86cb', u'\\u771f\\u7684', u'\\u7528\\u65e7', u'\\u7b14\\u8bb0\\u672c', u'\\u89e6\\u6478\\u677f']\n",
+        "[u'\\u5fd9', u'\\u5b8c', u'\\u65f6\\u95f4', u'\\u6587\\u6863', u'\\u901f\\u5ea6', u'\\u4e0d\\u591f', u'\\u9700\\u8981', u'\\u4f18\\u5316', u'\\u65f6\\u95f4', u'\\u7ba1\\u7406']\n",
+        "[u'\\u4e0d\\u9519', u'\\u77e5\\u9053', u'\\u542c', u'\\u904d', u'\\u542c', u'\\u6b4c', u'\\u71ac', u'\\u591c', u'\\uff0d', 'better', 'time', u'\\u843d\\u4e86\\u4e00\\u5730\\u7684\\u5934\\u53d1']\n",
+        "[u'\\u6709\\u4e2a', u'\\u6700\\u9ad8', u'\\u914d', u'\\u771f\\u7684', u'\\u505a', u'\\u6240\\u6709', u'\\u60f3', u'\\u505a', u'\\u65e0', u'\\u5e73\\u53f0', u'\\u9650\\u5236', u'\\u6280\\u672f\\u5f00\\u53d1', 'macbook', 'pro']\n",
+        "[u'\\u73b0\\u5728', u'\\u52a0\\u73ed', u'\\u53ea\\u4e0d\\u8fc7', u'\\u8fc7\\u5e74', u'\\u8c03\\u70b9', u'\\u4fee']\n",
+        "[u'\\u8fd9\\u4e48\\u665a', u'\\u7761\\u89c9', u'\\u505a']\n",
+        "[u'\\u73b0\\u5728', u'\\u82f1\\u6587', u'\\u6587\\u6863', u'\\u6bd4\\u8f83', u'\\u559c\\u6b22', u'\\u9010\\u5b57\\u9010\\u53e5', u'\\u5730\\u53bb']\n",
+        "[u'\\u505a\\u4e2a', u'\\u534a\\u6876\\u6c34', u'\\u7a0b\\u5e8f\\u5458', u'\\u597d', u'\\u7406\\u7531', u'\\u8bf4\\u8bdd', u'\\u8010\\u4e0d\\u4f4f', u'\\u5fc3\\u4e2d', u'\\u8bdd', u'\\u75e8', u'\\u672c\\u6027']\n",
+        "[u'\\u7231\\u6b7b', u'\\u952e\\u76d8', u'\\u58f0\\u97f3', u'\\u597d\\u542c', 'mac']\n",
+        "[u'\\u5b8c\\u86cb']\n",
+        "[u'\\u52a0\\u73ed', u'\\u5feb\\u4e50']\n",
+        "[u'\\u54cd\\u5e94', u'\\u4e60', u'\\u7761\\u89c9']\n",
+        "[u'\\u665a\\u4e0a', u'\\u52a0\\u5b8c', u'\\u73ed', u'\\u56de\\u53bb', u'\\u970d\\u6bd4\\u7279', u'\\u4eba', u'\\u4e94\\u519b', u'\\u4e4b\\u6218']\n",
+        "[u'\\u4e0d\\u9519', u'\\u8ba4\\u8bc6', u'\\u4e00\\u4e2a', u'\\u970d\\u91d1', u'\\u4ee5\\u524d', u'\\u65ad\\u7ae0\\u53d6\\u4e49', u'\\u4e00\\u77e5\\u534a\\u89e3', u'\\u5730\\u53bb', u'\\u770b\\u5f85', u'\\u4e00\\u4f4d', u'\\u4eba\\u7269', u'\\u6b8a\\u4e0d\\u77e5', u'\\u65e0\\u77e5', u'\\u53ef\\u6015', 'theory', 'everything']\n",
+        "[u'\\u5370\\u5ea6', u'\\u7247\\u597d\\u957f', u'\\u5fd8', u'\\u9a9a\\u6270', u'\\u5973\\u795e', u'\\u4e00\\u8f88\\u5b50', u'\\u5149\\u68cd']\n",
+        "[u'\\u52a0', u'\\u52a0\\u73ed']\n",
+        "[u'\\u5929', u'\\u5c0f\\u65f6', u'\\u5206', 'pirate', 'bay']\n",
+        "[u'\\u67e5', u'\\u5355\\u8bcd', u'\\u67e5\\u7740', u'\\u67e5', u'\\u4e70', u'\\u57df\\u540d', u'\\u5929', 'ringsart', 'com']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u5bbf\\u820d', u'\\u7f51\\u7edc', u'\\u6298\\u817e', u'\\u597d', u'\\u65e0\\u6bd4', u'\\u6d41\\u7545']\n",
+        "['experience', 'got', 'didn', 'get', 'wanted', 'important', 'thing']\n",
+        "['supposed', 'easy', 'anyone', 'finds', 'easy', 'stupid', 'charlie', 'munger']\n",
+        "['theory', 'difference', 'theory', 'practice', 'practice', 'yogi', 'berra']\n",
+        "['far', 'ahead', 'time', 'indistinguishable', 'wrong']\n",
+        "['risk', 'means', 'things', 'happen', 'happen', 'elroy', 'dimson']\n",
+        "['fact', 'something', 'case', 'loss', 'happened', 'doesn', 'mean', 'bound', 'happen', 'fact', 'something', 'didn', 'happen', 'doesn', 'mean', 'unlikely']\n",
+        "['people', 'worried', 'behind', 'fancy', 'index', 'stock', 'market', 'extremely', 'big', 'fraud', 'buy']\n",
+        "['wise', 'man', 'beginning', 'fool', 'end']\n",
+        "['nothing', 'easier', 'self', 'deceit', 'man', 'wishes', 'also', 'believes', 'true']\n",
+        "['best', 'opportunities', 'usually', 'found', 'among', 'things', 'others', 'won']\n",
+        "['two', 'classes', 'forecasters', 'know', 'know', 'know']\n",
+        "['frightening', 'think', 'might', 'know', 'thing', 'frightening', 'think', 'large', 'world', 'run', 'people', 'faith', 'know', 'exactly', 'going']\n",
+        "['two', 'kinds', 'people', 'lose', 'money', 'know', 'nothing', 'know', 'everything']\n",
+        "['ain', 'know', 'gets', 'trouble', 'know', 'sure', 'ain', 'mark', 'twain']\n",
+        "['may', 'never', 'know', 're', 'going', 'better', 'good', 'idea']\n",
+        "['may', 'never', 'know', 're', 'going', 'better', 'good', 'idea']\n",
+        "[u'\\u54e5\\u4eec', u'\\u4e00\\u5e74', u'\\u8ba1\\u7b97\\u673a', u'\\u539f\\u7406', u'\\u767d\\u5b66']\n",
+        "[u'\\u4f4e', u'\\u914d\\u7f6e', u'\\u673a\\u5b50', u'\\u7f8e\\u5176\\u540d\\u66f0', u'\\u8d70', u'\\u4f4e\\u7aef', u'\\u8def\\u7ebf', u'\\u6b8a\\u4e0d\\u77e5', u'\\u7838', u'\\u724c\\u5b50']\n",
+        "[u'\\uff0d', 'jason', 'mraz', 'good', 'old', 'fashioned', 'loverboy']\n",
+        "['every', 'someone', 'makes', 'risky', 'bet', 'improbable', 'uncertain', 'outcome', 'ends', 'looking', 'like', 'genius', 'recognize', 'happened', 'luck', 'boldness', 'skill']\n",
+        "[u'\\u963f\\u91cc', u'\\u65e9\\u5c31', u'\\u6b65\\u5165', u'\\u6d41\\u6c13\\u8f6f\\u4ef6', u'\\u884c\\u5217', u'\\u5b89\\u88c5', u'\\u652f\\u4ed8\\u5b9d', u'\\u7a7a\\u95f4', u'\\u670d\\u52a1', u'\\u7535\\u8111', u'\\u5361\\u5f97', u'\\u4e0d\\u884c', u'\\u5de5\\u5177', u'\\u6293', u'\\u51f6\\u624b', u'\\u6740\\u6389', 'alipay', 'payment', 'client', 'security', 'service', 'alipay', 'security', 'business', 'service', 'ok']\n",
+        "[u'\\u5168\\u6c11', u'\\u5947\\u8ff9', u'\\u6cd5\\u5e08', u'\\u89d2\\u8272', u'\\u597d\\u5e05', u'\\u611f\\u89c9', u'\\u795e\\u79d8', u'\\u6211\\u5927\\u7231', u'\\u89d2\\u8272', u'\\u73b0\\u5728', u'\\u73a9', u'\\u51fb\\u6740', u'\\u91ce\\u5916', u'\\u602a\\u7269', u'\\u65f6', u'\\u989d\\u5916', u'\\u589e\\u52a0', u'\\u7ecf\\u9a8c', u'\\u7ec4\\u56e2', u'\\u5237\\u602a', u'\\u5c0f\\u7c73', u'\\u6e38\\u620f', u'\\u7528\\u5c0f\\u7c73\\u5e73\\u677f\\u73a9\\u5168\\u6c11\\u5947\\u8ff9', u'\\u5c0f\\u7c73\\u5e73\\u677f']\n",
+        "[u'\\u514d\\u8d39', u'\\u6253\\u7535\\u8bdd', u'\\u65f6\\u4ee3', u'\\u547c\\u5e94', u'\\u6253\\u7535\\u8bdd', u'\\u82b1\\u94b1', u'\\u957f\\u9014', u'\\u6f2b\\u6e38', u'\\u8d8a\\u6d0b', u'\\u8d1f\\u62c5', u'\\u4e00\\u5361', u'\\u53cc\\u53f7', u'\\u4e00\\u673a', u'\\u53f7', u'\\u4e0a\\u7f51', u'\\u79df\\u623f', u'\\u4ea4\\u53cb', u'\\u518d\\u4e5f', u'\\u66b4\\u9732', u'\\u771f\\u5b9e', u'\\u624b\\u673a\\u53f7\\u7801', u'\\u6ce8\\u518c', u'\\u65f6', u'\\u8bb0\\u5f97', u'\\u586b\\u5199', u'\\u9080\\u8bf7', u'\\u7801', 'ot', 'kj']\n",
+        "[u'\\u514d\\u8d39', u'\\u6253\\u7535\\u8bdd', u'\\u65f6\\u4ee3', u'\\u547c\\u5e94', u'\\u6253\\u7535\\u8bdd', u'\\u82b1\\u94b1', u'\\u957f\\u9014', u'\\u6f2b\\u6e38', u'\\u8d8a\\u6d0b', u'\\u8d1f\\u62c5', u'\\u4e00\\u5361', u'\\u53cc\\u53f7', u'\\u4e00\\u673a', u'\\u53f7', u'\\u4e0a\\u7f51', u'\\u79df\\u623f', u'\\u4ea4\\u53cb', u'\\u518d\\u4e5f', u'\\u66b4\\u9732', u'\\u771f\\u5b9e', u'\\u624b\\u673a\\u53f7\\u7801', u'\\u6ce8\\u518c', u'\\u65f6', u'\\u8bb0\\u5f97', u'\\u586b\\u5199', u'\\u9080\\u8bf7', u'\\u7801', 'ot', 'kj']\n",
+        "[u'\\u514d\\u8d39', u'\\u6253\\u7535\\u8bdd', u'\\u65f6\\u4ee3', u'\\u547c\\u5e94', u'\\u6253\\u7535\\u8bdd', u'\\u82b1\\u94b1', u'\\u957f\\u9014', u'\\u6f2b\\u6e38', u'\\u8d8a\\u6d0b', u'\\u8d1f\\u62c5', u'\\u4e00\\u5361', u'\\u53cc\\u53f7', u'\\u4e00\\u673a', u'\\u53f7', u'\\u4e0a\\u7f51', u'\\u79df\\u623f', u'\\u4ea4\\u53cb', u'\\u518d\\u4e5f', u'\\u66b4\\u9732', u'\\u771f\\u5b9e', u'\\u624b\\u673a\\u53f7\\u7801', u'\\u6ce8\\u518c', u'\\u65f6', u'\\u8bb0\\u5f97', u'\\u586b\\u5199', u'\\u9080\\u8bf7', u'\\u7801', 'ot', 'kj']\n",
+        "[u'\\u514d\\u8d39', u'\\u6253\\u7535\\u8bdd', u'\\u65f6\\u4ee3', u'\\u547c\\u5e94', u'\\u6253\\u7535\\u8bdd', u'\\u82b1\\u94b1', u'\\u957f\\u9014', u'\\u6f2b\\u6e38', u'\\u8d8a\\u6d0b', u'\\u8d1f\\u62c5', u'\\u4e00\\u5361', u'\\u53cc\\u53f7', u'\\u4e00\\u673a', u'\\u53f7', u'\\u4e0a\\u7f51', u'\\u79df\\u623f', u'\\u4ea4\\u53cb', u'\\u518d\\u4e5f', u'\\u66b4\\u9732', u'\\u771f\\u5b9e', u'\\u624b\\u673a\\u53f7\\u7801', u'\\u6ce8\\u518c', u'\\u65f6', u'\\u8bb0\\u5f97', u'\\u586b\\u5199', u'\\u9080\\u8bf7', u'\\u7801', 'ot', 'kj']\n",
+        "[u'\\u521a\\u7528', u'\\u547c\\u5e94', u'\\u514d\\u8d39', u'\\u6253\\u7535\\u8bdd', u'\\u8f6f\\u4ef6', u'\\u6ce8\\u518c', u'\\u9001', u'\\u4e13\\u5c5e', u'\\u53f7\\u7801', u'\\u5206\\u949f', u'\\u901a\\u8bdd', u'\\u65f6', u'\\u957f', u'\\u7b7e\\u5230', u'\\u62bd\\u5956', u'\\u9886', u'\\u5151\\u6362', u'\\u7801', u'\\u53c2\\u52a0', u'\\u8282\\u65e5', u'\\u6d3b\\u52a8', u'\\u6bcf\\u6708', u'\\u8d85\\u51fa', u'\\u5206\\u949f', u'\\u65f6\\u957f', u'\\u8d5a\\u53d6', u'\\u73b0\\u5728', u'\\u4e0d\\u7528', u'\\u5145', u'\\u8bdd\\u8d39', u'\\u55bd', u'\\u770b\\u770b', u'\\u6ce8\\u518c', u'\\u65f6', u'\\u8bb0\\u5f97', u'\\u586b\\u5199', u'\\u9080\\u8bf7', u'\\u7801', 'ot', 'kj']\n",
+        "[u'\\u514d\\u8d39', u'\\u6253\\u7535\\u8bdd', u'\\u65f6\\u4ee3', u'\\u547c\\u5e94', u'\\u6253\\u7535\\u8bdd', u'\\u82b1\\u94b1', u'\\u957f\\u9014', u'\\u6f2b\\u6e38', u'\\u8d8a\\u6d0b', u'\\u8d1f\\u62c5', u'\\u4e00\\u5361', u'\\u53cc\\u53f7', u'\\u4e00\\u673a', u'\\u53f7', u'\\u4e0a\\u7f51', u'\\u79df\\u623f', u'\\u4ea4\\u53cb', u'\\u518d\\u4e5f', u'\\u66b4\\u9732', u'\\u771f\\u5b9e', u'\\u624b\\u673a\\u53f7\\u7801', u'\\u6ce8\\u518c', u'\\u65f6', u'\\u8bb0\\u5f97', u'\\u586b\\u5199', u'\\u9080\\u8bf7', u'\\u7801', 'ot', 'kj']\n",
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+        "[u'\\u5206\\u4eab', 'ipod', 'touch', 'product', 'red', 'gb', 'ipod', u'\\u8c46\\u74e3\\u4e1c\\u897f']\n",
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+        "[u'phuket']\n",
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+        "[u'\\u542c\\u8bf4', u'\\u7248\\u672c', 'rust']\n",
+        "[]\n",
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+        "[u'\\u5f71\\u5b50', 'zephyr']\n",
+        "[u'\\u901a\\u77e5', u'\\u4e2d\\u5fc3', u'\\u4e4b\\u738b', u'\\u53ef\\u60dc', u'\\u529f\\u80fd', u'\\u9547\\u5b50', u'\\u91cc', u'\\u4eba', u'\\u6765\\u8bf4', u'\\u9002\\u7528', u'\\u7b97\\u662f', u'\\u6700\\u8d35', u'\\u63d2\\u4ef6', 'intelliscreenx']\n",
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+        "[u'\\u54c7\\u585e', u'\\u65b0\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u66f9\\u5168\\u5168', u'\\u6700\\u5f3a\\u5927\\u8111']\n",
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+        "[u'\\u505a', u'\\u670d\\u52a1\\u7aef', u'\\u65e0\\u58f0\\u65e0\\u606f', u'\\u629b\\u51fa', u'\\u4e00\\u4e2a', u'\\u5f02\\u5e38', u'\\u8fdb\\u7a0b', u'\\u5374', u'\\u9000\\u51fa', u'\\u4ee5\\u4e3a', u'\\u7a0b\\u5e8f', u'\\u6b63\\u5e38', u'\\u78b0\\u5230', u'\\u8bf7', u'\\u76f4\\u63a5', u'\\u751f\\u6210', u'\\u6587\\u4ef6', u'\\u9000\\u51fa', 'java', 'oom', 'coro']\n",
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+        "[]\n",
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+        "[u'\\u6c42', 'cudnn']\n",
+        "[u'\\u5927\\u98db', u'\\u5228\\u5751', u'\\u5947\\u864e', u'\\u65b0', u'\\u786c\\u4ef6', u'\\u4e4b\\u6b87', u'\\u540d', u'\\u786c\\u4ef6', u'\\u4ea7\\u54c1', u'\\u7ecf\\u7406', u'\\u6709\\u53e5', u'\\u524d\\u8f88', u'\\u9001\\u7ed9', u'\\u505a', u'\\u786c\\u4ef6', u'\\u8e0f\\u8e0f\\u5b9e\\u5b9e', u'\\u5343\\u4e07\\u522b', u'\\u8001\\u5468', u'\\u77e5\\u9053', u'\\u51c6\\u9ec4']\n",
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+        "[u'\\u8bbf\\u95ee\\u91cf', u'\\u7edf\\u8ba1', u'\\u653e\\u4e0a\\u53bb', u'\\u51e0\\u5929', u'\\u65f6\\u95f4', u'\\u591a\\u4eba', u'\\u8bbf\\u95ee', 'csdn', 'blog']\n",
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+        "[u'\\u8c01\\u8c01\\u8c01', u'\\u73af\\u7403', u'\\u62cd\\u620f']\n",
+        "[u'\\u4e03\\u6b3e', u'\\u505a\\u597d', u'\\u5f3a\\u5927', u'\\u5de5\\u5177', 'devops', 'csdn', 'net']\n",
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+        "[]\n",
+        "[u'\\u9ad8\\u6027\\u80fd', u'\\u670d\\u52a1\\u5668', u'\\u8bd1\\u6587', 'warp', 'haskell', 'web']\n",
+        "[u'\\u4e24\\u6bb5', u'\\u89c6\\u9891', u'\\u770b\\u770b', u'\\u6700\\u65b0', u'\\u7ffb\\u8bd1', u'\\u591a\\u9006\\u5929', 'google', u'\\u8096\\u65edVicky \\uff08\\u5206\\u4eab\\u81ea', u'PingWest\\u54c1\\u73a9\\uff09']\n",
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+        "[u'\\u53d1\\u5e03', u'\\u5185\\u5bb9', u'\\u5927\\u90e8\\u5206', u'\\u91cd\\u53e0', 'pingwest', 'kr']\n",
+        "[u'\\u767e\\u5ea6', u'\\u5b66\\u672f', u'\\u641c\\u7d22', 'baidu']\n",
+        "[u'\\u767e\\u5ea6', u'\\u5929\\u773c', u'\\u725b']\n",
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+        "[u'\\u6d4b\\u8bd5', u'\\u4e00\\u4e0b', u'\\u6253\\u5f00']\n",
+        "[u'\\u91cd\\u65b0', u'\\u5b9a\\u4e49', u'\\u9a7e\\u9a76', u'\\u4fe1\\u606f', u'\\u4ea4\\u4e92', u'\\u83b7', u'\\u4e07\\u5143', u'\\u5929\\u4f7f', u'\\u878d\\u8d44', u'\\u5206\\u4eab', 'car', u'36\\u6c2a\\uff09']\n",
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+        "[u'\\u4e2d\\u56fd', u'\\u68a6', u'\\u4e2d\\u56fd\\u82af', u'\\u795e\\u5dde', u'\\u9f99\\u82af', u'\\u62df', u'\\u5e76\\u8d2d', u'\\u7f8e\\u56fd', u'\\u6279\\u51c6', u'\\u95ee\\u9898', u'\\u94c1\\u677f\\u9489\\u9489', u'\\u4e8b', 'amd']\n",
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+        "['os', 'update']\n",
+        "[u'\\u6700\\u65b0', u'\\u7248\\u672c', u'\\u770b\\u5427', 'nvidia', 'cudnn', 'cudnn', 'linux', 'rc', 'tgz']\n",
+        "[u'\\u8bf4', u'\\u8bf4', u'\\u5de5\\u5177', u'\\u4e0b\\u8f7d', u'\\u95ee\\u9898', u'\\u66fe\\u7ecf', u'\\u4e00\\u4f4d', u'\\u8bb2\\u8fc7', u'\\u6ce8\\u518c', u'\\u4e0b\\u8f7d', u'\\u6709\\u4e2a', u'\\u6bd4\\u8f83', u'\\u9ebb\\u70e6', u'\\u6ce8\\u518c', u'\\u8fc7\\u7a0b', u'\\u4e2d', u'\\u6700\\u597d', u'\\u4e00\\u4e0b', u'\\u63d0\\u4ea4', u'\\u7533\\u8bf7', u'\\u51fa\\u73b0', u'\\u9519\\u8bef', u'\\u63d0\\u793a', u'\\u7533\\u8bf7', u'\\u73b0\\u8c61', u'\\u5de5\\u5177', u'\\u524d\\u671f', u'\\u7533\\u8bf7', u'\\u6210\\u4e3a', u'\\u540e', u'\\u8fd8\\u8981', u'\\u7ee7\\u7eed', u'\\u7533\\u8bf7', u'\\u5de5\\u5177', u'\\u5ba1\\u6838', u'\\u65f6\\u95f4', u'\\u7ecf\\u9a8c\\u503c', u'\\u81f3\\u5c11', u'\\u4e00\\u5468', 'nvidia', 'cs', 'vpn', 'cudnn', 'dev']\n",
+        "['ios', 'update']\n",
+        "[u'\\u798f\\u7279', u'\\u7845\\u8c37', u'\\u62db\\u5175\\u4e70\\u9a6c', u'\\u6316', u'\\u82f9\\u679c', u'\\u5458\\u5de5', u'\\u795e\\u79d8', u'\\u9879\\u76ee', u'\\u8bed\\u97f3', u'\\u64cd\\u63a7', u'\\u4e00\\u76f4', u'\\u4e3b\\u6253', u'\\u8bed\\u97f3', u'\\u64cd\\u63a7', u'\\u6280\\u672f', u'\\u73b0\\u5728', u'\\u5361\\u5185\\u57fa', u'\\u6885\\u9686', u'\\u5927\\u5b66', u'\\u7845\\u8c37', u'\\u6821\\u533a', u'\\u5408\\u4f5c\\u5f00\\u53d1', u'\\u4e00\\u4e2a', u'\\u5d4c\\u5165\\u5f0f', u'\\u8bed\\u97f3', u'\\u8bc6\\u522b\\u7cfb\\u7edf', u'\\u652f\\u6301', u'\\u81ea\\u7136\\u8bed\\u8a00', u'\\u65b0', u'\\u6280\\u672f', u'\\u8bc6\\u522b', u'\\u81ea\\u7136', u'\\u8bed\\u97f3', u'\\u6a21\\u5f0f', 'sync', u'\\u8096\\u65edVicky   = 4.']\n",
+        "[u'\\u6709\\u610f\\u601d']\n",
+        "[u'\\u66f4\\u65b0']\n",
+        "[u'\\u5bf9\\u8bdd', u'\\u521b\\u59cb\\u4eba', u'\\u8bf4', u'\\u786c\\u4ef6', u'\\u514d\\u8d39', u'\\u505a', u'\\u786c\\u4ef6', u'\\u521b\\u4e1a', 'autobot']\n",
+        "[u'\\u5c0f\\u7f16', u'\\u4e00\\u5b9a', u'\\u53d1\\u5e74', u'\\u603b\\u5956', u'\\u53d1', u'\\u6587\\u7ae0', u'\\u56fe\\u7247', u'\\u5c11\\u4e0d\\u8bf4', u'\\u6700\\u8fd1', u'\\u9519\\u522b\\u5b57', u'\\u589e\\u52a0', 'kr']\n",
+        "[u'\\u5c0f\\u7f16', u'\\u4e00\\u5b9a', u'\\u53d1', u'\\u5e74\\u7ec8\\u5956', u'\\u53d1', u'\\u6587\\u7ae0', u'\\u56fe\\u7247', u'\\u5c11\\u4e0d\\u8bf4', u'\\u6700\\u8fd1', u'\\u9519\\u522b\\u5b57', u'\\u589e\\u52a0', 'kr']\n",
+        "[u'\\u5de5\\u4f5c', u'\\u800c\\u521b', u'\\u63a8\\u51fa', u'\\u90ae\\u7bb1', u'\\u5e94\\u7528', 'microsoft', 'outlook', 'ios']\n",
+        "[u'\\u6570\\u636e\\u6062\\u590d', u'\\u8f6f\\u4ef6', u'\\u6b63\\u5f0f\\u7248', u'\\u53d1\\u5e03', 'diskgenius']\n",
+        "[u'\\u767e\\u5ea6', u'\\u65b0\\u95fb', 'bug']\n",
+        "[u'\\u6ce8\\u518c', u'\\u4e0b\\u8f7d', 'htk']\n",
+        "[u'\\u5206\\u4eab', u'\\u4e00\\u4e2a', u'\\u4e0d\\u9519', u'\\u6587\\u4ef6', u'\\u770b\\u5427', 'htk', 'zip', u'\\u5fae\\u76d8']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u5206\\u4eab', u'\\u6587\\u4ef6', u'\\u770b\\u5427', 'hi', 'htk', 'zip', u'\\u767e\\u5ea6\\u7f51\\u76d8']\n",
+        "['test']\n",
+        "['test']\n",
+        "[]\n",
+        "['te']\n",
+        "['test']\n",
+        "['test']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5fae\\u535a', u'\\u7b49\\u7ea7', u'\\u4e13\\u4eab', u'\\u793c', u'\\u5347\\u7ea7', u'\\u798f\\u5229', u'\\u5927\\u724c', u'\\u660e\\u661f', u'\\u7b7e\\u540d', u'\\u793c', u'\\u7efc\\u827a', u'\\u95e8\\u7968', u'\\u62cd', u'\\u7acb\\u5f97', u'\\u767e\\u4e07', u'\\u73b0\\u91d1', u'\\u5238', u'\\u5168\\u65b0', u'\\u5347\\u7ea7', u'\\u4f53\\u7cfb', u'\\u8bf1\\u4eba', u'\\u4e13\\u4eab', u'\\u798f\\u5229', u'\\u5347', u'\\u7b49\\u7ea7', u'\\u4eab', u'\\u7279\\u6743', u'\\u8d70\\u4e0a', u'\\u4eba\\u751f', u'\\u5dc5\\u5cf0', u'\\u9886\\u53d6', u'\\u7b49\\u7ea7', u'\\u4e13\\u4eab', u'\\u793c', 'macbook', 'iphone', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5347\\u7ea7', u'\\u798f\\u5229', u'\\u5927\\u724c', u'\\u660e\\u661f', u'\\u7b7e\\u540d', u'\\u793c', u'\\u7efc\\u827a', u'\\u95e8\\u7968', u'\\u767e\\u4e07', u'\\u73b0\\u91d1', u'\\u5238', u'\\u5347', u'\\u7b49\\u7ea7', u'\\u4eab', u'\\u7279\\u6743', u'\\u8d70\\u4e0a', u'\\u4eba\\u751f', u'\\u5dc5\\u5cf0', u'\\u9886\\u53d6', 'macbook', 'iphone', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[]\n",
+        "[]\n",
+        "['test']\n",
+        "[u'\\u62a2', u'\\u5065\\u5eb7', u'\\u7ea2\\u5305', u'\\u5143', u'\\u4e09\\u7532', u'\\u540d\\u533b', u'\\u5065\\u5eb7', u'\\u54a8\\u8be2', u'\\u8d2b\\u56f0', u'\\u513f\\u7ae5', u'\\u5f69\\u7968', u'\\u649e\\u5927\\u8fd0', u'\\u597d\\u4e8b', u'\\u89c1\\u8005\\u6709\\u4efd', u'\\u4eba\\u54c1', u'\\u597d', u'\\u4efb\\u6027', u'\\u901f', u'\\u6233', u'\\u4e00\\u5143\\u4e49\\u8bca\\u533b\\u8d77\\u6765', u'\\u7231\\u52a0\\u9910']\n",
+        "['test']\n",
+        "['test']\n",
+        "[]\n",
+        "[u'\\u8fbd\\u5b81', u'\\u7537\\u7bee', u'\\u671f\\u5f85', u'\\u7b2c\\u56db\\u8282', u'\\u6ce2\\u6d41', 'xjbd']\n",
+        "['test']\n",
+        "['te']\n",
+        "[]\n",
+        "['test']\n",
+        "['test']\n",
+        "[u'\\u97e9\\u90fd', u'\\u8863\\u820d', u'\\u65d7\\u8230\\u5e97']\n",
+        "[u'\\u660e\\u5e74', u'\\u5065\\u8eab', u'\\u4e0d\\u65ad', u'\\u70df\\u9152', u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab', u'Alex\\u662f\\u5927\\u53d4 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u65b0\\u5e74', u'\\u7ea2\\u5305', u'\\u6ee1\\u5929\\u98de', u'\\u58d5', u'\\u7ea2\\u5305', u'\\u4e0d\\u6d3e', u'\\u62a2', u'\\u81e3\\u59be', u'\\u505a', u'\\u4e0d\\u5230']\n",
+        "[u'\\u4e00\\u70b9\\u4e00\\u6ef4', u'\\u7fbd\\u6cc9', u'\\u767e\\u5ea6', u'\\u5206\\u4eab']\n",
+        "[u'\\u2022', u'\\u5143\\u65e6', u'\\u4e2d\\u65e5\\u97e9', u'\\u96d5\\u5851', u'\\u5c55', u'\\u9752\\u5c9b', u'\\u96d5\\u5851', u'\\u535a\\u7269\\u9986', u'\\u8fb9\\u4e0a', u'\\u96d5\\u5851\\u516c\\u56ed', u'\\u91cc', u'\\u65f6\\u5e38', u'\\u66f4\\u65b0', u'\\u96d5\\u5851', u'\\u6210', u'\\u6d77\\u8fb9', u'\\u4e00\\u666f', u'\\u65b0\\u5e74', u'\\u7b2c\\u4e00', u'\\u5e16', u'\\u795d', u'\\u65b0\\u5e74\\u5feb\\u4e50']\n",
+        "[u'\\u4e0a\\u6d77', u'\\u5916\\u6ee9', u'\\u53d1\\u751f', u'\\u8de8', u'\\u5e74', u'\\u60e8\\u5267', u'\\u542f\\u793a', u'\\u9488\\u5bf9', u'\\u5927\\u89c4\\u6a21', u'\\u7fa4\\u4f53', u'\\u4e8b\\u4ef6', u'\\u7ba1\\u7406', u'\\u5e94\\u8be5', u'\\u53c2\\u8003', u'\\u56fd\\u9645', u'\\u6210\\u719f', u'\\u505a\\u6cd5', u'\\u63d0\\u524d', u'\\u9884\\u6d4b', u'\\u9632\\u8303', u'\\u65b0\\u5e74', u'\\u591c', u'\\u65f6\\u4ee3\\u5e7f\\u573a', u'\\u6700', u'\\u5b89\\u5168', u'\\u5730\\u65b9']\n",
+        "[u'\\u8ddf\\u8e2a', u'\\u81ea\\u62cd', u'\\u65e0\\u4eba\\u673a']\n",
+        "[u'\\u516c\\u5b89\\u5c40', u'\\u91c7\\u8d2d', u'\\u624b\\u673a', u'\\u6728\\u9a6c', u'\\u76d1\\u63a7', u'\\u9003\\u72af', u'\\u4e00\\u4e0b', u'\\u60f3\\u5230', u'\\u4fe9', u'\\u7535\\u5f71', u'\\u6cf0', u'\\u56e7', u'\\u7a83\\u542c', u'\\u98ce\\u4e91']\n",
+        "[u'\\u59da\\u8d1d\\u5a1c\\u53bb\\u4e16']\n",
+        "[u'\\u7f8e\\u56e2', u'\\u7f51', u'\\u4e0a\\u5e02']\n",
+        "[u'\\u63ed\\u5f00', u'\\u7f51\\u7edc', u'\\u7f16\\u7a0b', u'\\u5e38\\u89c1', u'\\u9762\\u7eb1', u'\\u4e0b', u'\\u535a\\u5ba2', 'api', 'wjlkoorey', 'chinaunix']\n",
+        "[u'\\u5143\\u65e6', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u5143\\u65e6', u'\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u9648\\u5b66\\u51ac', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u4eca\\u5929', u'\\u6700', u'\\u5f00\\u5fc3', u'\\u5434\\u519b', u'\\u88c5\\u903c\\u72af', u'\\u53d6\\u6d88', u'\\u5173\\u6ce8', u'\\u5988', u'\\u7834', u'\\u6570\\u5b66', u'\\u7f8e\\u7684', u'\\u6c34\\u5e73', u'\\u88c5\\u903c', u'\\u8138\\u76ae', u'\\u591f', u'\\u539a', u'\\u5434\\u519b', u'\\u535a\\u58eb']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "['cd', 'usr', 'local', 'var']\n",
+        "[u'\\u65f6\\u95f4', u'\\u6162', u'\\u4e00\\u4e2a', u'\\u5c0f\\u65f6', u'\\u6ca1\\u627e', u'\\u5730\\u65b9', u'\\u8bbe\\u7f6e', u'\\u7834', 'bong', u'bong##\\u667a\\u80fd\\u624b\\u73af']\n",
+        "[u'\\u5168\\u4e16\\u754c', u'\\u597d', u'\\u4e1c\\u897f', u'\\u5c0f\\u7ea2\\u4e66']\n",
+        "['http', 'api', 'design', 'guide']\n",
+        "[u'\\u5168\\u4e16\\u754c', u'\\u597d', u'\\u4e1c\\u897f', u'\\u5c0f\\u7ea2\\u4e66']\n",
+        "[u'\\u8bf4', u'\\u81ea\\u7531', u'\\u7f8e\\u56fd', u'\\u7b2c\\u4e00\\u4e2a', u'\\u60f3\\u5230', u'\\u7e41\\u534e', u'\\u7ebd\\u7ea6', u'\\u66fc\\u54c8\\u987f', u'\\u523a\\u6fc0', u'\\u8d4c\\u57ce', u'\\u6027\\u611f', u'\\u5fb7\\u514b\\u8428\\u65af', u'\\u707f\\u70c2', u'\\u5c0f\\u7ea2\\u4e66', u'\\u5b98\\u65b9', u'\\u5fae\\u535a', u'\\u8840\\u62fc\\u8fbe\\u4eba\\u517b\\u6210\\u8ba1\\u5212']\n",
+        "[u'\\u5750', u'\\u51fa\\u79df\\u8f66', u'\\u5e08\\u5085', u'\\u95ee', u'\\u641e']\n",
+        "[u'\\u4e13\\u4e1a', u'\\u6311', u'\\u793c\\u7269', u'\\u5e74']\n",
+        "[u'\\u5168\\u4e16\\u754c', u'\\u597d', u'\\u4e1c\\u897f', u'\\u5c0f\\u7ea2\\u4e66']\n",
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+        "[u'\\u597d', u'\\u804a\\u5929', u'\\u62dc\\u8bbf', u'\\u597d\\u4e66', u'\\u7b3c\\u7f69', u'\\u5f3a\\u5927', u'\\u6c14', u'\\u573a\\u4e0b', u'\\u80fd\\u91cf', u'\\u6ee1\\u6ee1']\n",
+        "[u'\\u5371\\u673a', u'\\u5546\\u673a', u'\\u9a6c\\u4e91', u'\\u5229\\u7528', u'\\u8fd9\\u6b21', u'\\u6dd8\\u5b9d', u'\\u5047\\u8d27', u'\\u4e8b\\u4ef6', u'\\u5efa\\u7acb', u'\\u56fd\\u4eba', u'\\u8bda\\u4fe1', u'\\u4f53\\u7cfb', u'\\u540d\\u5782\\u5343\\u53e4']\n",
+        "[u'\\u4e60', u'\\u4e3b\\u5e2d', u'\\u4e0a\\u53f0', u'\\u5927\\u4f19', u'\\u589e\\u52a0', u'\\u4e50\\u8da3']\n",
+        "[u'\\u6d17\\u6fa1\\u65f6', u'\\u53d1\\u73b0\\u81ea\\u5df1', u'\\u53d8\\u8001', u'\\u76ae\\u80a4', u'\\u677e\\u5f1b', u'\\u76b1\\u7eb9', u'\\u66f4\\u6df1', u'\\u5c81\\u6708\\u4e0d\\u9976\\u4eba']\n",
+        "[u'\\u6d4b\\u8bd5', u'\\u4e60\\u8fd1\\u5e73']\n",
+        "[u'\\u5206\\u4eab', 'mark']\n",
+        "[u'\\u5f00\\u901a', u'\\u7f51\\u6613', u'\\u4ee5\\u540e', u'\\u5199\\u5199', u'\\u6587\\u7ae0', u'\\u53d1\\u53d1\\u56fe', u'\\u5730\\u5740', 'lofter', 'lofter']\n",
+        "[u'\\u597d', u'\\u53e5\\u5b50', 'youth', 'glide', 'past', 'without', 'awareness']\n",
+        "[u'\\u5e8a\\u5934', u'\\u53ea', u'\\u5c0f\\u718a']\n",
+        "[u'\\u5e78\\u597d', u'\\u8033\\u673a', u'\\u8d76\\u7d27', u'\\u6253\\u5f00', u'\\u97f3\\u4e50', u'\\u63a9\\u9970', u'\\u5c34\\u5c2c', u'\\u5148']\n",
+        "[u'\\u9189']\n",
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+        "[u'\\u65e0\\u9898']\n",
+        "[u'\\u65e0\\u9898']\n",
+        "[u'\\u667a\\u8005']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "['brought', 'flower', 'ate']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u4fe1\\u4efb', u'\\u4e00\\u7fa4', u'\\u4eba', u'\\u60f3\\u8981', u'\\u4f9d\\u8d56', u'\\u4eba', u'\\u76f4\\u5230', u'\\u6700\\u540e', u'\\u660e\\u767d', u'\\u4e00\\u751f', u'\\u9700\\u8981', u'\\u627f\\u62c5', u'\\u8d23\\u4efb', u'\\u4f9d\\u8d56', u'\\u4eba', u'\\u5374', u'\\u5c11\\u4e4b\\u53c8\\u5c11', u'\\u597d', u'\\u7ecf\\u5386', u'\\u60f3', u'\\u900f\\u5f7b', u'\\u751f\\u51fa', u'\\u8f7b\\u677e', u'\\u8c41\\u8fbe', u'\\u770b\\u5f00', u'\\u8bb8\\u591a', u'\\u4e8b\\u60c5', u'\\u518d', u'\\u4e16\\u754c', u'\\u6212\\u5907', u'\\u597d', u'\\u5b66\\u4f1a', u'\\u5fc3\\u6000', u'\\u5584\\u610f', u'\\u51b3\\u5b9a', u'\\u597d\\u597d', u'\\u597d', u'\\u5b8c', u'\\u4e00\\u751f', u'\\u6276\\u5357']\n",
+        "[u'\\u5927\\u534a\\u591c', u'\\u6d41\\u91cf', u'\\u8ffd', u'\\u56fd\\u4ea7', u'\\u5076\\u50cf\\u5267', u'\\u662f\\u4e0d\\u662f', u'\\u6709\\u70b9', u'\\u5815\\u843d']\n",
+        "['sorry']\n",
+        "[u'\\u8bf4', u'\\u8fd9\\u53e5', u'\\u8bdd', u'\\u611f\\u89c9', u'\\u723d\\u7206', 'send', 'message', 'arrange', 'car']\n",
+        "[u'\\u65e0\\u9898']\n",
+        "[]\n",
+        "[u'\\u65e0\\u9898', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u597d\\u597d', u'\\u751f\\u6d3b', 'goodnight']\n",
+        "[u'\\u4eca\\u5929']\n",
+        "[u'\\u65e0\\u9898']\n",
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+        "[u'\\u5343\\u5146', u'\\u7f51\\u7ebf', u'\\u76f4\\u8fde', u'\\u62f7', u'\\u6570\\u636e', u'\\u4e2d', u'\\u74f6\\u9888', u'\\u786c\\u76d8', u'\\u6211\\u5fc3', u'\\u5f88\\u585e']\n",
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+        "[u'\\u89c9\\u5f97', u'\\u9700\\u8981', u'\\u4e00\\u4e2a', u'\\u5ba1\\u614e', u'\\u652f\\u51fa', u'\\u7ba1\\u7406']\n",
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+        "[u'\\u4e00\\u5929', u'\\u6539', u'\\u4e94\\u4e2a', u'\\u9700\\u6c42', u'\\u518d', u'\\u7ed3\\u8d26', u'\\u8f66\\u94b1']\n",
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+        "[u'\\u5567\\u601d\\u4fee']\n",
+        "[u'\\u73b0\\u5728', u'\\u60f3', u'\\u8981\\u88c5', u'\\u4e00\\u4e2a', u'\\u624b\\u52bf', u'\\u63d2\\u4ef6']\n",
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+        "[u'\\u5b8c\\u65b0\\u59b9', u'\\u9b54\\u738b', u'\\u5c0f\\u8bf4', u'\\u89c9\\u5f97', u'\\u91cc', u'\\u756a', u'\\u6307\\u65e5\\u53ef\\u5f85']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u9707\\u611f', u'\\u611f\\u89c9']\n",
+        "[u'\\u5f04', u'\\u53f0', u'\\u51c6\\u5907', u'\\u88c5', 'vultr', 'archlinux']\n",
+        "[u'\\u51b3\\u5b9a', u'\\u4f7f\\u7528', u'\\u8d85', u'\\u7535\\u78c1\\u70ae', u'\\u91cc\\u9762', u'\\u89d2\\u8272', u'\\u540d\\u7ed9', u'\\u670d\\u52a1\\u5668', u'\\u547d\\u540d']\n",
+        "[u'\\u4e8b\\u5b9e', u'\\u544a\\u8bc9', u'\\u63a5', u'\\u8f6c\\u624b', u'\\u5916\\u5305']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5fc3\\u60c5', u'\\u597d', u'\\u5fc3\\u60c5', u'\\u4e0d\\u597d', u'\\u6eda', u'\\u4e0b', 'arch']\n",
+        "[u'\\u597d', u'\\u65e0\\u804a', u'\\u5e72\\u70b9']\n",
+        "[u'\\u51c6\\u5907', u'\\u914d\\u7f6e', 'vim']\n",
+        "[u'\\u4e3b\\u9898', u'\\u900f\\u660e', u'\\u80cc\\u666f', u'\\u7ec8\\u7aef', u'\\u91cc', u'\\u6b7b', u'\\u5988', 'desert']\n",
+        "[u'\\u603b', u'\\u611f\\u89c9', u'\\u542c', u'\\u542c\\u529b']\n",
+        "[u'\\u6c42\\u9ad8', u'\\u5e76\\u53d1', u'\\u5199\\u5165', u'\\u60c5\\u51b5', u'\\u4e0b', u'\\u4f18\\u96c5', 'bd']\n",
+        "[u'\\u539f\\u6765', u'\\u8c03\\u6574', u'\\u5206\\u533a\\u8868', u'\\u4e0d\\u7528', 'umount']\n",
+        "[u'\\u5c6f', u'\\u4e00\\u5806', u'\\u884d\\u751f', u'\\u53d1\\u884c\\u7248', u'\\u51c6\\u5907', u'\\u6311\\u4e2a', u'\\u597d', u'\\u505a', 'arch', 'livecd']\n",
+        "[u'\\u665a\\u4e0a', u'\\u901f\\u5ea6', u'\\u7a81\\u7136', u'\\u597d\\u5feb', u'\\u6000\\u7591', u'\\u662f\\u4e0d\\u662f', u'\\u5173', u'\\u4ee3\\u7406', 'sf']\n",
+        "[u'\\u9519\\u89c9', u'\\u665a\\u4e0a', u'\\u56fd\\u9645', u'\\u7ebf\\u8def']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u51fa\\u53d1', u'\\u524d', u'\\u603b', u'\\u611f\\u89c9', u'\\u843d\\u4e0b']\n",
+        "[u'\\u6d41\\u91cf', u'\\u4e0b', u'\\u4e00\\u4e2a', u'\\u767e\\u5ea6', u'\\u5730\\u56fe']\n",
+        "[u'\\u6d41\\u91cf', u'\\u4e0b', u'\\u4e00\\u4e2a', u'\\u767e\\u5ea6', u'\\u5730\\u56fe']\n",
+        "[u'\\u706b\\u8f66', u'\\u4e2d', u'\\u8fb9\\u4e0a', u'\\u5927\\u53d4', u'\\u62ff\\u51fa', u'\\u8fc5\\u96f7', u'\\u770b\\u770b', u'\\u7535\\u89c6\\u5267', 'thinkpad']\n",
+        "[u'\\u68c0\\u7968']\n",
+        "[u'\\u6210\\u90fd', u'\\u706b\\u8f66\\u7ad9', u'\\u786e\\u5b9e', u'\\u6709\\u70b9', 'low']\n",
+        "[u'\\u706b\\u8f66']\n",
+        "[u'\\u5bf9\\u9762', u'\\u4e0b\\u94fa', u'\\u4e2d', u'\\u94fa', u'\\u4f3c\\u4e4e', u'\\u60c5\\u4fa3', u'\\u5f53\\u9762', u'\\u653e\\u95ea']\n",
+        "[u'\\u53d1\\u8f66', u'\\u60f9']\n",
+        "[u'\\u706b\\u8f66', u'\\u4e0d\\u5e26', u'\\u773c\\u7f69', u'\\u8033\\u585e', u'\\u4e00\\u5b9a', u'\\u505a', u'\\u6b7b']\n",
+        "['better', 'ask', 'forgiveness', 'ask', 'permission']\n",
+        "[u'\\u5bf9\\u9762', u'\\u60c5\\u4fa3', u'\\u7ee7\\u7eed', u'\\u653e\\u95ea', u'\\u518d', u'\\u7761\\u4f1a']\n",
+        "['test']\n",
+        "[u'\\u56db\\u6b21', u'\\u5143', u'\\u9ed1', u'\\u79d1\\u6280', u'\\u4f3c\\u4e4e', u'\\u53ea', u'\\u5269\\u4e0b', u'\\u968f\\u60f3', u'\\u80fd\\u7528', 'iphone']\n",
+        "[u'\\u9b3c', u'\\u503c\\u5f97', u'\\u4e70', u'\\u5173\\u6ce8', u'\\u5e72\\u4ec0\\u4e48', u'\\u6709\\u94b1', u'\\u4eba']\n",
+        "[u'\\u56de\\u5230', u'\\u5bb6\\u54e9']\n",
+        "[u'\\u56de\\u5230', u'\\u5bb6\\u7528', u'\\u5b66\\u6821', u'\\u6e90', u'\\u6eda', u'\\u4e00\\u4e0b', u'\\u53d1\\u89c9', u'\\u4e09\\u5929', u'\\u66f4\\u65b0', u'\\u597d\\u591a', u'\\u5305', u'\\u987a\\u4fbf', u'\\u5b66\\u6821', u'\\u6e90', u'\\u901f\\u5ea6', u'\\u5f88\\u5feb', u'\\u79fb\\u52a8', u'\\u4e1a\\u754c', u'\\u826f\\u5fc3']\n",
+        "[u'\\u81f4\\u547d', u'\\u6d88\\u606f', u'\\u8fde\\u4e0d\\u4e0a', u'\\u5b66\\u6821', u'\\u670d\\u52a1\\u5668', 'ssh']\n",
+        "[u'\\u91cc\\u9762', u'\\u8bfb', u'\\u8865\\u5168', u'\\u4fe1\\u606f', u'\\u62d2', u'\\u9ed8\\u8ba4', u'\\u8865\\u5168', 'ssh', 'config', 'issue', 'zsh']\n",
+        "[u'\\u4e0b', u'\\u7ec8\\u4e8e', u'\\u77e5\\u9053', u'\\u4e3a\\u5565', u'\\u6bcf\\u6b21', u'\\u5b89\\u88c5', u'\\u4e1c\\u897f', u'\\u62a5\\u9519', u'\\u72d7\\u65e5', u'\\u7cfb\\u7edf', u'\\u91cc\\u9762', u'\\u4e24\\u4e2a', u'\\u7248\\u672c', 'pdb', 'pip', 'pip']\n",
+        "[u'\\u7248\\u672c', u'\\u9ad8', u'\\u4e00\\u4e9b', u'\\u955c\\u50cf', u'\\u6e90', 'pip']\n",
+        "[u'\\u8fd8\\u597d', u'\\u79fb\\u52a8', u'\\u8d70', u'\\u8282\\u70b9', u'\\u51fa\\u53e3', u'\\u4e24\\u5f20', u'\\u56fe', u'\\u4e00\\u4e2a', u'\\u65e7\\u91d1\\u5c71', u'\\u4e00\\u4e2a', u'\\u65e5\\u672c', 'hk', 'mtr', 'vultr']\n",
+        "[u'\\u592a\\u9ad8\\u5174', u'\\u7b14\\u8bb0\\u672c', u'\\u786c\\u76d8', u'\\u5199\\u5165', u'\\u767e\\u5146']\n",
+        "[u'\\u53cd\\u5411', u'\\u4ee3\\u7406', 'ngrok']\n",
+        "[u'\\u7ba1\\u7406', u'\\u5bc6\\u7801', 'keepass']\n",
+        "[u'\\u611f\\u89c9', u'\\u4e00\\u4e2a', u'\\u5b58\\u5728', 'inbox', 'todo', 'list']\n",
+        "[u'\\u95f4', u'\\u4f3c\\u4e4e', u'\\u66f4\\u65b0', u'\\u7248\\u672c\\u53f7', 'angular']\n",
+        "[u'\\u6253\\u7b97', u'\\u770b\\u4f1f\\u5f66', u'\\u5ba3\\u4f20\\u7247', u'\\u5f00\\u5934', u'\\u542c\\u5230', u'\\u4e70\\u4e2a', u'\\u97f3\\u6e90', u'\\u6388\\u6743', u'\\u4e0d\\u8d35', 'ph', 'audio', 'jungle']\n",
+        "[u'\\u4e1c\\u534a\\u7403', u'\\u6700\\u597d', u'\\u9632\\u706b\\u5899', u'\\u4e1c\\u534a\\u7403', u'\\u6700\\u597d', u'\\u5bbd\\u5e26', u'\\u670d\\u52a1\\u5546', u'\\u903c\\u5f97', u'\\u5168\\u90e8', u'\\u53ea\\u80fd', u'\\u8d70', u'\\u8df3\\u677f', u'\\u673a', 'vps']\n",
+        "[u'\\u4f5c\\u6b7b', u'\\u5237\\u673a', u'\\u5b8c\\u6210', u'\\u7b49\\u5f85', u'\\u91cd\\u542f']\n",
+        "[u'\\u5237\\u673a', u'\\u5237', u'\\u597d\\u70e6', u'\\u770b\\u756a']\n",
+        "[u'\\u624b\\u5934\\u4e0a', u'\\u8f6c', u'\\u771f\\u662f', u'\\u8272\\u5dee', u'\\u4e25\\u91cd', u'\\u7206', 'hdmi', 'vga']\n",
+        "[u'\\u5bd2\\u5047', u'\\u4e0b', u'\\u8bed\\u8a00', 'rust', 'wwwwwwwww']\n",
+        "[u'\\u5206\\u4eab', u'\\u675c\\u5b50\\u5fb7 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u611f\\u89c9', u'\\u534e\\u4e3a', u'\\u6f5c\\u529b', u'\\u5bb6\\u91cc', u'\\u6284', u'\\u4e1c\\u897f', u'\\u5916', u'\\u73b0\\u5728', u'\\u591f', u'\\u53ef\\u7528', u'\\u5237\\u4e0d\\u8fdb', u'\\u9b3c', u'\\u660e\\u5929', u'\\u6362', u'\\u59ff\\u52bf', u'\\u518d', u'\\u4e00\\u6b21', 'emuu', 'rom', 'gapps']\n",
+        "[u'\\u4f7f\\u7528', 'dnscrypt']\n",
+        "[u'\\u7c7b', u'\\u82f1\\u6587', u'\\u64ad\\u5ba2']\n",
+        "[u'\\u597d\\u60f3\\u70b9', u'\\u7f8e\\u5de5', u'\\u6280\\u80fd']\n",
+        "[u'\\u5199', u'\\u4e24\\u4e2a', u'\\u9875', u'\\u5df2\\u7ecf', u'\\u6709\\u4e2a', 'directive']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u542f\\u52a8', u'\\u95f4\\u9699', u'\\u5199', u'\\u4ee3\\u7801', u'\\u6069', 'pycharm']\n",
+        "[u'\\u8bf4', u'\\u8bfb', u'\\u6570\\u636e', 'chrome']\n",
+        "[u'\\u6e05\\u7406', u'\\u4e0b', u'\\u4e70', u'\\u4e00\\u4e2a\\u6708', u'\\u611f\\u89c9', u'\\u9884\\u9632', u'\\u8131\\u53d1', u'\\u5fc5\\u8981', 'poker']\n",
+        "[u'\\u5199\\u4e2a', u'\\u591a\\u9519', u'\\u505a\\u4eba', u'\\u60f9', 'github', 'webhook']\n",
+        "[u'\\u914d', u'\\u865a\\u62df', u'\\u7ec8\\u7aef', u'\\u597d\\u7528', u'\\u70b9', u'\\u6700\\u597d', u'\\u81ea\\u5e26', u'\\u6807\\u7b7e', u'Aji\\u59b9\\u63a7\\u958b\\u6e90\\u54e5_lisp']\n",
+        "[u'\\u611f\\u89c9', u'\\u6700\\u8fd1', u'\\u5c0f\\u5b66\\u751f', u'\\u6d8c\\u5165']\n",
+        "[u'\\u5206\\u949f', u'\\u91cc', u'\\u7b2c\\u4e09\\u6b21', u'\\u4e2d', u'\\u5199\\u4e0b', u'\\u7f8e\\u9152', u'\\u60f9', 'python', 'console', 'log']\n",
+        "[u'\\u6211\\u8981', u'\\u53db\\u9003', u'\\u9635\\u8425', u'\\u60f9', 'kde']\n",
+        "[u'\\u68a6', 'btrfs', 'load']\n",
+        "[u'\\u4e00\\u53e5', u'\\u8bdd', u'\\u8bc4\\u6d4b', u'\\u524d\\u9014', u'\\u5149\\u660e', 'kde', 'plasma']\n",
+        "[u'\\u56de\\u7b54', u'\\u627e\\u4e2a', u'\\u7535\\u5b50\\u79d1\\u6280', u'\\u5927\\u5b66', u'\\u7537\\u751f', u'\\u505a', u'\\u7537\\u670b\\u53cb', u'\\u4f53\\u9a8c', u'\\u5e03', u'\\u9898\\u4e3b\\u662f', u'\\u7537', 'young', 'naive', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u51c6\\u5907', u'\\u4e0b\\u5355', u'\\u6c42', u'\\u963b\\u6b62', 'lumia']\n",
+        "[u'\\u6539\\u5b8c', u'\\u5b57\\u4f53', u'\\u7ec8\\u4e8e', u'\\u6b63\\u5e38', u'\\u60f9', u'\\u611f\\u89c9', u'\\u5b8c', u'\\u8865\\u4e01', u'\\u4ee5\\u540e', u'\\u6574\\u4e2a', u'\\u903b\\u8f91', 'fontconfig', 'infinality', 'fontconfig', 'fallback']\n",
+        "[u'\\u7f51\\u6613', u'\\u4e91\\u662f', u'\\u4e3a\\u5565', u'\\u534a\\u591c', u'\\u63a8\\u9001', u'\\u4e2d\\u6587', u'\\u6b4c']\n",
+        "[u'\\u51b3\\u5b9a', u'\\u91cd\\u5199', u'\\u4e00\\u904d', u'\\u524d\\u7aef', 'react']\n",
+        "[u'\\u4e8b\\u5b9e\\u8bc1\\u660e', u'\\u5b66\\u597d', u'\\u522b\\u5199', 'js', 'react']\n",
+        "[u'\\u4e00\\u70b9', u'\\u4e0d\\u597d\\u73a9', 'react', 'vue']\n",
+        "[u'\\u7ed3\\u675f', u'\\u516c\\u6d4b', u'\\u6709\\u6ca1\\u6709', u'\\u4e0a\\u5e02', u'\\u8ba1\\u5212', 'wifi', u'\\u8054\\u60f3NBD \\u8bdd\\u8bf4\\u4f60\\u4eecNew']\n",
+        "[u'\\u7ea6', u'\\u59b9\\u5b50', u'\\u8d77\\u5e8a']\n",
+        "[u'\\u611f\\u89c9', u'\\u6bd4\\u597d', 'vue', 'js', 'angular']\n",
+        "[u'\\u8bdd', u'\\u8bf4', u'\\u56fd\\u5185', u'\\u6709\\u4eba', u'\\u505a\\u8fc7', u'\\u672c\\u5730\\u5316', 'font', 'awesome']\n",
+        "[u'\\u5df2', u'\\u4e0b\\u5355', 'lumia', u'\\u6210\\u4e3a\\u8f6f\\u72d7\\u7b2c\\u4e00\\u6b65']\n",
+        "[u'\\u5347\\u7ea7', u'\\u540e', u'\\u7ec8\\u4e8e', u'\\u663e\\u793a', u'\\u4e24\\u4e2a', u'\\u56fe\\u6807', u'\\u60f9', u'\\u53ef\\u559c\\u53ef\\u8d3a', 'chrome', 'plank']\n",
+        "[u'\\u81ea\\u5e26', u'\\u91d1\\u5c71', u'\\u6253\\u5b57\\u901a', u'\\u8bef', 'kde']\n",
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+        "[u'\\u4f20\\u56fe', u'\\u624b\\u673a', u'\\u4e00\\u76f4', u'\\u6302\\u56fe', u'\\u7f51\\u7edc', u'\\u56fe\\u7247', u'\\u6b63\\u5e38', u'\\u6c42\\u89e3', 'pc', u'\\u817e\\u8bafQQ\\u4ea7\\u54c1\\u56e2\\u961f']\n",
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+        "[]\n",
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+        "[]\n",
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+        "[u'\\u5206\\u4eab', u'summa_teologia \\u7684\\u6587\\u7ae0']\n",
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+        "['ceshiweibo']\n",
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+        "['testttt']\n",
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+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6587\\u6021']\n",
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+        "[u'\\u542f\\u52a8', u'\\u9519\\u8bef', u'\\u4eca\\u5929', u'\\u9047\\u5230', u'\\u5947\\u602a', u'\\u95ee\\u9898', u'\\u539f\\u6587', u'\\u5730\\u5740', 'oracle', 'ora', 'post', 'wait', 'create', 'failed', 'ora', 'os']\n",
+        "['anyway', 'special', 'day', 'nice', 'feeling', 'known', 'someone', 'stays', 'beyond', 'winds', 'windows', 'thanks']\n",
+        "[u'\\u4e00\\u5e74', u'\\u6211\\u5c81', u'\\u8eab\\u4e3a', u'\\u4e00\\u4e2a', u'\\u4eba\\u7c7b', u'\\u5982\\u540c', u'\\u673a\\u5668\\u4eba', u'\\u6d3b\\u7740', u'\\u597d\\u591a\\u5e74', u'\\u5e0c\\u671b', u'\\u7075\\u9b42', u'\\u5351\\u5fae', u'\\u5c18\\u57c3', u'\\u53ea', u'\\u5269', u'\\u5b64\\u72ec', u'\\u9a84\\u50b2', u'\\u4e0d\\u80af', u'\\u8ba4\\u8f93', u'\\u56fa\\u6267', u'\\u597d\\u50cf', u'\\u5b58\\u5728', u'\\u601d\\u516c\\u5b50\\u516e\\u5f92\\u79bb\\u5fe7']\n",
+        "[u'\\u7279\\u4e48', u'\\u83ab\\u4e0d\\u662f', u'\\u795e\\u7ecf\\u75c5', u'\\u611f\\u89c9', u'\\u6df7\\u4e0d\\u4e0b\\u53bb', u'\\u6eda\\u86cb', u'\\u8282\\u594f', u'\\u4eba', u'\\u5acc', u'\\u72d7', u'\\u538c']\n",
+        "[u'\\u5e7f\\u5dde', u'\\u4f60\\u597d', u'\\u597d\\u4e45\\u4e0d\\u89c1', u'\\u522b\\u6765\\u65e0\\u6059']\n",
+        "[u'\\u6dd8\\u5b9d', u'\\u5f00\\u6e90', u'\\u5206\\u5e03\\u5f0f', u'\\u6d88\\u606f', u'\\u7cfb\\u7edf', u'\\u8bbe\\u8ba1', u'\\u53d1\\u73b0', u'\\u5fae\\u4fe1', u'\\u6d88\\u606f', u'\\u6536\\u53d1', u'\\u7cfb\\u7edf', u'\\u7c7b\\u4f3c', 'metaq']\n",
+        "[u'\\u6807\\u7b7e', u'\\u672a\\u5fc5', u'\\u5f15\\u7528', u'\\u5916\\u90e8', u'\\u6587\\u4ef6', 'img']\n",
+        "[u'\\u89c6\\u9891', u'\\u643a\\u624b', u'\\u6e38', u'\\u4eba\\u95f4', u'\\u6559\\u7a0b', u'\\u5206\\u4eab', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u795e\\u5947', u'\\u73b0\\u8c61', u'\\u77e5\\u9053', u'\\u662f\\u4e0d\\u662f', u'\\u5929\\u671d', u'\\u8bbf\\u95ee', u'\\u56fd\\u5916', u'\\u7f51\\u7ad9', u'\\u5982\\u5230', u'\\u4e24\\u5206\\u949f', u'\\u65e0\\u6cd5\\u8bbf\\u95ee', 'gfw']\n",
+        "[u'\\u6b4c\\u8bcd', u'\\u592a\\u725b', u'\\u54ac\\u4e4b\\u6b4c', u'\\u9ed1', u'\\u539f\\u521b', u'\\u97f3\\u4e50', u'\\u5728\\u7ebf', u'\\u8bd5\\u542c', u'\\u767e\\u5ea6', u'\\u97f3\\u4e50', u'\\u4eba', u'\\u5206\\u4eab', u'\\u767e\\u5ea6', u'\\u641c\\u7d22']\n",
+        "[u'\\u8d30\\u4f70', u'\\u6c11\\u8c23\\u5409\\u4ed6', u'\\u7ec4\\u5408', u'\\u51e0\\u9996\\u6b4c', u'\\u6df1\\u6df1', u'\\u89e6\\u52a8', u'\\u5fc3\\u7075', u'\\u5c24\\u5176', u'\\u5988', u'\\u8bf4']\n",
+        "[u'\\u89e3\\u5bc6', u'\\u6301\\u4e45', u'\\u5316', 'redis']\n",
+        "[u'\\u8fd0\\u52a8', u'\\u4fe1\\u606f', u'\\u5c0f\\u7c73\\u8fd0\\u52a8']\n",
+        "[u'\\u6280\\u672f', u'\\u7ed3\\u5408', u'\\u5dee\\u8ddd', 'readings', 'conflict', 'free', 'replicated', 'data', 'types']\n",
+        "['functional', 'reactive', 'programming', 'power', 'node', 'js', 'streams']\n",
+        "[u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u652f\\u6301', u'\\u7279\\u6027', u'\\u6bd4\\u8f83', 'zfs']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u5b9e\\u9a8c', u'\\u6784\\u5efa', u'\\u4e00\\u4e2a', u'\\u53ea', u'\\u9700', u'\\u5185\\u6838', u'\\u7a0b\\u5e8f', u'\\u7cfb\\u7edf', u'\\u633a', u'\\u610f\\u4e49', 'running', 'docker', 'pid', 'docker']\n",
+        "[u'\\u4eca\\u5929', u'\\u7ec6\\u8bfb', u'\\u4e00\\u904d', u'\\u7b97\\u6cd5', u'\\u63d0\\u51fa', u'\\u535a\\u58eb\\u8bba\\u6587', 'raft', 'consensus', 'bridging', 'theory', 'practice']\n",
+        "['eventual', 'consistency', 'transactions', 'working', 'together']\n",
+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u804c\\u4e1a', u'\\u8def\\u5f84']\n",
+        "[u'\\u53ca\\u4e2a', u'\\u4f7f\\u7528', u'\\u793a\\u4f8b', u'\\u6bd4\\u8f83', 'bash', 'alias']\n",
+        "[u'\\u5e74\\u5ea6', u'\\u5de5\\u4f5c', u'\\u603b\\u7ed3', u'\\u6b63\\u5728', u'\\u7814\\u53d1', u'\\u5b58\\u50a8', u'\\u7f51\\u7edc', u'\\u865a\\u62df\\u5316', u'\\u529f\\u80fd', u'\\u6bd4\\u8f83', u'\\u63a5\\u8fd1', u'\\u5e94\\u7528', u'\\u751f\\u4ea7', u'\\u73af\\u5883', u'\\u9700\\u8981', 'joyent', 'docker']\n",
+        "[u'\\u7f16\\u5199', u'\\u6846\\u67b6', 'mesos']\n",
+        "[u'\\u8fd9\\u7248', u'\\u5c0f\\u6284', u'\\u4e0d\\u9519', 'vim']\n",
+        "[u'\\u8bed\\u8a00', u'\\u7f16\\u5199', u'\\u7a0b\\u5e8f', u'\\u53f7\\u79f0', u'\\u66ff\\u4ee3\\u54c1', u'\\u652f\\u6301', u'\\u590d\\u6742', u'\\u9519\\u8bef\\u5904\\u7406', u'\\u62a5\\u544a', u'\\u903b\\u8f91', u'\\u76ee\\u524d', u'\\u5904\\u4e8e', u'\\u7248', u'\\u9636\\u6bb5', u'\\u9700\\u8981', u'\\u4fdd\\u8bc1', u'\\u5b89\\u5168\\u6027', u'\\u6d4b\\u8bd5', 'go', 'jobber', 'cron', 'beta', 'jobber', 'centos']\n",
+        "[u'\\u503c\\u5f97', u'\\u89c2\\u5bdf', u'\\u51e0\\u79cd', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u6280\\u672f']\n",
+        "[u'\\u67b6\\u6784', u'\\u6027\\u80fd', u'\\u8868\\u73b0', u'\\u6570\\u636e', 'stackexchange']\n",
+        "[u'\\u7f16\\u5199', u'\\u865a\\u62df\\u673a', u'\\u7ba1\\u7406\\u5668', u'\\u5bc6\\u96c6', u'\\u5e94\\u7528', u'\\u6027\\u80fd', u'\\u7565\\u6709', u'\\u4e0b\\u964d', 'go', 'kvm', 'novm']\n",
+        "[u'\\u73b0\\u5728', u'\\u652f\\u6301', u'\\u6700\\u5927', u'\\u865a\\u62df\\u673a', u'\\u5185\\u5b58', u'\\u8dd1', u'\\u6570\\u636e\\u5e93', u'\\u5e94\\u8be5', u'\\u8d85\\u723d', 'microsoft', 'azure', 'cores', 'gb', 'tb', 'ssd']\n",
+        "[u'\\u770b\\u770b', u'\\u6761', u'\\u524d\\u7aef', u'\\u8981\\u6c42', u'\\u633a', u'\\u6709\\u610f\\u601d', u'\\u53d7', u'\\u542f\\u53d1', u'\\u7f16\\u5199', u'\\u5f3a', u'\\u7c7b\\u578b', u'\\u9759\\u6001', u'\\u7c7b\\u578b', u'\\u811a\\u672c\\u8bed\\u8a00', u'\\u7f16\\u8bd1\\u6210', u'\\u4ee3\\u7801', u'\\u7f16\\u8bd1', u'\\u9759\\u6001', u'\\u7c7b\\u578b', u'\\u68c0\\u67e5', u'\\u5668', u'\\u51fa\\u54c1', u'\\u6784\\u5efa', u'\\u5ba2\\u6237\\u7aef', u'\\u5e94\\u7528', u'\\u6846\\u67b6', u'\\u6a21\\u5f0f', 'docker', 'purescript', 'haskell', 'haskell', 'javascript', 'ghcjs', 'haskell', 'javascript', 'flow', 'javascript', 'react', 'flux', 'facebook', 'web']\n",
+        "[u'\\u4f7f\\u7528', u'\\u53ea', u'\\u9700', u'\\u4e03\\u6b65', u'\\u90e8\\u7f72', u'\\u4e00\\u4e2a', u'\\u96c6\\u7fa4', 'docker', 'mesos']\n",
+        "[u'\\u7f51\\u7edc', u'\\u865a\\u62df\\u5316', u'\\u7f51\\u7edc', u'\\u529f\\u80fd', u'\\u865a\\u62df\\u5316', u'\\u8f6f\\u4ef6', u'\\u5b9a\\u4e49', u'\\u7f51\\u7edc', 'nv', 'nfv']\n",
+        "[u'\\u8d62', u'\\u723d', u'\\u8fc7\\u7a0b', u'\\u5b8c\\u5168', u'\\u53d1\\u6325', u'\\u4e9a\\u6d32\\u676f']\n",
+        "[u'\\u8c03\\u7528', u'\\u8fdc\\u7a0b', u'\\u53d1\\u73b0', u'\\u542f\\u52a8', u'\\u4e00\\u4e2a', u'\\u5bb9\\u5668', u'\\u65f6', u'\\u5e73\\u53f0', u'\\u4e0b', u'\\u80fd\\u591f', u'\\u542f\\u52a8', u'\\u8fd0\\u884c', u'\\u8fd4\\u56de', u'\\u4e00\\u4e2a', u'\\u83ab\\u540d', u'\\u300e', u'\\u300f', u'\\u9519\\u8bef', u'\\u7cfb\\u7edf', u'\\u5b58\\u5728', u'\\u95ee\\u9898', u'\\u6682\\u501f', u'\\u77e5\\u9053', u'\\u6a21\\u5757', u'\\u5b58\\u7591', u'\\u6539\\u5929', u'\\u6362', u'\\u8c03\\u7528', u'\\u8bd5\\u8bd5', 'ubuntu', 'docker', 'api', 'start', 'read', 'eacces', 'docker', 'node', 'js', 'http', 'bug', 'python']\n",
+        "[u'\\u4f7f\\u7528', u'\\u9ad8\\u901f', u'\\u4f20\\u8f93', u'\\u6587\\u4ef6', u'\\u8981\\u70b9', u'\\u538b\\u7f29', u'\\u5e76\\u884c', u'\\u6d41', u'\\u4f20\\u8f93', 'pigz', 'nc']\n",
+        "[u'\\u51e0\\u5468', u'\\u535a\\u5ba2', u'\\u53d1\\u5e03', u'\\u4e00\\u7cfb\\u5217', u'\\u5bb9\\u5668', u'\\u6280\\u672f', u'\\u5e94\\u7528', u'\\u7ecf\\u9a8c', u'\\u535a\\u5ba2', u'\\u8fd9\\u662f', u'\\u7b2c\\u4e00\\u7bc7', u'\\u5bb9\\u5668', u'\\u7b80\\u4ecb', u'\\u73b0\\u4ee3', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u53d1\\u5c55', u'\\u8f68\\u8ff9', u'\\u89d2\\u5ea6', u'\\u770b\\u5f85', u'\\u4ef7\\u503c', u'\\u9700\\u8981', u'\\u670d\\u52a1', u'\\u90e8\\u7f72', u'\\u8fd0\\u884c', u'\\u76d1\\u63a7', u'\\u7ef4\\u62a4', 'google', 'cloud', 'platform', 'google', 'kubernetes']\n",
+        "[u'\\u6211\\u5693', u'\\u5dee\\u70b9', u'\\u4e00\\u5929', u'\\u5de5\\u4f5c', u'\\u7ed9\\u6574', u'\\u719f\\u7ec3', u'\\u60f9', u'\\u7978', 'git']\n",
+        "[u'\\u4e2d\\u7ea7', u'\\u7528\\u6237', u'\\u6280\\u5de7', u'\\u5e94\\u8be5', u'\\u89c4\\u5212', u'\\u51e0\\u4e2a', u'\\u5178\\u578b', u'\\u5de5\\u4f5c', u'\\u6d41\\u7a0b', u'\\u907f\\u514d\\u51fa\\u73b0', u'\\u7c7b\\u4f3c', u'\\u6628\\u5929', u'\\u6240\\u72af', u'\\u5931\\u8bef', 'git']\n",
+        "[u'\\u6574\\u4e86', u'\\u53f0\\u673a', u'\\u6bcf\\u53f0', u'\\u5185\\u5b58', u'\\u660e\\u5929', u'\\u5148', u'\\u5c1d\\u8bd5', u'\\u65b9\\u5f0f', u'\\u5b89\\u88c5', u'\\u5e74\\u6708\\u65e5', u'\\u53d1\\u5e03', u'\\u96c6\\u7fa4', u'\\u8fd9\\u4e00\\u7248', u'\\u53d1\\u578b', u'\\u8bf4\\u660e', u'\\u4e2d', u'\\u63d0\\u53ca', u'\\u5df2\\u7ecf', u'\\u5408\\u4f5c', u'\\u96c6\\u6210', 'pc', 'gb', 'vagrant', 'deis', 'mesoshere', 'mesos']\n",
+        "[u'\\u539f\\u6765', u'\\u5b58\\u5728', u'\\u5173\\u7cfb', 'coreos', 'chromiumos', 'gentoo', 'linux']\n",
+        "[u'\\u5b9e\\u73b0', u'\\u6570\\u636e\\u5e93', u'\\u5f39\\u6027', u'\\u6269\\u5c55', u'\\u652f\\u6301', u'\\u5206\\u5e03\\u5f0f', u'\\u67e5\\u8be2', u'\\u529f\\u80fd', u'\\u8fd9\\u7bc7', u'\\u610f\\u601d', u'\\u5229\\u7528', u'\\u826f\\u597d', u'\\u8bbe\\u8ba1', u'\\u589e\\u6dfb', u'\\u65b0', u'\\u529f\\u80fd', u'\\u539f\\u6709', u'\\u529f\\u80fd', u'\\u4f5c', u'\\u8fdb\\u4e00\\u6b65', u'\\u5904\\u7406', 'citusdb', 'sql', 'scalability', 'sql', 'blog', 'postgressql', 'api', 'hook']\n",
+        "[u'\\u5e94\\u8be5', u'\\u5b66\\u4e60', u'\\u7a0b\\u5e8f\\u8bbe\\u8ba1', u'\\u8bed\\u8a00']\n",
+        "[u'\\u53c2\\u7167', u'\\u6587\\u6863', u'\\u5b89\\u88c5', u'\\u4e00\\u4e2a', u'\\u6700\\u65b0\\u7248', u'\\u865a\\u62df\\u673a', u'\\u5c1d\\u9c9c', u'\\u4f7f\\u7528', u'\\u610f\\u5473\\u7740', u'\\u8fd9\\u53f0', u'\\u673a\\u5668', u'\\u8fd0\\u884c', u'\\u865a\\u62df\\u673a', u'\\u5e94\\u7528', u'\\u5bb9\\u5668', u'\\u5e94\\u7528', u'\\u5bb9\\u5668', 'smartos', 'smartos', 'lx', 'brand', 'kvm', 'zone', 'solaris', 'lx', 'brand', 'linux']\n",
+        "[u'\\u7528\\u4f8b', u'\\u89c4\\u5219\\u5b66\\u4e60', 'iptables']\n",
+        "[u'\\u8865\\u5145', u'\\u529f\\u80fd', u'\\u652f\\u6301', u'\\u5c42', u'\\u5b89\\u5168', u'\\u5206\\u7ec4', u'\\u76f8\\u5173', u'\\u90ae\\u4ef6', u'\\u5217\\u8868', u'\\u6709\\u671b', u'\\u8de8', u'\\u4e3b\\u673a', u'\\u865a\\u62df', u'\\u7ec4\\u7f51', u'\\u6807\\u51c6', u'\\u89e3\\u51b3\\u65b9\\u6848', 'open', 'virtual', 'network', 'ovn', 'open', 'vswitch', 'overlay', 'network']\n",
+        "[u'\\u7f16\\u5199', u'\\u5e94\\u7528', u'\\u7528\\u5230', u'\\u6a21\\u5757', u'\\u7b80\\u6d01', 'substack', 'web', 'node', 'js']\n",
+        "[u'\\u8d62', u'\\u4e00\\u573a', u'\\u5f00\\u5fc3', u'2015\\u4e9a\\u6d32\\u676f']\n",
+        "[u'\\u76d8', u'\\u5b89\\u88c5', u'\\u63d0\\u793a', u'\\u300e', u'\\u300f', u'\\u89e3\\u51b3', u'\\u65b9\\u6cd5', 'centos', 'warning', 'dev', 'root', 'exist', 'could', 'boot']\n",
+        "[u'\\u7cfb\\u7edf', u'\\u5b9e\\u73b0', u'\\u9694\\u79bb', u'\\u5e94\\u7528', u'\\u8fdb\\u7a0b', u'\\u5c42\\u6b21\\u5316', u'\\u5b58\\u50a8', u'\\u73b0\\u5728', u'\\u5904\\u4e8e', u'\\u539f\\u578b', u'\\u5f00\\u53d1', u'\\u9636\\u6bb5', 'jetpack', 'freebsd', 'coreos', 'application', 'container', 'specification', 'jail', 'zfs']\n",
+        "[u'\\u827a\\u672f', u'\\u5b57', u'\\u642d\\u5efa', u'\\u6280\\u672f', u'\\u8303\\u513f', u'\\u901f\\u5ea6', u'\\u5e94\\u8be5', 'ascii', 'javascript', 'dashboard']\n",
+        "[u'\\u73b0\\u5728', u'\\u4e0b\\u8f7d', u'\\u955c\\u50cf\\u6587\\u4ef6', u'\\u8f6f\\u4ef6', u'\\u91cc', u'\\u505a', u'\\u5b9e\\u9a8c', 'snappy', 'ubuntu', 'core', 'ova', 'virtualbox']\n",
+        "[u'\\u4e2d', u'\\u9ed8\\u8ba4', u'\\u9632\\u706b\\u5899', u'\\u7ba1\\u7406\\u5de5\\u5177', u'\\u4ee5\\u524d', u'\\u67e5', u'\\u4e00\\u4e0b', u'\\u9ed8\\u8ba4', u'\\u53ea', u'\\u5f00\\u542f', u'\\u7aef\\u53e3', u'\\u96c6\\u7fa4', u'\\u5de5\\u4f5c', u'\\u6b63\\u5e38', u'\\u7aef\\u53e3', u'\\u6839\\u672c', u'\\u6253\\u5f00', 'centos', 'firewall', 'cmd', 'iptables', 'ip', 'tables', 'dhcpv', 'client', 'ssh', 'mesos']\n",
+        "[u'\\u5b89\\u88c5', u'\\u751f\\u4ea7', u'\\u73af\\u5883', u'\\u53ef\\u7528', u'\\u96c6\\u7fa4', u'\\u8fd9\\u7bc7', u'\\u6587\\u6863', u'\\u6700', u'\\u5168\\u9762', 'ubuntu', 'mesos']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u96c6\\u7fa4', u'\\u6b63\\u786e', u'\\u8fd0\\u884c', u'\\u4e3b\\u8981', u'\\u9047\\u5230', u'\\u5751', u'\\u8282\\u70b9', u'\\u5f00\\u542f', u'\\u7aef\\u53e3', u'\\u8282\\u70b9', u'\\u5f00\\u542f', u'\\u7aef\\u53e3', u'\\u4fee\\u6539', u'\\u8282\\u70b9', u'\\u8282\\u70b9', u'\\u539f\\u56e0', u'\\u4e0d\\u505c', u'\\u6ce8\\u518c', u'\\u660e\\u5929', u'\\u5199\\u4e2a', u'\\u8be6\\u7ec6', u'\\u6587\\u6863', 'centos', 'mesos', 'marathon', 'master', 'slave', 'marathon', 'master', 'etc', 'hosts']\n",
+        "[u'\\u6784\\u5efa', u'\\u7cfb\\u7edf', u'\\u6570\\u636e', u'\\u6280\\u672f', 'openstack', 'juno', 'docker', 'sahara', 'hadoop', 'spark']\n",
+        "['scaling', 'shared', 'data', 'distributed', 'systems']\n",
+        "[u'\\u4f7f\\u7528', u'\\u6784\\u5efa', u'\\u5bb9\\u5668', u'\\u865a\\u62df', u'\\u7f51\\u7edc', 'socketplane', 'docker']\n",
+        "[u'\\u5b89\\u5168', u'\\u90e8\\u7f72', u'\\u6307\\u5357', 'docker']\n",
+        "[u'\\u7b80\\u4ecb', u'\\u7b2c\\u4e00', u'\\u90e8\\u5206', u'\\u6982\\u8ff0', 'docker', 'swarm']\n",
+        "['sdn', 'software', 'defined', 'networking', 'small', 'distributed', 'namespaces']\n",
+        "[u'\\u4f7f\\u7528', u'\\u642d\\u5efa', u'\\u672c\\u5730', u'\\u5f00\\u53d1', u'\\u73af\\u5883', 'virtualbox', 'xen', 'mirageos']\n",
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+        "[u'\\u5468\\u672b', u'\\u8ba8\\u8bba', u'\\u706b', u'\\u53d1\\u8868', u'\\u6587\\u7ae0', 'openvz', 'docker']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
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+        "[u'\\u7279\\u6027', u'\\u6bd4\\u8f83', 'raid']\n",
+        "[u'\\u60f3\\u6cd5', u'\\u6784\\u5efa', u'\\u4e00\\u4e2a', u'\\u79c1\\u6709', u'\\u6ce8\\u518c', u'\\u4e2d\\u5fc3', u'\\u652f\\u6301', u'\\u65b9\\u5f0f', u'\\u955c\\u50cf', u'\\u90e8\\u7f72', 'docker', 'bittorrent', 'docker']\n",
+        "['papers', 'love']\n",
+        "[u'\\u76d1\\u63a7', u'\\u57fa\\u7840\\u8bbe\\u65bd', 'prometheus', 'container']\n",
+        "[u'\\u57fa\\u91d1\\u4f1a', u'\\u53d1\\u5e03', u'\\u62a5\\u544a', u'\\u7b80\\u5355', u'\\u603b\\u7ed3', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u9886\\u57df', u'\\u5f00\\u6e90', u'\\u9879\\u76ee', u'\\u5206\\u4e3a', u'\\u9886\\u57df', 'linux', 'guide', 'open', 'cloud', 'hypervisor', 'container', 'cloud', 'operating', 'systems', 'iaas', 'paas', 'provisioning', 'management', 'tools', 'storage', 'sdn', 'nfv']\n",
+        "[u'\\u7ec6\\u8bfb', 'immutability', 'changes', 'everything']\n",
+        "['public', 'cloud', 'gives', 'convenience', 'private', 'cloud', 'gives', 'control']\n",
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+        "[u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u6570\\u5b66']\n",
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+        "['adventures', 'weave', 'docker']\n",
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+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
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+        "[]\n",
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+        "[u'\\u521a\\u521a', u'\\u53c2\\u4e0e', u'\\u54cd\\u5e94', u'\\u540e\\u53f0', u'\\u6a21\\u677f', u'\\u9644\\u52a0', u'\\u524d\\u7aef', u'\\u5355\\u9875', u'\\u6eda\\u52a8', u'\\u6a21\\u677f', u'\\u8ba8\\u8bba', u'\\u7248\\u672c', 'inspinia', 'crm']\n",
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+        "[u'\\u5751\\u7239', u'\\u8bc8\\u9a97', u'\\u6765\\u5230', u'\\u5fae\\u535a']\n",
+        "[u'\\u5e74\\u7ec8', u'\\u7ee9\\u6548', u'\\u7406\\u60f3', u'\\u798f\\u5229', u'\\u5956\\u91d1', u'\\u5168', u'\\u6ce1\\u6c64', u'\\u70e6\\u8e81', u'\\u5f00\\u4e2a', u'\\u7ea2\\u5305', u'\\u8bd5\\u8bd5', u'\\u8bf4\\u4e0d\\u5b9a', u'\\u4e2d', u'\\u9886\\u53d6', u'\\u7ea2\\u5305', u'\\u5fae\\u76d8\\u5e74\\u7ec8\\u5956']\n",
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+        "['test']\n",
+        "[u'\\u4ef7\\u683c', u'\\u89c9\\u5f97', u'\\u8fd9\\u9152', u'\\u597d\\u559d', u'\\u771f\\u662f', u'\\u54c1\\u4f4d', u'\\u9274\\u8d4f\\u529b', u'\\u5224\\u65ad\\u529b']\n",
+        "[u'\\u6700\\u7231', u'\\u4eba', u'\\u964c\\u751f\\u4eba']\n",
+        "[u'\\u5de5\\u4fe1\\u90e8', u'\\u56de\\u5e94', u'\\u5c01', u'\\u4e2d\\u56fd', u'\\u6cd5\\u5f8b', u'\\u7ba1\\u7406', 'vpn']\n",
+        "[u'\\u5929', u'\\u6b63\\u7ecf', u'\\u6ca1\\u7528\\u8fc7', u'\\u7535\\u8111', u'\\u6253\\u5b57', u'\\u5229\\u7d22']\n",
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+        "[u'\\u5de5\\u8d44', u'\\u7a0e\\u524d', u'\\u4eb2\\u7239', u'\\u5475\\u5475']\n",
+        "[u'\\u542c', u'\\u9ad8\\u6f6e\\u8fed\\u8d77', 'idaspe']\n",
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+        "[u'\\u5367\\u69fd', u'\\u6709\\u5976', u'\\u670b\\u53cb']\n",
+        "[u'\\u53d1\\u5976\\u7167']\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50', 'gorillaz', 'clint', 'eastwood']\n",
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+        "[u'\\u544a\\u8bc9', u'\\u7b28', u'\\u5fc3\\u585e', u'\\u4e00\\u4e2a']\n",
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+        "[u'\\u8089\\u75bc']\n",
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+        "[u'\\u771f\\u7684', u'\\u627f\\u5305', 'lbp', 'professor', 'shan']\n",
+        "[u'\\u54a9', u'\\u7b11', u'\\u51e0\\u4e0b', u'\\u662f\\u6211\\u592a', u'\\u4e0d\\u7231\\u7b11', u'\\u7b11', u'\\u8bf4', u'\\u61c2', 'promise']\n",
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+        "[u'\\u80fd\\u529b', u'\\u56de\\u62a5', u'\\u8fd0\\u6c14']\n",
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+        "[]\n",
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+        "[u'\\u5c06\\u6765', u'\\u5de5\\u4f5c', u'\\u73af\\u5883', u'\\u6ca1\\u4ec0\\u4e48', u'\\u592a', u'\\u671f\\u671b', u'\\u6ca1\\u4eba', u'\\u529e\\u516c', u'\\u573a\\u6240', u'\\u6253\\u4e2a', u'\\u55dd', u'\\u884c']\n",
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+        "[u'\\u4e00\\u4e0d\\u5c0f\\u5fc3', u'\\u7231\\u4e0a', u'\\u5b64\\u72ec', u'\\u60f3', u'\\u4e00\\u76f4', u'\\u4e00\\u76f4', u'\\u4e0b\\u53bb']\n",
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+        "[]\n",
+        "[u'\\u8840\\u538b', u'\\u597d', u'\\u4f4e']\n",
+        "[u'\\u4e24\\u4e2a', u'\\u4f5c\\u606f', u'\\u592a', u'\\u6b63\\u5e38', u'\\u68c0\\u67e5', u'\\u5938', u'\\u592a', u'\\u5b8c\\u7f8e', u'\\u552f\\u4e00', u'\\u6b63\\u5e38', u'\\u5de6\\u773c', u'\\u89c6\\u529b', u'\\u8d8a\\u6765\\u8d8a', u'\\u597d']\n",
+        "[u'\\u5916\\u9762', u'\\u5403', u'\\u6700\\u6015', u'\\u996d', u'\\u597d\\u5403', u'\\u5409\\u91ce\\u5bb6', u'\\u725b', u'\\u4e3c', u'\\u91cc\\u9762', u'\\u725b\\u8089', u'\\u53ea\\u80fd', u'\\u5206', u'\\u996d', u'\\u5374', u'\\u53ca\\u683c', u'\\u6253\\u5206', u'\\u997f', u'\\u592a\\u4e45', u'\\u611f\\u89c9', u'\\u597d', u'\\u597d\\u5403', u'\\u8ffd\\u52a0', u'\\u5206', u'\\u603b\\u5206', u'\\u5206', u'\\u62ff\\u5230']\n",
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+        "['javascript', u'\\u524d\\u7aef\\u673a\\u5668\\u4eba']\n",
+        "['backbone', u'\\u524d\\u7aef\\u673a\\u5668\\u4eba']\n",
+        "[]\n",
+        "['backbone', 'js']\n",
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+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[]\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
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+        "[u'\\u8fdf\\u6765', u'\\u6539\\u53d8', u'\\u5fae\\u8f6f', u'\\u6b63\\u5f0f', u'\\u53d1\\u5e03', u'\\u4e3b\\u63a8', u'\\u8de8\\u5e73\\u53f0', u'\\u878d\\u5408', u'\\u8f6c\\u81ea', u'\\u949b', u'\\u5a92\\u4f53', 'windows', u'\\u6bcf\\u65e5\\u4e00\\u8bfe']\n",
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+        "[u'\\u6587\\u7ae0', u'\\u9488\\u5bf9', u'\\u63d0\\u95ee', u'\\u7edf\\u8ba1', 'infoq', 'stack']\n",
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+        "[]\n",
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+        "[u'\\u98de\\u884c\\u5668', u'\\u6d3b\\u52a8']\n",
+        "[u'\\u521d\\u7ea7', u'\\u5de5\\u4f5c\\u574a', u'\\u5206\\u4eab', 'solidworks', 'workshop', 'beginners', 'solidworks', u'\\u6d3b\\u52a8\\u884c\\uff09']\n",
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+        "[]\n",
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+        "[u'\\u7535\\u8111', u'\\u6b4c\\u624b', u'\\u56de\\u653e', u'\\u987a\\u4fbf', u'\\u4e70', 'boom', 'license']\n",
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+        "[u'\\u5c3c\\u739b', u'\\u4e2d\\u5348', u'\\u5395\\u6240', u'\\u4e0b\\u5348']\n",
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+        "[u'\\u5367\\u69fd']\n",
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+        "[u'\\u6700\\u8fd1', u'\\u597d', u'\\u6d41\\u884c', u'\\u5f00', u'\\u4e00\\u4e2a', u'\\u641e', u'\\u4e00\\u4e9b', u'\\u8d44\\u6e90', u'\\u96c6\\u5408', u'\\u653e\\u8fdb\\u53bb', u'\\u5199', u'\\u597d\\u770b', u'\\u4e00\\u70b9', u'\\u4eba', u'\\u77e5\\u4e4e', u'\\u6545\\u4e8b\\u4f1a', u'\\u4e00\\u4e2a', u'\\u5fb7\\u884c', 'repo', 'md', 'star']\n",
+        "['thegreatphotoapp']\n",
+        "['angualr', 'form', 'validation', 'custom', 'validation', 'step']\n",
+        "['vim', 'adventures']\n",
+        "[u'\\u4ee3\\u7801', u'\\u5199\\u6162', u'\\u4e00\\u70b9', u'\\u66f4\\u5feb', u'\\u5b8c\\u6210']\n",
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+        "[u'\\u60f3\\u8d77', u'\\u53bb\\u5e74', u'\\u4e00\\u4e2a', u'\\u7ec4\\u4ef6', u'\\u91cc\\u9762', u'\\u6807\\u793a', u'\\u521d\\u59cb\\u5316', u'\\u53d8\\u91cf\\u540d', u'\\u53d8\\u91cf', u'\\u8d77\\u540d', u'\\u4e00\\u95e8', u'\\u827a\\u672f', 'sf', 'virgin', u'fakefish_wjy']\n",
+        "[u'\\u6bdb\\u6bdb', u'\\u4f60\\u5bb6']\n",
+        "[u'\\u6bdb\\u6bdb', u'\\u4f60\\u5bb6', u'\\u65ad\\u7ae0\\u65e5']\n",
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+        "[u'\\u4fe1\\u4e0d\\u4fe1', u'\\u4eba']\n",
+        "[u'35\\u4eba']\n",
+        "[u'\\u8bdd', u'\\u8bf4', u'\\u6570\\u5b57', u'\\u7248\\u672c', u'\\u5e72\\u561b', u'\\u641e', u'\\u73a9', u'\\u9700\\u8981', u'\\u6740\\u6bd2\\u8f6f\\u4ef6', 'linux', 'linux']\n",
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+        "[u'\\u8fd9\\u53e5', u'\\u8bdd', u'\\u73b0\\u5728', u'\\u7b11\\u8bdd', 'across', 'great', 'wall', 'reach', 'every', 'corner', 'world']\n",
+        "[u'\\u89c9\\u5f97', u'\\u8fd9\\u624d', u'\\u6700', u'\\u795e\\u5947', u'\\u8282\\u70b9', 'ex']\n",
+        "[u'\\u6897', u'\\u771f\\u8981', u'\\u73a9\\u574f', u'Crack_Qs \\u4f60\\u518d\\u4e0d\\u53d1\\u7ea2\\u5305']\n",
+        "[u'\\u5988\\u86cb', u'\\u77e5\\u9053']\n",
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+        "[u'\\u5988\\u53c9', u'\\u50bb', u'\\u903c', 'gfw']\n",
+        "[]\n",
+        "[u'\\u7b11', u'\\u6b7b', u'\\u4e0d\\u884c', 'hhhhh']\n",
+        "[u'\\u5730\\u533a', u'\\u4eba', u'\\u662f\\u4e0d\\u662f', u'\\u5929\\u5929']\n",
+        "[u'\\u4e0b\\u5348', u'\\u5750\\u5728', u'\\u673a\\u623f', u'\\u5439', u'\\u7a7a\\u8c03', u'\\u660f\\u660f\\u6b32\\u7761', u'\\u665a\\u4e0a', u'\\u5bbf\\u820d', u'\\u7a7a\\u8c03', u'\\u51bb\\u6210', u'\\u72d7', u'\\u5199', u'\\u4ee3\\u7801', u'\\u7279\\u522b', u'\\u5e26\\u52b2']\n",
+        "[u'\\u5e74\\u7eaa', u'\\u8d8a\\u5927', u'\\u8138\\u76ae', u'\\u8d8a\\u8584']\n",
+        "[u'\\u5988']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u6559\\u80b2\\u7f51', u'\\u56fd\\u9645', u'\\u7ebf\\u8def', u'\\u597d\\u50cf', u'\\u8d70', u'\\u8054\\u901a', u'\\u8d70', 'gtt']\n",
+        "[u'\\u5988\\u53c9', u'\\u7b11', u'\\u6b7b']\n",
+        "[u'\\u9ed1\\u9b54\\u6cd5', 'net', 'speeder']\n",
+        "[u'\\u5988', u'\\u5927\\u53c9', u'\\u642d\\u5efa', u'\\u4eba', u'\\u771f\\u7684', u'\\u88c5\\u4e0a', u'\\u8bd5\\u8bd5', u'\\u5988\\u53c9', u'\\u8bbf\\u95ee\\u901f\\u5ea6', u'\\u55d6\\u55d6', u'\\u55d6\\u55d6', u'\\u55d6\\u55d6', u'\\u8dd1', u'\\u597d', 'vps', 'ss', 'net', 'speeder']\n",
+        "[u'\\u5988\\u5988', u'\\u4e2d\\u5956']\n",
+        "[u'\\u6298\\u817e', u'\\u5b8c', u'\\ud83d', u'\\ude02', u'\\ud83d', u'\\ude02', u'\\u597d', u'\\u65b9\\u4fbf', u'\\u5988\\u86cb\\u521a', u'\\u8eba\\u5012', u'\\u5e8a\\u4e0a', u'\\u8170\\u75bc', u'\\u6b7b', 'hexo']\n",
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+        "[]\n",
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+        "[u'\\u68c0\\u6d4b', u'\\u8fdc\\u7a0b', u'\\u4e3b\\u673a', u'\\u7aef\\u53e3', u'\\u662f\\u5426', u'\\u5f00\\u542f', u'\\u547d\\u4ee4', 'telnet', u'network']\n",
+        "[u'\\u770b\\u8fc7', u'\\u8d70\\u5411', u'\\u5171\\u548c', u'\\u597d\\u770b', u'\\u611f\\u89c9', u'\\u5267\\u60c5', u'\\u6709\\u70b9', u'\\u62d6\\u6c93']\n",
+        "[u'\\u8d85\\u7ea7', u'\\u5370\\u949e\\u673a']\n",
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+        "[]\n",
+        "[u'\\u4e70', u'\\u9b45\\u65cf', u'\\u624b\\u673a', u'\\u6253\\u5f00', u'\\u5305\\u88f9', u'\\u53d1\\u73b0', u'\\u8d34', u'\\u4e24\\u4e2a', u'\\u5c01\\u6761', u'\\u62c6\\u5c01', u'\\u8981\\u6c42', u'\\u9000\\u8d27', u'\\u5374\\u8bf4', u'\\u65e0', u'\\u7406\\u7531', u'\\u9000\\u8d27', u'\\u60f3', u'\\u95ee', u'\\u9b45\\u65cf', u'\\u5168\\u65b0', u'\\u6b63\\u54c1', u'\\u8981\\u6c42', u'\\u63d0\\u4f9b', u'\\u62c6', u'\\u54ea\\u6765', 'mx', 'sn', 'sn', u'\\u9b45\\u65cf\\u79d1\\u6280']\n",
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+        "[u'\\u80f3\\u818a\\u626d\\u4e0d\\u8fc7\\u5927\\u817f']\n",
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+        "[u'\\u65e5\\u672c', u'\\u79d2']\n",
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+        "[u'\\u65e5\\u524d', u'\\u6210\\u90fd', u'\\u76db\\u79d1', u'\\u7f51\\u7edc', u'\\u8054\\u5408', u'\\u897f\\u5357', u'\\u4ea4\\u901a', u'\\u5927\\u5b66', u'\\u79d1\\u7eb3', u'\\u6280\\u672f', u'\\u82cf\\u5dde', u'\\u6709\\u9650\\u516c\\u53f8', u'\\u63ed\\u724c', u'\\u6210\\u7acb', u'\\u8f6f\\u4ef6', u'\\u5b9a\\u4e49', u'\\u7f51\\u7edc', u'\\u6570\\u636e', u'\\u7a7a\\u95f4', u'\\u8054\\u5408', u'\\u5b9e\\u9a8c\\u5ba4', u'\\u5b9e\\u9a8c\\u5ba4', u'\\u4e13\\u6ce8', u'\\u4e0b\\u4e00\\u4ee3', u'\\u7f51\\u7edc', u'\\u6280\\u672f', u'\\u6570\\u636e', u'\\u7a7a\\u95f4', u'\\u7814\\u7a76', u'\\u5e94\\u7528', u'\\u897f\\u5357', u'\\u4ea4\\u901a', u'\\u5927\\u5b66']\n",
+        "['happy', 'new', 'year']\n",
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+        "['hehe']\n",
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+        "[u'\\u5357\\u65b9', u'\\u771f\\u70ed']\n",
+        "[u'\\u5173\\u5fc3', u'\\u7cae\\u98df', u'\\u852c\\u83dc', 'via', 'instagram']\n",
+        "['via', 'instagram']\n",
+        "[u'\\u6df1\\u5733\\u673a\\u573a', u'\\u8bef\\u8fc7\\u673a', u'\\u4e22', u'\\u8fd9\\u6b21', u'\\u76f4\\u63a5', u'\\u8eab\\u4efd\\u8bc1', u'\\u4e22', 'zippo']\n",
+        "['via', 'instagram']\n",
+        "[u'\\u64e6']\n",
+        "['roomsapp', 'via', 'instagram']\n",
+        "[u'\\u592a\\u4e11', u'\\u4e00\\u4e2a', u'\\u914d\\u8272', u'\\u611f\\u5230', u'\\u4f18\\u96c5', 'javascript']\n",
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+        "['via', 'instagram']\n",
+        "['via', 'instagram']\n",
+        "[u'\\u4f7f\\u7528', u'\\u7c89\\u4e1d', u'\\u5934\\u6761', u'\\u63a8\\u5e7f', u'\\u5fae\\u535a\\u500d', u'\\u6276\\u6447\\u76f4\\u4e0a', u'\\u5a01\\u529b', u'\\u65e0\\u8fb9', u'\\u8fd9\\u6b21', u'\\u63a8\\u5e7f', u'\\u8bf4', u'\\u547c\\u98ce\\u5524\\u96e8']\n",
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+        "[u'\\u611f\\u52a8', u'\\u4e00\\u8f88\\u5b50', u'\\u8bb0\\u5f97']\n",
+        "['via', 'instagram']\n",
+        "['via', 'instagram']\n",
+        "['via', 'instagram']\n",
+        "[u'\\u9876', u'\\u63a8\\u8350', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u65f6\\u7a7a', u'\\u5e7b\\u5883', u'\\u4e91\\u6865', u'\\u8ffd\\u6355', u'\\u5206\\u4eab', 'braid', u'\\u4f18\\u9177']\n",
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+        "[u'\\u5927\\u5934']\n",
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+        "['via', 'instagram']\n",
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+        "[u'\\u6109\\u5feb', u'\\u7f16\\u7a0b', 'via', 'instagram']\n",
+        "['via', 'instagram']\n",
+        "[u'\\u7761\\u89c9']\n",
+        "[u'\\u63a8\\u8350', u'\\u56fd\\u5916', u'\\u7a0b\\u5e8f\\u5458', u'\\u6574\\u7406', u'\\u8d44\\u6e90', u'\\u5927\\u5168', 'java', 'csdn', 'net']\n",
+        "[u'\\u6797\\u4fca\\u6770\\u300a\\u5979\\u8bf4\\u300b']\n",
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+        "[u'\\u9ed1\\u8393', u'\\u505a', u'\\u5c0f\\u8bd5', u'\\u8eab\\u624b', 'logo', u'\\u9ed1\\u8393\\u7c89\\u4e1d']\n",
+        "[u'\\u597d\\u73a9\\u513f', u'\\u6587\\u5b57', u'\\u62fc\\u56fe', u'\\u4e0d\\u5230', u'\\u884c', u'\\u4ee3\\u7801', 'processing']\n",
+        "[u'\\u505a\\u8fc7', u'\\u8fd8\\u8981', u'\\u627e', u'\\u5de5\\u4f5c', u'\\u4e0d\\u5148\\u53bb', u'\\u5403\\u4e2a', u'\\u4e0b\\u5348\\u8336', u'\\u597d', u'\\u997f', 'pm']\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u5f00\\u8fd0', u'\\u7b7e']\n",
+        "['breakthroughs', 'artificial', 'intelligence', 'mit', 'technology', 'review']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u4e2d\\u56fd\\u8ba1\\u7b97\\u673a\\u5b66\\u4f1aCCF']\n",
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+        "[u'\\u89c6\\u9891', u'\\u5206\\u4eab', 'counting', 'infinity', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u5e73\\u5747\\u503c', u'\\u6570\\u5b66', u'\\u671f\\u671b', u'\\u6709\\u591a\\u8fd1']\n",
+        "[u'\\u8e29\\u8e0f', u'\\u591c', u'\\u9ec4\\u6d66\\u533a', u'\\u9886\\u5bfc', u'\\u7528\\u9910', u'\\u65e5\\u6599', u'\\u5e97', u'\\u66dd\\u5149', u'\\u8305\\u53f0', u'\\u552e', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u4e2d\\u5fc3']\n",
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+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'nonlinear', 'programming', 'ed', u'\\u5fae\\u76d8', u'min-zhe \\u5206\\u4eab\\u7684\"Bertsekas D.']\n",
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+        "[u'\\u6700', u'\\u7231']\n",
+        "[]\n",
+        "[u'\\u7b97\\u6765', u'\\u5927\\u57ce\\u5e02', u'\\u4eba']\n",
+        "[u'\\u8fd9\\u662f', u'\\u4e00\\u6761', u'\\u6545\\u4e8b', u'\\u72d7', u'\\u6ee1\\u8138', u'\\u5fe7\\u90c1', u'\\u6ca7\\u6851']\n",
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+        "[u'\\u5206\\u4eab', u'\\u4e4c\\u5170\\u56fe', u'\\u96c5', u'\\u6b4c\\u66f2', u'\\u7ad9', u'\\u8349\\u539f', u'\\u5317\\u4eac', u'\\u597d\\u542c', u'\\u5206\\u4eab', u'\\u867e\\u7c73\\u97f3\\u4e50']\n",
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+        "[u'\\u4e0d\\u56de', u'\\u5355\\u4f4d', u'\\u60a0\\u54c9\\u60a0\\u54c9']\n",
+        "[u'\\u5565\\u65f6\\u5019', u'\\u5750', u'\\u73ed\\u8f66', u'\\u4e2a\\u5934']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u7b2c\\u4e00\\u6b21', u'\\u542c', u'\\u9648\\u6d01\\u4eea', u'\\u91cd\\u8bd1', u'\\u4e13\\u8f91']\n",
+        "[u'\\u811a\\u672c', u'\\u4e0b\\u8f7d', u'\\u622a\\u65ad', u'\\u9020\\u6210', u'\\u5fae\\u535a\\u7aef', u'\\u6b8b\\u5e9f', u'\\u77e5\\u9053', u'\\u662f\\u4e0d\\u662f', u'\\u8fd0\\u8425\\u5546', u'\\u95ee\\u9898', 'sinajs', 'cn', 'web']\n",
+        "[u'\\u4e0d\\u9519', u'\\u6f2b\\u753b', u'\\u7ad9', u'\\u968f\\u673a', u'\\u6311\\u7740', u'\\u633a', u'\\u89e3\\u95f7', 'xkcd']\n",
+        "[u'\\u5e0c\\u671b', u'\\u65e9\\u65e5', u'\\u6210\\u719f', u'\\u7248\\u672c', 'probabilistic']\n",
+        "[u'\\u4f7f\\u7528', u'\\u4eba\\u8138', u'\\u5173\\u952e\\u70b9', u'\\u68c0\\u6d4b', u'\\u90e8\\u7f72', u'\\u6559\\u7a0b', 'deep', 'learning', 'aws']\n",
+        "[u'\\u9a6c\\u4e91', u'\\u5f20\\u671d\\u9633', u'\\u7eb7\\u7eb7', u'\\u56de\\u5230', u'\\u5fae\\u535a', u'\\u53d1\\u58f0', u'\\u6807\\u8bc6', u'\\u81ea\\u7559\\u5730', u'\\u5f7b\\u5e95', u'\\u5e9f']\n",
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+        "[u'\\u5fae\\u535a', u'\\u6570\\u636e', u'\\u77e5\\u9053', u'\\u6709\\u610f\\u601d', u'\\u53d1\\u73b0', u'Godwin\\u5b9a\\u5f8b']\n",
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+        "[u'\\u641c\\u7d22', u'\\u4e24\\u5929', u'\\u5927\\u70ed', u'\\u5fae\\u4fe1', u'\\u5934', u'\\u4e24\\u6761', u'\\u5206\\u522b', u'\\u5b98\\u65b9', u'\\u6587\\u6863', u'\\u94fe\\u63a5', u'\\u767e\\u5ea6', u'\\u7b2c\\u4e00\\u9875', u'\\u6839\\u672c', u'\\u5b98\\u65b9\\u7f51\\u7ad9', u'\\u94fe\\u63a5', 'js', 'sdk', 'google', 'demo', u'\\u8fd9\\u5c31\\u662f\\u5dee\\u8ddd']\n",
+        "[u'\\u641c\\u7d22', u'\\u4e24\\u5929', u'\\u5927\\u70ed', u'\\u5fae\\u4fe1', u'\\u5934', u'\\u4e24\\u6761', u'\\u5206\\u522b', u'\\u5b98\\u65b9', u'\\u6587\\u6863', u'\\u94fe\\u63a5', u'\\u767e\\u5ea6', u'\\u7b2c\\u4e00\\u9875', u'\\u6839\\u672c', u'\\u5b98\\u65b9\\u7f51\\u7ad9', u'\\u94fe\\u63a5', u'\\u5dee\\u8ddd', 'js', 'sdk', 'google', 'demo']\n",
+        "[u'\\u4eba\\u5de5\\u667a\\u80fd', u'\\u73a9', u'\\u77f3\\u5934', u'\\u526a\\u5200', u'\\u5e03', u'\\u4e09\\u5341\\u591a', u'\\u8f6e\\u540e', u'\\u660e\\u663e', u'\\u843d\\u8d25']\n",
+        "[u'\\u5347\\u7ea7', u'\\u539f\\u6765', u'\\u6295\\u6bd2', u'\\u57df\\u540d', u'\\u8fd4\\u56de', u'\\u963f\\u585e\\u62dc\\u7586', u'\\u73b0\\u5728', u'\\u8fde\\u63a5', u'\\u6389', 'gfw', 'dns', 'youtube', 'ip', 'dns', 'tcp', 'reset']\n",
+        "[u'\\u603b\\u7ed3', u'\\u6613\\u61c2', 'deep', 'dive', 'recurrent', 'neural', 'nets']\n",
+        "[u'\\u7ffb\\u8bd1', u'\\u8fd9\\u6b21', u'\\u66f4\\u65b0', u'\\u529f\\u80fd', u'\\u4e0d\\u9519', 'google']\n",
+        "[u'\\u56fd\\u9645\\u8d27\\u5e01\\u57fa\\u91d1\\u7ec4\\u7ec7', u'\\u8c03\\u4f4e', u'\\u5168\\u7403', u'\\u7ecf\\u6d4e', u'\\u589e\\u957f', u'\\u9884\\u671f', u'\\u65b0\\u5174', u'\\u5e02\\u573a', u'\\u4e2d\\u56fd', u'\\u5370\\u5ea6', u'\\u5c45\\u9996']\n",
+        "[u'\\u516c\\u53f8', u'\\u4eba\\u5747\\u4ea7\\u503c', u'\\u54ea\\u5bb6', u'\\u5f3a', u'\\u77f3\\u6cb9', u'\\u516c\\u53f8', u'\\u725b', u'\\u903c']\n",
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+        "[u'\\u672c\\u65e5', u'\\u91d1\\u53e5', 'one', 'happy', 'seem', 'facebook', 'depressed', 'seem', 'twitter', 'employed', 'seem', 'linkedin']\n",
+        "['spacy']\n",
+        "[u'\\u4f7f\\u7528', u'\\u9ad8\\u65af', u'\\u5149\\u6ed1', u'\\u903c\\u8fd1', u'\\u5168\\u5c40', u'\\u6700\\u4f18', u'\\u4f18\\u5316', u'\\u601d\\u8def']\n",
+        "[u'\\u4f7f\\u7528', u'\\u6280\\u5de7', 'pandas', 'dataframe']\n",
+        "[u'\\u52a8\\u753b', u'\\u6548\\u679c', u'\\u5f88\\u8d5e']\n",
+        "[u'\\u8fd9\\u4e0b', u'\\u771f\\u7684', u'\\u4e0a\\u5e02', u'\\u524d\\u672a', u'\\u62ab\\u9732', u'\\u5de5\\u5546', u'\\u5ea7\\u8c08', u'\\u60c5\\u51b5', u'\\u5f15\\u8d77', u'\\u8fdb\\u4e00\\u6b65', u'\\u8c03\\u67e5', 'baba']\n",
+        "[u'\\u7535\\u5546', u'\\u89c4\\u6a21', u'\\u6bd4\\u8f83', u'\\u8d44\\u4ea7', u'\\u8425\\u6536', u'Amazon# #BABA# #JD']\n",
+        "[u'\\u7535\\u5546', u'\\u89c4\\u6a21', u'\\u6bd4\\u8f83', u'\\u8d44\\u4ea7', u'\\u8425\\u6536', 'amazon', 'baba', 'jd']\n",
+        "[u'\\u8ba1\\u7b97', u'\\u6781\\u9650', u'\\u5199\\u5f97', u'\\u4e0d\\u9519', u'\\u4e00\\u79cd', u'\\u901a\\u4fd7\\u6613\\u61c2', u'\\u65b9\\u5f0f', u'\\u8bb2\\u8ff0', u'\\u8ba1\\u7b97', u'\\u7406\\u8bba', u'\\u4e00\\u7cfb\\u5217', u'\\u6838\\u5fc3', u'\\u95ee\\u9898', u'\\u503c\\u5f97\\u4e00\\u770b']\n",
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+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u97e9\\u5e9a', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u8de8\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u63d0\\u524d', u'\\u4e70', u'\\u9ad8\\u94c1', u'\\u7968', u'\\u53ea\\u80fd', u'\\u9065\\u8fdc', u'\\u5ba2\\u8fd0\\u7ad9', u'\\u5931\\u7b56', 'via', 'twitter']\n",
+        "['sunny', 'tomorrow', 'high', 'low']\n",
+        "['sunny', 'tomorrow', 'high', 'low']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u623f\\u5b50', u'\\u91cc', u'\\u6211\\u60c5', u'\\u4f55\\u4ee5\\u582a', u'\\u6709\\u7ebf', u'\\u7f51\\u7edc', u'\\u8f6c', u'\\u8857\\u5934', u'\\u4fe1\\u53f7', u'\\u4e0d\\u597d', u'\\u53ea\\u80fd', u'\\u5fcd', 'wi', 'fi', 'via', 'twitter']\n",
+        "['mostly', 'sunny', 'tomorrow', 'high', 'low']\n",
+        "['mostly', 'cloudy', 'tomorrow', 'high', 'low']\n",
+        "[u'\\u62db\\u884c', u'\\u79ef\\u5206', u'\\u4e07\\u591a', u'\\u62ff\\u6765', u'\\u5151\\u6362', u'\\u7ea2', u'\\u9152\\u676f', u'\\u597d', u'\\u4e24\\u5957', 'via', 'twitter']\n",
+        "['partly', 'cloudy', 'tomorrow', 'high', 'low']\n",
+        "['mostly', 'cloudy', 'tomorrow', 'high', 'low']\n",
+        "['sunny', 'tomorrow', 'high', 'low']\n",
+        "['partly', 'cloudy', 'tomorrow', 'high', 'low']\n",
+        "['partly', 'cloudy', 'tomorrow', 'high', 'low']\n",
+        "['partly', 'cloudy', 'tomorrow', 'high', 'low']\n",
+        "[u'\\u5ff5\\u8db3', u'\\u534a\\u5e74', u'\\u65f6\\u95f4', u'\\u52a0\\u73ed', u'\\u6df1\\u591c', u'\\u6837\\u662f', u'\\u6302', 'via', 'twitter']\n",
+        "['partly', 'cloudy', 'tomorrow', 'high', 'low']\n",
+        "['clouds', 'pm', 'sun', 'tomorrow', 'high', 'low']\n",
+        "['rain', 'tomorrow', 'high', 'low']\n",
+        "['rain', 'tomorrow', 'high', 'low']\n",
+        "['sunny', 'tomorrow', 'high', 'low']\n",
+        "['sunny', 'tomorrow', 'high', 'low']\n",
+        "['sunny', 'tomorrow', 'high', 'low']\n",
+        "[u'\\u5e0c\\u671b', u'\\u8fd9\\u6b21', u'\\u987a\\u5229', u'\\u4e0a\\u7ebf', u'\\u51fa\\u53bb\\u73a9', u'\\u5b89\\u5fc3', u'\\u70b9', 'via', 'twitter']\n",
+        "[u'\\u542f\\u52a8', 'weico', 'ios', 'crash', 'via', 'twitter']\n",
+        "[u'\\u679c\\u65ad', u'\\u4e00\\u4e2a', u'\\u62e5\\u62b1', u'\\u8ba4\\u8bc6', u'\\u59b9\\u5b50', u'\\u5e2e', u'\\u9001', u'\\u4e00\\u675f', u'\\u9c9c\\u82b1', 'rt', 'rt', u'IBMz ', u'songma:', u'ailbhecashell: Mainframe']\n",
+        "['try', 'fastlane', 'ios', 'automation', 'continuous', 'delivery', 'via', 'twitter']\n",
+        "[u'\\u4e0b\\u5468', u'\\u5199', u'\\u4e00\\u4e9b', 'swift', 'demo', 'via', 'twitter']\n",
+        "['sunny', 'tomorrow', 'high', 'low']\n",
+        "[u'\\u4fe1\\u7528\\u5361', u'\\u8bbe\\u7f6e', u'\\u4ea4\\u6613', u'\\u5bc6\\u7801', u'\\u88ab\\u76d7', u'\\u5237', u'\\u5c31\\u8981', u'\\u62c5\\u8d23', u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u7537\\u5b50', u'\\u4fe1\\u7528\\u5361', u'\\u5bc6\\u7801', u'\\u88ab\\u76d7', u'\\u5237', u'\\u4e07']\n",
+        "[u'\\u6536\\u8d2d', u'\\u4e4b\\u540e', u'\\u66f4\\u65b0', u'\\u81f3\\u4eca', u'\\u9002\\u914d', 'zite', 'flipboard', 'iphone', 'plus', 'via', 'twitter']\n",
+        "['sunny', 'tomorrow', 'high', 'low']\n",
+        "['sunny', 'tomorrow', 'high', 'low']\n",
+        "[u'\\u4e8b\\u60c5', u'\\u5df2\\u7ecf', u'\\u8131\\u79bb', u'\\u63a7\\u5236', u'\\u8303\\u56f4', u'\\u597d\\u597d', u'\\u60f3\\u4e0b', u'\\u63a7', 'via', 'twitter']\n",
+        "[u'\\u793e\\u4ea4', u'\\u9700', u'\\u6bcf\\u4e2a', u'\\u8f6f\\u4ef6', u'\\u6700\\u7ec8', u'\\u52a0\\u5165', u'\\u804a\\u5929', u'\\u529f\\u80fd', u'\\u6761', u'\\u5b9a\\u5f8b', 'rt', 'via', 'twitter', u'kenny_yuan:']\n",
+        "['sunny', 'tomorrow', 'high', 'low']\n",
+        "[u'\\u665a\\u4e0a', u'\\u53d1\\u5e03', u'\\u7248\\u672c', u'\\u5b9e\\u5728', u'\\u6709\\u70b9', u'\\u5fd0\\u5fd1', 'via', 'twitter']\n",
+        "[u'\\u8fd9\\u6b21', u'\\u8fc1\\u79fb', u'\\u6570\\u636e', u'\\u5ba2\\u6237\\u7aef', u'\\u5751', u'\\u65f6\\u95f4', u'\\u7d27\\u6025', u'\\u5fd0\\u5fd1', 'via', 'twitter']\n",
+        "['sunny', 'tomorrow', 'high', 'low']\n",
+        "[u'\\u5439\\u725b', u'\\u5439', u'\\u4eba', 'via', 'twitter']\n",
+        "[u'\\u8001\\u677f', u'\\u8981\\u6c42', u'\\u4e00\\u5b9a', u'\\u4e00\\u6a21\\u4e00\\u6837', u'\\u9189', u'\\u8868\\u60c5', 'wechat', 'copy', 'via', 'twitter']\n",
+        "[u'\\u633a', u'\\u559c\\u6b22', u'\\u90a3\\u79cd', u'\\u53d1\\u9001', u'\\u8bed\\u97f3', u'\\u5f62\\u5f0f', u'\\u4e0d\\u592a', u'\\u559c\\u6b22', u'\\u5fae\\u4fe1', u'\\u90a3\\u79cd', u'\\u53ef\\u60dc', u'\\u505a', u'\\u5fae\\u4fe1', 'whatsapp', 'via', 'twitter']\n",
+        "[u'\\u9ad8\\u5fb7', u'\\u5730\\u56fe', u'\\u771f\\u662f', u'\\u96be\\u770b', 'ui', 'via', 'twitter']\n",
+        "['sunny', 'tomorrow', 'high', 'low']\n",
+        "[u'\\u8def\\u7531', u'\\u534a\\u591c', u'\\u81ea\\u52a8', u'\\u4e0b\\u8f7d', u'\\u56fa\\u4ef6', u'\\u66f4\\u65b0', u'\\u6302', u'\\u706f\\u4e0d\\u4eae', u'\\u5751\\u7239', u'\\u4ee5\\u4e3a', u'\\u70e7\\u6389', u'\\u770b\\u624d', u'\\u77e5\\u9053', u'\\u4e8b\\u60c5', 'wi', 'fi', 'bbs', 'via', 'twitter']\n",
+        "['sunny', 'tomorrow', 'high', 'low']\n",
+        "[u'\\u5b50\\u516c\\u53f8', u'\\u516c\\u53f8', u'\\u90ae\\u7bb1', u'\\u6bcd\\u516c\\u53f8', u'\\u540e\\u7f00', u'\\u5b50\\u516c\\u53f8', u'\\u540d\\u79f0', u'\\u7533\\u8bf7', u'\\u82f9\\u679c', u'\\u4f01\\u4e1a', u'\\u5f00\\u53d1\\u8005', u'\\u8bc1\\u4e66', u'\\u90ae\\u7bb1', u'\\u540e\\u7f00', u'\\u539f\\u56e0', u'\\u62d2', 'via', 'twitter']\n",
+        "['partly', 'cloudy', 'tomorrow', 'high', 'low']\n",
+        "['showers', 'tomorrow', 'high', 'low']\n",
+        "[u'\\u6e29\\u6cc9', u'\\u5ea6\\u5047\\u6751', u'\\u4e24\\u65e5\\u6e38', u'\\u7ed3\\u675f', u'\\u4f11\\u606f', u'\\u4e00\\u4e2a', u'\\u5468\\u672b', 'via', 'twitter']\n",
+        "['partly', 'cloudy', 'tomorrow', 'high', 'low']\n",
+        "['partly', 'cloudy', 'tomorrow', 'high', 'low']\n",
+        "[u'\\u4e24\\u5929', u'\\u4e09\\u591c', u'\\u5e74', u'\\u9189']\n",
+        "['cloudy', 'tomorrow', 'high', 'low']\n",
+        "['partly', 'cloudy', 'tomorrow', 'high', 'low']\n",
+        "['mostly', 'sunny', 'tomorrow', 'high', 'low']\n",
+        "[u'\\u4e94\\u661f\\u7ea7', u'\\u9152\\u5e97', u'\\u5e74', u'\\u7b2c\\u4e00\\u6b21', u'\\u5165\\u4f4f', u'\\u9ad8\\u5927', u'\\u9152\\u5e97', 'via', 'twitter']\n",
+        "['partly', 'cloudy', 'tomorrow', 'high', 'low']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u4e0a\\u5348', u'\\u5de5\\u4f5c', u'\\u62a5\\u544a', u'\\u4f1a\\u8bae', u'\\u67af\\u71e5', u'\\u516d\\u767e\\u591a', u'\\u53f7', u'\\u4eba', u'\\u97f3\\u54cd', u'\\u4e0d\\u597d', 'via', 'twitter']\n",
+        "['partly', 'cloudy', 'tomorrow', 'high', 'low']\n",
+        "[u'\\u4e00\\u8def', u'\\u72c2\\u5954', u'\\u7ec8\\u4e8e', u'\\u8d76\\u4e0a', u'\\u706b\\u8f66', u'\\u91cd\\u5e86', u'\\u706b\\u8f66\\u7ad9', u'\\u8fd9\\u5e2e', u'\\u72d7\\u65e5', u'\\u4ece\\u5357', u'\\u5e7f\\u573a', u'\\u5317\\u5e7f\\u573a', u'\\u534a\\u5c0f\\u65f6', u'\\u4e24\\u4e2a', u'\\u5e7f\\u573a', u'\\u4e4b\\u95f4', u'\\u901a\\u8def', u'\\u4fee\\u597d', u'\\u4e4b\\u524d', u'\\u4e0d\\u597d', u'\\u6539\\u52a8', u'\\u8f66', u'\\u53d1\\u8f66', u'\\u5730\\u70b9']\n",
+        "[u'\\u4eca\\u5929', u'\\u76ee\\u7684\\u5730', u'\\u897f\\u5b89', u'\\u4e0a\\u6b21', u'\\u897f\\u5b89', u'\\u4e03\\u5e74', u'\\u524d', u'\\u5e74', u'\\u7b2c\\u4e00\\u4e2a', u'\\u5df2\\u7ecf', u'\\u4ee5\\u4e0b', u'\\u5730\\u65b9', u'\\u91cd\\u5e86', u'\\u5317\\u4eac', u'\\u5170\\u5dde', u'\\u897f\\u5b81', u'\\u5408\\u80a5']\n",
+        "[u'\\u6e17\\u900f', u'\\u6d4b\\u8bd5', u'\\u89c6\\u9891\\u6559\\u7a0b', u'\\u7b2c\\u5341\\u4e5d', u'\\u8bfe', u'\\u57fa\\u7840', u'\\u7384\\u9b42', u'\\u535a\\u5ba2', 'kali', 'linux', 'web', 'metasploit']\n",
+        "[u'\\u6e17\\u900f', u'\\u6d4b\\u8bd5', u'\\u7b2c\\u4e8c\\u5341', u'\\u8bfe', u'\\u7384\\u9b42', u'\\u535a\\u5ba2', 'kali', 'linux', 'web', 'metasploit', 'meterpreter']\n",
+        "[u'\\u90e8\\u7f72', u'\\u7a0b\\u5e8f', u'\\u5c0f\\u7ed3', u'\\u7384\\u9b42', u'\\u535a\\u5ba2', 'windows', 'server', 'iis', 'asp', 'net', 'mvc']\n",
+        "[u'\\u7cfb\\u5217', u'\\u6559\\u7a0b', u'\\u5b89\\u88c5', u'\\u96c6\\u6210', u'\\u7384\\u9b42', u'\\u535a\\u5ba2', 'kali', 'linux', 'beff', 'metasploit']\n",
+        "[u'\\u7cfb\\u5217', u'\\u6559\\u7a0b', u'\\u8fde\\u63a5', u'\\u9047\\u89c1', u'\\u95ee\\u9898', u'\\u7384\\u9b42', u'\\u535a\\u5ba2', 'kali', 'linux', 'metasploit', 'postgresql']\n",
+        "[u'\\u4e0d\\u7528', u'\\u7ffb\\u5899', u'\\u7384\\u9b42', u'\\u535a\\u5ba2', 'google']\n",
+        "[u'\\u7f8e\\u56fd', u'\\u5927\\u7247', u'\\u542c\\u5230', u'\\u8ba8\\u8bba', u'\\u653e', u'\\u8001\\u9f20', u'\\u4e09\\u4e2a', u'\\u5b57', u'\\u98de\\u884c\\u5458', u'\\u8bf4', u'\\u51fa\\u53e3', 'mayday', u'\\u77e5\\u4e4e\\u65e5\\u62a5']\n",
+        "[u'\\u73b0\\u5728', u'\\u5403\\u5b8c\\u996d', u'\\u915d\\u917f', u'\\u4e00\\u4e0b', u'\\u9f13\\u8db3\\u52c7\\u6c14', u'\\u7ffb\\u4e66', u'\\u7ee7\\u7eed']\n",
+        "[u'\\u5931\\u7720']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u4e2d\\u56fd', u'\\u6fb3\\u5927\\u5229\\u4e9a', u'\\u54ea\\u652f', u'\\u7403\\u961f', u'\\u53d6\\u80dc', u'\\u6295\\u7ed9', u'\\u6fb3\\u5927\\u5229\\u4e9a', u'\\u9009\\u9879', u'\\u8868\\u6001', 'vs', u'\\u4e2d\\u56fdVS\\u6fb3\\u5927\\u5229\\u4e9a']\n",
+        "[u'\\u5347', u'\\u7b49\\u7ea7', u'\\u798f\\u5229', u'\\u4eab', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u60f3\\u60f3', u'\\u6709\\u70b9', u'\\u5c0f', u'\\u6fc0\\u52a8', u'\\u5c0f\\u4f19\\u4f34', u'\\u513f\\u4eec', u'\\u901f\\u6765', u'\\u56f4\\u89c2', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
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+        "[u'\\u5206\\u4eab', u'\\u9648\\u5929\\u5947\\u602a \\u7684\\u6587\\u7ae0']\n",
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+        "[]\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u6768\\u9759Lillian \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab', u'\\u5434\\u519b\\u535a\\u58eb \\u7684\\u6587\\u7ae0']\n",
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+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
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+        "[u'\\u8d70\\u8def', u'\\u65f6\\u5206\\u79d2', u'\\u5927\\u5361', 'km', u'\\u5495\\u549a']\n",
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+        "[u'\\u8d70\\u8def', u'\\u65f6\\u5206\\u79d2', u'\\u5927\\u5361', 'km', u'\\u5495\\u549a']\n",
+        "[u'\\u8d70\\u8def', u'\\u65f6\\u5206\\u79d2', u'\\u5927\\u5361', 'km', u'\\u5495\\u549a']\n",
+        "[u'\\u8fde\\u63a5', u'\\u8fde\\u63a5', u'\\u5206\\u914d', u'\\u6838', u'\\u53ea\\u7528', u'\\u914d\\u7f6e', u'\\u4e0d\\u7406', u'\\u786e\\u5b9e', u'\\u90c1\\u95f7', 'gomaxprocs']\n",
+        "[u'\\u8d70\\u8def', u'\\u65f6\\u5206\\u79d2', u'\\u5927\\u5361', 'km', u'\\u5495\\u549a']\n",
+        "[u'\\u8d70\\u8def', u'\\u65f6\\u5206\\u79d2', u'\\u5927\\u5361', 'km', u'\\u5495\\u549a']\n",
+        "[u'\\u627e\\u5230', u'\\u5408\\u9002', u'\\u5b9a\\u4f4d']\n",
+        "[u'\\u8001\\u677f', u'\\u5237\\u5c4f', u'\\u4eca\\u665a', u'\\u5c0f', u'\\u5931\\u7720', 'mark']\n",
+        "['via', 'instagram']\n",
+        "[u'\\u521a\\u6362', u'\\u51cc\\u6668', u'\\u4e24\\u70b9', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
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+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u8dd1\\u6b65', u'\\u5723\\u7ecf', u'\\u63a8\\u8350', 'mobi', u'\\u5fae\\u76d8', u'forward366']\n",
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+        "[]\n",
+        "[]\n",
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+        "[u'\\u98de\\u5e38\\u51c6', 'mf']\n",
+        "[u'\\u6709\\u79cd', u'\\u533b\\u751f', u'\\u5168\\u6808', u'\\u533b\\u751f', u'\\u8109', u'\\u6ca1\\u4e8b', u'\\u5f00\\u526f', u'\\u4e2d\\u836f', u'\\u8c03\\u7406', u'\\u51e0\\u5929']\n",
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+        "[u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5347\\u7ea7', u'\\u798f\\u5229', u'\\u5927\\u724c', u'\\u660e\\u661f', u'\\u7b7e\\u540d', u'\\u793c', u'\\u7efc\\u827a', u'\\u95e8\\u7968', u'\\u767e\\u4e07', u'\\u73b0\\u91d1', u'\\u5238', u'\\u5347', u'\\u7b49\\u7ea7', u'\\u4eab', u'\\u7279\\u6743', u'\\u8d70\\u4e0a', u'\\u4eba\\u751f', u'\\u5dc5\\u5cf0', u'\\u9886\\u53d6', 'macbook', 'iphone', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u4e00\\u79cd', u'\\u7f8e', u'\\u5b64\\u82b3\\u81ea\\u8d4f', u'\\u5b8f\\u6751']\n",
+        "[u'\\u751f\\u6d3b', u'\\u4e2d', u'\\u603b\\u662f', u'\\u5145\\u6ee1', u'\\u592a', u'\\u672a\\u77e5', u'\\u6050\\u60e7', u'\\u8d2a\\u5a6a', u'\\u4e0d\\u65ad', u'\\u524d\\u884c', u'\\u552f\\u6709', u'\\u52aa\\u529b', u'\\u4fdd\\u6301', u'\\u6e05\\u9192', u'\\u5feb\\u4e50', u'\\u751f\\u6d3b', u'\\ud83c', u'\\udf88', u'\\u970d\\u6bd4\\u7279', u'\\u4eba', u'\\u89c2\\u540e\\u611f']\n",
+        "[u'\\u5355\\u8f66', u'\\u653e', u'\\u5bb6\\u91cc', u'\\u957f', u'\\u8611\\u83c7', u'\\u4e5d\\u6eaa', u'\\u8d70', u'\\ud83d', u'\\udeb2']\n",
+        "[u'\\u5355\\u8f66', u'\\u6545\\u4e8b']\n",
+        "['love', 'weed', 'trust', 'rain']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u867e\\u7c73', u'\\u97f3\\u4e50', 'matt', 'cardle', 'starlight', u'\\u6bcf\\u65e5\\u4e00\\u6b4c# #\\u6b27\\u7f8e\\u97f3\\u4e50']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'introduction', 'linear', 'optimization', 'bert', u'\\u5fae\\u76d8', u'\\u5c82\\u4e0d\\u597d\\u4e86']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'lecun', 'unreasonable', 'effectiveness', u'\\u5fae\\u76d8', u'\\u7231\\u53ef\\u53ef-\\u7231\\u751f\\u6d3b']\n",
+        "[u'\\u7406\\u60f3', u'\\u4efb\\u6027', u'\\u4e00\\u628a', u'\\u5f00\\u9616', u'\\u8f6f\\u4ef6', u'\\u5df2', u'\\u6536\\u8d2d', u'\\u4e2d\\u6587\\u5305', u'\\u5f00\\u6e90', 'openerp']\n",
+        "[u'\\u5e86\\u795d', u'\\u7b2c\\u4e00\\u4e2a', u'\\u65e0', u'\\u7c7b\\u578b', u'\\u73a9\\u5177', u'\\u8bed\\u8a00', u'\\u8bde\\u751f', u'\\u70b8\\u9e21', u'\\u5564\\u9152', u'\\u8d77\\u4e2a', u'\\u540d\\u5b57', u'\\u597d']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u4ecb\\u7ecd', u'\\u63a8\\u8350', 'zabbix', 'pdf', u'\\u5fae\\u76d8', u'\\u5357\\u975e\\u8718\\u86db']\n",
+        "[u'\\u4e2d\\u5956', u'\\u6781\\u662f']\n",
+        "['use', 'go', 'love', 'go']\n",
+        "['asp', 'gt', 'lit', 'ywx']\n",
+        "[u'\\u95ee\\u53ca', u'\\u6297\\u8bae', u'\\u67e5\\u7406', u'\\u5468\\u520a', u'\\u793a\\u5a01', u'\\u6d3b\\u52a8', u'\\u65f6', u'\\u5965', u'\\u6717\\u5fb7', u'\\u8bf4', u'\\u60f3\\u5230', u'\\u56fd\\u5bb6', u'\\u6709\\u65f6\\u5019', u'\\u4eba\\u4eec', u'\\u61c2', u'\\u8a00\\u8bba\\u81ea\\u7531', u'\\u5265\\u593a', u'\\u8fd9\\u9879', u'\\u6743\\u5229']\n",
+        "['everyone', 'plays', 'set', 'rules']\n",
+        "['everyone', 'plays', 'set', 'rules']\n",
+        "[u'\\u4e0d\\u8ba9', u'\\u6c61\\u67d3', u'\\u597d\\u5904', u'\\u4e00\\u70b9', u'\\u5df2\\u7ecf', u'\\u8db3\\u591f', u'\\u91cd\\u8981', u'\\u65b0', u'\\u9879\\u76ee', u'\\u5e94\\u8be5', u'\\u5927\\u795e', u'\\u610f\\u89c1', 'web', 'component', 'css', 'angular', 'web', 'component', 'angular', 'jj', 'ying', u'JinWYP', u'\\u90ed\\u5b87', u'sofish']\n",
+        "[u'\\u771f\\u7684', u'\\u65e0\\u8bed']\n",
+        "[]\n",
+        "[u'\\u5fae\\u535a', u'\\u6d3b\\u52a8', u'\\u7968\\u9009', u'\\u4e2d\\u6295', u'\\u5fc3\\u76ee', u'\\u4e2d', u'\\u7231\\u8c46', u'\\u738b', u'\\u73de\\u4e39\\u79bb', u'\\u5b9d\\u5ea7', u'\\u4e00\\u6b65', 'king', 'queen', 'ta', 'king', 'quuen', u'\\u5fae\\u535aKing\\u548cQueen']\n",
+        "[u'\\u5fae\\u535a', u'\\u6d3b\\u52a8', u'\\u7968\\u9009', u'\\u4e2d\\u6295', u'\\u5fc3\\u76ee', u'\\u4e2d', u'\\u7231\\u8c46', u'\\u5218\\u6d9b', u'\\u5b9d\\u5ea7', u'\\u4e00\\u6b65', 'king', 'queen', 'tamia', 'ta', 'king', 'quuen', u'\\u5fae\\u535aKing\\u548cQueen']\n",
+        "[u'\\u66f4\\u65b0', u'\\u5fae\\u535a', u'\\u5ba2\\u6237\\u7aef', u'\\u5168\\u65b0', u'\\u652f\\u6301', u'\\u2460', u'\\u65b0\\u589e', u'\\u4f1a\\u5458', u'\\u8d2d\\u4e70', u'\\u529f\\u80fd', u'\\u2461', u'\\u65b0\\u589e', u'\\u7efc\\u5408', u'\\u641c\\u7d22', u'\\u529f\\u80fd', u'\\u2462', u'\\u65b0\\u589e', u'\\u5c0f', u'\\u6e05\\u65b0', u'\\u80cc\\u666f\\u56fe', u'\\u5feb\\u6765', u'\\u4e00\\u8d77', u'\\u4f53\\u9a8c', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', 'ipad', 'ios', 'app', 'store']\n",
+        "[u'\\u795d', u'\\u6211\\u5bb6', u'\\u4e56\\u4e56', u'\\u751f\\u65e5\\u5feb\\u4e50', u'\\u94f6\\u7ffc\\u4e39\\u6c34']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5e74', u'\\u987a\\u5229', u'\\u751f\\u8096', u'\\u5206\\u4eab', u'\\u4eca\\u65e5\\u5934\\u6761 )']\n",
+        "[u'\\u8bf7\\u6559', u'\\u4e0b', u'\\u4e2a\\u4e8b', u'\\u5e38\\u5e74', u'\\u9f3b\\u5b50', u'\\u4e00\\u4e2a', u'\\u5835', u'\\u4e00\\u4e2a', u'\\u4e0d\\u5835', u'\\u7761\\u89c9\\u65f6', u'\\u5de6\\u53f3', u'\\u4fa7\\u8eab', u'\\u63a7\\u5236', u'\\u5835', u'\\u786e\\u5b9a', u'\\u9f3b\\u6d95', u'\\u611f\\u5192', u'\\u56de\\u4e8b', u'\\u65b0\\u6d6a', u'\\u7231\\u95ee', u'\\u533b\\u751f']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u5927\\u91cf', u'\\u7b80\\u5386', u'\\u6a21\\u677f', u'\\u627e', u'\\u5de5\\u4f5c', u'\\u4e4b\\u524d', u'\\u4e00\\u5b9a', u'\\u4e54\\u5e03', u'\\u7b80\\u5386', u'\\u770b\\u770b', u'\\u4e54\\u5e03\\u7b80\\u5386']\n",
+        "[u'\\u73b0', u'\\u4f4d\\u5c45', u'\\u7b2c\\u540d', u'\\u9001\\u82b1', u'\\u673a\\u4f1a', u'\\u5e2e', u'\\u62ff\\u5956', u'\\u518d', u'\\u9001\\u82b1', u'\\u8d76\\u8d85', u'\\u884c\\u52a8', u'\\u5bb6', u'\\u4eba\\u4eec', 'rain', 'weibo', 'pop', 'star', 'award', 'ta', 'gaon', 'chart', 'pop', 'awards']\n",
+        "[u'\\u2013', 'arcgis', 'open', 'data', 'year', 'review']\n",
+        "[u'\\u653e\\u5047', u'\\u503c\\u5f97', u'\\u671f\\u5f85', u'\\u4e00\\u4e2a', u'\\u5468\\u672b', 'january', 'pm']\n",
+        "[u'\\u91cd\\u78c5', u'\\u6765\\u88ad', u'\\u60ca\\u8273', u'\\u767b\\u573a', u'\\u6253\\u9020', u'\\u65b0\\u4e00\\u4ee3', u'\\u6700\\u5f3a', u'\\u82af', 'arcgis', 'arcgis', 'web', 'gis']\n",
+        "['arcgis', 'online', 'deployment', 'scenarios', 'water', 'utilities']\n",
+        "['esri', 'living', 'atlas', 'world', 'community', 'maps', 'year', 'end', 'review']\n",
+        "['arcgis', 'open', 'data', 'site', 'week', 'city', 'raleigh', 'nc']\n",
+        "['dark', 'gray', 'canvas', 'expands', 'coverage']\n",
+        "['world', 'topographic', 'map', 'imagery', 'basemap', 'updated', 'content', 'provided', 'user', 'community']\n",
+        "['using', 'online', 'imagery', 'maps', 'apps']\n",
+        "['operations', 'dashboard', 'arcgis', 'live']\n",
+        "[u'\\u653e\\u5047', u'\\u503c\\u5f97', u'\\u671f\\u5f85', u'\\u4e00\\u4e2a', u'\\u5468\\u672b', 'january', 'pm']\n",
+        "['join', 'us', 'free', 'webinar', 'arcgis', 'online', 'living', 'atlas']\n",
+        "['state', 'eclipse', 'arcgis', 'android']\n",
+        "[u'\\u653e\\u5047', u'\\u503c\\u5f97', u'\\u671f\\u5f85', u'\\u4e00\\u4e2a', u'\\u5468\\u672b', 'january', 'pm']\n",
+        "['arcgis', 'open', 'data', 'site', 'week', 'tampa', 'florida']\n",
+        "[u'\\u5e73\\u53f0', u'\\u6253\\u9020', u'\\u843d\\u5730', u'\\u65b0\\u4e00\\u4ee3', 'arcgis', 'web', 'gis']\n",
+        "[u'\\u5e73\\u53f0', u'\\u7cfb\\u5217', u'\\u767b\\u5165', u'\\u65b0\\u4e00\\u4ee3', u'\\u5e73\\u53f0', u'\\u5bc6\\u94a5', 'arcgis', 'named', 'user', 'web', 'gis']\n",
+        "['brief', 'introduction', 'maritime', 'chart', 'server']\n",
+        "['arcpad', 'released']\n",
+        "['esri', 'maps', 'ibm', 'cognos', 'released']\n",
+        "[u'\\u653e\\u5047', u'\\u503c\\u5f97', u'\\u671f\\u5f85', u'\\u4e00\\u4e2a', u'\\u5468\\u672b', 'january', 'pm']\n",
+        "[u'\\u5e73\\u53f0', u'\\u7cfb\\u5217', u'\\u65b0\\u4e00\\u4ee3', u'\\u5e73\\u53f0', u'\\u5165\\u53e3', 'arcgis', 'apps', 'webgis']\n",
+        "['even', 'points', 'new', 'features', 'arcgis', 'maritime', 'bathymetry']\n",
+        "['version', 'arcgis', 'api', 'silverlight', 'arcgis', 'viewer', 'silverlight', 'available']\n",
+        "['arcgis', 'runtime', 'sdk', 'wpf', 'available']\n",
+        "[u'\\u2013', 'arcgis', 'pro', 'reinventing', 'desktop', 'gis']\n",
+        "['arcgis', 'open', 'data', 'site', 'week', 'muroran', 'japan']\n",
+        "[u'\\u65b0\\u4e00\\u4ee3', u'\\u5e73\\u53f0', u'\\u63a7\\u5236', u'\\u4e2d\\u67a2', 'portal', 'web', 'gis']\n",
+        "['user', 'community', 'content', 'helping', 'build', 'living', 'atlas', 'world']\n",
+        "['new', 'data', 'preparation', 'tools', 'workshops', 'available']\n",
+        "['facts', 'didn', 'know', 'community', 'maps']\n",
+        "['collector', 'arcgis', 'big', 'deal']\n",
+        "[u'\\u653e\\u5047', u'\\u503c\\u5f97', u'\\u671f\\u5f85', u'\\u4e00\\u4e2a', u'\\u5468\\u672b', 'january', 'pm']\n",
+        "[u'\\u5e73\\u53f0', u'\\u7cfb\\u5217', u'\\u65b0\\u4e00\\u4ee3', u'\\u5e73\\u53f0', u'\\u91cd\\u8981', u'\\u652f\\u6491', 'arcgis', 'server', 'web', 'gis']\n",
+        "['ghost', 'haunt']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a']\n",
+        "[u'\\u6b4c\\u624b', u'\\u97f3\\u4e50', u'\\u661f\\u9645', u'\\u7a7f\\u8d8a', u'\\u914d\\u4e50']\n",
+        "[u'\\u5de8\\u9e21']\n",
+        "[u'\\u63a8\\u8350', u'\\u4e00\\u9996', u'\\u597d\\u6b4c', u'\\u5c27', u'\\u5341\\u4e09', u'\\u5c27', u'\\u5341\\u4e09', u'\\u4ed6\\u5988\\u7684', u'\\u6765\\u81ea', u'\\u5b89\\u5353', u'\\u5ba2\\u6237\\u7aef', u'\\u767e\\u5ea6\\u97f3\\u4e50']\n",
+        "[u'\\u63a8\\u8350', u'\\u4e00\\u9996', u'\\u597d\\u6b4c', u'\\u5c27', u'\\u5341\\u4e09', u'\\u5c27', u'\\u5341\\u4e09', u'\\u5357\\u65b9', u'\\u5973\\u738b', u'\\u6765\\u81ea', u'\\u5b89\\u5353', u'\\u5ba2\\u6237\\u7aef', u'\\u767e\\u5ea6\\u97f3\\u4e50']\n",
+        "[u'\\u65e9\\u8d77', u'\\u4e0a\\u73ed', u'\\u55bd']\n",
+        "[u'\\u8f6c', u'\\u51e0\\u5f20', u'\\u7167\\u7247', u'\\u540c\\u4e8b', u'\\u527d\\u7a83', u'\\u77e5\\u9053', u'\\u5b88\\u682a\\u5f85\\u5154', u'\\u597d\\u4e45']\n",
+        "[u'\\u8f6c', u'\\u51e0\\u5f20', u'\\u7167\\u7247', u'\\u675c\\u64b0', u'\\u63e1\\u624b', u'\\u573a\\u666f', u'\\u6700', u'\\u6fc0\\u52a8', u'\\u524d', u'\\u6211\\u53f8', u'\\u5458\\u5de5', u'\\u7279', u'\\u95f7\\u9a9a', u'\\u62fc\\u547d', u'\\u70b9\\u8d5e', u'\\u516c\\u53f8', u'\\u5916', u'\\u5458\\u5de5', u'\\u8981\\u6c42', u'\\u63e1\\u624b', u'\\u516c\\u53f8', u'\\u5458\\u5de5', u'\\u5ac9\\u5992', u'\\u4e00\\u8a00\\u4e0d\\u53d1']\n",
+        "[u'\\u670b\\u53cb', u'\\u5708\\u91cc', u'\\u8f6c\\u53d1', u'\\u4e00\\u5f20', u'\\u7167\\u7247', u'\\u8bf4', u'\\u4ee3\\u6478', u'\\u53cc\\u8272\\u7403', u'\\u5171\\u8ba1', u'\\u4eba\\u6b21', u'\\u8868\\u793a', u'\\u7fa1\\u6155', u'\\u8981\\u6c42', u'\\u63e1\\u624b', u'\\u4eba\\u54c1', u'\\u592a\\u597d', u'\\u8bf4', u'\\u6709\\u4eba', u'\\u4fe1']\n",
+        "[u'\\u5b8c\\u9e23\\u6881', u'\\u6d77\\u6218', u'\\u97e9\\u56fd', u'\\u4eba', u'\\u6709\\u79cd', u'\\u6b47\\u65af\\u5e95\\u91cc', u'\\u5014', u'\\u5927\\u5c4f\\u5e55', u'\\u4e5f\\u8bb8', u'\\u6bd4\\u8f83', u'\\u6fc0\\u52a8\\u4eba\\u5fc3', u'\\u73b0\\u5728', u'\\u6070\\u5f53', u'\\u5176\\u65f6', u'\\u770b\\u5230', u'\\u521a\\u521a', u'\\u597d', u'\\u7535\\u5f71', u'\\u5bb9\\u6613']\n",
+        "[u'\\u63a8\\u8350', u'\\u5355\\u66f2', u'\\u590f\\u65e5', u'\\u5bd2\\u98ce', u'\\u7231\\u60c5', u'\\u9677\\u9631']\n",
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+        "[u'\\u5267\\u672c', u'\\u65e9\\u5c31', u'\\u5199', u'\\u597d', u'\\u771f\\u662f', u'\\u56fd\\u5bb6\\u5de5\\u5546', u'\\u603b\\u5c40\\u5c40\\u957f', u'\\u4f1a\\u89c1', u'\\u963f\\u91cc\\u5df4\\u5df4', u'\\u8463\\u4e8b\\u5c40', u'\\u4e3b\\u5e2d', u'\\u9a6c\\u4e91', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u4e2d\\u5fc3', 'young', 'simple']\n",
+        "[u'\\u770b\\u770b', u'\\u62cd', u'\\u70b9\\u6b64', u'\\u64ad\\u653e', u'\\u5f55\\u5236', 'mv', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u6d77\\u5357\\u7701', u'\\u4e07\\u5b81\\u5e02', u'\\u5357\\u6797', u'\\u519c\\u573a', u'\\u7ea2\\u82f1\\u961f', u'\\u6709\\u4eba', u'\\u4e70', u'\\u6bd2\\u54c1', u'\\u53d7\\u5230', u'\\u5f53\\u5730', u'\\u516c\\u5b89', u'\\u4fdd\\u62a4', u'\\u6bcf\\u65e5', u'\\u4e0a\\u767e\\u4eba', u'\\u8d2d\\u4e70', u'\\u5f53\\u5730', u'\\u6cbb\\u5b89', u'\\u6781\\u5dee', u'\\u6709\\u6ca1\\u6709', u'\\u4eba', u'\\u7ba1\\u7ba1', u'\\u516c\\u5b89\\u90e8\\u6253\\u56db\\u9ed1\\u9664\\u56db\\u5bb3', u'\\u5927\\u9e4f\\u770b\\u5929\\u4e0b ']\n",
+        "[u'\\u6ce8\\u518c', u'\\u6709\\u70b9', u'\\u610f\\u601d', u'\\u6709\\u7528', u'\\u624b\\u673a', u'\\u968f\\u8eab\\u542c', u'\\u5185\\u5bb9', u'\\u592a', u'\\u4e30\\u5bcc', u'\\u60f3', u'\\u542c', u'\\u968f\\u624b', u'\\u5f55', u'\\u4e00\\u6bb5', u'\\u7535\\u53f0', u'\\u8d76\\u7d27', u'\\u8bd5\\u8bd5', u'\\u559c\\u9a6c\\u62c9\\u96c5', u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', 'app', u'\\u559c\\u9a6c\\u62c9\\u96c5', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
+        "[u'\\u53f2\\u4e0a', u'\\u7b2c\\u4e00\\u6b21', u'\\u516c\\u91cc', u'\\u5927\\u718a']\n",
+        "[u'\\u6ce8\\u5b9a', u'\\u597d\\u4eba', u'\\u4eba', u'\\u518d', u'\\u52aa\\u529b', u'\\u88c5', u'\\u574f\\u4eba', u'\\u53f2\\u4e0a', u'\\u6700', u'\\u597d\\u770b', u'\\u7535\\u5f71', u'\\u704c\\u7bee\\u9ad8\\u624b', u'\\u8fd8\\u71c3', u'\\u53d1\\u73b0', u'\\u4e2d\\u56fd', u'\\u4eba\\u5f53', u'\\u98df\\u7269', u'\\u7269\\u79cd', u'\\u4e2d\\u571f', u'\\u4eba', u'\\u9a91', u'\\u7b2c\\u4e94', u'\\u519b\\u56e2', u'\\u7528\\u6765', u'\\u9171\\u6cb9', u'\\u837c', u'\\u837c', 'tutu', u'\\u970d\\u6bd4\\u7279\\u4eba3\\uff1a\\u4e94\\u519b\\u4e4b\\u6218']\n",
+        "[u'\\u6ce8\\u5b9a', u'\\u597d\\u4eba', u'\\u518d', u'\\u52aa\\u529b', u'\\u88c5', u'\\u574f\\u4eba', u'\\u53f2\\u4e0a', u'\\u6700', u'\\u597d\\u770b', u'\\u7535\\u5f71', u'\\u704c\\u7bee\\u9ad8\\u624b', u'\\u8fd8\\u71c3', u'\\u53d1\\u73b0', u'\\u5403', u'\\u7269\\u79cd', u'\\u62ff\\u6765', u'\\u9a91', u'\\u7b2c\\u4e94', u'\\u519b\\u56e2', u'\\u9171\\u6cb9', u'\\u837c', u'\\u837c', 'tutu', u'\\u970d\\u6bd4\\u7279\\u4eba3\\uff1a\\u4e94\\u519b\\u4e4b\\u6218']\n",
+        "[u'\\u7f51\\u76d8', u'\\u6301\\u4e45\\u6218', u'\\u5fae\\u76d8', u'\\u70ed\\u4e2a', u'\\u8eab', u'\\u7a7a\\u95f4', u'\\u518d\\u5927\\u6709', u'\\u4e1c\\u897f', u'\\u88c5', u'\\u542c\\u8bf4', u'\\u8d44\\u6e90', u'\\u518d', u'\\u591a\\u767d', u'\\u53d1\\u6761', u'\\u5fae\\u535a', u'\\u89c1\\u8bc6', u'\\u89c1\\u8bc6', u'\\u5fae\\u76d8']\n",
+        "[u'\\u8c46\\u74e3', u'\\u9605\\u8bfb', u'\\u65b0\\u5e74', u'\\u8d60\\u793c']\n",
+        "[u'\\u79cd', u'\\u8bbe\\u8ba1\\u6a21\\u5f0f', u'\\u91cc\\u9762', u'\\u535a\\u5ba2\\u56ed', 'gof', 'mvc', 'aaron']\n",
+        "[u'\\u521b\\u65b0', u'\\u5de5\\u573a', u'\\u6295\\u8d44', u'\\u7f51\\u7ad9', u'\\u633a', u'\\u6709\\u610f\\u601d', u'\\u505a', u'\\u4eba\\u624d', u'\\u62cd\\u5356', u'\\u5c0f\\u65f6', u'\\u5185\\u5e2e', u'\\u5e94\\u8058', u'\\u5bb6', u'\\u516c\\u53f8', u'JobDeer']\n",
+        "[u'\\u7334\\u5b50', u'\\u61c2', u'\\u5165\\u95e8', u'\\u5206\\u4eab', 'git', u'\\u8d1d\\u683c\\u4e50\\uff09']\n",
+        "[u'\\u89c2\\u770b', u'\\u5c81', u'\\u5149\\u9634', u'\\u4e00\\u96c6', u'\\u89c6\\u9891', u'\\u4e00\\u6bb5', u'\\u77e5\\u8bc6', u'\\u4e4b\\u65c5', u'\\u7075\\u9b42', u'\\u8def\\u4e0a', u'\\u4e0b\\u8f7d', u'\\u7f51\\u6613', u'\\u516c\\u5f00\\u8bfe', u'\\u5ba2\\u6237\\u7aef', u'\\u7f51\\u6613\\u516c\\u5f00\\u8bfe']\n",
+        "[u'\\u542c\\u8bf4', u'\\u90ae\\u7bb1', u'\\u5927\\u5e08', u'\\u6536\\u53d1', u'\\u5b9e\\u9645', u'\\u51e0\\u5929', u'\\u4e0b\\u6765', u'\\u5931\\u671b', u'\\u6536\\u662f', u'\\u6536\\u5230', u'\\u53ea\\u80fd', u'\\u770b\\u5230', u'\\u63d0\\u793a', u'\\u8fdb\\u5165', u'\\u52a0\\u8f7d', u'\\u6700\\u540e', u'\\u6302', u'\\u90ae\\u4ef6', u'\\u77e5\\u9053', u'\\u8bbe\\u7f6e', u'\\u95ee\\u9898', u'\\u600e\\u4e48\\u56de\\u4e8b', u'\\u90ae\\u7bb1', u'\\u5927\\u5e08', 'gmail', 'app', 'vpn']\n",
+        "[u'\\u611f\\u89c9', u'\\u5206\\u949f', u'\\u70ed\\u5ea6', u'\\u4e0d\\u884c', u'\\u6211\\u8981', u'\\u575a\\u6301\\u4e0b\\u53bb']\n",
+        "[u'\\u503c\\u5f97', u'\\u4e70\\u5e74', u'\\u7535\\u5f71', u'\\u4e13\\u9898', u'\\u65b0\\u7247', u'\\u89c2\\u5f71', u'\\u6307\\u5357', u'\\u8d2d\\u7968', u'\\u79d8\\u7c4d', u'\\u4f18\\u60e0', u'\\u503c\\u5f97', u'\\u4e70']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u77e5\\u9053', u'\\u72af\\u9519', u'\\u540e', u'\\u5931\\u843d', u'\\u6cae\\u4e27', u'\\u4e45']\n",
+        "[u'\\u4e00\\u89c9', u'\\u7761', u'\\u81ea\\u7136', u'\\u9192\\u8fc7\\u6765', u'\\u6ee1\\u8840', u'\\u590d\\u6d3b']\n",
+        "[u'\\u6218\\u7f51', u'\\u8dea', u'\\u624b\\u673a', u'\\u5b89\\u5168', u'\\u4ee4', u'\\u4e00\\u76f4', u'\\u8f93\\u5165', u'\\u9519\\u8bef', u'\\u63d0\\u4ea4', u'\\u8868\\u5355', u'\\u60f3\\u89e3', u'\\u6389', u'\\u5b89\\u5168', u'\\u4ee4', u'\\u4e24\\u6b21', u'\\u5ba2\\u670d', u'\\u56de\\u590d', u'\\u8bf4', u'\\u6218\\u7f51', u'\\u8d26\\u53f7', u'\\u5b58\\u5728', u'\\u6253\\u7535\\u8bdd', u'\\u8fc7\\u53bb', u'\\u7535\\u8bdd', u'\\u5ba2\\u670d', u'\\u77e5\\u9053', u'\\u600e\\u4e48\\u56de\\u4e8b', u'\\u5475\\u5475']\n",
+        "[u'\\u300e', u'\\u5e74', u'\\u7f51\\u9875', u'\\u8bbe\\u8ba1', u'\\u8d8b\\u52bf', u'\\u9644', u'\\u8d44\\u6e90', u'\\u63a8\\u8350', u'\\u300f']\n",
+        "[u'\\u4e25\\u683c', u'\\u5957\\u8def', u'\\u5e7b\\u5316', u'\\u300e', u'\\u8111\\u6d1e', u'\\u5927\\u5f00', u'\\u5e94\\u8be5', u'\\u77e5\\u9053', u'\\u4ea7\\u54c1\\u8bbe\\u8ba1', u'\\u62db', u'\\u300f']\n",
+        "[u'\\u300e', u'\\u4ee4\\u4eba\\u60ca\\u53f9', u'\\u79fb\\u52a8', u'\\u4ea4\\u4e92', u'\\u8bbe\\u8ba1', u'\\u6b23\\u8d4f', u'\\u2013', u'\\u5b66\\u7f51', u'\\u300f', 'ui']\n",
+        "[u'\\u521d\\u8bd5', u'\\u5929\\u5929', u'\\u7528\\u8f66', u'\\u4e00\\u65e9', u'\\u8f66\\u4e3b', u'\\u8fdf\\u5230', u'\\u4ef7\\u683c\\u4fbf\\u5b9c', 'app']\n",
+        "[u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u4e0d\\u9519', u'\\u670d\\u52a1', u'\\u4e91\\u68af', u'\\u7545\\u6e38', u'\\u5168\\u7403', u'\\u7f51\\u7ad9', u'\\u8bbe\\u5907', u'\\u540c\\u65f6\\u5728\\u7ebf', u'\\u673a\\u623f', u'\\u904d\\u5e03', u'\\u5168\\u7403', u'\\u56fd\\u5185\\u5916', u'\\u667a\\u80fd', u'\\u52a0\\u901f', u'\\u5728\\u7ebf', u'\\u8d2d\\u4e70', u'\\u81ea\\u52a8', u'\\u5f00\\u901a', 'vpn']\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "['test']\n",
+        "[u'\\u6740', u'\\u65f6\\u95f4', u'\\u5355\\u5237', u'\\u5fae\\u535a', u'\\u591f', u'\\u5c0f\\u6e38\\u620f', u'\\u6ee1\\u8db3', u'\\u65b0\\u7248', u'\\u9002\\u914d', u'\\u7cbe\\u5f69', u'\\u9891\\u9053', u'\\u805a\\u5408', u'\\u5185\\u5bb9', u'\\u4f9b', u'\\u56f4\\u89c2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'weico', 'iphone', 'plus', 'weico']\n",
+        "[u'\\u6253\\u8d77\\u7cbe\\u795e', u'\\u65b0', u'\\u4e00\\u5929', u'\\u270a']\n",
+        "[u'\\u4e00\\u5e74', u'\\u56f4\\u8116', u'\\u770b\\u770b', u'\\u56f4\\u8116', u'\\u4f60\\u597d']\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
+        "['erlang', 'otp', 'released']\n",
+        "[u'\\u9996\\u4e2a', u'\\u7248\\u672c', u'\\u53d1\\u5e03', u'\\u9ed8\\u8ba4', u'\\u6587\\u4ef6\\u7cfb\\u7edf', u'\\u5bb9\\u5668', u'\\u770b\\u70b9', 'centos', 'xfs', 'docker']\n",
+        "[u'\\u770b\\u5f85', u'\\u8bb8\\u5f0f', u'\\u4f1f\\u8c08', u'\\u5e76\\u53d1', u'\\u7f16\\u7a0b', u'\\u5dee\\u5f02', u'\\u5206\\u4eab', 'go', 'erlang', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u89c2\\u5bdf', u'\\u4e0b\\u6765', u'\\u7248\\u672c', u'\\u7a33\\u5b9a\\u6027', u'\\u6027\\u80fd', u'\\u63d0\\u5347', u'\\u66ff\\u4ee3', 'erlang']\n",
+        "[u'\\u6700\\u8fd1', u'\\u505a', u'\\u633a', u'\\u4f18\\u96c5', u'\\u67b6\\u6784', u'\\u4ee3\\u7801', u'\\u8d28\\u91cf', u'\\u4e00\\u4e2a', u'\\u6863\\u6b21', 'cowboy', 'ranch']\n",
+        "[u'\\u7ee7\\u7eed', u'\\u5b66\\u4e60', u'\\u8bb8\\u5f0f\\u4f1f', u'\\u5173\\u6ce8', u'\\u8f6c\\u5411', u'\\u539f\\u56e0', u'\\u5206\\u4eab', 'erlang', 'go', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u4eca\\u5e74', u'\\u6ca1\\u5d29', u'\\u91c7\\u7528', u'\\u5177\\u4f53', u'\\u6280\\u672f', u'\\u533f\\u540d', u'\\u7528\\u6237', u'\\u56de\\u7b54', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u6253\\u5934', u'\\u516c\\u53f8', u'\\u540d\\u5b57', u'\\u5360\\u4fbf\\u5b9c', 'behind', 'webscalesql', 'webscalesql', 'currently', 'includes', 'contributions', 'mysql', 'engineering', 'teams', 'alibaba', 'facebook', 'google', 'linkedin', 'twitter']\n",
+        "['dialyzer', 'introduce', 'module', 'local', 'suppression', 'warnings']\n",
+        "[u'\\u8bfb\\u8fc7', u'\\u5acc\\u7591\\u4eba', u'\\u732e\\u8eab']\n",
+        "[u'\\u8bfb\\u8fc7', u'\\u5927\\u89c4\\u6a21', u'\\u5206\\u5e03\\u5f0f', u'\\u5b58\\u50a8\\u7cfb\\u7edf', u'\\u786e\\u5b9e', u'\\u4e0d\\u9519', u'\\u5168\\u9762']\n",
+        "[u'\\u8bfb\\u8fc7', u'\\u51b0', u'\\u706b\\u4e4b\\u6b4c', u'\\u5377', u'\\u9b54\\u9f99', u'\\u72c2\\u821e', u'\\u5168\\u4e09\\u518c']\n",
+        "[u'\\u8bfb\\u8fc7', u'\\u6d41\\u6d6a', u'\\u5730\\u7403']\n",
+        "[u'\\u8bfb\\u8fc7', u'\\u8fdf\\u5230', u'\\u95f4\\u9694', u'\\u5e74']\n",
+        "[u'\\u8bfb\\u8fc7', u'\\u8fb9\\u57ce']\n",
+        "['mark']\n",
+        "[u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u6211\\u521a', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u8de8\\u5e74', u'\\u7b54\\u8c22', u'\\u5361\\u5238', u'\\u592a', u'\\u5e78\\u8fd0', u'\\u8bd5\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u521b\\u610f', u'\\u6ce8\\u518c', u'\\u6d41\\u91cf', u'\\u8d5a', u'\\u6d41\\u91cf', u'\\u5b58']\n",
+        "[u'\\u516c\\u91cc', u'\\u8fc8\\u5165', u'\\u5e74', u'\\u5065\\u5eb7', u'\\u7b2c\\u4e00', u'\\u6d6e\\u4e91']\n",
+        "[u'\\u8bfe\\u7a0b', u'\\u5927\\u5168', 'linux']\n",
+        "[u'\\u8f93\\u5165', u'\\u65f6\\u95f4', u'\\u7a7a\\u95f4', u'\\u5e8f\\u5217', u'\\u987a\\u5e8f', u'\\u6539\\u4e3a', 'bn', 'bn', u'Google\\u9762\\u8bd5\\u9898']\n",
+        "['given', 'string', 'consisting', 'perform', 'following', 'operation', 'take', 'two', 'adjacent', 'distinct', 'characters', 'replace', 'third', 'character', 'smallest', 'string', 'result', 'applying', 'operation', 'repeatedly', u'\\u9762\\u8bd5\\u9898']\n",
+        "[u'\\u5899\\u5916', u'\\u770b\\u770b', u'\\u641c\\u7d22', u'\\u627e\\u5230', 'google']\n",
+        "[u'\\u4e94\\u5e74\\u7ea7', u'\\u5171\\u6709', u'\\u5e08\\u751f', u'\\u51c6\\u5907', u'\\u79df\\u8f66', u'\\u51fa\\u6e38', u'\\u5f97\\u5230', u'\\u4fe1\\u606f', u'\\u5927\\u5ba2\\u8f66', u'\\u9650\\u5750', u'\\u4eba', u'\\u6bcf\\u5929', u'\\u6bcf\\u8f86', u'\\u5143', u'\\u5c0f\\u5ba2\\u8f66', u'\\u9650\\u5750', u'\\u4eba', u'\\u6bcf\\u5929', u'\\u6bcf\\u8f86', u'\\u5143', u'\\u8bf7', u'\\u8bbe\\u8ba1', u'\\u4e00\\u4e2a', u'\\u6700', u'\\u7701\\u94b1', u'\\u79df\\u8f66', u'\\u65b9\\u6848', u'\\u5c0f\\u5b66\\u6570\\u5b66\\u597d\\u96be']\n",
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+        "['answer', 'shy', 'alon', 'learn', 'coding', 'single', 'night']\n",
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+        "[u'\\u5206\\u4eab', u'\\u5c1a\\u6d01\\u6021 \\u7684\\u6587\\u7ae0']\n",
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+        "[]\n",
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+        "[]\n",
+        "[u'\\u6797\\u4f9d\\u6668', u'\\u6076\\u4f5c\\u5267']\n",
+        "[u'\\u70b9\\u6ef4', u'\\u8c8c\\u4f3c', u'\\u968f\\u4fbf', u'\\ud83d', u'\\ude22', u'\\u5180\\u8fde\\u6885', u'\\u5c81', u'\\u4ee5\\u4e0b', u'\\u7981\\u7528', u'\\u590d\\u65b9', u'\\u611f\\u5192\\u836f', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u5ba2\\u6237\\u7aef']\n",
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+        "['interview']\n",
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+        "['time', 'flies']\n",
+        "[]\n",
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+        "[u'\\u6709\\u7a7a', u'\\u5750\\u5750']\n",
+        "[]\n",
+        "[u'\\u4e2d', u'\\u591a\\u9009', u'\\u4e24\\u4e2a', u'\\u62ec', u'\\u80fd\\u591f', u'\\u8fbe\\u5230', u'\\u591a\\u9009', u'\\u6548\\u679c', u'\\u4e2d', u'\\u5b9e\\u73b0', u'\\u76f8\\u540c', u'\\u6548\\u679c', u'\\u672c\\u6587', u'\\u4f5c\\u8005', u'\\u5b9e\\u8df5', u'\\u7ecf\\u9a8c', u'\\u53c2\\u8003', u'\\u7ed9\\u51fa', u'\\u7b54\\u6848', 'objective', 'enum', 'enum', 'swift']\n",
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+        "[u'\\u5206\\u4eab']\n",
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+        "['start', 'startup']\n",
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+        "[u'\\u7ea6', u'\\u7ebf\\u4e0b\\u6d3b\\u52a8']\n",
+        "[u'\\u5236\\u7ea6', u'\\u4eba', u'\\u79f0\\u4e4b\\u4e3a', u'\\u81ea\\u7531', u'\\u4eba', u'\\u6bd5\\u8fbe\\u54e5\\u62c9\\u65af', u'7CLUB']\n",
+        "[u'\\u60f3\\u8981', u'\\u65f6\\u95f4', u'\\u7ba1\\u7406', u'\\u6709\\u6548', u'\\u5c31\\u8981', u'\\u4fdd\\u8bc1', u'\\u4e8b\\u60c5', u'\\u8ba1\\u5212\\u6027', u'\\u505a', u'\\u624b\\u5934', u'\\u4efb\\u52a1', u'\\u65f6', u'\\u63d0\\u524d', u'\\u60f3', u'\\u597d', u'\\u4e0b', u'\\u4e00\\u4e2a', u'\\u4efb\\u52a1', u'\\u7b2c\\u4e8c\\u5929', u'\\u5de5\\u4f5c', u'\\u4efb\\u52a1', u'\\u5217', u'\\u4e00\\u4e2a', u'\\u6e05\\u5355', u'7 club']\n",
+        "['make', 'things', 'better']\n",
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+        "[u'\\u5173\\u6ce8', u'\\u65f6\\u95f4', u'\\u7ba1\\u7406', u'\\u4e2a\\u4eba\\u6210\\u957f', u'\\u6b22\\u8fce', u'\\u52a0\\u5165', 'club']\n",
+        "[u'\\u4eba\\u751f', u'\\u9563\\u94d0', u'\\u821e\\u8e48', u'\\u67b6\\u6784\\u8bbe\\u8ba1', u'\\u4ea6', u'\\u5982\\u662f', 'flyinweb']\n",
+        "[u'\\u6211\\u521a', u'\\u9886\\u53d6', u'\\u5fae\\u53f7', u'\\u641c\\u7d22', u'\\u5feb\\u901f', u'\\u627e\\u5230', u'\\u8d85\\u70ab\\u9753', u'\\u53f7', u'\\u4e13\\u5c5e', u'\\u6807\\u8bc6', u'\\u95ea\\u4eae', u'\\u52cb\\u7ae0', u'\\u5fae\\u535a\\u6f6e', u'\\u4eba', u'\\u52a0\\u5165']\n",
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+        "[u'\\u7537\\u6027', u'\\u6027\\u51b7\\u6de1', u'\\u6cbb', u'\\u6027\\u6b32', u'\\u969c\\u788d', u'\\u7528\\u836f', u'\\u6027\\u6b32', u'\\u969c\\u788d', u'\\u897f\\u5b89', u'\\u524d\\u536b', u'\\u7537\\u6027', u'\\u6027\\u529f\\u80fd', u'\\u969c\\u788d', u'\\u4e13\\u79d1\\u533b\\u9662', u'\\u4e34\\u5e8a', u'\\u5bfc\\u81f4', u'\\u7537\\u4eba', u'\\u6027\\u6b32', u'\\u969c\\u788d', u'\\u56e0\\u7d20', u'\\u7537\\u6027', u'\\u670b\\u53cb', u'\\u5e94\\u8be5', u'\\u60c5\\u51b5', u'\\u53ca\\u65f6', u'\\u4e86\\u89e3', u'\\u6cbb\\u7597', u'\\u897f\\u5b89', u'\\u524d\\u536b', u'\\u7537\\u79d1', u'\\u533b\\u9662', u'\\u4e13\\u5bb6', u'\\u6307\\u51fa', u'\\u7537\\u6027', u'\\u51fa\\u73b0', u'\\u6027\\u6b32', u'\\u4f4e\\u4e0b', u'\\u60c5\\u51b5', u'\\u5fc3\\u7406', u'\\u539f\\u56e0', u'\\u75c5\\u75c7', u'\\u539f\\u56e0', u'\\u597d', u'\\u5bf9\\u75c7']\n",
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+        "[u'\\u6298\\u817e', u'\\u4e00\\u4e2a', u'\\u665a\\u4e0a', u'\\u8425\\u4e1a', u'\\u63d0\\u4ea4', u'\\u4ee3\\u7801']\n",
+        "[u'\\u516c\\u53f8', u'\\u53d1\\u4e86', u'\\u4e00\\u5f20', u'\\u5f69\\u7968']\n",
+        "[]\n",
+        "[u'\\u54af', u'\\u795d', u'\\u5143\\u65e6', u'\\u5feb\\u4e50', u'\\u571f\\u8c6a', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u4e00\\u8d77', u'\\u62a2', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u97e9\\u5e9a']\n",
+        "[u'\\u770b\\u4e0d\\u6e05']\n",
+        "[u'\\u4e07\\u8fbe', u'\\u7535\\u5546', u'\\u83b7', u'\\u5883\\u5916', u'\\u673a\\u6784', u'\\u6ce8\\u8d44', u'\\u4f30\\u503c', u'\\u8fbe', u'\\u4ebf\\u5143', u'\\u5206\\u4eab', u'\\u81ea\\u4e2d', u'\\u641c', u'\\u641c\\u60a6']\n",
+        "[u'\\u77f3\\u5bb6\\u5e84', u'\\u4e24', u'\\u6751\\u5e84', u'\\u5e74', u'\\u7535\\u5546', u'\\u4ea4\\u6613\\u989d', u'\\u8d85', u'\\u5343\\u4e07\\u5143', u'\\u5206\\u4eab', u'\\u81ea\\u4e2d', u'\\u641c', u'\\u641c\\u60a6']\n",
+        "[u'\\u521b\\u4e1a', u'\\u516c\\u53f8', u'\\u773c\\u998b', u'\\u7eb3\\u65af\\u8fbe\\u514b', u'\\u4e2d\\u5173\\u6751', u'\\u6572\\u949f', u'\\u4e0a\\u5e02', u'\\u5206\\u4eab', u'\\u81ea\\u4e2d', u'\\u641c', u'\\u641c\\u60a6']\n",
+        "[u'\\u5916\\u5356', u'\\u5e73\\u53f0', u'\\u96f6\\u53f7', u'\\u7ebf', u'\\u5b8c\\u6210', u'\\u8f6e', u'\\u4e07\\u7f8e\\u5143', u'\\u878d\\u8d44', u'\\u5206\\u4eab', u'\\u81ea\\u4e2d', u'\\u641c', u'\\u641c\\u60a6']\n",
+        "[u'\\u904d\\u5386', 'memcache', 'telnet', 'ip', 'port', 'stats', 'items', 'stats', 'cachedump', 'itemid']\n",
+        "[u'\\u8bf7\\u6559', u'\\u63a8\\u8350', u'\\u7cfb\\u7edf', u'\\u4e13\\u5bb6', u'\\u63a8\\u8350', u'\\u4e2d', u'\\u505a', u'\\u7528\\u6237', u'\\u753b\\u50cf', u'\\u5f00\\u6e90', u'\\u5b9e\\u73b0', u'phunter_lau']\n",
+        "[u'\\u963f\\u91cc', u'\\u79f0', u'\\u6d4f\\u89c8\\u5668', u'\\u65e5\\u6d3b', u'\\u4ebf', u'\\u5168\\u7403', u'\\u79fb\\u52a8', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u5206\\u4eab', u'\\u81ea\\u4e2d', u'\\u641c', u'\\u641c\\u60a6', 'uc']\n",
+        "[u'\\u7a9d\\u7a9d', u'\\u56e2', u'\\u4ef7\\u503c', u'\\u4ebf\\u7f8e\\u5143', u'\\u4e0a\\u5e02', u'\\u4e0a\\u5e02', u'\\u5206\\u4eab', u'\\u81ea\\u4e2d', u'\\u641c', u'\\u641c\\u60a6', 'ipo']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u6982\\u5ff5\\u80a1', u'\\u5468\\u4e00', u'\\u591a\\u6570', u'\\u4e0b\\u8dcc', u'\\u6613\\u8f66\\u7f51', u'\\u8dcc\\u8fd1', u'\\u5206\\u4eab', u'\\u81ea\\u4e2d', u'\\u641c', u'\\u641c\\u60a6']\n",
+        "[u'\\u964c', u'\\u964c\\u4e0a', u'\\u5e02', u'\\u6ee1\\u6708', u'\\u80a1\\u4ef7', u'\\u63a5\\u8fde', u'\\u4e0b\\u6ed1', u'\\u5206\\u4eab', u'\\u81ea\\u4e2d', u'\\u641c', u'\\u641c\\u60a6']\n",
+        "[u'\\u878d\\u8d44', u'\\u903e', u'\\u4ebf\\u7f8e\\u5143', u'\\u8f6f\\u94f6', u'\\u6210\\u65b0', u'\\u6295\\u8d44\\u65b9', u'\\u5206\\u4eab', u'\\u81ea\\u4e2d', u'\\u641c', u'\\u641c\\u60a6']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'solr', 'action', 'pdf', u'\\u5fae\\u76d8', u'fuliang_yahoo']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5b8c\\u6574', u'\\u7248\\u672c', u'\\u63a8\\u8350', 'action', 'pdf', u'\\u5fae\\u76d8', u'\\u9648\\u5229\\u4eba \\u5206\\u4eab\\u7684\"Mahout in']\n",
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+        "[u'\\u4e50\\u89c6', u'\\u624b\\u673a', u'\\u518d', u'\\u66dd\\u5149', u'\\u5c0f\\u7c73', u'\\u9b45\\u65cf', u'\\u5f20\\u5927', u'\\u5634\\u5df4', u'\\u5206\\u4eab', u'\\u81ea\\u4e2d', u'\\u641c', u'\\u641c\\u60a6']\n",
+        "[u'\\u5fae\\u4fe1', u'\\u670b\\u53cb\\u5708', u'\\u6ca6\\u9677']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u7ea2\\u5305', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u674e\\u5a01', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u6548\\u7387', u'\\u542f\\u52a8\\u5668', u'\\u5b9e\\u7528', u'\\u6269\\u5c55', u'\\u63a8\\u8350', u'\\u5206\\u4eab', 'os', 'alfred', u'\\u65e0\\u89c5\\u9605\\u8bfb']\n",
+        "[u'\\u5efa\\u7acb', u'\\u4e09\\u73af', u'\\u8fde\\u63a5', u'\\u7559\\u4f4f', u'\\u5173\\u952e', u'\\u4eba\\u624d', u'\\u5206\\u4eab', u'\\u65e0\\u89c5\\u9605\\u8bfb']\n",
+        "[u'\\u5206\\u4eab', 'need', 'jquery', 'part', 'events', u'\\u65e0\\u89c5\\u9605\\u8bfb']\n",
+        "[u'\\u7528\\u6237', u'\\u7814\\u7a76', u'\\u505a', u'\\u4ea7\\u54c1\\u8bbe\\u8ba1', u'\\u63d0\\u4f9b', u'\\u5b9e\\u8d28\\u6027', u'\\u5e2e\\u52a9', u'\\u5206\\u4eab', u'\\u65e0\\u89c5\\u9605\\u8bfb']\n",
+        "[u'\\u65b9\\u6cd5', u'\\u5bf9\\u6bd4', u'\\u5206\\u4eab', 'http', 'get', 'post', u'\\u65e0\\u89c5\\u9605\\u8bfb']\n",
+        "[u'\\u6781\\u81f4', u'\\u795e\\u8bdd', u'\\u4ea7\\u54c1', u'\\u89c2\\u5ff5', u'\\u5206\\u4eab', u'\\u65e0\\u89c5\\u9605\\u8bfb']\n",
+        "[u'\\u7528\\u6237', u'\\u6570\\u636e', u'\\u62a5', u'\\u5206\\u4eab', 'udp', u'\\u65e0\\u89c5\\u9605\\u8bfb']\n",
+        "[u'\\u4e00\\u6b3e', u'\\u5f00\\u53d1', u'\\u795e\\u5668', u'\\u5206\\u4eab', 'brackets', 'web', u'\\u65e0\\u89c5\\u9605\\u8bfb']\n",
+        "[u'\\u5ffd\\u7565', u'\\u4ea4\\u4e92', u'\\u8bbe\\u8ba1', u'\\u672c\\u8d28', u'\\u5206\\u4eab', u'\\u65e0\\u89c5\\u9605\\u8bfb']\n",
+        "[u'\\u793e\\u533a', u'\\u4e2d', u'\\u5185\\u5bb9', u'\\u6d41\\u52a8', u'\\u5206\\u4eab', 'ugc', u'\\u65e0\\u89c5\\u9605\\u8bfb']\n",
+        "[u'\\u91cd\\u65b0', u'\\u5b9a\\u4e49', u'\\u9a7e\\u9a76', u'\\u4fe1\\u606f', u'\\u4ea4\\u4e92', u'\\u83b7', u'\\u4e07\\u5143', u'\\u5929\\u4f7f', u'\\u878d\\u8d44', u'\\u5206\\u4eab', 'car', u'\\u65e0\\u89c5\\u9605\\u8bfb']\n",
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+        "[u'\\u5b89\\u5168', u'\\u5e73\\u53f0', u'\\u6d1e', u'\\u6536', u'\\u6211\\u8981', u'\\u56fd\\u5185\\u5916', 'post']\n",
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+        "[u'\\u89e3\\u5305', u'\\u6253\\u5305', u'\\u21b9', u'\\u4ee3\\u7801', u'\\u4fee\\u6539', u'\\u56fe\\u7247', u'\\u4fee\\u6539', u'\\u7834\\u89e3', u'\\u9a8c\\u8bc1', u'\\u641e\\u5b9a', u'\\u8d70', 'apk', 'dex', 'jar', 'smali', 'dex', 'apk', 'find']\n",
+        "[u'\\u6740\\u8f6f', u'\\u75c5\\u6bd2', 'kill', 'kill', 'writeup']\n",
+        "[u'\\u5f04', u'\\u6837\\u672c', u'\\u6362', u'\\u73a9\\u5177', 'kill', 'kill', 'writeup']\n",
+        "[u'\\u5f04\\u4e2a', u'\\u6837\\u672c', u'\\u6362', u'\\u73a9\\u5177', 'kill', 'kill', 'writeup']\n",
+        "[u'\\u5f04\\u4e2a', u'\\u6837\\u672c', u'\\u610f\\u5411', u'\\u6362', u'\\u73a9\\u5177', 'kill', 'kill', 'writeup']\n",
+        "[u'\\u9ed1\\u5ba2', u'\\u6587\\u5316', u'\\u6c99\\u9f99', u'\\u7b2c\\u4e8c\\u5341\\u4e5d', u'\\u671f', u'\\u4e0a\\u6d77', u'\\u533a\\u57df', u'\\u79fb\\u52a8', u'\\u4e92\\u8054\\u7f51\\u5b89\\u5168', u'\\u4e13\\u9898', u'\\u6c99\\u9f99', 'idf']\n",
+        "[u'\\u5e2e', u'\\u670b\\u53cb', u'\\u6c42', u'\\u5317\\u4eac', u'\\u4e92\\u8054\\u7f51', u'\\u516c\\u53f8', u'\\u62db', u'\\u5b89\\u5168', u'\\u85aa\\u6c34', u'\\u9762\\u8bae', u'\\u8bf7', u'\\u8054\\u7cfb', 'php', 'web', 'qq']\n",
+        "[u'\\u5317\\u4eac', u'\\u4e92\\u8054', u'\\u516c\\u53f8', u'\\u62db', u'\\u79fb\\u52a8', u'\\u5b89\\u5168', u'\\u85aa\\u6c34', u'\\u9762\\u8bae', u'\\u6709\\u610f\\u8005', u'\\u8bf7', u'\\u8054\\u7cfb', 'qq']\n",
+        "[u'\\u7ee7\\u7eed', u'\\u618b\\u7740', u'\\u4fee\\u70bc', u'\\u4fee\\u70bc', u'30\\u5206\\u949f\\u5220']\n",
+        "[u'\\u6b63\\u5e38', 'nmap', 'org', u'5\\u5206\\u949f\\u5220']\n",
+        "[u'\\u65e5\\u672c', u'\\u7535\\u5f71', u'\\u6700\\u540e', u'\\u665a\\u9910', u'\\u6050\\u6016', u'\\u7247']\n",
+        "[u'\\u8c01\\u7ed9\\u6211', u'\\u4e0d\\u7528', u'\\u6d1e\\u6362', u'\\u5e10\\u53f7', u'\\u5e73\\u53f0']\n",
+        "[u'\\u4f20\\u8f93', u'{', u'}', u'\\u8f6c\\u6362', u'\\u65f6\\u95f4', u'\\u6233', u'\\u4f9d\\u6b21', u'\\u63d0\\u53d6', u'\\u5199\\u5165', u'\\u6587\\u4ef6', u'\\u6587\\u4ef6', u'\\u660e\\u663e', u'\\u7279\\u5f81', u'\\u4e2d', u'\\u590d\\u7528', u'\\u7aef\\u53e3', u'\\u6df7\\u6dc6', u'\\u6570\\u636e', u'\\u91cf', u'\\u589e\\u591a', u'\\u63d0\\u53d6', u'\\u65f6', u'\\u5206\\u6790', u'\\u6587\\u4ef6', u'\\u7279\\u5f81', u'\\u65f6\\u95f4', u'\\u6233', u'\\u8fdb\\u884c', u'\\u7b5b\\u9009', 'tcp', 'data', 'info', 'non', 'http', 'bytes', 'file', 'header', 'apt', 'bytes', 'ip', 'address']\n",
+        "[u'\\u6ca1\\u4eba\\u4f1a', u'\\u505a', u'\\u4e8b\\u4e8b', u'\\u5bc4\\u6258', u'\\u4e8b\\u4e8b', u'\\u5047\\u8c61', u'\\u8ff7\\u60d1', u'\\u52aa\\u529b\\u594b\\u6597', u'\\u603b\\u80fd', u'\\u9006\\u88ad', u'\\u5bc2\\u5bde\\u4e4b\\u611f']\n",
+        "[u'\\u4eba\\u8d31', u'\\u62db\\u4eba\\u538c']\n",
+        "[u'\\u7ae5\\u8a00\\u65e0\\u5fcc']\n",
+        "[u'\\u9605\\u5386', u'\\u6280\\u672f', u'\\u518d', u'\\u6df1', u'\\u518d', u'\\u9ad8', u'\\u65e0\\u6cd5', u'\\u8bc6\\u522b', u'\\u7f51\\u7edc', u'\\u4f2a\\u88c5\\u6210', u'\\u5927\\u4eba', u'\\u5c0f\\u5b69\\u5b50']\n",
+        "['require', 'msf', 'auto', 'scan']\n",
+        "['pydasm', 'check', 'shellcode', 'check', 'crypto', 'shellcode']\n",
+        "[u'\\u59b9\\u5b50', u'\\u306e', 'project', 'good', u'Sec-Check']\n",
+        "[u'\\u4e00\\u5929', u'\\u8981\\u6b21', u'\\u63a8\\u8350', u'\\u66ff\\u4ee3', 'weibo']\n",
+        "[u'\\u7fa4', 'security', 'develop', 'document', 'qq', 'talk', 'share']\n",
+        "['div', 'class', 'webcontext', 'name', 'mir', 'll', 'span', 'div']\n",
+        "['social', 'engineer', 'pentest', 'find', 'developer']\n",
+        "[]\n",
+        "[u'\\u574f', 'qq']\n",
+        "[u'\\u6700', u'\\u4e0b\\u65b9', u'\\u56fe\\u7247', u'\\u4e2d', u'\\u4f7f\\u7528', u'\\u5de6\\u6ed1\\u53f3', u'\\u6ed1', u'\\u5982\\u56fe', 'bug', 'show']\n",
+        "[u'\\u5206\\u4eab', 'bug', 'show']\n",
+        "[u'\\u89c6\\u9891']\n",
+        "[]\n",
+        "[u'\\u8d77\\u5e8a', u'\\u4fee', u'\\u7535\\u8111']\n",
+        "[u'\\u5b98\\u65b9', u'\\u7b2c\\u4e09\\u65b9', u'\\u5e73\\u53f0', u'\\u4e0a\\u540c', u'\\u906d\\u9047', u'\\u4fee\\u6539', u'\\u5b89\\u88c5', u'\\u7528\\u6237', u'\\u563f\\u563f', 'apk', 'md', 'sha', 'apk']\n",
+        "[u'\\u8bdd', u'\\u5706\\u6ed1', u'\\u8bdd', u'\\u5f97\\u7f6a\\u4eba', u'\\u5706\\u6ed1', u'\\u4f53\\u73b0', u'\\u8bbd\\u523a', u'\\u610f\\u5473', u'\\u5bc2\\u5bde\\u4e4b\\u611f']\n",
+        "[u'\\u542c', u'\\u6545\\u4e8b', u'\\u7ed3\\u8bba', u'\\u5e73\\u65f6', u'\\u7528\\u529f', u'\\u9762\\u8bd5', u'\\u62b1\\u4f5b\\u811a', u'\\u5927\\u725b', u'\\u5927\\u54e5', u'\\u8d70', u'\\u5927\\u54e5', u'\\u7f69']\n",
+        "['valgrind', 'instrumentation', 'framework', 'building', 'dynamic', 'analysis', 'tools', 'current', 'release', 'valgrind']\n",
+        "['valgrind', 'amd', 'arm', 'arm', 'ppc', 'ppc', 'ppc', 'mips', 'mips', 'linux', 'arm', 'android', 'later', 'android', 'later', 'mips', 'android', 'darwin', 'amd', 'darwin', 'mac', 'os', 'limited', 'support', 'available']\n",
+        "[u'\\u5206\\u6790', u'\\u7cfb\\u7edf', u'\\u539f\\u751f\\u6001', u'\\u771f\\u5fc3', u'\\u7d2f', u'\\u63d0\\u53d6', u'\\u4e0b', u'\\u4f9d\\u8d56', u'\\u6587\\u4ef6', u'\\u89e3\\u5bc6', u'\\u6587\\u4ef6', 'android', 'apk', 'framework', 'jar', 'resource', 'ars', 'odex', 'smali', 'dex', 'jar', 'java']\n",
+        "[u'\\u5206\\u6790', u'\\u7cfb\\u7edf', u'\\u539f\\u751f\\u6001', u'\\u771f\\u5fc3', u'\\u7d2f', u'\\u63d0\\u53d6', u'\\u4e0b', u'\\u4f9d\\u8d56', u'\\u6587\\u4ef6', u'\\u89e3\\u5bc6', u'\\u6587\\u4ef6', 'android', 'apk', 'framework', 'jar', 'resource', 'arsc', 'odex', 'smali', 'dex', 'jar', 'java']\n",
+        "[u'\\u56fd\\u8db3', u'\\u51fa\\u7ebf', u'\\u52aa\\u529b', u'\\u5de5\\u4f5c', u'\\u518d', u'\\u5237', u'\\u5b58\\u5728', u'\\u611f']\n",
+        "[u'\\u8279', u'\\u91cd\\u7f6e']\n",
+        "[u'\\u5b69\\u5b50', u'\\u7761', 'geoip', 'pyaddr', 'impact', 'scapy', 'socket', 'vulnerabiliy', 'database', 'shellcode', 'etc']\n",
+        "[u'\\u597d', u'\\u6709\\u8303', 'admin']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u624b\\u673a', u'\\u4e0d\\u5e26', u'\\u7535\\u6d41', u'\\u8f93\\u51fa', u'\\u5916', u'\\u63a5\\u7535\\u6e90', u'\\u7ea2\\u7ebf', u'\\u4fee\\u6539', u'\\u6dfb\\u52a0', u'\\u6fc0\\u6d3b', 'system', 'etc', 'vold', 'fstab', 'code', 'dev', 'mount', 'usb', 'mnt', 'usb', 'auto', 'devices', 'platform', 'msm', 'hsusb', 'host', 'usb', 'android']\n",
+        "[u'\\u624b\\u673a', u'\\u4e0d\\u5e26', u'\\u7535\\u6d41', u'\\u8f93\\u51fa', u'\\u5916', u'\\u63a5\\u7535\\u6e90', u'\\u7ea2\\u7ebf', u'\\u9ed1\\u7ebf', u'\\u7eff', u'\\u5e76\\u672a', u'\\u63a5\\u89e6', u'\\u91d1\\u624b\\u6307', u'\\u4fee\\u6539', u'\\u6dfb\\u52a0', u'\\u6fc0\\u6d3b', 'system', 'etc', 'vold', 'fstab', 'code', 'dev', 'mount', 'usb', 'mnt', 'usb', 'auto', 'devices', 'platform', 'msm', 'hsusb', 'host', 'usb', 'android']\n",
+        "[u'\\u8bf4', u'\\u8bf4', u'\\u9609\\u5272', u'\\u66fe\\u7ecf', u'\\u4e00\\u4e2a', u'\\u4e22\\u8fc7', u'\\u6587\\u4ef6', u'\\u6210\\u529f', u'\\u6267\\u884c', u'\\u8bf4', u'\\u9609\\u5272', u'\\u5b89\\u5168', u'\\u7559', u'\\u8fd9\\u7c7b', u'\\u7a0b\\u5e8f', u'\\u627e\\u6b7b', u'\\u563f\\u563f', u'\\u4fee\\u6539', u'\\u6807\\u8bb0', u'\\u7f16\\u8bd1', u'\\u73af\\u5883', u'\\u4e0b', u'\\u6267\\u884c', 'linux', 'server', 'sever', 'ubuntu', 'elf', 'linux', 'server', 'nc', 'symbol', 'gcc', 'elf']\n",
+        "[u'\\u8bf4', u'\\u8bf4', u'\\u9609\\u5272', u'\\u66fe\\u7ecf', u'\\u4e00\\u4e2a', u'\\u4e22\\u8fc7', u'\\u6587\\u4ef6', u'\\u6210\\u529f', u'\\u6267\\u884c', u'\\u4e4b\\u95f4', u'\\u4f7f\\u7528', u'\\u7248\\u672c', u'\\u4f9d\\u8d56', u'\\u6807\\u8bb0', u'\\u4e2d', u'\\u4e00\\u4e2a', u'\\u6807\\u8bb0', u'\\u76f8\\u540c', u'\\u6267\\u884c', u'\\u6807\\u8bb0', u'\\u5b8c\\u5168', u'\\u4fee\\u6539', u'\\u6807\\u8bb0', u'\\u4e22\\u4e0a\\u53bb', u'\\u6267\\u884c', 'linux', 'server', 'redhat', 'sever', 'ubuntu', 'elf', 'ubuntu', 'server', 'gcc', 'symbol', 'server', 'elf', 'symbol']\n",
+        "[u'\\u4e24\\u4e2a', u'\\u7248\\u672c', u'\\u7f16\\u8bd1', u'\\u77e5\\u9053', u'\\u7248\\u672c', u'\\u4e0b', u'\\u8ffd\\u6eaf', u'\\u7248\\u672c', 'gcc', 'elf', 'gcc', 'gcc']\n",
+        "[u'\\u7535\\u8111', u'\\u8fde\\u63a5', u'\\u8fdb\\u884c', u'\\u901a\\u4fe1', u'\\u901a\\u4fe1', 'adb', 'phone', 'tcp']\n",
+        "[u'\\u8fde\\u63a5', u'\\u53d1\\u9001', u'\\u8fd4\\u56de', u'\\u6570\\u636e', u'\\u591a\\u4e2a', u'\\u4e2d', 'adb', 'phone', 'shell', 'ls', 'split']\n",
+        "[u'\\u8279', u'\\u82af\\u7247', u'\\u70e7', u'\\u53cd', u'\\u63a5\\u7ebf', u'\\u4e0a\\u6b21', u'\\u53cd', u'\\u63a5\\u7ebf', u'\\u70e7', 'wifi', 'card']\n",
+        "[u'\\u5b58\\u50a8\\u82af\\u7247', u'\\u70e7', u'\\u5783\\u573e', u'\\u627e\\u4e0b', u'\\u771f', u'\\u5783\\u573e', 'dump']\n",
+        "['ro', 'secure', 'su', 'ro', 'secure', 'got', 'root', 'adb', 'ro', 'adb', 'secure', 'etc', 'ro', 'secure', 'ro', 'adb', 'secure']\n",
+        "['appliction', 'interface', 'non', 'crypto']\n",
+        "[u'\\u5916\\u51fa', u'\\u8fdc\\u7a0b', u'\\u6f0f\\u6d1e', u'\\u5fae\\u535a', u'\\u5237\\u4e2a', u'\\u6ee1\\u5c4f', u'\\u5206\\u6790', u'\\u5206\\u6790', u'\\u8fc7\\u7a0b', u'\\u8d34', 'ghost', 'glibc', 'gethostbyname', 'buffer', 'overflow', 'high']\n",
+        "[u'\\u91cd\\u65b0', u'\\u7f16\\u8bd1', u'\\u670d\\u52a1\\u7aef', u'\\u5e94\\u7528', u'\\u7b2c\\u4e8c\\u79cd', u'\\u66f4\\u65b0', u'\\u7cfb\\u7edf', u'\\u5bf9\\u7cfb\\u7edf', u'\\u7a33\\u5b9a\\u6027', u'\\u5f71\\u54cd', u'\\u81ea\\u9009', u'\\u53ea', u'\\u4f9b\\u53c2\\u8003', 'glibc', 'source', 'code']\n",
+        "[u'\\u4e0d\\u9519']\n",
+        "[u'\\u4e0d\\u9519']\n",
+        "['faq', 'likelyunlikely', 'linux', 'kernel', 'newbies']\n",
+        "['precise', 'meaning', 'wait', 'time', 'linux']\n",
+        "['troubleshooting', 'high', 'wait', 'linux']\n",
+        "[u'\\u7528\\u505a', u'\\u5ba2\\u6237\\u7aef', u'\\u641c\\u7d22', u'\\u4e0d\\u9519', u'\\u4ee5\\u524d', u'\\u8003\\u8651', 'luna', 'js', 'github', 'uses', 'github', 'document', 'github']\n",
+        "[u'\\u4e45', u'\\u867e\\u7c73', u'\\u7ec8\\u4e8e', u'\\u8d5e', u'\\u4e00\\u4e2a', u'\\u5206\\u4eab', u'\\u4e13\\u8f91', u'\\u5206\\u4eab', 've', 'master', 'groove', 'circle', 'nijiiro', u'\\u867e\\u7c73\\u97f3\\u4e50\\uff09']\n",
+        "[u'\\u5b9e\\u73b0', u'\\u6709\\u70b9', u'\\u592a', u'\\u795e\\u5947', 'shared', 'ptr', 'enable', 'shared']\n",
+        "[u'\\u5e78\\u798f', 'std', 'string', 'starts']\n",
+        "[u'\\u73a9\\u8f6c', u'\\xab', u'\\u641c\\u7d22', u'\\u6280\\u672f', u'\\u535a\\u5ba2', u'\\uff0d', u'\\u6dd8\\u5b9d', 'protocol', 'buffers']\n",
+        "[u'\\u952e\\u76d8', u'\\u5b9e\\u5728', u'\\u786c\\u4f24', u'\\u903c', u'\\u4e70', u'\\u952e\\u76d8', 'mbp']\n",
+        "[u'\\u8fd9\\u9996', u'\\u5b9e\\u5728', u'\\u592a\\u8d5e', u'\\u7535\\u611f', u'\\u7206\\u8868', u'\\u5206\\u4eab', u'\\u6b4c\\u66f2', u'\\u5206\\u4eab', 'kotoko', 'crossed', 'destiny', 've', 'mix', u'\\u867e\\u7c73\\u97f3\\u4e50\\uff09']\n",
+        "[u'\\u633a', u'\\u9ad8\\u5927', 'ltt', 'lttng', 'open', 'source', 'tracing', 'framework', 'linux']\n",
+        "[u'\\u597d\\u4e45', u'\\u542c', u'\\u5b89\\u5ba4', u'\\u6b4c', u'\\u8fd9\\u9996', u'\\u771f\\u4e0d\\u9519', u'\\u5206\\u4eab', u'\\u4e00\\u4e2a', u'\\u8d85\\u6e05', u'\\u5b89\\u5ba4', u'\\u7f8e\\u60e0', u'\\u5b89\\u5ba4', u'\\u5948\\u7f8e', u'\\u6075', u'\\u5206\\u4eab', 'mv', 'love', 'story', u'\\u867e\\u7c73\\u97f3\\u4e50\\uff09']\n",
+        "[u'\\u79cd', u'\\u4e00\\u9897', u'\\u5feb\\u76d8', u'\\u5e78\\u8fd0', u'\\u5c0f\\u6811', u'\\u5929\\u5929', u'\\u6d47\\u6c34', u'\\u6349\\u866b', u'\\u65bd\\u80a5', u'\\u6536\\u83b7', u'\\u679c\\u5b9e', u'\\u8d62\\u53d6', u'\\u6708\\u5149', u'\\u77f3', u'\\u79fb\\u52a8', u'\\u7535\\u6e90', u'\\u5feb\\u76d8', u'\\u8fd0\\u52a8', u'\\u6c34\\u58f6', u'\\u5927\\u5956', u'\\u6811\\u4e0a', u'\\u6389', u'\\u9985\\u997c', u'\\u5c0f\\u4f19\\u4f34', u'\\u8d76\\u7d27', u'\\u597d\\u53cb', u'\\u901f\\u6765', u'\\u9886\\u5956', 'ipad', 'mini', u'\\u5feb\\u76d8\\u7eff\\u8272\\u529e\\u516c']\n",
+        "[u'\\u79cd', u'\\u4e00\\u9897', u'\\u5feb\\u76d8', u'\\u5e78\\u8fd0', u'\\u5c0f\\u6811', u'\\u5929\\u5929', u'\\u6d47\\u6c34', u'\\u6349\\u866b', u'\\u65bd\\u80a5', u'\\u6536\\u83b7', u'\\u679c\\u5b9e', u'\\u8d62\\u53d6', u'\\u6708\\u5149', u'\\u77f3', u'\\u79fb\\u52a8', u'\\u7535\\u6e90', u'\\u5feb\\u76d8', u'\\u8fd0\\u52a8', u'\\u6c34\\u58f6', u'\\u5927\\u5956', u'\\u6811\\u4e0a', u'\\u6389', u'\\u9985\\u997c', u'\\u5c0f\\u4f19\\u4f34', u'\\u8d76\\u7d27', u'\\u597d\\u53cb', u'\\u901f\\u6765', u'\\u9886\\u5956', 'ipad', 'mini', u'\\u5feb\\u76d8\\u7eff\\u8272\\u529e\\u516c']\n",
+        "[u'\\u4e0d\\u6127', u'\\u70c2\\u5c3e', u'\\u9cb8', u'\\u70c2\\u5c3e']\n",
+        "[u'\\u4e0d\\u53ef\\u5426\\u8ba4', u'\\u70c2\\u5c3e', u'\\u9cb8', u'\\u624d\\u534e', u'\\u53ef\\u60dc', u'\\u5355\\u5175\\u4f5c\\u6218']\n",
+        "[u'\\u6124\\u6012', u'\\u5c0f\\u72d7']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u6587\\u827a', u'\\u9752\\u5e74', u'\\u793e\\u533a', u'\\u542f\\u7ef4\\u7f51']\n",
+        "[u'\\u76ee\\u524d', u'\\u76ee\\u6807', 'baidu']\n",
+        "[u'\\u6bcf\\u5929', u'\\u91cd\\u590d', u'\\u8dd1', u'\\u5b8c', u'\\u77e5\\u9053', u'\\u505a\\u4e9b', 'epoch']\n",
+        "[u'\\u8001\\u677f', u'\\u975e\\u8981', u'\\u52a0', u'\\u5fae\\u4fe1', u'\\u771f\\u662f', u'\\u4f5c\\u5b7d']\n",
+        "[u'\\u73b0\\u5728', u'\\u5f04', u'\\u660e\\u767d', u'\\u7f51\\u7edc', u'\\u592a\\u5c0f', u'\\u8bd5', u'\\u8fc7\\u6765', u'\\u8bd5', u'\\u8fc7\\u53bb', u'\\u6bcf\\u6b21', u'\\u5c0f', u'\\u9876\\u4e2a', u'\\u7403\\u7528', u'\\u660e\\u5929', u'\\u518d\\u8bd5', u'\\u6700\\u540e', u'\\u4e00\\u5929', u'\\u4e0d\\u73a9', 'alexnet']\n",
+        "[u'\\u575a\\u6301', u'\\u70b9', u'\\u4ee5\\u524d', u'\\u7761\\u89c9']\n",
+        "[u'\\u62f1', u'\\u5352', u'\\u4e24\\u5929', u'\\u5b66\\u4f1a', u'\\u5199', u'\\u611f\\u89c9', u'\\u6700\\u7ec8', u'\\u91cd\\u65b0', u'\\u5b9e\\u73b0', u'\\u4e00\\u8fb9', u'\\u6a21\\u7248', u'\\u5faa\\u73af\\u5c55\\u5f00', 'cuda', 'reduce', 'cuda', 'convnet']\n",
+        "[u'\\u544a\\u8bc9', u'\\u8001\\u5b50']\n",
+        "[u'\\u6211\\u8f93', u'\\u59cb\\u7ec8', u'\\u6536\\u56de', u'\\u89c1\\u8bc1', u'\\u6700\\u540e', u'\\u66d9\\u5149']\n",
+        "[u'\\u8fc7\\u53bb', u'\\u8ba1\\u8f83', u'\\u773c\\u4e0d\\u89c1', u'\\u5fc3\\u4e0d\\u70e6']\n",
+        "[u'\\u82f1\\u4f1f\\u8fbeNIVIDIA\\u4e2d\\u56fd']\n",
+        "[u'\\u6536\\u5230', u'\\u6709\\u70b9', u'\\u53ef\\u60dc', u'\\u732a\\u53f6\\u83cc', u'\\u6ca1\\u6765', u'\\u8001\\u9ec4', u'\\u6ca1\\u6765', u'\\u611f\\u8c22', u'\\u82f1', u'\\u4f1f\\u8fbe', u'\\u7ee7\\u7eed', u'\\u652f\\u6301', u'\\u82f1', u'\\u4f1f\\u8fbe', u'\\u82f1\\u4f1f\\u8fbeNVIDIA\\u4e2d\\u56fd']\n",
+        "[u'\\u732a\\u53f6\\u83cc', u'\\u60f3', u'\\u77e5\\u9053', u'\\u8fde\\u82f1', u'\\u4f1f\\u8fbe', u'\\u9ec4\\u4ec1\\u52cb', u'\\u77e5\\u9053', u'\\u67b6\\u6784', u'\\u540d\\u79f0', u'\\u9ea6\\u514b', u'\\u601d\\u4f1f', u'\\u77e5\\u9053', u'\\u662f\\u4e0d\\u662f', u'\\u4ece\\u996d', u'\\u53db\\u9003', u'\\u8fc7\\u6765', 'ceo', 'gtx', u'\\u82f1\\u4f1f\\u8fbeNVIDIA\\u4e2d\\u56fd']\n",
+        "[u'\\u732a\\u53f6\\u83cc', u'\\u7c97\\u73b0', u'\\u60c5\\u51b5', u'\\u662f\\u4e0d\\u662f', u'\\u9000\\u5f79', u'\\u60c5\\u51b5', 'gt', u'\\u82f1\\u4f1f\\u8fbeNVIDIA\\u4e2d\\u56fd']\n",
+        "[u'\\u5feb\\u4e50', u'\\u65f6\\u5149', u'\\u603b\\u662f', u'\\u8fc7\\u5f97', u'\\u7279\\u522b']\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u6211\\u7528', u'\\u62cd', u'\\u5927\\u5e08', u'\\u5206\\u4eab', u'\\u89c6\\u9891', u'\\u730e\\u4eba', u'\\u5927\\u95f9', u'\\u8fd0\\u8f93\\u8239', u'\\u56f4\\u89c2', u'\\u5206\\u4eab', u'\\u7231\\u62cd\\u62cd\\u5927\\u5e08\\uff09']\n",
+        "[u'\\u7eaa\\u5f55\\u7247', u'\\u4e92\\u8054\\u7f51', u'\\u4e4b\\u5b50', u'\\u8bb2', u'\\u4e00\\u4e2a', u'\\u503c\\u5f97\\u5c0a\\u91cd', u'\\u4eba', u'\\u591a\\u56fe', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 App\\uff09']\n",
+        "[u'\\u4ea7\\u54c1', u'\\u7ecf\\u7406', u'\\u4e2d', u'\\u5b57', u'\\u540e\\u9762', u'\\u5c11', u'\\u51e0\\u4e2a', u'\\u5b57', u'\\u89c9\\u5f97']\n",
+        "[u'\\u6c89\\u9ed8', u'\\u5e74\\u4ee3', u'\\u4e0d\\u8be5', u'\\u592a', u'\\u9065\\u8fdc', u'\\u76f8\\u7231']\n",
+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u6df1\\u611f', u'\\u8fd9\\u884c', u'\\u8fdb\\u9636', u'\\u8def', u'\\u6e38\\u620f', u'\\u4e2d', u'\\u7ec3\\u7ea7', u'\\u56de\\u5408', u'\\u7279\\u522b', u'\\u51fa\\u8272', u'\\u7ea7\\u522b', u'\\u8df3\\u8dc3\\u5f0f', u'\\u589e\\u957f', u'\\u8bf4', u'\\u773c\\u524d', u'\\u8fd9\\u4f4d', u'\\u5929\\u624d', u'\\u7a0b\\u5e8f\\u5458', u'\\u5176\\u8fc7', u'\\u4eba', u'\\u8868\\u73b0', u'\\u8df3', u'\\u7f16\\u7a0b', u'\\u4e4b\\u7f8e', u'\\u7f16\\u7a0b', u'\\u4e4b\\u7985', u'\\u76f4\\u63a5', u'\\u6765\\u8bfb', u'\\u9888\\u690e\\u75c5', u'\\u5eb7\\u590d', u'\\u6307\\u5357']\n",
+        "[u'\\u5fc3\\u613f', u'\\u5355\\u4e0a', u'\\u663e\\u793a\\u5668', u'\\u89c9\\u5f97', u'\\u6bcf\\u4e2a', u'\\u53ea\\u80fd', u'\\u4e70', u'\\u4e00\\u6b3e', u'\\u7535\\u5b50\\u4ea7\\u54c1', u'\\u592a\\u8fc7', u'\\u4efb\\u6027', u'\\ue412', 'kindle']\n",
+        "[u'\\u4e70', u'\\u4e0d\\u9519', u'\\u793c\\u7269']\n",
+        "[u'\\u521a\\u521a', u'\\u83b7\\u5f97', u'\\u56fd\\u5bb6', u'\\u81ea\\u7136\\u79d1\\u5b66', u'\\u4e00\\u7b49\\u5956', u'\\u5f20\\u5c27', u'\\u5b66\\u9662', u'\\u58eb', u'\\u63d0\\u51fa', u'\\u900f\\u660e', u'\\u8ba1\\u7b97', u'\\u4ef7\\u503c', u'\\u533f\\u540d', u'\\u7528\\u6237', u'\\u524d', u'\\u900f\\u660e', u'\\u8ba1\\u7b97', u'\\u5b9e\\u9a8c\\u5ba4', u'\\u4e00\\u5458', u'\\u8c08\\u8c08', u'\\u60f3\\u6cd5', u'\\u597d', u'\\u900f\\u660e', u'\\u5206\\u4eab', u'\\u81ea\\u77e5', u'\\u7f51', 'zyx']\n",
+        "[u'\\u5176\\u4ed6\\u4eba', u'\\u76f8\\u6bd4', u'\\u603b', u'\\u53d1\\u81ea', u'\\u62cd\\u7167', u'\\u7537\\u6027', u'\\u81ea\\u604b', u'\\u7cbe\\u795e', u'\\u75c5\\u6001', u'\\u6d4b\\u8bd5', u'\\u4e2d', u'\\u5f97\\u5206', u'\\u66f4\\u9ad8', u'\\u53d1\\u5e03', u'\\u524d', u'\\u8fd8\\u8981', u'\\u7167\\u7247', u'\\u8fdb\\u884c', u'\\u7f16\\u8f91', u'\\u7537\\u4eba', u'\\u81ea\\u604b', u'\\u6d4b\\u8bd5', u'\\u81ea\\u6211', u'\\u7269\\u5316', u'\\u6d4b\\u8bd5', u'\\u4e2d\\u5f97', u'\\u5206\\u4eab', 'someonejacqueline', u'\\u679c\\u58f3\\u7f51\\uff09']\n",
+        "[u'\\u65e9\\u6765', u'\\u6e38\\u6cf3', u'\\u6700\\u540e', u'\\u5374', u'\\u5fd8\\u8bb0', u'\\u6cf3\\u88e4', u'\\u53ea\\u597d', u'\\u6d17', u'\\u4e2a\\u5934', u'\\u60bb\\u60bb', u'\\u544a\\u8bc9', u'\\u5efa\\u8bbe', u'\\u6025', u'\\u771f', u'\\u5f97\\u5206', u'\\u4e09\\u6b65\\u8d70', u'\\u4e09\\u6b65', u'\\u80af\\u5b9a', u'\\u4e00\\u6b65', u'\\u4e24\\u6b65', u'\\u4e00\\u6b65', u'\\u4e24\\u6b65', u'\\u4e00\\u6b65', u'\\u4e00\\u6b65', u'\\u4f3c', u'\\u722a\\u7259', u'\\u4f3c', u'\\u9b54\\u9b3c', u'\\u6b65\\u4f10']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u540e', u'\\u4e70', u'\\u4e66', u'\\u518d\\u4e5f', u'\\u7728\\u773c', 'kindle']\n",
+        "['worst', 'part', 'working', 'google']\n",
+        "[u'\\u5730\\u94c1', u'\\u89c1\\u5230', u'\\u6000\\u62b1', u'\\u5c0f\\u5b69', u'\\u4e5e\\u8ba8\\u8005', u'\\u5b69\\u5b50', u'\\u5b89\\u5b89\\u9759\\u9759', u'\\u53cd\\u5e38', u'\\u6000\\u7591', u'\\u4e5e\\u8ba8\\u8005', u'\\u67d0\\u79cd', u'\\u65b9\\u6cd5', u'\\u5b69\\u5b50', u'\\u5b89\\u9759', u'\\u4e0b\\u6765', u'\\u8fd9\\u79cd', u'\\u60c5\\u51b5', u'\\u4e0b', u'\\u5730\\u94c1', u'\\u670d\\u52a1', u'\\u70ed\\u7ebf', u'\\u7ba1\\u7528', u'\\u76f4\\u63a5', u'\\u62a5\\u8b66', u'\\u7ba1\\u7528']\n",
+        "[u'\\u67d0\\u90ae', u'\\u5b66\\u751f', u'\\u771f', u'\\u5b66\\u6821', u'\\u4e2d\\u56fd', u'\\u65af\\u5766\\u798f']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u73b0\\u5728', u'\\u542c', u'\\u662f\\u4e0d\\u662f', u'\\u7565\\u665a', 'podcast']\n",
+        "[u'\\u9a7e', u'\\u8003\\u80fd', u'\\u4eba', u'\\u9a7e\\u6821', u'\\u4e00\\u70b9', u'\\u901a', u'\\u8f7b\\u677e', u'\\u8003', u'\\u5206', u'\\u6700', u'\\u5c4c', u'\\u8bb0\\u5f55', u'\\u5206', u'\\u6311\\u6218', u'\\u4e00\\u4e0b', u'\\u5730\\u5740']\n",
+        "[u'\\u6cf3\\u6c60', u'\\u91cc', u'\\u7a81\\u7136', u'\\u60f3\\u5230', u'\\u4e00\\u53e5', u'\\u5973\\u670b\\u53cb', u'\\u5e74', u'\\u7edd\\u5999', u'\\u56de\\u7b54', u'\\u5b69\\u5b50']\n",
+        "[u'\\u673a\\u5668', u'\\u4e4b\\u5361', 'pages']\n",
+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u5662', u'\\u7801\\u519c', u'\\u627e', u'\\u7537\\u670b\\u53cb', u'\\u52aa\\u529b']\n",
+        "[u'\\u5e74', u'\\u8bfb\\u4e66', u'\\u8ba1\\u5212']\n",
+        "[u'\\u65e9\\u4e0a\\u597d']\n",
+        "['today', 'history']\n",
+        "[u'\\u65e9\\u8d77', u'\\u51bb', u'\\u4fe9', u'\\u5c0f\\u65f6', u'\\u65e5\\u51fa', u'\\u96fe\\u51c7', u'\\u4e0a\\u4e2a', u'\\u7f51', u'\\u592a\\u4e0d\\u5bb9\\u6613']\n",
+        "[u'\\u751f\\u547d', u'\\u62cd\\u7167', u'\\u5355\\u53cd', u'\\u65e0\\u9650', u'\\u6b21\\u51bb', u'\\u6ca1\\u7535']\n",
+        "[u'\\u516c\\u5386', u'\\u4e8c\\u96f6\\u4e00', u'\\u4e94\\u5e74', u'\\u7b2c\\u4e00\\u5929', u'\\u591c\\u5bbf', u'\\u97e9\\u5c6f\\u6751', u'\\u96fe\\u51c7']\n",
+        "[u'\\u6628\\u591c', u'\\u897f\\u98ce', u'\\u51cb\\u78a7\\u6811', u'\\u5927\\u5988', u'\\u72ec\\u5750', u'\\u706b\\u7095']\n",
+        "[u'\\u6628\\u665a', u'\\u7bdd\\u706b', u'\\u7f8e\\u5982\\u753b']\n",
+        "[u'\\u4e4c\\u62c9', u'\\u6ee1\\u65cf', u'\\u706b\\u9505', u'\\u53e3\\u5403', u'\\u8089', u'\\u6ca1\\u83dc']\n",
+        "[u'\\u5228', u'\\u665a\\u4e0a', u'\\u5927\\u738b']\n",
+        "[u'\\u8bb8\\u4e45', u'\\u5750', u'\\u5b57\\u5934', u'\\u706b\\u8f66', u'\\u73b0\\u5728', u'\\u5395\\u6240', u'\\u9ad8\\u5927']\n",
+        "[u'\\u5e74', u'\\u5143\\u65e6', u'\\u5409\\u6797', u'\\u97e9\\u5c6f\\u6751', u'\\u4e4c\\u62c9', u'\\u9547', u'\\u957f\\u6625', u'\\u90a3\\u7247', u'\\u795e\\u5947', u'\\u571f\\u5730', u'\\u53ef\\u7231', u'\\u4eba']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u5b57', u'\\u4e00\\u5929', u'\\u4e0d\\u770b', u'\\u95f7\\u5f97\\u614c', 'unread', u'\\u8bf4\\u8bf4\\u6211\\u7684\\u5e74\\u5ea6\\u5e94\\u7528', u'\\u5c11\\u6570\\u6d3esspai']\n",
+        "[u'\\u8d85\\u8d8a', u'\\u611f\\u89c9', u'\\u4e09\\u7248', u'\\u5f88\\u68d2', u'\\u6c42', u'\\u597d\\u53cb', 'telegram', 'imessage']\n",
+        "[u'\\u8054\\u60f3', u'\\u670d\\u52a1', u'\\u65b0', u'\\u63a8\\u51fa', u'\\u4e0a\\u95e8', u'\\u7236\\u6bcd', u'\\u89e3\\u51b3', u'\\u6570\\u7801', u'\\u7c7b', u'\\u95ee\\u9898', u'\\u670d\\u52a1', u'\\u4e00\\u6b21', u'\\u6536\\u8d39', u'\\u5143', u'\\u9650\\u65f6', u'\\u76f4\\u5230', u'\\u6ee1\\u610f', u'\\u4e3a\\u6b62', u'\\u76ee\\u524d', u'\\u53ea', u'\\u5317\\u4e0a', u'\\u5e7f', u'\\u63a8\\u5e7f', u'\\u9762\\u4eba\\u513f', u'\\u8ba4\\u771f', u'\\u4efb\\u6027', u'\\u9752\\u6625\\xb7\\u624b\\u827a\\u4eba']\n",
+        "[u'\\u611f\\u8c22', u'\\u968f\\u4fbf', u'\\u8d70', u'\\u5c0f\\u7c73', u'\\u79fb\\u52a8', u'\\u7535\\u6e90', u'\\u5df2', u'\\u6536\\u5230', u'\\u5f53\\u5e74', u'\\u5b9e\\u9a8c\\u5ba4', u'\\u62a2', u'\\u62a2', u'\\u5c0f\\u80d6', u'\\u7ec8\\u4e8e', u'\\u5f97\\u624b', u'\\u7b97\\u662f', u'\\u90a3\\u6bb5', u'\\u8270\\u82e6\\u594b\\u6597', u'\\u5c81\\u6708', u'\\u4ea4\\u4ee3', 'app', u'AppSo\\u65b0\\u9177\\u5e94\\u7528']\n",
+        "[u'\\u4e00\\u904d', u'\\u7504', u'\\u5b1b', u'\\u611f\\u89c9', u'\\u4e00\\u8f88\\u5b50', u'\\u7b97\\u662f', u'\\u8288', u'\\u9884\\u70ed']\n",
+        "[u'\\u540e\\u80cc', u'\\u5f27\\u5ea6', u'\\u4f18\\u96c5', u'\\u5355\\u624b', u'\\u624b\\u91cc', u'\\u8212\\u670d', u'\\u5929\\u751f', u'\\u9a84\\u50b2', u'\\u6469\\u6258\\u7f57\\u62c9', u'\\u53c8\\u89c1MOTO']\n",
+        "[u'\\u540e\\u80cc', u'\\u5f27\\u5ea6', u'\\u4f18\\u96c5', u'\\u624b\\u63e1', u'\\u8212\\u670d', u'\\u5929\\u751f', u'\\u9a84\\u50b2', u'\\u6469\\u6258\\u7f57\\u62c9', u'\\u53c8\\u89c1MOTO']\n",
+        "[u'\\u770b\\u4e0d\\u5230', u'\\u8c03\\u8bd5', u'\\u9524\\u5b50', u'\\u6210\\u90fd', u'\\u8fd9\\u5e2e', u'\\u8304\\u5b50', u'\\u5929\\u5929', u'\\u70b9\\u9910', u'\\u5e72', u'\\u5185\\u5b58', u'\\u6392\\u961f', u'\\u4e00\\u6574', u'\\u4e00\\u4fe9', u'\\u5c0f\\u65f6', u'\\u73a9\\u4e2a', u'\\u6bdb\\u7ebf', u'\\u6570\\u636e', 'log']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u535a\\u7269\\u9986', u'\\u5947\\u5999', u'\\u591c', u'\\u524d', u'\\u4e24\\u90e8', u'\\u7cbe\\u5f69', u'\\u7b97\\u662f', u'\\u6536\\u5c3e', u'\\u4f5c', u'\\u83b1', u'\\u963f\\u54e5', u'\\u5df2\\u7ecf', u'\\u5356\\u529b']\n",
+        "[u'\\u5206\\u4eab', u'\\u674e\\u6cc9', u'\\u5355\\u66f2', u'\\u518d\\u89c1', u'\\u5fe7\\u4f24', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u674e\\u6cc9', u'\\u5355\\u66f2', u'\\u518d\\u89c1', u'\\u5fe7\\u4f24', u'\\u6765\\u81ea', u'\\u7f51\\u6613', u'\\u4e91', u'\\u97f3\\u4e50']\n",
+        "[u'\\u4e0a\\u9762', u'\\u62cd', u'\\u8111\\u74dc', u'\\u7838\\u8fc7\\u6765', u'\\u901a\\u8baf\\u5f55', u'\\u6570\\u636e', u'\\u4e4b\\u524d', u'\\u6240\\u6709', u'\\u4efb\\u52a1', u'\\u6682\\u505c', u'\\u65b0', u'\\u4efb\\u52a1', u'\\u53f7', u'\\u4ea4\\u5de5', u'\\u4e00\\u8d77', u'\\u73a9\\u800d']\n",
+        "[u'\\u5317\\u4eac', u'\\u98d8\\u96ea']\n",
+        "[]\n",
+        "[u'\\u519c\\u6c11', u'\\u8bb2', u'\\u5efa\\u56fd\\u4ee5\\u6765', u'\\u519c\\u6c11', u'\\u571f\\u5730', u'\\u95f4', u'\\u4e8b\\u513f', u'\\u8d8a', u'\\u8d8a', u'\\u6ecb\\u5473', u'\\u96c6', u'\\u7728\\u773c', u'\\u95f4', u'\\u64ad', u'\\u5b8c']\n",
+        "[u'\\u9020\\u68a6\\u8005', u'\\u771f\\u7684', u'\\u86ee\\u6709\\u610f\\u601d', u'\\u5947\\u601d\\u5999\\u60f3', u'\\u59dc\\u6587', u'\\u4eca\\u665a', u'\\u5149\\u5f71', u'\\u9b54\\u672f', u'\\u592a\\u7f8e']\n",
+        "[u'\\u4eca\\u5929', u'\\u517b\\u9c7c']\n",
+        "[u'\\u4e8c\\u6708', u'\\u51fa\\u65b0', u'\\u56fe', u'\\u6700', u'\\u4e0b\\u9762', u'\\ud83d', u'\\udc14', u'\\u8bf7', u'\\u5ffd\\u7565', 'oaimzx']\n",
+        "[u'\\u4e2d\\u56fd\\u961f', u'\\u5feb\\u5230', u'\\u5bb6']\n",
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+        "['could', 'hero', u'hellomoto']\n",
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+        "[u'\\u638c\\u95e8\\u4eba', u'\\u5218\\u519b', u'\\u8bb2', u'\\u5386\\u53f2', 'mbg']\n",
+        "[]\n",
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+        "[u'\\u4e70\\u4e2a', u'\\u4e00\\u5e74', u'\\u5200', u'\\u7ffb\\u5899', 'vps']\n",
+        "[u'\\u5f90\\u514b', u'\\u667a\\u53d6', u'\\u5a01\\u864e\\u5c71', u'\\u8282\\u594f', u'\\u4ee5\\u524d', u'\\u5f90\\u514b', u'\\u7247\\u5b50', u'\\u7d27\\u51d1', u'\\u6709\\u70b9', u'\\u6d41\\u6c34\\u5e10', u'\\u611f\\u89c9', u'\\u4eba\\u7269', u'\\u523b\\u753b', u'\\u6bd4\\u8f83', u'\\u5e73\\u677f', u'\\u7b80\\u5355', u'\\u8bc4\\u8bba', u'\\u597d', u'\\u72c4\\u4ec1\\u6770', u'\\u7cfb\\u5217']\n",
+        "[u'\\u5899', 'evernote', 'international']\n",
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+        "['winocm', 'moe', 'projects', 'bringup', 'osports', 'giving', 'windows', 'arm', 'hand', u'winocm \\u7684\\u8fd9\\u7bc7\\u6587\\u7ae0\\u4e0d\\u9519']\n",
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+        "['love']\n",
+        "[u'\\u7b80\\u5355', u'\\u5feb\\u4e50', 'bye']\n",
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+        "[u'\\u5206\\u4eab', u'\\u6211\\u7684\\u5370\\u8c61\\u7b14\\u8bb0']\n",
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+        "[]\n",
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+        "['announcing', 'rust', 'alpha']\n",
+        "[u'\\u65b0\\u6280\\u80fd']\n",
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+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[]\n",
+        "[u'\\u76f8\\u89c1\\u6068\\u665a', u'\\u594b\\u8d77\\u76f4\\u8ffd', 'softwaretestinghelp']\n",
+        "[u'\\u65b0\\u5e74\\u5feb\\u4e50']\n",
+        "[u'\\u521a\\u521a', u'\\u767b\\u9646', u'\\u7cbe\\u54c1', u'\\u63d2\\u4ef6', u'\\u54cd\\u5e94', u'\\u5f0f', u'\\u6a21\\u677f', u'\\u540e\\u53f0', u'\\u7ba1\\u7406', u'\\u6a21\\u677f', 'jqueryfuns', 'jquery', 'html']\n",
+        "[u'\\u521a\\u521a', u'\\u4e0b\\u8f7d', u'\\u6570\\u5b57', u'\\u589e\\u52a0', u'\\u52a8\\u753b', u'\\u7279\\u6548', 'jquery']\n",
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+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', 'nice', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab', u'\\u674e\\u5f00\\u590d \\u7684\\u6587\\u7ae0']\n",
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+        "[u'\\u4e0a\\u4e2a\\u6708', u'\\u8d26\\u5355', u'\\u4e00\\u51fa', u'\\u53d1\\u73b0', u'\\u53d1\\u5de5\\u8d44', u'\\u6ca1\\u4ec0\\u4e48', u'\\u610f\\u4e49']\n",
+        "[u'\\u5144\\u5f1f', u'\\u8138\\u7ea2', u'\\u8c03', u'\\u4ee3\\u7801', u'\\u9ec4', u'\\u54fc\\u54fc', u'\\u53d1\\u73b0', u'\\u65b0', 'bug']\n",
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+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u6bcf\\u4e2a', u'\\u4eba', u'\\u773c\\u6cea', u'\\u60f3', u'\\u54ed', u'\\u5ff5\\u5934', u'\\u54ed', u'\\u54ed', u'\\u63a8\\u62ff']\n",
+        "[u'\\u5413\\u6b7b', u'\\u542c\\u8bf4', u'\\u7761\\u89c9', u'\\u624b\\u673a', u'\\u653e', u'\\u6795\\u5934', u'\\u65c1\\u8fb9', u'\\u8f90\\u5c04', u'\\u8d76\\u7d27', u'\\u6795\\u5934', u'\\u6254', u'\\u592a', u'\\u5413\\u4eba', u'\\u5206\\u4eab', u'\\u65e0\\u79d8']\n",
+        "['happy', 'new', 'year']\n",
+        "[u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646', u'\\u5927\\u76c8\\u5b50']\n",
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+        "[u'\\u4fdd\\u5b89', u'\\u95ee\\u4e00', u'\\u8bbf\\u5ba2', u'\\u6765\\u81ea', u'\\u4e00\\u4e0b\\u5b50', u'\\u4fdd\\u5b89', u'\\u54e5\\u54e5', u'\\u4e16\\u754c\\u7ea7', u'\\u54f2\\u5b66', u'\\u95ee\\u9898', u'\\u65e0\\u610f\\u95f4', u'\\u8be2\\u95ee', u'\\u4eca\\u5929', u'\\u56f0\\u6270', u'\\u8bb8\\u4e45', u'\\u4e09\\u4e2a', u'\\u4f1f\\u5927', u'\\u54f2\\u5b66', u'\\u95ee\\u9898']\n",
+        "['working', 'hard', 'something', 'care', 'called', 'stress', 'working', 'hard', 'something', 'love', 'called', 'passion']\n",
+        "[u'\\u6f14\\u5531', u'\\u771f\\u662f', u'\\u597d\\u542c', u'\\u6b23\\u8d4f', u'\\u7c73\\u7f51', u'\\u97f3\\u6d6a\\u91cf\\u8d29KTV\\u4f59\\u676d\\u5e97', u'K\\u7c73\\u7f51']\n",
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+        "[u'\\u4efb\\u6027', u'\\u76d8\\u70b9', u'\\u5e74', u'\\u5f00\\u6e90', u'\\u6210\\u5c31', 'facebook', 'code']\n",
+        "[u'\\u300e', u'\\u6280\\u672f', u'\\u89e3\\u6790', u'\\u767e\\u5ea6', u'\\u5f00\\u653e', u'\\u4e91', u'\\u5e94\\u7528', u'\\u5b9e\\u8df5', u'\\u300f', 'spark', 'bmr']\n",
+        "[u'\\u300e', u'\\u300f', 'stratio', 'big', 'data', 'pure', 'spark']\n",
+        "[u'\\u300e', u'\\u56fe\\u7075', u'\\u793e\\u533a', u'\\u9605\\u8bfb', u'\\u677e\\u672c', u'\\u884c\\u5f18', u'\\u5f00\\u53d1\\u65b0', u'\\u8bed\\u8a00', u'\\u300f', 'streem']\n",
+        "[u'\\u300e', u'\\u300f', 'improving', 'sort', 'performance', 'apache', 'spark', 'double', 'cloudera', 'engineering', 'blog']\n",
+        "[u'\\u300e', u'\\u300f', 'hiveserver', 'brings', 'security', 'concurrency', 'apache', 'hive', 'cloudera', 'engineering', 'blog']\n",
+        "[u'\\u300e', u'\\u300f', 'sql', 'hadoop', 'frameworks', 'worth', 'checking', 'matthew', 'rathbone']\n",
+        "[u'\\u300e', u'\\u2013', u'\\u300f', 'great', 'random', 'forests', 'boosting', 'mllib', 'databricks']\n",
+        "[u'\\u8bf7\\u95ee', u'\\u4e0b', u'\\u662f\\u5426', u'\\u53d1\\u5e03', u'\\u6d3b\\u52a8', u'\\u65e5\\u7a0b', u'\\u65b9\\u4fbf', u'\\u7528\\u6237', u'\\u8ba2\\u9605', u'\\u8003\\u8651', u'\\u786e\\u8ba4', u'\\u53c2\\u52a0', u'\\u8bfe\\u7a0b', u'\\u90ae\\u4ef6', u'\\u4e2d\\u52a0', u'\\u4e00\\u4e2a', u'\\u9644\\u4ef6', u'\\u65b9\\u4fbf', u'\\u6dfb\\u52a0', u'\\u65e5\\u7a0b', u'\\u8c22\\u8c22', 'osforce', 'public', 'calendar', 'invitation', u'\\u9648\\u6e05\\u52b2']\n",
+        "[u'\\u7167\\u7247', u'\\u505a', u'\\u53f0\\u5386', u'\\u4e70\\u6765', u'\\u53f0\\u5386', u'\\u610f\\u4e49', u'\\u611f\\u53d7', u'\\u4e0b', u'\\u5c0f\\u8c61\\u7f51']\n",
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+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u54aa\\u7eb3\\u6851', u'\\u65b0\\u5e74\\u5feb\\u4e50']\n",
+        "[u'\\u6700\\u8fd1', u'\\u51e0\\u5929', u'\\u7f51\\u7edc', u'\\u4e0d\\u597d']\n",
+        "[u'\\u56de\\u7b54', u'\\u5de5\\u4f5c', u'\\u4e2d', u'\\u53ea\\u80fd', u'\\u4f7f\\u7528', u'\\u8bed\\u6cd5', u'\\u6839\\u672c', u'\\u4e0d\\u5230', u'\\u6210\\u719f\\u6280\\u672f', u'\\u5e94\\u8be5', u'\\u63d0\\u9ad8', u'\\u60f3\\u8d77', u'\\u4e00\\u4ef6', u'\\u4e8b', u'\\u4e00\\u4e2a', u'\\u59b9\\u5b50', u'\\u53c2\\u52a0', u'\\u6c99\\u9f99', u'\\u540e\\u53d1', u'\\u5fae\\u535a', u'\\u542c\\u8bf4', u'\\u641e', u'\\u5f88\\u7a77', u'\\u9e1f\\u54e5', u'\\u5f00\\u8c6a\\u8f66', u'\\u4e0b\\u9762', u'\\u8bc4\\u8bba', u'\\u5176\\u4ed6\\u4eba', 'asp', 'net', 'net', 'php', 'php', 'php', u'\\u77e5\\u4e4e']\n",
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+        "[u'\\u4e13\\u95e8', u'\\u865a\\u62df', u'\\u73a9\\u6e38\\u620f', 'xp']\n",
+        "[u'\\u65e0\\u804a', u'\\u4e4b\\u4e2d', u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u79d8\\u5bc6']\n",
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+        "[u'\\u56de\\u7b54', u'\\u9488\\u5bf9', u'\\u5df2\\u7ecf', u'\\u5b66\\u4e60', u'\\u4e00\\u5e74', u'\\u5927\\u4e09', u'\\u5b66\\u751f', u'\\u5b66\\u4e60', u'\\u8def\\u7ebf', u'\\u89c4\\u5212', u'\\u4e0b', u'\\u9898\\u76ee', u'\\u4e0b', u'\\u5176\\u4ed6\\u4eba', u'\\u56de\\u7b54', u'\\u8bf4', u'\\u9053\\u7406', u'\\u5ffd\\u7565', u'\\u4e00\\u4ef6', u'\\u4e8b', u'\\u65f6\\u95f4', u'\\u9898\\u4e3b', u'\\u8bf4', u'\\u534a\\u5e74', u'\\u534a\\u5e74', u'\\u89c9\\u5f97', u'\\u534a\\u5e74', u'\\u65f6\\u95f4', u'\\u5f88\\u957f', u'\\u505a', u'\\u4e1c\\u897f', u'\\u4ec0', 'net', u'\\u77e5\\u4e4e']\n",
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+        "[u'\\u597d\\u70b9\\u6b3e', u'\\u6cd5\\u62c9\\u5229', 'california']\n",
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+        "[]\n",
+        "[u'\\u88c5\\u4e2a', u'\\u6302', u'\\u8fd9\\u5e2e', u'\\u5b59\\u5b50', u'\\u906d\\u62a5\\u5e94', 'android', 'studio', 'vpn', 'gfw']\n",
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+        "[u'\\u641e\\u574f', 'ubuntu', 'grub', 'fedora']\n",
+        "[u'\\u597d', u'\\u5c4c', u'\\u6837\\u5b50', 'lfs']\n",
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+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[]\n",
+        "['lc', 'zh', 'cn', 'utf', 'ibus', 'daemon']\n",
+        "[u'\\u63a2\\u7a76', u'\\u56f0\\u96be', u'\\u95ee\\u9898', u'\\u4e00\\u79cd', u'\\u667a\\u529b', u'\\u6311\\u6218']\n",
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+        "[u'\\u653e\\u5047', u'\\u5b66\\u4e60', u'\\u5f39', u'\\u5973\\u513f', u'\\u60c5']\n",
+        "['fred', 'jelinek']\n",
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+        "[u'\\u661f\\u9645', u'\\u7a7f\\u8d8a', u'\\u770b\\u5230', 'ie']\n",
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+        "[u'\\u5e74', u'\\u73cd\\u60dc', u'\\u4e00\\u5929', u'\\u597d', u'\\u4e00\\u5929']\n",
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+        "[u'\\u6697\\u7ec4', u'\\u5b9a\\u5236', u'\\u76d8', u'\\u5b89\\u56fd', u'\\u91cf\\u4ea7', u'\\u6559\\u7a0b', u'\\u4e4b\\u524d', u'\\u62ff\\u5230', u'\\u5956\\u54c1', u'\\u5c0f\\u4f19\\u4f34', u'\\u91cf\\u4ea7', u'\\u5149\\u9a71', u'\\u770b\\u770b', u'\\u6559\\u7a0b', u'\\u64cd\\u4f5c', u'\\u622a\\u56fe', u'\\u7ed9\\u529b', u'\\u91cf\\u4ea7', u'\\u5de5\\u5177', u'\\u4e0b\\u8f7d', 'mlc', 'au', 'cdrom']\n",
+        "[u'\\u5de5\\u4fe1\\u90e8', u'\\u5907\\u6848', u'\\u4fe1\\u606f', u'\\u5206\\u6790', u'\\u63a8\\u65ad', u'\\u5c0f\\u7c73', u'\\u624b\\u673a', u'\\u4e0a\\u5e02', u'\\u65f6\\u95f4', u'\\u793e\\u4f1a', u'\\u5de5\\u7a0b', u'{', u'}', u'\\u6697\\u7ec4', u'\\u6280\\u672f\\u8bba\\u575b', 'social', 'engineering']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868\\u6587\\u7ae0', u'\\u4e2d', u'\\u4e91', u'\\u6668\\u62a5']\n",
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+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
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+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u8bb0\\u5f97', u'\\u7b2c\\u4e00\\u6b21', u'\\u89c1\\u9762', u'\\u4e8c\\u8d27', u'\\u62d4', u'\\u4eba', u'\\u7a79\\u9686', u'\\u5c71', u'\\u4e00\\u9897', u'\\u6bdb', u'\\u828b\\u5934', u'\\u4eca\\u5929', u'\\u4e8c\\u8d27', u'\\u751f\\u65e5', 'happy', 'birthday']\n",
+        "[u'\\u70ed\\u95e8\\u8bdd\\u9898', u'\\u89c9\\u5f97', u'\\u6469\\u7faf\\u5ea7', u'\\u6253\\u5165\\u51b7\\u5bab', u'\\u517b\\u4e50\\u591a', u'\\u6700\\u6700', u'\\u53d1\\u8a00\\u6743']\n",
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+        "[u'\\u521a\\u521a', u'\\u53d1\\u5e03', u'\\u597d', u'\\u58f0\\u97f3', u'\\u9ad8\\u6cfd\\u5175', u'\\u5e74\\u6708\\u65e5', u'\\u597d', u'\\u58f0\\u97f3', u'\\u670b\\u53cb', u'\\u4e00\\u8d77', u'\\u542c', u'\\u89c9\\u5f97', u'\\u4e0d\\u9519', u'\\u8bc4\\u8bba', u'\\u8f6c\\u53d1', u'\\u5206\\u4eab', 'pm', u'\\u559c\\u9a6c\\u62c9\\u96c5', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
+        "[u'\\u521a\\u521a', u'\\u53d1\\u5e03', u'\\u597d', u'\\u58f0\\u97f3', u'\\u9ad8\\u6cfd\\u5175', u'\\u5e74\\u6708\\u65e5', u'\\u597d', u'\\u58f0\\u97f3', u'\\u670b\\u53cb', u'\\u4e00\\u8d77', u'\\u542c', u'\\u89c9\\u5f97', u'\\u4e0d\\u9519', u'\\u8bc4\\u8bba', u'\\u8f6c\\u53d1', u'\\u5206\\u4eab', 'pm', u'\\u559c\\u9a6c\\u62c9\\u96c5', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
+        "[u'\\u521a\\u521a', u'\\u53d1\\u5e03', u'\\u597d', u'\\u58f0\\u97f3', u'\\u9ad8\\u6cfd\\u5175', u'\\u5e74\\u6708\\u65e5', u'\\u597d', u'\\u58f0\\u97f3', u'\\u670b\\u53cb', u'\\u4e00\\u8d77', u'\\u542c', u'\\u89c9\\u5f97', u'\\u4e0d\\u9519', u'\\u8bc4\\u8bba', u'\\u8f6c\\u53d1', u'\\u5206\\u4eab', 'pm', u'\\u559c\\u9a6c\\u62c9\\u96c5', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
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+        "[u'\\u521a\\u521a', u'\\u53d1\\u5e03', u'\\u597d', u'\\u58f0\\u97f3', u'\\u9ad8\\u6cfd\\u5175', u'\\u5e74\\u6708\\u65e5', u'\\u597d', u'\\u58f0\\u97f3', u'\\u670b\\u53cb', u'\\u4e00\\u8d77', u'\\u542c', u'\\u89c9\\u5f97', u'\\u4e0d\\u9519', u'\\u8bc4\\u8bba', u'\\u8f6c\\u53d1', u'\\u5206\\u4eab', 'pm', u'\\u559c\\u9a6c\\u62c9\\u96c5', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
+        "[u'\\u521a\\u521a', u'\\u53d1\\u5e03', u'\\u597d', u'\\u58f0\\u97f3', u'\\u9ad8\\u6cfd\\u5175', u'\\u5e74\\u6708\\u65e5', u'\\u597d', u'\\u58f0\\u97f3', u'\\u670b\\u53cb', u'\\u4e00\\u8d77', u'\\u542c', u'\\u89c9\\u5f97', u'\\u4e0d\\u9519', u'\\u8bc4\\u8bba', u'\\u8f6c\\u53d1', u'\\u5206\\u4eab', 'pm', u'\\u559c\\u9a6c\\u62c9\\u96c5', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
+        "[u'\\u60f3', u'\\u4e0b', u'\\u4ee5\\u540e', u'\\u5c11\\u8bf4', u'\\u4e00\\u4e2a', u'\\u672a\\u6765', u'\\u5f62\\u8c61', u'\\u4e0d\\u7b26', 'shi', 'niao', 'ceo']\n",
+        "[u'\\u5206\\u4eab', u'\\u5f20\\u536b\\u5065', u'\\u6b4c\\u66f2', u'\\u7231', u'\\u5206\\u4eab', u'\\u867e\\u7c73\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u5de6\\u8033\\u6735\\u8017\\u5b50 \\u7684\\u6587\\u7ae0']\n",
+        "[]\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u75db\\u6068', u'\\u624b\\u518c', u'\\u63a8\\u8350', 'unix', 'pdf', u'\\u5fae\\u76d8', u'bob_hu']\n",
+        "['mac', 'mini']\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u9648\\u6d01\\u4eea', u'\\u62c5\\u5fc3', u'\\u6765\\u81ea', u'\\u867e\\u7c73', u'\\u97f3\\u4e50', 'live']\n",
+        "[u'\\u770b\\u5230', u'\\u65e0\\u89e3', u'\\u771f', u'\\u96be\\u53d7', 'bug']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u9648\\u6d01\\u4eea', u'\\u5206', u'\\u4e66', u'\\u6765\\u81ea', u'\\u867e\\u7c73', u'\\u97f3\\u4e50']\n",
+        "[u'\\u8fdc\\u79bb', u'\\u503a\\u52a1', u'\\u60f3']\n",
+        "[u'\\u5bb6', u'\\u5e74']\n",
+        "[u'\\u7279\\u4e48\\u9a97', u'\\u8001\\u5b50', u'\\u4ee5\\u4e3a', u'\\u81ea\\u4f20', 'linus']\n",
+        "[u'\\u611f\\u89c9', u'\\u4e0a\\u80fd', u'\\u5b66\\u5230', u'\\u77e5\\u8bc6', u'\\u626f\\u6de1', 'quora', 'zhihu']\n",
+        "[]\n",
+        "[u'\\u8fdc\\u5728\\u5929\\u8fb9', u'\\u8fd1\\u5728\\u773c\\u524d']\n",
+        "[u'\\u597d\\u4e66', u'\\u9047\\u89c1']\n",
+        "[u'\\u521d\\u7ea7', u'\\u7a0b\\u5e8f\\u5458', u'\\u70e6', u'\\u62fc\\u5199\\u9519\\u8bef', u'\\u6ca1\\u9519']\n",
+        "[u'\\u6bcf\\u4e2a', u'\\u623f\\u79df', u'\\u5360', u'\\u6536\\u5165', u'\\u623f\\u79df', u'\\u592a\\u8d35', u'\\u5de5\\u8d44', u'\\u592a\\u4f4e', u'\\u53cd\\u6b63', u'\\u6ca1\\u6cd5']\n",
+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u66f2', u'\\u5206\\u4eab', 'damien', 'rice', 'blower', 'daughte', u'\\u867e\\u7c73\\u97f3\\u4e50']\n",
+        "[u'\\u5fd9', u'\\u501f\\u53e3', u'\\u6298\\u817e', u'\\u65b0', u'\\u73a9\\u610f']\n",
+        "[u'\\u60f3', u'\\u64b8', u'\\u524d\\u7aef', u'\\u5fc3\\u4e0d\\u6b7b', 'fullstack']\n",
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+        "[]\n",
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+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', 'meansclusteringisnotafreelunch', 'irecentlycameacrossthisquestiononcrossvalidated', 'andithoug']\n",
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+        "['devops']\n",
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+        "['ces']\n",
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+        "[u'\\u5468\\u5e74', 'leica']\n",
+        "['box', 'inc', 'ipo', 'prices', 'share', 'expectations']\n",
+        "[u'\\u6362\\u4e2a', u'\\u59ff\\u52bf', 'apple', 'tv']\n",
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+      {
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+        "[u'\\u5206\\u4eab', u'\\u5218\\u745c_\\u5317\\u5927GISer \\u7684\\u6587\\u7ae0']\n",
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+        "[u'\\u4eb2', u'\\u968f\\u65f6\\u968f\\u5730', u'\\u8bb0\\u5f55', u'\\u4e0b', u'\\u7075\\u611f', u'\\u4e4b\\u82b1', u'\\u8bb0\\u5f55', u'\\u5192\\u6ce1', u'\\u7075\\u611f', u'\\u6155\\u8bfe', u'\\u7f51']\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\u62d0\\u4e2a', u'\\u7687\\u5e1d', u'\\u56de', u'\\u73b0\\u4ee3', u'\\u7504', u'\\u5b1b', u'\\u5144\\u5f1f', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
+        "['hello']\n",
+        "[u'\\u5c0f\\u65f6\\u5019', u'\\u590f\\u5929', u'\\u62ab\\u4e0a', u'\\u6bdb\\u5dfe\\u88ab', u'\\u88c5\\u626e\\u6210', u'\\u540e', u'\\u5bab\\u91cc', u'\\u8d35\\u5983', u'\\u5c4b\\u5b50\\u91cc', u'\\u8d70\\u6765\\u8d70\\u53bb', u'\\u5bb6\\u91cc', u'\\u72d7\\u72d7', u'\\u770b\\u7740', u'\\u4e0d\\u4f4f', u'\\u8bf4', u'\\uff02', u'\\u5927\\u80c6', u'\\u672c\\u5bab', u'\\u62d6\\u51fa\\u53bb', u'\\u65a9', u'\\uff02', u'\\u4e00\\u5e45', u'\\u9ad8\\u9ad8\\u5728\\u4e0a', u'\\u6837\\u5b50', u'\\u70ed\\u95e8\\u7b11\\u8bdd\\u699c']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u9886\\u57df\\u4e13\\u5bb6', u'\\u662f\\u5426', u'\\u9ad8\\u5371', u'\\u6295\\u7ed9', u'\\u5426', u'\\u9886\\u57df', u'\\u77e5\\u8bc6', u'\\u59cb\\u7ec8', u'\\u91cd\\u8981', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u597d\\u4e1c\\u897f\\u4f20\\u9001\\u95e8']\n",
+        "[u'\\u5206\\u4eab', u'low_accepted \\u7684\\u6587\\u7ae0']\n",
+        "['seems', 'something', 'wrong', 'know', 'sadly']\n",
+        "[u'\\u574f\\u5934', u'\\u5f00\\u653e\\u5f0f', u'\\u529e\\u516c', u'\\u73af\\u5883', u'\\u641e\\u7cdf', u'\\u5206\\u4eab', 'google', u'TECH2IPO\\uff09']\n",
+        "[u'\\u6b3e', u'\\u7b49\\u4e0d\\u53ca', u'\\u5e74', u'\\u5927\\u5e72\\u4e00\\u573a', u'\\u6e38\\u620f', u'\\u5206\\u4eab', u'\\u65b0\\u5e74\\u5feb\\u4e50', u'\\u77e5\\u4e4e\\u65e5\\u62a5 \\uff09']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u6559\\u4e3b', u'\\u771f\\u5fc3', u'\\u5a01\\u6b66']\n",
+        "[u'\\u65b0\\u7248', u'\\u771f\\u597d', u'\\u5fae\\u535a', u'\\u5ba2\\u6237\\u7aef', 'weico', 'weico']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
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+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u266a', u'\\u6b63\\u5728', u'\\u6536\\u542c', u'\\u6b4c\\u66f2', u'\\xb4', u'\\u6765\\u81ea', 'piano', 'guys', 'beethoven', 'secrets', u'QQ\\u97f3\\u4e50']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u6b63\\u5728', u'\\u7528\\u7248', u'\\u5fae\\u535a', u'\\u5ba2\\u6237\\u7aef', u'\\u9875\\u9762', u'\\u7b80\\u7ea6', u'\\u6f02\\u4eae', u'\\u65b0\\u589e', u'\\u7f51\\u7edc', u'\\u72b6\\u6001', u'\\u63d0\\u793a', u'\\u5e2e', u'\\u7701', u'\\u6d41\\u91cf', u'\\u6d41\\u7545', u'\\u9605\\u8bfb', u'\\u59a5\\u59a5', u'\\u55d2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'android', 'weico', 'weico']\n",
+        "[u'\\u521a\\u521a', u'\\u5f00\\u901a', u'\\u670d\\u52a1', u'\\u968f\\u65f6\\u968f\\u5730', u'\\u77ed\\u4fe1', u'\\u5b9e\\u65f6', u'\\u63a5\\u6536', u'\\u65b0', u'\\u8bc4\\u8bba', u'\\u65b0', u'\\u79c1\\u4fe1', u'\\u6700', u'\\u60f3', u'\\u5173\\u6ce8', u'\\u5fae\\u535a', u'\\u66f4\\u65b0', u'\\u63d0\\u9192', u'\\u91cd\\u8981', u'\\u6d88\\u606f', u'\\u9519\\u8fc7', u'\\u77ed\\u4fe1', u'\\u53d1\\u9001\\u5230', u'\\u767b\\u9646', u'\\u514d\\u8d39', u'\\u4f53\\u9a8c', u'\\u8be6\\u89c1', 'ta', 'kt', u'\\u65b0\\u6d6a\\u77ed\\u4fe1\\u63d0\\u9192', u'\\u65b0\\u6d6a\\u77ed\\u4fe1\\u5fae\\u535a']\n",
+        "[u'\\u6d77\\u4e0b', u'\\u5343\\u7c73', u'\\u602a\\u9c7c', u'\\u521b', u'\\u6700\\u6df1', u'\\u8bb0\\u5f55']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u5929\\u751f\\u6b4c\\u59ecA-Lin']\n",
+        "[u'\\u597d\\u542c']\n",
+        "[u'\\u5206\\u4eab', u'\\u738b\\u5a01\\u5ec9 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'feature', 'learning', 'deep', u'\\u5fae\\u76d8', u'Huaijin \\u5206\\u4eab\\u7684\"Unsupervised']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u534e\\u5c14\\u8857\\u65e5\\u62a5\\u4e2d\\u6587\\u7f51']\n",
+        "['react', 'native', 'ios', 'android', 'run', 'code', 'www', 'native', 'reactjsconf']\n",
+        "['crazy', 'thing', 'react', 'native', 'could', 'faster', 'nativer', 'android', 'views', 'implementation', 'horrendously', 'synchronous', u'reactconf']\n",
+        "[u'\\u5206\\u4eab', u'\\u6700\\u4f73\\u8e72\\u5751\\u8bfb\\u7269 \\u7684\\u6587\\u7ae0']\n",
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+        "[]\n",
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+        "['test']\n",
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+        "[]\n",
+        "[]\n",
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+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\xa0', 'mark', 'ronson', 'bruno', 'mars', 'uptown', 'funk']\n",
+        "['uptown', 'fuck']\n",
+        "['test']\n",
+        "[u'\\ud83d', u'\\udca9']\n",
+        "[u'\\u9189']\n",
+        "[u'\\u5206\\u4eab', u'\\u9a6c\\u514b\\u897f\\u59c6', u'\\u59c6\\u5c14\\u7ef4\\u5bdf', u'\\u5355\\u66f2', u'\\xa0', 'croatian', 'rhapsody']\n",
+        "[u'\\u5e74', u'\\u89e3\\u8d85', u'\\u77e5\\u4e4e', u'\\u9605\\u8bfb', u'\\u9875', u'\\u65b0\\u77e5', u'\\u6536\\u83b7', u'\\u8d5e\\u540c', u'\\u8d21\\u732e', u'\\u56de\\u7b54', u'\\u6700\\u597d\\u76842014']\n",
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+        "[u'\\u4e07\\u6076\\u4e4b\\u6e90', u'\\u9ed1\\u4eba', u'\\u5144\\u5f1f', u'\\u5065', u'\\u2642', u'\\u7f8e', u'\\u2642', u'\\u64cd', u'\\u6765\\u6e90', u'\\u4e3b', u'\\u535f', u'\\u569f', u'\\u535f', u'\\u569f']\n",
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+        "[u'\\u8279', u'\\u5c3c\\u739b', u'\\u72d7', u'\\u903c', u'\\u2122', u'\\u5b89\\u5168', u'\\u903c\\u8138', u'\\u6539\\u90fd', u'\\u6539', u'\\u8fc7\\u6765', u'\\u771f', u'\\u6076\\u5fc3', u'\\u5988', u'\\u5984\\u60f3', u'\\u8fdb\\u5165', u'\\u5468\\u9e3f\\u794e', u'\\u6eda', u'\\u5403\\u5c4e', u'\\u5bfc\\u822a', 'linux', u'360\\u5b89\\u5168\\u536b\\u58eb', u'360\\u5b89\\u5168\\u6d4f\\u89c8\\u5668']\n",
+        "[u'\\u6fc0\\u71c3', u'\\u706b\\u661f', u'\\u54e5', u'\\u827e\\u4f26', u'\\u79c0', u'\\u6f14\\u5531', u'\\u51a0', u'\\u5355\\u4e3b', u'\\u535f', u'\\u569f', u'\\u535f', u'\\u569f', 'uptown', 'funk']\n",
+        "[u'\\u9ed1', u'\\u79d1\\u6280', u'\\u7889\\u5821', u'\\u5df2', 'fork']\n",
+        "[]\n",
+        "[u'\\u540c\\u5b66', u'\\u662f\\u4e0d\\u662f', u'\\u627e', u'\\u5410', u'\\u69fd', u'\\u6628\\u5929', u'\\u8bf4', u'\\u89e3\\u5c01', u'\\u4eca\\u5929', u'\\u8bf4', u'\\u5c01', u'\\u6765\\u8bf4', u'\\u597d\\u591a\\u5e74', u'\\u611f\\u53d7', u'\\u5899\\u5a18', u'\\u5b58\\u5728', u'\\u4e00\\u76f4', u'\\u4f20\\u8a00', u'\\u4e0d\\u65ad\\u66f4\\u65b0', u'\\u4f3c\\u4e4e', u'\\u5bb9\\u6613', u'\\u63a8']\n",
+        "[u'\\u53ea\\u80fd', u'\\u8bf4', u'\\u6307\\u65e5\\u53ef\\u5f85']\n",
+        "[u'\\u4e00\\u5e74', u'\\u6ca1\\u73a9', 'coc']\n",
+        "[u'\\u771f', u'\\u4e0d\\u8981\\u8138']\n",
+        "[u'\\u7b7e', u'\\u4e00\\u4e2a', u'\\u840c\\u5a18', u'\\u767e\\u79d1', u'\\u66f4\\u65b0', u'\\u59ec']\n",
+        "[u'\\u6d85\\u69c3', u'\\u91cd\\u751f', u'\\u8282\\u594f']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u58f0\\u97f3', u'\\u611f\\u53d7', u'\\u751f\\u6d3b', u'echo\\u56de\\u58f0']\n",
+        "[u'\\u96f7\\u950b', u'\\u8700\\u9ecd', u'\\u7ec5\\u58eb']\n",
+        "[u'\\u94c1\\u5b9a', u'\\u8eb2', 'ddos']\n",
+        "[u'\\u5c45\\u65e0\\u7af9', u'\\u4e0d\\u53ef', u'\\u98df\\u65e0\\u8089']\n",
+        "[u'\\u542c', u'\\u7ffb\\u5531', u'\\u97f3\\u4e50', u'\\u5206\\u4eab', u'\\u6b4c\\u5355', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
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+        "[u'\\u4e2d\\u56fd\\u7535\\u4fe1', u'\\u539a\\u989c\\u65e0\\u803b', u'\\u5e7f\\u544a', u'\\u76f4\\u63a5\\u63d2\\u5165', u'\\u9875\\u9762', u'\\u624b\\u673a', u'\\u8bbf\\u95ee', u'\\u7f51\\u7ad9', u'\\u7535\\u4fe1', u'\\u60ac\\u6d6e', u'\\u7a97', u'\\u5e7f\\u544a', u'\\u5fcd', u'\\u73b0\\u5728', u'\\u8bf4', u'\\u7f51\\u7ad9', u'\\u5371\\u9669', u'\\u2122', u'\\u5371\\u9669', u'\\u8bf4\\u4e86\\u7b97', u'\\u5988', u'\\u6253\\u5e7f\\u544a', u'\\u903c\\u8138', 'bonobo']\n",
+        "[u'\\u6c42', u'\\u5404\\u8def', u'\\u5927\\u795e', u'\\u8f6c\\u53d1', u'\\u5339\\u5179\\u5821', u'\\u5e9c\\u6cb3', u'\\u5403\\u559d\\u73a9\\u4e50\\u5339\\u5179\\u5821', u'CMUcssa']\n",
+        "[u'\\u4e00\\u5929', u'\\u665a\\u5b89']\n",
+        "[u'\\u4e07\\u80fd', u'\\u8001\\u5e08', u'\\u6559', u'\\u8db3\\u591f', u'\\u6570\\u636e', u'\\u597d', u'\\u65b9\\u6cd5', u'\\u6536\\u655b', u'\\u6536\\u655b', u'\\u5f88\\u6162', u'\\u6536\\u655b', u'\\u4e00\\u4e2a', u'\\u6b21\\u4f18', u'\\u70b9', 'deep', 'learning']\n",
+        "[u'\\u5173\\u7231', u'\\u7a0b\\u5e8f', u'\\u733f', u'\\u793c\\u7269', u'\\u9001\\u7ed9', u'\\u5206\\u4eab', 'ta', u'\\u793c\\u7269\\u8bf4)']\n",
+        "[u'\\u8822', u'\\u54ed', u'\\u88ab\\u81ea\\u5df1\\u8822\\u54ed\\u4e86']\n",
+        "[u'\\u63a8\\u8350', u'\\u6587\\u7ae0', u'\\u4e16\\u754c', u'\\u6392\\u540d', u'\\u524d', u'\\u82f1\\u6587\\u6b4c', u'\\u539f\\u6293', u'\\u65e0\\u635f', u'\\u9ad8\\u97f3\\u8d28', u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', 'ape', u'\\u7b80\\u4e66']\n",
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+        "[]\n",
+        "[u'\\u6587\\u5b57', u'\\u771f\\u597d', u'\\u6253\\u8d4f', u'\\u6587\\u7ae0', u'\\u5bb6\\u6709', u'\\u75c5\\u592b', u'\\u5143', u'\\u52a0\\u6cb9', u'\\u4e0d\\u52a0V']\n",
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+        "[u'\\u300e', u'\\u300f', 'computational', 'fact', 'checking', 'knowledge', 'networks']\n",
+        "[u'\\u79c1\\u5bb6\\u83dc']\n",
+        "[]\n",
+        "[u'\\u8d35\\u9633\\u4eba', u'\\u5947\\u602a', u'\\u53e3\\u5473']\n",
+        "[u'\\u6606\\u660e', u'\\u8def\\u4e0a', u'\\u4e00\\u6b65\\u4e4b\\u9065']\n",
+        "[u'\\u5750\\u98de\\u673a', u'\\u795e\\u5668']\n",
+        "[u'\\u65b0\\u5e74\\u793c\\u7269']\n",
+        "[]\n",
+        "[u'\\u6211\\u521a', u'\\u514d\\u8d39', u'\\u9886\\u53d6', u'\\u5168\\u6c11', u'\\u67aa\\u6218', u'\\u559c\\u8fce', u'\\u516c\\u6d4b', u'\\u9001\\u4efd', u'\\u597d', u'\\u793c', u'\\u6df7\\u670d', u'\\u7248', u'\\u9886\\u53d6', u'\\u5168\\u6c11\\u67aa\\u6218\\u5b98\\u535a']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u521a\\u521a', u'\\u5206\\u4eab', u'\\u4fdd\\u5b58', 'jquery', 'easyui', 'manual', 'cn', 'chm', u'liangfeng366', u'\\u5fae\\u76d8\\uff0c\\u63a8\\u8350\\u7ed9\\u5927\\u5bb6\\uff01']\n",
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+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u9009\\u9879\\u5361', u'\\u63d2\\u4ef6', u'\\u63a8\\u8350', 'jquery', 'tabslet', 'www', 'daimazhe', 'com', u'\\u5fae\\u76d8', u'\\u4ee3\\u7801\\u8005_\\u7f51\\u9875\\u7279\\u6548']\n",
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+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5c1a', u'\\u7845\\u8c37', u'\\u6559\\u5b66', u'\\u8bfe\\u4ef6', u'\\u63a8\\u8350', 'jquery', 'zip', u'\\u5fae\\u76d8', u'\\u5c1a\\u7845\\u8c37-\\u4f5f\\u521a']\n",
+        "[u'\\u54cd\\u5e94', u'\\u5f0f', u'\\u8bbe\\u8ba1', u'\\u4e09\\u90e8\\u66f2', u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u4f20\\u9001\\u95e8', 'segmentfault']\n",
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+        "[u'\\u8fc5\\u96f7', u'\\u505a', u'\\u4ef6', u'\\u597d\\u4e8b\\u513f']\n",
+        "[u'\\u6b63\\u5219', u'\\u66ff\\u6362', u'\\u65f6', u'\\u4f7f\\u7528', u'\\u65f6', u'\\u6ce8\\u610f', u'\\u51e0\\u70b9', 'emacs', 'lisp', 'form']\n",
+        "[u'\\u4e2d', u'\\u5f15\\u7528', u'\\u51fd\\u6570', u'\\u8d56\\u4ee5', u'\\u6267\\u884c', u'\\u73af\\u5883', u'\\u5bf9\\u8c61', 'javascript']\n",
+        "[u'\\u4e2d', u'\\u51e0\\u4e2a', u'\\u7b80\\u5199', u'\\u771f\\u662f', 'vb', 'bt', u'']\n",
+        "['angularjs']\n",
+        "['apple', 'keynote']\n",
+        "['perl', 'version', 'built', 'moarvm', 'version']\n",
+        "[u'\\u4e70', u'\\u4e1c\\u897f', u'\\u6bcf\\u5355', u'\\u6536', u'\\u5341\\u51e0', u'\\u7f8e\\u5200', u'\\u8fd0\\u8d39', 'amazon', 'com']\n",
+        "[u'\\u5149\\u76d8', u'\\u5236\\u4f5c', u'\\u70e7\\u5f55', u'\\u738b\\u8005', 'nero']\n",
+        "['indesign', 'cc', 'sdk', 'available', 'indesign', 'family', 'sdk', 'access', 'program', 'june']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
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+        "['face', 'challenge', 'front', 'overcome', 'way']\n",
+        "['face', 'challenges', 'front', 'overcome', 'way']\n",
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+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u7b14\\u8bb0', u'\\u63a8\\u8350', 'prml', 'notes', 'pattern', 'recognition', u'\\u5fae\\u76d8', u'JianHsiao']\n",
+        "[u'\\u5206\\u4eab', u'\\u6211\\u7684\\u5395\\u6240\\u8bfb\\u7269 \\u7684\\u6587\\u7ae0']\n",
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+        "[]\n",
+        "[u'\\u4eca\\u5929', u'\\u53d1\\u5e03', u'\\u670d\\u52a1\\u5668', u'\\u672c\\u5730', u'\\u8fd0\\u884c', u'\\u7248\\u672c', u'\\u516c\\u53f8', u'\\u5e0c\\u671b', u'\\u67b6\\u8bbe', u'\\u804a\\u5929', u'\\u670d\\u52a1\\u5668', u'\\u73b0\\u5728', u'\\u8bf7', u'\\u8bbf\\u95ee', u'\\u4e0b\\u8f7d', 'atlassian', 'hipchat', 'hipchat', 'com', 'server']\n",
+        "[u'\\u4eca\\u5929', u'\\u53d1\\u5e03', u'\\u670d\\u52a1\\u5668', u'\\u672c\\u5730', u'\\u8fd0\\u884c', u'\\u7248\\u672c', u'\\u516c\\u53f8', u'\\u5e0c\\u671b', u'\\u67b6\\u8bbe', u'\\u804a\\u5929', u'\\u670d\\u52a1\\u5668', u'\\u73b0\\u5728', u'\\u8bf7', u'\\u8bbf\\u95ee', u'\\u4e0b\\u8f7d', 'atlassian', 'hipchat', 'hipchat', 'com', 'server']\n",
+        "[u'\\u5408\\u4f5c\\u4f19\\u4f34', u'\\u76f8\\u5173', u'\\u4e2d\\u6587\\u4fe1\\u606f', u'\\u8bf7', u'\\u8bbf\\u95ee', 'server', u'unlimax\\u53d1\\u5e03\\u4e86HipChat']\n",
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+        "[u'\\u5206\\u4eab', u'GK\\u540c\\u4eba\\u4e8e\\u91ce \\u7684\\u6587\\u7ae0']\n",
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+        "[]\n",
+        "[]\n",
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+        "[]\n",
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+        "[u'\\u53cc\\u7cfb\\u7edf', u'\\u542f\\u52a8\\u9879', 'win', 'ubuntu']\n",
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+        "[u'\\u8d44\\u6e90', 'sketch']\n",
+        "[u'\\u79d8\\u7c4d', 'github']\n",
+        "[u'\\u7406\\u89e3', u'\\u8fdb\\u7a0b', 'linux']\n",
+        "[u'\\u5947\\u6280\\u6deb\\u5de7', u'\\u62db', 'javascript']\n",
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+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab']\n",
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+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
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+        "[u'\\u672c\\u6765', u'\\u6c61\\u67d3', u'\\u73b0\\u5728', u'\\u5168\\u9762', u'\\u7981', u'\\u8003\\u8651', u'\\u79d1\\u5b66', u'\\u4e0a\\u7f51', u'\\u4e8b', 'dns', 'ip']\n",
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+        "['vegas']\n",
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+        "[]\n",
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+        "[u'\\u81ea\\u62cd', u'\\u4e00\\u5f20']\n",
+        "[u'\\u7ffb\\u5f00', u'\\u5f71\\u96c6', u'\\u4e00\\u5f20', u'\\u8001\\u7167\\u7247', u'\\u6389', u'\\u4e0b\\u6765', u'\\u5662']\n",
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+        "[u'\\u96f7\\u86c7', u'\\u5927\\u6cd5', u'\\u6709\\u70b9', u'\\u5389\\u5bb3', u'\\u5f00\\u6e90', u'\\u865a\\u62df\\u73b0\\u5b9e', u'\\u5957\\u4ef6', u'\\u770b\\u7740', u'\\u5c4c', u'\\u5c4c', u'\\u7535\\u89c6\\u76d2', u'\\u5389\\u5bb3', 'osvr', 'android']\n",
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+        "[u'Min_A1']\n",
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+        "[u'\\u6002\\u72d7', u'\\u638f\\u7caa', u'\\u7c89', u'\\u8fd9\\u70b9', u'\\u6218\\u6597\\u529b', u'\\u8001\\u5b50', u'\\u5341\\u4e2a']\n",
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+        "[u'\\u5904\\u5973', u'\\u95ee\\u7ed9', u'\\u6843\\u6843', u'\\u798f\\u5c14\\u6469\\u55b542']\n",
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+        "[u'\\u778e']\n",
+        "[u'\\u8bf4', 'jb']\n",
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+        "[u'ZoomQuiet']\n",
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+        "[]\n",
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+        "[u'\\u4ee3\\u7801', u'\\u6027\\u80fd', u'\\u4f18\\u5316', u'\\u6280\\u5de7', 'python']\n",
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+        "[u'\\u66f4\\u65b0', u'\\u7f51\\u53cb', u'\\u53d1\\u73b0', u'\\u5de6\\u53f3', u'\\u6eda\\u52a8', u'\\u8fd9\\u5f20', u'\\u542f\\u52a8', u'\\u56fe\\u6709\\u9177', u'\\u70ab', u'\\u7279\\u6548', 'sonos', 'logo']\n",
+        "[u'\\u7b2c\\u4e09\\u6761', u'\\u8ba4\\u771f']\n",
+        "[u'\\u8ba4\\u771f', u'\\u8d70', u'\\u4e0b\\u73ed', u'\\u8def\\u4e0a', u'\\u611f\\u89c9', u'\\u811a\\u8fb9', u'\\u8d70\\u8fc7', u'\\u4e00\\u56e2', u'\\u9ed1\\u4e4e\\u4e4e', u'\\u4e1c\\u897f', u'\\u8df3', u'\\u4ee5\\u4e3a', u'\\u9ed1\\u72d7', u'\\u53d1\\u73b0', u'\\u5f71\\u5b50']\n",
+        "[u'\\u5b66', u'\\u8ba1\\u7b97\\u673a', u'\\u4fee', u'\\u7535\\u8111', u'\\u7535\\u8111', u'\\u8fdb\\u6c34', u'\\u4e8b\\u60c5', u'\\u6761\\u76ee', u'\\u7ec8\\u4e8e', u'\\u902e\\u627e', u'\\u673a\\u4f1a', u'\\u505a', u'\\u4e00\\u4e2a', u'\\u64c5\\u957f', u'\\u7535\\u8111', u'\\u8fdb\\u6c34', u'\\u4eba', u'\\u5927\\u90e8\\u5206', u'\\u7535\\u8111', u'\\u8fdb\\u6c34', u'\\u89e3\\u51b3', u'\\u624b\\u518c', u'\\u5efa\\u8bae', u'\\u5173\\u673a', u'\\u65ad\\u7535', u'\\u53d6\\u51fa', u'\\u7535\\u6c60', u'\\u9001\\u4fee', u'\\u5b9e\\u9645\\u64cd\\u4f5c', u'\\u8fc7\\u7a0b', u'\\u4e2d\\u6709', u'\\u51e0\\u4e2a', u'\\u73b0\\u5b9e', u'\\u95ee\\u9898', u'\\u7535\\u8111', u'\\u6570\\u636e', u'\\u5b9d\\u8d35', u'\\u5907\\u4efd']\n",
+        "[u'\\u505a\\u6210', u'\\u6742\\u5fd7', 'feedly', 'rss']\n",
+        "[u'\\u5341\\u51e0\\u5c81', u'\\u8428\\u9c81\\u66fc', u'\\u4e2d\\u8001\\u5e74', u'\\u6447\\u6eda\\u6b4c\\u624b', u'\\u5206\\u4eab', u'\\u4e13\\u8f91', u'\\u6765\\u81ea', 'christopher', 'lee', 'metal', 'knight', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u7761', u'\\u592a\\u665a', u'\\u5403', u'\\u4e0d\\u5230', u'\\u65e9\\u9910', u'\\u8d76\\u7d27', u'\\u73b0\\u5728', u'\\u8d77\\u5e8a', u'\\u5403']\n",
+        "[u'\\u4f5c\\u8005', u'\\u540c\\u4e8b', u'\\u8bf4', u'\\u6700\\u597d', u'\\u5ba2\\u6237\\u7aef', 'outlook', 'ios', 'microsoft', 'corporation', 'ios', 'gmail']\n",
+        "[u'\\u4eb2\\u4eec', u'\\u8fc7\\u5e74', u'\\u767e\\u5ea6', u'\\u7406\\u8d22', u'\\u63d0\\u524d', u'\\u53d1', u'\\u5e74\\u7ec8\\u5956', u'\\u5143', u'\\u73b0\\u91d1', u'\\u7ea2\\u5305', u'\\u7b49\\u4f60\\u62ff', 'iphone']\n",
+        "[]\n",
+        "[u'\\u4e94\\u5473\\u5b50', u'\\u62d0\\u67a3', u'\\u5c0f\\u65f6\\u5019', u'\\u6700\\u5e38', u'\\u5403', u'\\u5c71\\u8d27', u'\\u521d\\u4e2d', u'\\u4ee5\\u540e', u'\\u5403']\n",
+        "[u'\\u96ea', u'\\u5927\\u5730', u'\\u8138', u'\\u6811\\u6748', u'\\u7a7a', u'\\u9e1f\\u5de2', u'\\u5927\\u5730', u'\\u773c', u'\\u5e9f\\u5f03', u'\\u67f4\\u79be', u'\\u579b', u'\\u4e00\\u5806\\u5806', u'\\u5806\\u780c', u'\\u5927\\u5730', u'\\u9f3b\\u6881', u'\\u4e73\\u623f', u'\\u808c\\u8089', u'\\u5927\\u5730', u'\\u8170', u'\\u65e0\\u6570', u'\\u7b14\\u76f4', u'\\u7535\\u7ebf\\u6746', u'\\u5ef6\\u4f38', u'\\u8fdc\\u65b9', u'\\u5927\\u5730', u'\\u5634', u'\\u8fdc\\u5904', u'\\u53f9\\u6c14', u'\\u70df\\u56f1', u'\\u5e74\\u6708\\u65e5', u'\\u5012\\u73ed', u'\\u8def\\u89c1', u'\\u60f3']\n",
+        "[u'\\u606c\\u9759', u'\\u4e4b\\u7f8e', u'\\u5927\\u6d77', u'\\u5915\\u9633', u'\\u89c9\\u5f97', u'\\u8fd9\\u662f', u'\\u4e00\\u5929', u'\\u4e2d', u'\\u98ce\\u666f', u'\\u6700\\u7f8e', u'\\u65f6\\u523b', u'\\u9633\\u5149', u'\\u523a\\u773c', u'\\u8fdc\\u6bd4', u'\\u65e5\\u51fa', u'\\u611f\\u89c9', u'\\u5b89\\u9759', u'\\u8bb8\\u591a', u'\\u5915\\u9633', u'\\u505c\\u7559', u'\\u65f6\\u95f4', u'\\u77ed', u'\\u5206\\u949f', u'\\u5730\\u5e73\\u7ebf', u'\\u4ee5\\u4e0b']\n",
+        "[u'\\u4e00\\u5929', u'\\u5915\\u9633', u'\\u4e00\\u5929', u'\\u5fc3\\u60c5', u'\\u5374']\n",
+        "[u'\\u5de5\\u4f5c', u'\\u7b2c\\u5e74', u'\\u8d8a\\u6765\\u8d8a', u'\\u76ee\\u6807']\n",
+        "[u'\\u5ab3\\u5987', u'\\u5b89\\u6170', u'\\u7406\\u89e3', u'\\u6709\\u65f6', u'\\u611f\\u52a8']\n",
+        "[u'\\u665a\\u4e0a', u'\\u53d1\\u4e2a', u'\\u56fe\\u7247', u'\\u65e5\\u51fa', u'\\u9ec4\\u660f']\n",
+        "[u'\\u7231\\u60c5', u'\\u5a5a\\u59fb', u'\\u4e24\\u56de\\u4e8b', u'\\u9648\\u8d6b\\u5e74', u'\\u7231\\u60c5', u'\\u957f\\u8dd1', u'\\u6614\\u65e5', u'\\u6069\\u7231']\n",
+        "[u'\\u597d\\u50cf', u'\\u4e4b\\u524d', u'\\u53d1', u'\\u70df\\u56f1', u'\\u8d25\\u7b14']\n",
+        "[u'\\u814a\\u516b', u'\\u79bb\\u5e74']\n",
+        "[u'\\u65e9\\u7761\\u65e9\\u8d77', u'\\u8eab\\u4f53', u'\\u597d']\n",
+        "[u'\\u5f7c\\u5cb8', u'\\u9065\\u671b', u'\\u8fc7\\u53bb', u'\\u53ea\\u4e0d\\u8fc7', u'\\u51e0\\u76cf', u'\\u706f\\u706b', u'\\u6d6e\\u8361', u'\\u751f\\u547d', u'\\u4e4b\\u8f7b', u'\\u627f\\u53d7']\n",
+        "[u'\\u6bcd\\u8bde', u'\\u7ef4\\u8270', u'\\u7236\\u8bf2', u'\\u532a\\u6613', u'\\u867d\\u81f3', u'\\u82f1\\u5e74', u'\\u6064', u'\\u5b69\\u63d0', u'\\u98df\\u7559\\u5b50\\u9910', u'\\u80dc\\u5982\\u5df1', u'\\u9910', u'\\u8863\\u7559\\u5b50', u'\\u8863', u'\\u80dc\\u5982\\u5df1', u'\\u8863', u'\\u5b50', u'\\u75be', u'\\u53ef\\u4ee3\\u8005', u'\\u7518\\u53d7', u'\\u5b50\\u82e5', u'\\u8fdc\\u6e38', u'\\u884c\\u65c5', u'\\u98ce\\u971c', u'\\u68a6\\u5bd0', u'\\u901a\\u4e4b', u'\\u903e\\u671f', u'\\u4e0d\\u5f52', u'\\u775b', u'\\u7a7f', u'\\u80a0\\u65ad', u'\\u5b50', u'\\u6709\\u5bf8\\u5584', u'\\u5938\\u626c\\u4e50', u'\\u5b50\\u6709', u'\\u5c0f\\u8fc7', u'\\u56de\\u62a4', u'\\u906e\\u76d6', u'\\u4f24\\u5fc3', u'\\u6050\\u5176', u'\\u540d\\u8d25', u'\\u6587\\u660c', u'\\u5b5d\\u7ecf']\n",
+        "[u'\\u665a\\u971e', u'\\u4f60\\u597d', u'\\u5e26\\u8d70', u'\\u95ee\\u5019', u'\\u7559\\u4e0b', u'\\u6e29\\u67d4']\n",
+        "[u'\\u9065\\u671b', u'\\u5915\\u9633', u'\\u4e0b', u'\\u5730\\u5e73\\u7ebf', u'\\u51b0\\u51b7', u'\\u98ce\\u53e3', u'\\u56de\\u5230', u'\\u6545\\u4e61', u'\\u8fce\\u9762', u'\\u523a\\u9f3b', u'\\u4e0d\\u65ad', u'\\u88ad', u'\\u5927\\u6d77', u'\\u8165\\u5473', u'\\u60ca\\u9192', u'\\u540e', u'\\u63c9', u'\\u63c9', u'\\u773c\\u775b', u'\\u539f\\u6765', u'\\u573a', u'\\u68a6']\n",
+        "[u'\\u4e8c\\u8fdb\\u5236', u'\\u5199', u'\\u5b8c\\u7f8e', u'\\u5bf9\\u79f0', u'\\u7a0b\\u5e8f\\u5458', u'\\u611f\\u53d7', u'\\u4e0b']\n",
+        "[u'\\u8c03\\u8bd5', u'\\u5927\\u89c4\\u6a21', u'\\u670d\\u52a1\\u5668', u'\\u96c6\\u7fa4', u'\\u4e94\\u5927', u'\\u7b56\\u7565', u'\\u5f00\\u53d1\\u8005', u'\\u662f\\u5426', u'\\u5177\\u5907', u'\\u4e00\\u4e2a', u'\\u5b8c\\u5584', u'\\u670d\\u52a1\\u5668', u'\\u8c03\\u8bd5', u'\\u7b56\\u7565', u'\\u6574\\u4e2a', u'\\u90e8\\u7f72', u'\\u7ef4\\u62a4', u'\\u5de5\\u4f5c', u'\\u6709\\u7740', u'\\u81f3\\u5173\\u91cd\\u8981', u'\\u5f71\\u54cd', u'\\u5e2e\\u52a9', u'\\u5f00\\u53d1\\u4eba\\u5458', u'\\u89e3\\u51b3', u'\\u670d\\u52a1\\u5668\\u7aef', u'\\u9519\\u8bef', u'\\u5e38\\u7528\\u8f6f\\u4ef6', u'\\u8fdb\\u884c', u'\\u6d4b\\u8bd5', u'\\u672c\\u6587', u'\\u5206\\u4eab', u'\\u4e00\\u4e9b', u'\\u7ecf\\u9a8c', 'alex', 'zhitnitsky', 'java', 'scala']\n",
+        "[u'\\u65f6\\u949f', u'\\u5bf9\\u6297', u'\\u8bbf', u'\\u56fe\\u7075\\u5956', u'\\u5f97\\u4e3b', u'\\u79f0\\u4e3a', u'\\u8ba1\\u7b97\\u673a', u'\\u56fe\\u5f62\\u5b66', u'\\u865a\\u62df\\u73b0\\u5b9e', u'\\u4eba\\u673a\\u4ea4\\u4e92', u'\\u8ba1\\u7b97\\u673a\\u8f85\\u52a9', u'\\u8bbe\\u8ba1', u'\\u7236', u'\\u8fd9\\u4f4d', u'\\u5e74', u'\\u56fe\\u7075\\u5956', u'\\u5f97\\u4e3b', u'\\u5df2', u'\\u544a\\u522b', u'\\u94ed\\u8bb0', u'\\u9886\\u57df', u'\\u56db\\u5341\\u5e74', u'\\u65b9\\u5411', u'\\u7784\\u51c6', u'\\u4e00\\u4e2a', u'\\u6240\\u6709\\u4eba', u'\\u8ba4\\u4e3a', u'\\u7406\\u6240\\u5e94\\u5f53', u'\\u6000\\u7591', u'\\u95ee\\u9898', 'ivan', 'sutherland', 'ivan', 'sutherland']\n",
+        "[u'\\u5de5\\u4f5c', u'\\u751f\\u6d3b', u'\\u4e2d', u'\\u771f\\u7406', u'\\u7a0b\\u5e8f\\u5458', u'\\u6700\\u540e', u'\\u4e00\\u5f20', u'\\u56fe\\u662f', u'\\u84b8']\n",
+        "[u'\\u73b0\\u5728', u'\\u6000\\u7591', u'\\u624b\\u673a', u'\\u7279\\u5f02\\u529f\\u80fd']\n",
+        "[u'\\u73b0\\u5728', u'\\u6000\\u7591', u'\\u624b\\u673a', u'\\u7279\\u5f02\\u529f\\u80fd']\n",
+        "[u'\\u957f\\u7740', u'\\u4e00\\u6218', u'\\u8111\\u888b', u'\\u522b\\u60f3', u'\\u6253\\u4e09\\u6218', u'\\u6297\\u65e5\\u6218\\u4e89', u'\\u6280\\u672f', u'\\u89d2\\u5ea6', u'\\u4e00\\u6218']\n",
+        "[u'\\u6362', u'\\u4e00\\u7fa4', u'\\u5ffd\\u60a0', u'\\u72d7']\n",
+        "[u'\\u6062\\u590d', u'\\u53d7', u'\\u5371\\u5bb3', u'\\u7cfb\\u7edf']\n",
+        "[]\n",
+        "[u'\\u68a6\\u5230', u'\\u4e00\\u5806', u'\\u6c34\\u6676\\u7403']\n",
+        "[u'\\u7814\\u7a76']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u4e00\\u5e74', u'\\u6210\\u4e3a', u'\\u9ad8\\u624b', u'\\u795e', u'\\u4f7f\\u7528', u'\\u7f16\\u8f91\\u5668', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'emacs', 'redguardtoo', 'csdn', 'net']\n",
+        "[u'\\u4e2d\\u6587\\u7f51']\n",
+        "[u'\\u901a\\u7528']\n",
+        "[u'\\u4e0b', u'\\u5b89\\u88c5', u'\\u914d\\u7f6e', u'\\u6c38\\u8fdc', u'\\u79d8\\u5bc6', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'windows', 'emacs', 'csdn', 'net']\n",
+        "[u'\\u5b89\\u88c5', u'\\u5ba6\\u4f20\\u5efa', u'\\u535a\\u5ba2\\u56ed', 'ubuntu', 'vim']\n",
+        "[u'\\u4e2d', u'\\u5b89\\u88c5', u'\\u4f7f\\u7528', u'\\u5206\\u4eab', 'ubuntu', 'vim', u'\\u767e\\u5ea6\\u7ecf\\u9a8c']\n",
+        "[u'\\u5b89\\u88c5', u'\\u914d\\u7f6e', 'ubuntu', 'vim']\n",
+        "[u'\\u7ec8\\u7aef', u'\\u5171\\u4eab\\u5668', u'\\u5f15\\u64ce', u'\\u770b\\u770b', u'\\u65b0\\u95fb\\u7f51', u'\\u8d44\\u8baf', 'tmux', 'wemux', 'kengine']\n",
+        "[u'\\u7ec8\\u7aef', u'\\u5171\\u4eab\\u5668', u'\\u5f15\\u64ce', u'\\u770b\\u770b', u'\\u65b0\\u95fb\\u7f51', u'\\u8d44\\u8baf', 'tmux', 'wemux', 'kengine']\n",
+        "[u'\\u5356', u'\\u7edd\\u7248\\u4e66', u'\\u4eba', u'\\u771f\\u591f', u'\\u72e0', u'\\u4e00\\u672c', u'\\u5b9a\\u4ef7', u'\\u5143', 'lex', 'yacc']\n",
+        "[u'\\u5356', u'\\u7edd\\u7248\\u4e66', u'\\u4eba', u'\\u771f\\u591f', u'\\u72e0', u'\\u4e00\\u672c', u'\\u5b9a\\u4ef7', u'\\u5143', u'\\u8981\\u4ef7', u'\\u5143', 'lex', 'yacc']\n",
+        "[u'\\u6211\\u5fae', u'\\u535a\\u91cc', u'\\u94bb\\u8fdb\\u6765', u'\\u4e00\\u4e2a', u'\\u72d7', u'\\u4ed4\\u5b50', u'\\u51e1', u'\\u672a', u'\\u5173\\u6ce8', u'\\u53d8\\u6210', u'\\u5173\\u6ce8', u'\\u72d7', u'\\u4ed4\\u5b50']\n",
+        "[]\n",
+        "[u'\\u597d\\u4e66', u'\\u6bcf\\u672c\\u5143']\n",
+        "[u'\\u5143']\n",
+        "[u'\\u5143']\n",
+        "[u'\\u641c\\u7d22\\u5f15\\u64ce', u'\\u7f3a\\u9677', u'\\u672c\\u4e66', u'\\u77e5\\u9053', u'\\u80fd\\u591f', u'\\u627e\\u5230', u'\\u7f51\\u7edc\\u4e66\\u5e97', u'\\u641c', u'\\u4e0d\\u5230']\n",
+        "[u'\\u56fe', u'\\u6570\\u636e\\u5e93']\n",
+        "[u'\\u56fe\\u5f62', u'\\u6570\\u636e\\u5e93', 'nosql', 'neo']\n",
+        "[u'\\u6211\\u8981', u'\\u9a8c\\u8bc1', u'\\u4e00\\u4e0b', u'\\u77e5\\u9053', u'\\u672a\\u6765', u'\\u662f\\u4e0d\\u662f', u'\\u6837\\u5b50']\n",
+        "[u'\\u767d\\u75f4', u'\\u517d']\n",
+        "[u'\\u4e0b', u'\\u5b89\\u88c5', u'\\u535a\\u5ba2\\u56ed', 'ubuntu', 'nginx', 'wolfdog']\n",
+        "[u'\\u7248\\u672c', u'\\u5f20', u'\\u5584\\u53cb', u'\\u535a\\u5ba2\\u56ed', 'windows', 'nginx']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u5b89\\u88c5', u'\\u53f3\\u6487\\u5b50', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'nginx', 'nginx', 'ubuntu', 'csdn', 'net']\n",
+        "[u'\\u5b89\\u88c5', u'\\u8d70', u'\\u5929\\u4eae', u'\\u535a\\u5ba2\\u56ed', 'ubuntu', 'nginx']\n",
+        "[u'\\u4e0b', u'\\u5b89\\u88c5', u'\\u670d\\u52a1', u'\\u914d\\u7f6e', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'ubuntu', 'nginx', 'web', 'bestpool', 'csdn', 'net']\n",
+        "[u'\\u5b89\\u88c5', u'\\u8ba1\\u7b97\\u673a\\u79d1\\u5b66', u'\\u6280\\u672f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'ubuntu', 'nginx', 'csdn', 'net']\n",
+        "[u'\\u5b89\\u88c5', u'\\u670d\\u52a1\\u5668', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u6559\\u7a0b', u'\\u4e09\\u8054', 'nginx', 'wordpress', 'bad', 'gateway']\n",
+        "[u'\\u4e0b', u'\\u65e0\\u6cd5', u'\\u5b89\\u88c5', u'\\u4e3b\\u9898', u'\\u63d2\\u4ef6', u'\\u63d0\\u793a', u'\\u8f93\\u5165', u'\\u5206\\u4eab', 'nginx', 'wordpress', 'ftp', u'\\u63a8\\u9177\\u7f51)']\n",
+        "[u'\\u90e8\\u7f72', u'\\u751f\\u6d3b', u'\\u70b9\\u6ef4', u'\\u672c\\u6587', u'\\u4ecb\\u7ecd', u'\\u7cfb\\u7edf', u'\\u4e0b', u'\\u4e2d', u'\\u90e8\\u7f72', u'\\u5305\\u62ec', u'\\u5185\\u5bb9', u'\\u4e0b\\u8f7d', u'\\u914d\\u7f6e', u'\\u6570\\u636e\\u5e93', u'\\u7528\\u6237', u'\\u521b\\u5efa', u'\\u865a\\u62df\\u4e3b\\u673a', u'\\u914d\\u7f6e', u'\\u5185\\u5bb9', u'\\u4e00\\u4e2a', u'\\u6ce8\\u91cd', u'\\u7f8e\\u5b66', u'\\u6613\\u7528\\u6027', u'\\u7f51\\u7edc', u'\\u5206\\u4eab', 'ubuntu', 'nginx', 'wordpress', 'darren', 'fang', 'ubuntu', 'nginx', 'wordpress', 'wordpress', 'mysql', 'nginx', 'wordpresswordpress', u'\\u7d2b\\u6708\\u9038\\u98ce\\uff09']\n",
+        "[u'\\u914d\\u7f6e', u'\\u8fd0\\u884c', u'\\u73af\\u5883', u'\\u65fa\\u65fa', u'\\u77e5\\u8bc6\\u5e93', u'\\u5b89\\u88c5', u'\\u5206\\u4eab', 'centos', 'nginx', 'wordpress', 'lnmp', u'\\u5174_\\u65fa\\uff09']\n",
+        "[u'\\u5b89\\u88c5', u'\\u5931\\u8d25']\n",
+        "[u'\\u5b89\\u88c5', 'ubuntu', 'nginx', 'mysql', 'php', 'phpmyadmin', 'wordpress', 'cto', 'com']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u9ed1\\u8272', u'\\u6bdb\\u8863', u'\\u5b89\\u88c5', u'\\u591a\\u7528\\u6237', u'\\u7248', u'\\u5b89\\u88c5', u'\\u5355\\u7528\\u6237', u'\\u7248', u'\\u6253\\u5f00', u'\\u535a\\u5ba2', u'\\u914d\\u7f6e\\u6587\\u4ef6', u'\\u627e\\u5230', u'\\u4e4b\\u524d', u'\\u6765\\u81ea', 'wordpress', 'nginx', 'wp', 'config', 'php', 'define', 'wp', 'debug', u'\\u5934\\u6761\\u535a\\u5ba2) -']\n",
+        "[u'\\u535a\\u5ba2']\n",
+        "[u'\\u5b89\\u88c5', u'\\u5b89\\u88c5', u'\\u52aa\\u529b', u'\\u6c42\\u5b66', u'\\u5f97\\u5230', u'\\u597d\\u5904', u'\\u53ea\\u4e0d\\u8fc7', u'\\u6108\\u6765\\u6108', u'\\u53d1\\u89c9', u'\\u65e0\\u77e5', u'\\u6280\\u672f', u'\\u7f51\\u7ad9', 'vps', 'ubuntu', 'server', 'ubuntu', 'nginx', 'mysql', 'php', 'zend', 'eaccelerator', 'wordpress', 'iteye']\n",
+        "[u'\\u73af\\u5883', u'\\u914d\\u7f6e', u'\\u5b89\\u88c5', u'\\u5c0f', u'\\u6d6a\\u9f13', u'\\u535a\\u5ba2\\u56ed', 'centos', 'php', 'wordpress']\n",
+        "[u'\\u5b89\\u88c5', u'\\u90e8\\u7f72', u'\\u7ad9\\u957f', u'\\u535a\\u5ba2', u'\\u7f51', 'php', 'wordpress', 'nginx', 'ubuntu']\n",
+        "[u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'ubuntu', 'nginx', 'wordpress', 'txdb', 'csdn', 'net']\n",
+        "[u'\\u5b9e\\u6218', u'\\u9762\\u677f', u'\\u5b89\\u88c5', 'amh', 'varnish', 'varnish', 'nginx', 'wordpress', 'wordpress', 'note']\n",
+        "[u'\\u4f7f\\u7528', u'\\u514d\\u8d39', u'\\u670d\\u52a1', u'\\u642d\\u5efa', u'\\u5206\\u4eab', 'amazon', 'ec', 'nginx', 'wordpress', u'127\\u4e2a\\u539f\\u5b50\\u7684\\u6c27\\u6c14\\uff09']\n",
+        "[u'\\u5b89\\u88c5', 'ubuntu', 'nginx', 'mysql', 'php', 'lemp', 'phpmyadmin', 'wordpress', 'owlet']\n",
+        "[u'\\u4e0b', u'\\u5b9e\\u73b0', u'\\u4f2a', u'\\u9759\\u6001', u'\\u2013', u'\\u8fd0\\u7ef4', u'\\u67b6\\u6784', 'nginx', 'wordpress', 'rewrite']\n",
+        "[u'\\u8df3\\u8f6c']\n",
+        "[u'\\u5b89\\u5168', u'\\u8bbe\\u7f6e', u'\\u7a0b\\u5e8f\\u5458', u'\\u670d\\u52a1', 'wordpress', 'nginx']\n",
+        "[u'\\u5efa', u'\\u7ad9', u'\\u73af\\u5883', u'\\u642d\\u5efa', u'\\u6cd5\\u5b50', u'\\u5b89\\u88c5', u'\\u8fd0\\u884c', u'\\u535a\\u5ba2', u'\\u8c37\\u666e', u'\\u4e0b\\u8f7d', 'hhvm', 'apache', 'nginx', 'wordpress']\n",
+        "[u'\\u4e0b', u'\\u65e0\\u6cd5', u'\\u4e0a\\u4f20', u'\\u6587\\u4ef6', u'\\u79fb\\u52a8', u'\\u9519\\u8bef', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u7ea2\\u9ed1', u'\\u8054\\u76df', 'nginx', 'wordpress', 'linux', 'ubuntu', 'centos', 'debian']\n",
+        "[u'\\u4e0b', u'\\u5b89\\u88c5', u'\\u670d\\u52a1\\u5668', u'\\u5e94\\u7528', u'\\u516c\\u793e', u'\\u7cfb\\u7edf', u'\\u95e8\\u6237\\u7f51\\u7ad9', 'linux', 'wordpress', 'linux', 'linux']\n",
+        "[u'\\u4f2a', u'\\u9759\\u6001', u'\\u89c4\\u5219', u'\\u5927\\u5b66', 'wordpress', 'iis', 'apache', 'nginx', 'wordpress']\n",
+        "[u'\\u642d\\u5efa', u'\\u8c03\\u8bd5', u'\\u73af\\u5883', u'\\u7a0b\\u5e8f', u'\\u4e16\\u754c', 'nginx', 'wordpress', 'vimer']\n",
+        "[u'\\u4e0b', u'\\u89c4\\u5219', u'\\u6e90\\u7801\\u7ad9', u'\\u957f\\u4e4b\\u5bb6', 'nginx', 'wordpress', 'rewrite', 'chinaz', 'com']\n",
+        "[]\n",
+        "[u'\\u592a\\u5b50', u'\\u5cad', u'\\u5929\\u9ad8\\u4e91\\u6de1', u'\\u592a\\u5b50', u'\\u5cad', u'\\u6ed1\\u96ea\\u573a']\n",
+        "[u'\\u5206\\u4eab', u'\\u8def\\u8def\\u884c\\u65c5\\u6e38 \\u7684\\u6587\\u7ae0']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u5df4\\u58eb', u'\\u6570\\u7801', u'\\u5e74\\u5ea6', u'\\u4ea7\\u54c1', u'\\u8bc4\\u5956', u'\\u6765\\u81ea']\n",
+        "[u'\\u7ea6', u'\\u8fd0\\u52a8', u'\\u4e0d\\u9519', u'\\u7ea6', u'\\u9644\\u8fd1', u'\\u4eba', u'\\u8fd0\\u52a8', u'\\u7fbd\\u6bdb\\u7403', u'\\u8db3\\u7403', u'\\u7f51\\u7403', u'\\u8dd1\\u6b65', u'\\u5404\\u7c7b', u'\\u8fd0\\u52a8', u'\\u8fbe\\u4eba', u'\\u559c\\u6b22', u'\\u8fd0\\u52a8', u'\\u670b\\u53cb', u'\\u8bd5\\u8bd5', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', 'app', u'\\u7ea6\\u8fd0\\u52a8\\uff09']\n",
+        "[u'\\u6ce1\\u6ce1', u'\\u6d17\\u8863', u'\\u4e0a\\u95e8', u'\\u53d6\\u9001', u'\\u5c0f\\u65f6', u'\\u9001\\u56de', u'\\u6d17\\u8863', u'\\u6ce1\\u6ce1', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', 'android']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'real', 'world', 'haskell', 'pdf', u'\\u5fae\\u76d8', u'xiamey']\n",
+        "[u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5347\\u7ea7', u'\\u798f\\u5229', u'\\u5927\\u724c', u'\\u660e\\u661f', u'\\u7b7e\\u540d', u'\\u793c', u'\\u7efc\\u827a', u'\\u95e8\\u7968', u'\\u767e\\u4e07', u'\\u73b0\\u91d1', u'\\u5238', u'\\u5347', u'\\u7b49\\u7ea7', u'\\u4eab', u'\\u7279\\u6743', u'\\u8d70\\u4e0a', u'\\u4eba\\u751f', u'\\u5dc5\\u5cf0', u'\\u9886\\u53d6', 'macbook', 'iphone', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u6d3e\\u53d1', u'\\u5e74\\u8d27', u'\\u7ea2\\u5305', u'\\u8d76\\u7d27', u'\\u9886', u'\\u4e2d', u'\\u5e74\\u8d27', u'\\u8282', u'\\u4efb\\u52a1', u'\\u7ea2\\u5305', u'\\u6d3e', u'\\u53d1\\u7ed9\\u4f60', u'\\u52a0\\u591a\\u5c11', u'\\u7ea2\\u5305', u'\\u771f', u'\\u4efb\\u6027']\n",
+        "[u'\\u6d3e\\u53d1', u'\\u5e74\\u8d27', u'\\u7ea2\\u5305', u'\\u8d76\\u7d27', u'\\u9886', u'\\u4e2d', u'\\u5e74\\u8d27', u'\\u8282', u'\\u4efb\\u52a1', u'\\u7ea2\\u5305', u'\\u6d3e', u'\\u53d1\\u7ed9\\u4f60', u'\\u52a0\\u591a\\u5c11', u'\\u7ea2\\u5305', u'\\u771f', u'\\u4efb\\u6027']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4fc4', u'\\u795e\\u79d8', u'\\u519b\\u7528', u'\\u7784\\u51c6\\u955c', u'\\u751f\\u4ea7\\u7ebf', u'\\u53f9', u'\\u4e2d\\u56fd', u'\\u539f\\u6599', u'\\u592a', u'\\u5dee', u'\\u8fd1\\u65e5', u'\\u4fc4\\u7f57\\u65af', u'\\u6444\\u5f71\\u5e08', u'\\u963f\\u65af\\u5170', u'\\u8bbf\\u95ee', u'\\u4fc4', u'\\u4e00\\u5bb6', u'\\u9ad8\\u5ea6', u'\\u4fdd\\u5bc6', u'\\u4e13\\u95e8', u'\\u5236\\u9020', u'\\u519b\\u7528', u'\\u9ad8\\u500d', u'\\u7784\\u51c6\\u955c', u'\\u5de5\\u5382', u'\\u5e76\\u7528', u'\\u955c\\u5934', u'\\u8bb0\\u5f55', u'\\u5de5\\u5382', u'\\u7784\\u51c6\\u955c', u'\\u751f\\u4ea7\\u6d41\\u7a0b']\n",
+        "[u'\\u6b65\\u67aa', u'\\u6545\\u969c', u'\\u9891\\u73b0', u'\\u5916\\u519b', u'\\u4e0d\\u6562', u'\\u89e3\\u653e\\u519b', u'\\u591a\\u5e74', u'\\u4e2d\\u56fd\\u89e3\\u653e\\u519b', u'\\u7ec4\\u7ec7', u'\\u8f7b\\u6b66\\u5668', u'\\u5c04\\u51fb', u'\\u7ade\\u8d5b', u'\\u961f', u'\\u53c2\\u52a0', u'\\u6fb3\\u5927\\u5229\\u4e9a', u'\\u4e3e\\u529e', u'\\u56fd\\u9645', u'\\u9646\\u519b', u'\\u8f7b\\u6b66\\u5668', u'\\u6280\\u80fd', u'\\u5927\\u8d5b', u'\\u53c2\\u8d5b', u'\\u961f\\u5458', u'\\u4f7f\\u7528', u'\\u56fd\\u4ea7', u'\\u5f0f', u'\\u6b65\\u67aa', u'\\u6700\\u7ec8', u'\\u83b7\\u5f97', u'\\u91d1\\u724c', u'\\u7b2c\\u4e09\\u540d', u'\\u4f73\\u7ee9', u'\\u6b65\\u67aa', u'\\u8868\\u73b0', u'\\u7740\\u5b9e', u'\\u4eba', u'\\u6478', u'\\u4e00\\u628a\\u6c57', u'\\u672c\\u671f', u'\\u89e3\\u8bfb']\n",
+        "[u'\\u53d1\\u73b0', u'\\u6297\\u65e5', u'\\u5c06\\u9886', u'\\u5f20\\u7075\\u752b', u'\\u9057\\u9aa8', u'\\u73b0\\u57cb', u'\\u4e00\\u5904', u'\\u7f8a\\u5708', u'\\u91cc', u'\\u7f51\\u6613', u'\\u519b\\u4e8b']\n",
+        "[u'\\u51e0\\u95e8', u'\\u8003\\u8bd5', u'\\u4e0b\\u6765', u'\\u611f\\u89c9', u'\\u5b8c\\u5168', u'\\u6ca1\\u8c31']\n",
+        "[u'\\u5b8c\\u7ed3', u'\\u8bb0\\u5f55', u'\\u6298\\u4e2d', u'\\u7edd\\u547d', u'\\u6bd2\\u5e08', u'\\u6700\\u7ec8', u'\\u5b63', u'\\u5236\\u4f5c', u'\\u8bb0\\u5f55', u'\\u9ad8\\u6e05', u'\\u4e3b', 'er']\n",
+        "[u'\\u786e\\u5b9e', u'\\u6b27\\u76df', u'\\u5b98\\u7f51', u'\\u5b50', u'\\u7ad9', u'\\u9a97', u'\\u4f30\\u8ba1', u'\\u627e', u'\\u9ed1\\u4e2d\\u4ecb', 'ec', 'europa', 'eu']\n",
+        "[u'\\u6613', u'\\u98ce\\u4e91', u'\\u79d1\\u6280', u'\\u8bda\\u8058', u'\\u524d\\u7aef', u'\\u9ad8\\u7ea7', u'\\u5de5\\u7a0b\\u5e08', u'\\u5317\\u4eac', u'\\u6613', u'\\u98ce\\u4e91', u'\\u79d1\\u6280', u'\\u4e00\\u7fa4', u'\\u4ee5\\u4e3a', u'\\u89e3\\u51b3', u'\\u6570\\u636e', u'\\u6d41\\u91cf', u'\\u5185\\u5bb9', u'\\u6295\\u653e', u'\\u76ee\\u6807', u'\\u957f\\u671f', u'\\u4e13\\u6ce8', u'\\u6838\\u5fc3', u'\\u7cfb\\u7edf', u'\\u5e73\\u53f0', u'\\u6280\\u672f', u'\\u4e13\\u5bb6', u'\\u521b\\u7acb', u'\\u521b\\u4e1a', u'\\u516c\\u53f8', u'\\u4e3b\\u8981', u'\\u4ea7\\u54c1', u'\\u5177\\u6709', u'\\u56fd\\u9645', u'\\u9886\\u5148', u'\\u6280\\u672f', u'\\u4e92\\u8054\\u7f51', u'\\u6d41\\u91cf', u'\\u7ba1\\u7406', u'\\u5e73\\u53f0', u'\\u5411\\u5ba2', 'web', 'icp', 'isp']\n",
+        "['uxzw']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6dd8\\u5b9d', u'\\u5c0f', u'\\u70ae\\u8f70', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u7f51\\u76d1\\u53f8', u'\\u53f8\\u957f', u'\\u4f10', u'\\u5f00\\u5fc3', u'\\u6dd8\\u5b9d', u'\\u6295\\u7ed9', u'\\u652f\\u6301', u'\\u6dd8\\u5b9d', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u62a5\\u544a', u'\\u4e25\\u8c28', u'\\u7f3a\\u4e4f', u'\\u51c6\\u786e\\u6027', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u8d22\\u7ecf\\u7f51']\n",
+        "[u'\\u7b97\\u6cd5', u'\\u8bfe\\u770b', u'\\u8001\\u5e08', u'\\u63a8\\u5bfc', u'\\u6570\\u5217', u'\\u901a\\u9879', u'\\u771f\\u662f', u'\\u5f15\\u8d77', u'\\u9ad8\\u4e2d\\u6570\\u5b66', u'\\u7ade\\u8d5b', u'\\u65e0\\u9650', u'\\u56de\\u5fc6', u'\\u611f\\u89c9', u'\\u8d8a\\u6765\\u8d8a', u'\\u9000\\u5316', 'fibonacci']\n",
+        "[u'\\u4e09\\u5927', u'\\u57fa\\u7840', u'\\u7b56\\u7565']\n",
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+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u66f2', u'\\u5f31\\u866b', u'\\u30e2', u'\\u30f3', u'\\u30d6', u'\\u30e9', u'\\u30f3', u'\\u767e\\u542c\\u4e0d\\u538c', u'\\u5206\\u4eab', 'marina', u'\\u867e\\u7c73\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u30b4', u'\\u30e0', u'\\u6765\\u81ea', u'\\u867e\\u7c73', u'\\u97f3\\u4e50']\n",
+        "[u'\\u7272\\u793c', u'\\u4e4b\\u7f8a', u'\\u30b3', u'\\u30f3', 'gumi']\n",
+        "[u'\\u5206\\u4eab', u'\\xf6', u'\\u4e13\\u8f91', u'\\u7121\\u80fd', u'\\u4e13\\u8f91', u'\\u5730\\u5740', u'\\u5206\\u4eab', 'sterreich', 'tv', 'size', u'\\u867e\\u7c73\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u66f2', u'\\u5206\\u4eab', 'thomas', 'bergersen', 'dragon', 'rider', u'\\u867e\\u7c73\\u97f3\\u4e50\\uff09']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u785d\\u70df', u'\\u4e2d', u'\\u4e2d\\u6587\\u7248', u'\\u63a8\\u8350', 'erlang', 'erlanginanger', 'pd', u'\\u5fae\\u76d8', u'DengHui_JZ']\n",
+        "[u'\\u4e91', u'\\u5b58\\u50a8', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u6570\\u636e\\u6316\\u6398', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'riak', 'core', 'guide', 'riak', 'spark', 'golang', 'erlang', 'csdn', 'net']\n",
+        "[u'\\u300e', u'\\u6253\\u9020', u'\\u9ad8\\u6027\\u80fd', u'\\u9ad8', u'\\u53ef\\u9760', u'\\u5757', u'\\u5b58\\u50a8\\u7cfb\\u7edf', u'\\u7cfb\\u7edf', u'\\u67b6\\u6784', u'\\u6280\\u672f', u'\\u5b66\\u4e60', u'\\u5b66\\u4e60', u'\\u8fdb\\u6b65', u'\\u300f']\n",
+        "[u'\\u795d', u'\\u62cd\\u4e91', u'\\u65e9\\u65e5', u'\\u4e0a\\u5e02']\n",
+        "[u'\\u878d\\u8d44', u'\\u4e07\\u7f8e\\u5143', u'\\u6570\\u636e\\u5e93', u'\\u6210', u'\\u6295\\u8d44', u'\\u65b0\\u5ba0', u'\\u6216\\u9006\\u88ad', 'basho', 'nosql', 'csdn', 'net']\n",
+        "[u'\\u300e', u'\\u4e00\\u4e2a', u'\\u663e\\u793a', u'\\u547d\\u4ee4', u'\\u8fd0\\u884c', u'\\u8fdb\\u5ea6', u'\\u4f1f\\u5927', u'\\u5de5\\u5177', u'\\u6280\\u672f', u'\\u300f', 'linux']\n",
+        "[u'\\u66f4\\u65b0', u'\\u5fae\\u535a', u'\\u5ba2\\u6237\\u7aef', u'\\u5168\\u65b0', u'\\u652f\\u6301', u'\\u2460', u'\\u65b0\\u589e', u'\\u4f1a\\u5458', u'\\u8d2d\\u4e70', u'\\u529f\\u80fd', u'\\u2461', u'\\u65b0\\u589e', u'\\u7efc\\u5408', u'\\u641c\\u7d22', u'\\u529f\\u80fd', u'\\u2462', u'\\u65b0\\u589e', u'\\u5c0f', u'\\u6e05\\u65b0', u'\\u80cc\\u666f\\u56fe', u'\\u5feb\\u6765', u'\\u4e00\\u8d77', u'\\u4f53\\u9a8c', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', 'ipad', 'ios', 'app', 'store']\n",
+        "[]\n",
+        "[]\n",
+        "['ok']\n",
+        "[u'\\u6708\\u4efd', u'\\u5168\\u7403', u'\\u8fce\\u6765', u'\\u95f0\\u79d2']\n",
+        "[u'\\u6989\\u6797\\u5c71', u'\\u5c0f\\u65f6\\u5019', u'\\u697c\\u68af', u'\\u6eda\\u4e0b\\u53bb', u'\\u771f\\u5047', u'\\u9ad8', u'\\u6eda\\u4e0b\\u53bb', u'\\u6700\\u540e', u'\\u4e00\\u680b']\n",
+        "[u'\\u5c0f\\u65f6\\u5019', u'\\u53ef\\u771f\\u80fd']\n",
+        "[u'\\u8111\\u95e8', u'\\u8111\\u95e8']\n",
+        "[u'\\u5438\\u8840\\u9b3c', u'\\u5973\\u7687', u'\\u5965']\n",
+        "[u'\\u5206\\u4eab', u'\\u4e00\\u9996', u'\\u5355\\u66f2', u'\\u8bb8\\u94a7', u'\\u6765\\u81ea', 'live', u'\\u9177\\u72d7\\u97f3\\u4e50iPhone\\u7248']\n",
+        "[u'\\u6c6a\\u6c6a', u'\\u6c6a\\u6c6a', u'\\u6c6a\\u6c6a', u'\\u4fe9', u'\\u5c0f\\u72d7', u'\\u53ef\\u771f', u'\\u53ef\\u7231']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5988\\u5988', u'\\u771f\\u662f', u'\\u597d\\u7528', u'\\u957f\\u5927', u'\\u4e70', u'\\u74f6', 'lanolin', 'oil']\n",
+        "[u'\\u6700\\u5927', u'\\u540e', u'\\u5df2\\u7ecf', u'\\u5c81']\n",
+        "[u'\\u63a8\\u8350', u'\\u4e00\\u4e2a', u'\\u9ad8\\u54c1\\u8d28', u'\\u6444\\u5f71', u'\\u56fe\\u7247', u'\\u7f51\\u7ad9', u'\\u5df2\\u7ecf', u'\\u5f00\\u901a', u'\\u5165\\u9a7b', u'\\u5e0c\\u671b', u'\\u70b9\\u8bc4', u'\\u5206\\u4eab', u'\\u4f5c\\u54c1', u'\\u6444\\u5f71', u'\\u4f5c\\u54c1', u'\\u5206\\u6570', u'\\u6da8\\u8d77\\u6765', u'\\u8c22\\u8c22', 'eput', 'com']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u7eff\\u82bd', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5', u'\\u5c01\\u9762\\u56fe']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u53d1\\u8868', u'\\u4e00\\u7bc7', u'\\u8f6c\\u8f7d', u'\\u535a\\u6587', u'\\u6570\\u636e\\u5206\\u6790', u'\\u9700\\u8981', u'\\u79cd', u'\\u5de5\\u5177']\n",
+        "[u'\\u53d1\\u8868', u'\\u4e00\\u7bc7', u'\\u8f6c\\u8f7d', u'\\u535a\\u6587', u'\\u6570\\u636e\\u5206\\u6790', u'\\u9700\\u8981', u'\\u79cd', u'\\u5de5\\u5177']\n",
+        "[u'\\u624e\\u5b9e', u'\\u57fa\\u7840', u'\\u4ee5\\u540e', u'\\u6700', u'\\u4e3b\\u8981', u'\\u6e90\\u4e8e', u'\\u4e30\\u5bcc', u'\\u611f\\u60c5', u'\\u4e18\\u6210\\u6850', u'\\u5b66\\u8005', u'\\u539f\\u521b', u'\\u529b', u'\\u4ece\\u4f55\\u800c\\u6765']\n",
+        "['test']\n",
+        "[u'\\u6ce8\\u518c', u'\\u9001', u'\\u5ec9\\u4ef7', u'\\u90e8\\u7f72', u'\\u53ea\\u7528', u'\\u79d2\\u949f', u'\\u7f8e\\u56fd', u'\\u65b0\\u52a0\\u5761', u'\\u82f1\\u56fd', u'\\u57ce\\u5e02', u'\\u9009', u'\\u94fe\\u63a5', u'\\u6ce8\\u518c', u'\\u9001', 'vps', 'new', 'york', 'amsterdam', 'san', 'francisco', 'singapore', 'london']\n",
+        "[u'\\u573a\\u666f', u'\\u4e0b', u'\\u5148', u'\\u968f\\u673a', u'\\u68ee\\u6797', u'\\u9ad8\\u65af', u'\\u8bd5\\u8bd5', u'\\u6570\\u636e', u'\\u96c6\\u4e0a', u'\\u591a\\u79cd', u'\\u7b97\\u6cd5', u'\\u6d4b\\u8bd5', u'\\u4e2d', u'\\u5e73\\u5747', u'\\u7cbe\\u5ea6', u'\\u5360\\u4f18', u'\\u5c0f\\u5fc3', u'\\u51c6\\u5907', u'\\u6570\\u636e', u'\\u6700\\u7ec8', u'\\u786e\\u5b9a', u'\\u524d\\u7528', u'\\u62bd\\u67e5', u'\\u65b9\\u6cd5', u'\\u5bf9\\u6bd4', u'\\u591a\\u79cd', u'\\u7b97\\u6cd5', 'use', 'random', 'forest', 'testing', 'classifiers', 'datasets', 'svm']\n",
+        "[u'\\u573a\\u666f', u'\\u4e0b', u'\\u5148', u'\\u968f\\u673a', u'\\u68ee\\u6797', u'\\u9ad8\\u65af', u'\\u8bd5\\u8bd5', u'\\u6570\\u636e', u'\\u96c6\\u4e0a', u'\\u591a\\u79cd', u'\\u7b97\\u6cd5', u'\\u6d4b\\u8bd5', u'\\u4e2d', u'\\u5e73\\u5747', u'\\u7cbe\\u5ea6', u'\\u5360\\u4f18', u'\\u5c0f\\u5fc3', u'\\u51c6\\u5907', u'\\u6570\\u636e', u'\\u6700\\u7ec8', u'\\u786e\\u5b9a', u'\\u524d\\u7528', u'\\u62bd\\u67e5', u'\\u65b9\\u6cd5', u'\\u5bf9\\u6bd4', u'\\u591a\\u79cd', u'\\u7b97\\u6cd5', 'use', 'random', 'forest', 'testing', 'classifiers', 'datasets', 'svm']\n",
+        "[u'\\u573a\\u666f', u'\\u4e0b', u'\\u5148', u'\\u968f\\u673a', u'\\u68ee\\u6797', u'\\u9ad8\\u65af', u'\\u8bd5\\u8bd5', u'\\u6570\\u636e', u'\\u96c6\\u4e0a', u'\\u591a\\u79cd', u'\\u7b97\\u6cd5', u'\\u6d4b\\u8bd5', u'\\u4e2d', u'\\u5e73\\u5747', u'\\u7cbe\\u5ea6', u'\\u5360\\u4f18', u'\\u5c0f\\u5fc3', u'\\u51c6\\u5907', u'\\u6570\\u636e', u'\\u6700\\u7ec8', u'\\u786e\\u5b9a', u'\\u524d\\u7528', u'\\u62bd\\u67e5', u'\\u65b9\\u6cd5', u'\\u5bf9\\u6bd4', u'\\u591a\\u79cd', u'\\u7b97\\u6cd5', u'\\u7ea2\\u7ea2\\u706b\\u706b', u'\\u65a4\\u65a4\\u8ba1\\u8f83', 'use', 'random', 'forest', 'testing', 'classifiers', 'datasets', 'svm']\n",
+        "[u'\\u70ab\\u9177', u'\\u7f51\\u7edc', u'\\u53ef\\u89c6\\u5316', u'\\u5e93', 'tools', 'creating', 'javascript', 'network', 'graphs']\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u62d0\\u4e2a', u'\\u7687\\u5e1d', u'\\u56de', u'\\u73b0\\u4ee3', u'\\u7504', u'\\u5b1b', u'\\u8c22\\u8c22', u'\\u7ebd\\u7ea6', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
+        "['chinese', 'food', 'safety', 'bad']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u7b2c\\u5929', u'\\u5b66\\u4e60', u'\\u5355\\u8bcd', u'\\u6247\\u8d1d\\u6253\\u5361']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u652f\\u6301', u'\\u6295\\u7ed9', u'\\u652f\\u6301', u'\\u94c1\\u8def\\u5c40', u'\\u89c4\\u5b9a', u'\\u4e0d\\u5408\\u7406', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u6d59\\u6c5f\\u6d88\\u4fdd\\u59d4\\u8d77\\u8bc9\\u4e0a\\u94c1', u'\\u6d59\\u6c5f\\u6d88\\u4fdd\\u59d4\\u8d77\\u8bc9\\u4e0a\\u94c1']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u60f3', u'\\u8001\\u5988', u'\\u4e70', u'\\u4e00\\u4e2a', u'\\u9b45\\u84ddNote']\n",
+        "[u'\\u6b63\\u5728', u'\\u7528\\u7248', u'\\u5fae\\u535a', u'\\u5ba2\\u6237\\u7aef', u'\\u9875\\u9762', u'\\u7b80\\u7ea6', u'\\u6f02\\u4eae', u'\\u65b0\\u589e', u'\\u7f51\\u7edc', u'\\u72b6\\u6001', u'\\u63d0\\u793a', u'\\u5e2e', u'\\u7701', u'\\u6d41\\u91cf', u'\\u6d41\\u7545', u'\\u9605\\u8bfb', u'\\u59a5\\u59a5', u'\\u55d2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'android', 'weico', 'weico']\n",
+        "[u'\\u5e74', u'\\u7b2c\\u4e00\\u5929', u'\\u4e0a\\u6d77', u'\\u6210', u'\\u4e00\\u4e2a', u'\\u7b11\\u8bdd']\n",
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+        "[u'\\u559c\\u6b22', u'\\u4f5c\\u54c1', u'\\u5df2\\u7ecf', u'\\u660e\\u661f', u'\\u52bf\\u529b', u'\\u699c\\u4e0a', u'\\u52a0\\u6cb9', u'\\u4e00\\u4f4d', u'\\u68d2', u'\\u6b4c\\u624b', u'\\u559c\\u6b22', 'head', u'\\u90d1\\u5bb9\\u548c89']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u90d1\\u5bb9\\u548c89']\n",
+        "[u'\\u559c\\u6b22', u'\\u4f5c\\u54c1', u'\\u5df2\\u7ecf', u'\\u660e\\u661f', u'\\u52bf\\u529b', u'\\u699c\\u4e0a', u'\\u52a0\\u6cb9', u'\\u4e00\\u4f4d', u'\\u8d85\\u68d2', u'\\u6b4c\\u624b', 'still', u'\\u90d1\\u5bb9\\u548c89']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u8054\\u64ad', u'\\u699c', u'\\u7b2c\\u4e8c\\u5341\\u4e8c', u'\\u671f', u'\\u6e2f\\u53f0\\u6b4c\\u66f2', u'\\u6295\\u7ed9', u'\\u90d1\\u5bb9', u'\\u6797\\u4fca\\u6770', u'\\u9009\\u9879', u'\\u8868\\u6001', 'youthmusic', 'checkmate', u'YouthMusic\\u8054\\u64ad\\u699c']\n",
+        "[u'\\u7535\\u89c6\\u8282\\u76ee', u'\\u4e4b\\u540e', u'\\u7ec8\\u4e8e', u'\\u770b\\u7a7f', u'\\u7535\\u89c6', u'\\u611f\\u89c9']\n",
+        "[u'\\u4eba\\u65e0\\u8fdc\\u8651', u'\\u5fc5\\u6709\\u8fd1\\u5fe7']\n",
+        "[u'\\u505a\\u70b9', u'\\u60f3', u'\\u505a', u'\\u96be']\n",
+        "[u'\\u773c\\u775b', u'\\u6296\\u52a8', u'\\u77e5\\u9053', u'\\u770b\\u7535\\u89c6', u'\\u770b\\u591a', u'\\u8bba\\u6587', u'\\u770b\\u591a']\n",
+        "[u'\\u592a\\u6709', u'\\u60f3\\u6cd5', u'\\u5973\\u4eba', u'\\u771f\\u7684', u'\\u4e00\\u70b9', u'\\u53ef\\u7231']\n",
+        "[u'\\u603b\\u7ed3', u'\\u53d1\\u7ed9', u'\\u5e08\\u5144', u'\\u4e4b\\u540e', u'\\u8111\\u5b50\\u91cc', u'\\u5269', u'\\u4e24\\u4e2a', u'\\u5b57', u'\\u5ffd\\u60a0']\n",
+        "[u'\\u773c\\u775b', u'\\u6491\\u4e0d\\u4f4f']\n",
+        "[u'\\u60f3\\u5230', u'\\u770b\\u8fc7', u'\\u7535\\u5f71', u'\\u573a', u'\\u5c0f\\u5077', u'\\u5bf9\\u624b\\u620f', u'\\u5b8c\\u80dc']\n",
+        "[u'\\u770b\\u89c1', u'\\u5916\\u56fd', u'\\u9edd\\u9ed1', u'\\u5c0f\\u4f19', u'\\u7a7f\\u7740', u'\\u88e4\\u8869', u'\\u536b\\u8863', u'\\u64cd\\u573a\\u4e0a', u'\\u5174\\u594b', u'\\u5806\\u96ea\\u4eba', u'\\u9189']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'SNH48-\\u8bb8\\u6768\\u7389\\u7422']\n",
+        "[u'\\u521a\\u521a', u'\\u586b\\u5199', u'\\u95ee\\u5377', u'\\u661f\\u4e0a', u'\\u4e00\\u4e2a', u'\\u95ee\\u5377', u'\\u6027\\u80fd', u'\\u6d4b\\u8bd5', u'\\u5de7\\u5320', u'\\u8bad\\u7ec3\\u8425', u'\\u5927\\u578b', u'\\u6c99\\u9f99', u'\\u7b7e\\u552e', u'\\u6d3b\\u52a8', u'\\u610f\\u5411', u'\\u8c03\\u67e5\\u8868', u'\\u4e00\\u8d77', u'\\u5e2e\\u5fd9', u'\\u586b\\u5199', 'loadrunner']\n",
+        "[]\n",
+        "[u'\\u5956\\u54c1', u'\\u8fd9\\u79cd', u'\\u4e8b', u'\\u4e00\\u5b9a', u'\\u8bf4\\u4e00\\u8bf4', u'\\u4ee5\\u540e', u'\\u4e00\\u8d77', u'\\u6109\\u5feb', u'\\u73a9\\u800d', u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5956\\u54c1', u'\\u592a\\u7ed9\\u529b', u'\\u5feb\\u53bb', u'\\u8bd5\\u8bd5', u'\\u4eba\\u54c1', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u5206\\u4eab', u'hi_heige \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u65b0\\u5e74\\u5feb\\u4e50', u'\\u4e00\\u5e74', u'\\u4e8b\\u60c5', u'\\u4e0d\\u65ad', u'\\u597d\\u4e8b', u'\\u591a\\u4e00\\u4e9b', u'\\u597d\\u8fc7', u'\\u597d\\u4e8b\\u591a\\u78e8', u'\\u597d\\u4e8b\\u591a\\u78e8', u'\\u52a0\\u6cb9', u'\\u2196', u'\\u03c9', u'\\u2197']\n",
+        "[u'\\u671d\\u9c9c', u'\\u7f51\\u7edc', u'\\u957f', u'\\u6837', u'\\u76d7\\u7248', u'\\u5fae\\u8f6f', u'\\u8f6f\\u4ef6', u'\\u8fd0\\u884c', u'\\u62e8\\u53f7', u'\\u8bbf\\u95ee']\n",
+        "[u'\\u6027\\u80fd', u'\\u4f18\\u5316', u'\\u5178\\u8303', 'android']\n",
+        "[u'\\u6279\\u91cf', u'\\u5220\\u9664', 'python', 'app']\n",
+        "['programming', 'tools', 'adventures', u'knitr']\n",
+        "[u'\\u5386\\u53f2\\u603b\\u662f\\u60ca\\u4eba\\u7684\\u76f8\\u4f3c']\n",
+        "[u'\\u4e8c\\u8fdb\\u5236', u'\\u5199', u'\\u5b8c\\u7f8e', u'\\u5bf9\\u79f0', u'\\u5409\\u7965\\u5982\\u610f', u'\\u4e00\\u5e74']\n",
+        "[u'\\u5927\\u7406', u'\\u65e7\\u90fd', u'\\u4e00\\u5de8', u'\\u70df\\u5c18', u'\\u6cea', u'\\u5927\\u7406\\u53e4\\u57ce\\u697c\\u5931\\u706b\\u88ab\\u6bc1']\n",
+        "[u'\\u5b8c', u'\\u51c6\\u5907', u'\\u4e0b', u'\\u4e00\\u4e2a', u'\\u4ea7\\u54c1', u'\\u4e2d', u'\\u5b9e\\u8df5', u'\\u4e00\\u628a', u'\\u771f', u'\\u4e00\\u70b9', u'\\u505a\\u5230', u'\\u4e0d\\u5931', u'\\u7f8e\\u89c2', u'\\u771f\\u662f', u'\\u5bb9\\u6613', u'\\u4e8b\\u60c5', u'\\u4e0d\\u9519', u'\\u4e66', u'\\u63a8\\u8350', u'\\u53ef\\u7528\\u6027', u'\\u8bbe\\u8ba1', u'\\u7528\\u6237', u'\\u4f53\\u9a8c', u'\\u8bbe\\u8ba1', u'\\u76f8\\u5173', u'\\u670b\\u53cb', u'\\u4ea7\\u54c1', u'\\u6240\\u6709\\u8005', u'\\u5e94\\u8be5', u'\\u770b\\u770b', u'\\u6b64\\u4e66', u\"Don't Make Me Thinking\", u'\\u4e0d\\u8a00\\u800c\\u55bb']\n",
+        "[u'\\u5b8c', u'\\u51c6\\u5907', u'\\u4e0b', u'\\u4e00\\u4e2a', u'\\u4ea7\\u54c1', u'\\u4e2d', u'\\u5b9e\\u8df5', u'\\u4e00\\u628a', u'\\u771f', u'\\u4e00\\u70b9', u'\\u505a\\u5230', u'\\u4e0d\\u5931', u'\\u7f8e\\u89c2', u'\\u771f\\u662f', u'\\u5bb9\\u6613', u'\\u4e8b\\u60c5', u'\\u4e0d\\u9519', u'\\u4e66', u'\\u63a8\\u8350', u'\\u53ef\\u7528\\u6027', u'\\u8bbe\\u8ba1', u'\\u7528\\u6237', u'\\u4f53\\u9a8c', u'\\u8bbe\\u8ba1', u'\\u76f8\\u5173', u'\\u670b\\u53cb', u'\\u4ea7\\u54c1', u'\\u6240\\u6709\\u8005', u'\\u5e94\\u8be5', u'\\u770b\\u770b', u'\\u6b64\\u4e66', u\"Don't Make Me Think\", u'\\u4e0d\\u8a00\\u800c\\u55bb']\n",
+        "[u'\\u4e0d\\u60f3', u'\\u5347\\u7ea7', u'\\u7cfb\\u7edf', u'\\u73af\\u5883', u'\\u73a9', u'\\u540e\\u7eed', u'\\u8bd5\\u4e00\\u8bd5', 'fedora', 'mac', 'os']\n",
+        "[u'\\u5206\\u4eab', u'TimYang \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u300a\\u4ece0\\u52301\\u300b']\n",
+        "[u'\\u53d1\\u5e03', u'\\u66f4\\u65b0', u'\\u7b80\\u60a6\\u4e91\\u98ce lua-5.3.0 \\u6b63\\u662f']\n",
+        "['visualizing', 'code', 'couplings', 'node', 'link', 'diagrams']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'clearly', 'performance', 'cary', u'\\u5fae\\u76d8', u'\\u4f55_\\u767b\\u6210 \\u5206\\u4eab\\u7684\"Thinking']\n",
+        "[u'\\u8fd9\\u4ef6', u'\\u4e8b', u'\\u6362\\u6765', u'\\u51e0\\u5341\\u5e74', u'\\u5bff\\u547d']\n",
+        "['visualizing', 'representations', 'deep', 'learning', 'human', 'beings']\n",
+        "[u'Rust by Example']\n",
+        "[u'\\u5206\\u4eab', u'\\u6c60\\u5efa\\u5f3a \\u7684\\u6587\\u7ae0']\n",
+        "[u'ES6 on io.js']\n",
+        "[u'Some Thoughts on Go and Erlang']\n",
+        "['lesser', 'known', 'useful', 'data', 'structures']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u7a0b\\u5e8f\\u5458', u'\\u773c\\u4e2d', u'\\u4ef7\\u503c', u'\\u98ce\\u96ea', u'\\u4e4b\\u9685']\n",
+        "[u'\\u5e74', u'\\u4eca\\u5929', u'\\u8dd1', u'\\u9700\\u8981', u'\\u4e00\\u756a', u'\\u5468\\u6298', u'\\u8dd1', u'\\u4e00\\u4e0b', u'\\u6539\\u4e86', u'\\u5185\\u5bb9', u'\\u9700\\u8981', u'\\u8bf7', u'\\u5e26\\u8d70', u'\\u63d0\\u4f9b', u'\\u6587\\u4ef6', u'\\u8bf7', u'\\u5584\\u5f85', 'linux', 'linux', 'linux', 'google', u'linux-0.11']\n",
+        "[u'\\u95f2\\u6765\\u65e0\\u4e8b', u'\\u4e66\\u67b6\\u4e0a', u'\\u770b\\u4eae', u'\\u778e', u'\\u4ee5\\u524d', u'\\u6ce8\\u610f', u'\\u5b59\\u601d\\u9088', u'\\u5e74', u'\\u5c81', u'\\u836f\\u738b', u'\\u5403', u'\\u957f\\u5bff', u'\\u968b\\u5510', u'\\u65f6\\u671f', u'\\u67e5', u'\\u4e00\\u4e0b', u'\\u8bf4\\u6cd5\\u4e0d\\u4e00', u'\\u5b59\\u601d\\u9088', u'\\u957f\\u5bff', u'\\u5b59\\u601d\\u9088\\u7a76\\u7adf\\u591a\\u957f\\u5bff\\uff1f', u'\\u300a\\u5907\\u6025\\u5343\\u91d1\\u8981\\u65b9\\u300b']\n",
+        "[u'\\u5f00\\u6e90', u'\\u4e2d\\u56fd', 'kythe', 'new', 'approach', 'making', 'developer', 'tools']\n",
+        "[u'\\u8089\\u8eab', u'\\u7ffb\\u5899', u'\\u65f6\\u4ee3', u'\\u5feb\\u5230', u'\\u56fd\\u5bb6\\u5c40\\u57df\\u7f51#\\uff0c']\n",
+        "[u'\\u5df2\\u7ecf', u'\\u4e2d\\u5173\\u6751', u'\\u521b\\u4e1a', u'\\u878d\\u8d44', u'\\u4e07', u'\\u4e0d\\u77e5', u'\\u8d70', u'\\u8fdc', u'Nenad Rakocevic', u'red-lang']\n",
+        "[u'\\u53d1\\u73b0', u'\\u4eba', u'\\u53ea\\u4f1a\\u7528', u'\\u641c', u'\\u6587\\u4ef6', u'\\u5e38\\u7528', 'find', 'grep', 'locate', 'egrep', 'fgrep', 'whereis']\n",
+        "[u'\\u5f90\\u4eae', u'\\u4eba\\u7269\\u5fd7', u'\\u9053', u'\\u5f27\\u7ebf', u'\\u9707', u'\\u5317\\u4e0a', u'\\u5e7f', u'\\u6027\\u60c5\\u4e2d\\u4eba', u'\\u662f\\u975e', u'\\u5f90\\u4eae', u'\\u6253\\u5165', u'\\u963f\\u6839\\u5ef7', u'\\u90a3\\u8bb0', u'\\u4efb\\u610f\\u7403', u'\\u6bb5\\u65f6\\u95f4', u'\\u4e2d\\u56fd', u'\\u8db3\\u7403', u'\\u7f8e\\u5999', u'\\u56de\\u5fc6', u'\\u6211\\u6709\\u8bdd\\u8bf4']\n",
+        "[u'\\u521a\\u6362', u'\\u9ed8\\u8ba4', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab', u'\\u90d1\\u5b87MSRA \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab', u'\\u90d1\\u5b87MSRA \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u300e', u'\\u4e00\\u70b9', u'\\u8d44\\u8baf', u'\\u5e94\\u7528', u'\\u300f', 'fqrouter', 'vpn']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6dd8\\u5b9d', u'\\u53eb\\u677f', u'\\u56fd\\u5bb6', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u652f\\u6301', u'\\u6295\\u7ed9', u'\\u6dd8\\u5b9d', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u5357\\u65b9\\u90fd\\u5e02\\u62a5']\n",
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+        "[u'\\u7a81\\u7136', u'\\u611f\\u89c9', u'\\u5929\\u597d', u'\\u6f2b\\u957f', u'\\u611f\\u89c9', u'\\u56de\\u5230', u'\\u4e4b\\u524d', u'\\u6708\\u4efd', u'\\u75db\\u82e6', u'\\u5e0c\\u671b', u'\\u6446\\u8131']\n",
+        "[u'\\u60f3', u'\\u5e94\\u8be5', u'\\u627e', u'\\u8bf4', u'\\u56de\\u53bb']\n",
+        "[u'\\u8fd9\\u5e74\\u5934', u'\\u9a97\\u5b50', u'\\u6700']\n",
+        "[u'\\u77e5\\u9053', u'\\u505a', u'\\u6076\\u68a6']\n",
+        "[u'\\u4e0d\\u77e5\\u8db3', u'\\u65e9', u'\\u77e5\\u9053', u'\\u79bb\\u5f00']\n",
+        "[u'\\u5206\\u4eab', u'\\u53f8\\u5f92\\u6b63\\u7f8e \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u603b\\u7b97', u'\\u660e\\u767d', u'\\u4eb2\\u4eba']\n",
+        "[u'\\u5750\\u5230', u'\\u4f4d\\u7f6e', u'\\u662f\\u4e0d\\u662f', u'\\u5e94\\u8be5', u'\\u5e2e\\u5e2e', u'\\u540e\\u751f', u'\\u4e3e\\u624b\\u4e4b\\u52b3', u'\\u4e8b\\u60c5', u'\\u4e0d\\u80af']\n",
+        "[u'\\u660e\\u5929']\n",
+        "[u'\\u6765\\u81ea', u'\\u6211\\u7684\\u4eac\\u4e1c\\u8303\\u513f']\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\u62d0\\u4e2a', u'\\u7687\\u5e1d', u'\\u56de', u'\\u73b0\\u4ee3', u'\\u5929\\u751f', u'\\u5b8c\\u7f8e', u'\\u7504', u'\\u5b1b', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
+        "[u'\\u5fc5\\u88c5', u'\\u8f6f\\u4ef6', u'\\u77e5\\u6613\\u884c\\u96be', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'ubuntu', 'csdn', 'net']\n",
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+        "[]\n",
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+        "['test']\n",
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+        "[u'\\u547d\\u4ee4', u'\\u4f9d\\u7136', u'\\u8f6c\\u81ea', u'\\u540c\\u5b66', 'set', 'jia', u'shell']\n",
+        "['kill', u'\\u7cfb\\u7edf\\u5185\\u7f6e\\u4fe1\\u53f7']\n",
+        "[u'\\u5b57\\u7b26', u'\\u64cd\\u4f5c', u'shell']\n",
+        "['advanced', 'bash', 'scripting', 'guide', u'shell']\n",
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+        "[u'\\u4e0a\\u4f20', u'\\u89c6\\u9891', 'rocket', 'launch', 'animation']\n",
+        "[u'\\u5e72\\u6389', 'greenvpn', 'gfw', 'gcd', 'cnmd']\n",
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+        "[]\n",
+        "['hello', 'world']\n",
+        "['hello']\n",
+        "[]\n",
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+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
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+        "[u'\\u997f\\u72fc', u'\\u6b4c\\u624b', u'\\u7b2c\\u4e09\\u5b63', u'\\u5f20\\u9753\\u9896']\n",
+        "[u'\\u997f\\u72fc', u'\\u6b4c\\u624b', u'\\u7b2c\\u4e09\\u5b63', u'\\u5f20\\u9753\\u9896']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5b59\\u949f\\u79c0', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u6559\\u7a0b', u'\\u6ce8\\u91ca', u'\\u5168', u'\\u63a8\\u8350', u'\\u5fae\\u76d8', u'\\u6e7e\\u533a\\u8bc4\\u8bba']\n",
+        "[u'\\u9879\\u76ee', u'\\u5168\\u9762', u'\\u4f53\\u68c0', u'\\u5de5\\u5177', u'\\u6768\\u534e', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'health', 'java', 'csdn', 'net']\n",
+        "[u'\\u62bd\\u7a7a', u'\\u5199', u'\\u4ee3\\u7801', u'\\u9759\\u6001', u'\\u5206\\u6790', u'\\u5de5\\u5177', u'\\u805a\\u5408', u'\\u5668', u'\\u96c6\\u6210', u'\\u4e09\\u4e2a', u'\\u4e3b\\u6d41', u'\\u5206\\u6790', u'\\u5de5\\u5177', u'\\u652f\\u6301', u'\\u5206\\u6790', u'\\u540e', u'\\u751f\\u6210', u'\\u62a5\\u544a', u'\\u90ae\\u4ef6', u'\\u63a8\\u9001', u'\\u4ee3\\u7801', 'java', 'pmd', 'checkstyle', 'findbugs', 'github', u'developerWorks', u'\\u5f00\\u53d1\\u8005\\u5934\\u6761']\n",
+        "[u'\\u2746', u'\\u642d\\u5efa', u'\\u5b9e\\u65f6', u'\\u804a\\u5929', u'\\u5e94\\u7528', u'\\u5b9e\\u6218', u'\\u6559\\u7a0b', 'node', 'express', 'mongodb', 'socket', 'io']\n",
+        "[u'\\u2746', u'\\u524d\\u7aef', u'\\u5b58\\u50a8', u'\\u6846\\u67b6', u'\\u5c01\\u88c5', u'\\u652f\\u6301', u'\\u8de8\\u57df', u'\\u6570\\u636e', u'\\u5b58\\u50a8', u'\\u5171\\u4eab', u'\\u6b22\\u8fce', u'\\u5c0f\\u4f19\\u4f34', u'\\u63d0\\u610f\\u89c1', 'localdb', 'web', 'storage']\n",
+        "['state', 'es', 'io', 'js']\n",
+        "[u'\\u2746', u'\\u7ebf\\u7a0b', u'\\u7528\\u5904', u'\\u4e1c\\u897f', u'\\u6ce8\\u5b9a', u'\\u6d41\\u884c']\n",
+        "[u'\\u2746', u'\\u8d70', u'\\u7aef\\u53e3', 'kneesocks', 'npm', 'install', 'shadowsocks', 'socksv']\n",
+        "['creating', 'first', 'desktop', 'app', 'html', 'js', 'node', 'webkit']\n",
+        "['functional', 'reactive', 'programming', 'power', 'node', 'js', 'streams']\n",
+        "[u'\\u2746', u'\\u4f7f\\u7528', u'\\u5165\\u95e8', 'mongodb']\n",
+        "[u'\\u2746', u'\\u6846\\u67b6', 'node', 'odata', 'nodejs', 'rest']\n",
+        "[u'\\u2746', u'\\u9020', u'\\u4e00\\u4e2a', u'\\u8ff7\\u4f60', u'\\u8f6e\\u5b50', 'mongoose', 'mabolo']\n",
+        "['summary', 'changes', 'node', 'js', 'io', 'js']\n",
+        "[u'\\u7f16\\u5199', u'\\u7528\\u5230', u'\\u4e00\\u4e9b', u'\\u6a21\\u5757', u'\\u7b80\\u6d01', 'substack', 'webapps', 'node', 'js']\n",
+        "[u'\\u2746', u'\\u8fdb\\u7a0b', u'\\u5355\\u7ebf\\u7a0b', u'\\u6a21\\u578b', u'\\u8fdb\\u7a0b', u'\\u591a\\u7ebf\\u7a0b', u'\\u6a21\\u578b', u'\\u4e4b\\u4e89']\n",
+        "[u'\\u2746', u'\\u6d4b\\u8bd5', u'\\u771f\\u7684', u'\\u610f\\u4e49', 'hello', 'world', 'fibjs', 'vs', 'nodejs']\n",
+        "[u'\\u62db\\u8058', u'\\u5168\\u804c', u'\\u5f00\\u53d1\\u4eba\\u5458', 'fibjs']\n",
+        "[u'\\u8fd9\\u7bc7', u'\\u7ebf\\u7a0b', u'\\u8fdb\\u7a0b', u'\\u56de\\u8c03', u'\\u5e16\\u5b50', u'\\u70ed\\u95f9', 'cnode', 'fibjs', 'node', 'js']\n",
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+        "[u'\\u677e\\u5cf0', u'\\u8001\\u5e08', u'\\u5f53\\u8d77', u'\\u6444\\u5f71\\u5e08']\n",
+        "[]\n",
+        "[]\n",
+        "['technologies', 'one', 'learn', 'stay', 'ahead', 'industry', 'next', 'five', 'years']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
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+        "['soldier', 'solder']\n",
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+        "['count', 'distinct', 'problem', 'hyper', 'loglog']\n",
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+        "['happy', 'birthday', 'song', 'song']\n",
+        "[]\n",
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+        "[u'\\u4e0a\\u4f20', u'\\u89c6\\u9891', 'year', 'search']\n",
+        "['google', 'year', 'search', 'google', 'year', 'search']\n",
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+        "[u'\\u6211\\u5bb6', u'\\u8fea\\u8fea\\u5feb', u'\\u56de\\u6765']\n",
+        "[u'\\u5927\\u5934', u'\\u5927\\u5934', u'\\u5927\\u5934', u'\\u5012\\u8ba1\\u65f6', u'\\u4e5d\\u4e2a', u'\\u5c0f\\u65f6']\n",
+        "[u'\\u65f6\\u95f4', u'\\u8fc7\\u5f97', u'\\u771f\\u5feb', u'\\u6bd5\\u4e1a', u'\\u534a\\u5e74', u'\\u5de5\\u4f5c', u'\\u534a\\u5e74', u'\\u76f8\\u540c', u'\\u4e00\\u76f4', u'\\u6821\\u56ed', u'\\u4ece\\u6ca1', u'\\u79bb\\u5f00', u'\\u4fdd\\u6301', u'\\u4e00\\u9897', u'\\u5e74\\u8f7b', u'\\u5fc3', u'\\u91cd\\u8981']\n",
+        "[u'\\u4eca\\u5929', u'\\u5b8c', u'\\u73ed\\u4f1a', u'\\u5fc3\\u60c5', u'\\u6709\\u70b9', u'\\u590d\\u6742']\n",
+        "[u'\\u4e94\\u4e2a', u'\\u73ed', u'\\u8bd5\\u5377', u'\\u7ec8\\u4e8e', u'\\u8c22\\u8c22', u'\\u4eb2\\u7231', u'\\u53ef\\u7231', u'\\u5b66\\u751f', u'\\u5e2e', u'\\u6539', u'\\u4e00\\u90e8\\u5206', u'\\u91cd\\u8981', u'\\u5173\\u6ce8', u'\\u4eba\\u513f', u'\\u529b', u'\\u6ee1\\u5fc3\\u6b22\\u559c', u'\\u771f\\u4e56', 'ok']\n",
+        "[u'\\u8fc7\\u5e74', u'\\u9886', u'\\u73b0\\u91d1', u'\\u54af', u'\\u65b0\\u5e74', u'\\u7b2c\\u4e00\\u4e2a', u'\\u5c0f', u'\\u8d22\\u795e\\u7237', u'\\u53d1\\u7ea2\\u5305', u'\\u9886', u'\\u5954\\u8dd1\\u54272015', u'\\u674e\\u6668']\n",
+        "['test', u'\\u5931\\u843d\\u7684\\u65e5\\u5b502011 ']\n",
+        "[u'\\u5931\\u843d', u'\\u65e5\\u5b50', 'img']\n",
+        "[u'\\u5931\\u843d', u'\\u65e5\\u5b50']\n",
+        "['test', u'\\u5931\\u843d\\u7684\\u65e5\\u5b502011']\n",
+        "['src', u'<img']\n",
+        "['test', u'\\u5931\\u843d\\u7684\\u65e5\"\\u5b502011']\n",
+        "[u'\\u4e0a\\u4f20', u'\\u5f20', u'\\u7167\\u7247', u'\\u4e13\\u8f91', u'\\u9ed8\\u8ba4', u'\\u4e13\\u8f91']\n",
+        "[u'\\ud83d', u'\\udc37']\n",
+        "['test', u'\\u5931\\u843d\\u7684\\u65e5\\u5b502011 \\U0001f437']\n",
+        "['test', u'\\U0001f437']\n",
+        "[u'\\ud83d', u'\\udc37', u'\\ud83d', u'\\udc37', u'\\u5931\\u843d\\u7684\\u65e5\\u5b502011']\n",
+        "[u'\\ud83d', u'\\udc37']\n",
+        "[u'\\ud83d', u'\\udc37', u'\\ud83d', u'\\udc37', u'\\u5931\\u843d', u'\\u65e5\\u5b50']\n",
+        "['test', u'\\u5931\\u843d\\u7684\\u65e5\\u5b502011=7']\n",
+        "[u'\\ud83d', u'\\udc37', u'\\u5931\\u843d', u'\\u65e5\\u5b50']\n",
+        "[u'\\ud83d', u'\\udc37', u'\\u5931\\u843d', u'\\u65e5\\u5b50']\n",
+        "[u'\\ud83d', u'\\udc37', 'onclick', 'alert']\n",
+        "[u'\\ud83d', u'\\udc37']\n",
+        "[u'\\ud83d', u'\\udc37']\n",
+        "[u'\\ud83d', u'\\udc37', u'\\u5931\\u843d', u'\\u65e5\\u5b50']\n",
+        "['aa', u'\\U0001f437']\n",
+        "[u'\\ud83d', u'\\udc37', u'\\u554a\\u554a\\u554a']\n",
+        "[u'\\u52a0\\u83f2\\u732b', u'\\U0001f437']\n",
+        "[u'\\u52a0\\u83f2\\u732b', 'onclick', 'alert', u'\\U0001f437']\n",
+        "[u'\\u52a0\\u83f2\\u732b']\n",
+        "[u'\\u611f\\u8c22', u'\\u7f51\\u6613\\u5b89\\u5168 \\uff0c \\u826f\\u5fc3SRC']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247', u'\\u611f\\u8c22', u'\\u7f51\\u6613', u'\\u5b89\\u5168', u'\\u65b0', u'\\u4e00\\u5e74', u'\\u7ee7\\u7eed', u'\\u52a0\\u6cb9']\n",
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+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
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+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u521a\\u521a', u'\\u6ce8\\u518c', u'\\u8354\\u679d', 'fm']\n",
+        "[u'\\u964c\\u964c', u'\\u964c\\u964c', u'\\u53f7', u'\\u5feb\\u6765', u'\\u4e00\\u8d77', u'\\u53d1\\u73b0', u'\\u9644\\u8fd1', u'\\u65b0\\u5947', u'\\u603b\\u6709\\u65b0\\u5947\\u5728\\u8eab\\u8fb9']\n",
+        "[u'\\u4eca\\u5929', u'\\u83b7\\u5f97', u'\\u514d\\u8d39', u'\\u7a7a\\u95f4', u'\\u597d\\u8fd0', u'\\u6307\\u6570', u'\\u9897\\u661f', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u65b0\\u6d6a\\u7f51', u'\\u65d7\\u4e0b', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u54c1\\u724c', u'\\u8d85\\u5927', u'\\u5b58\\u50a8\\u7a7a\\u95f4', u'\\u6d77\\u91cf', u'\\u8d44\\u6e90', u'\\u4e0b\\u8f7d', u'\\u624b\\u673a', u'\\u7535\\u8111', u'\\u6570\\u636e', u'\\u540c\\u6b65', u'\\u4eba\\u624b', u'\\u4e00\\u76d8', u'\\u5fae\\u529b', u'\\u65e0\\u9650', u'\\u4f53\\u9a8c', u'\\u5fae\\u76d8\\u7b7e\\u5230', u'\\u5fae\\u76d8']\n",
+        "[u'\\u521a\\u521a', u'\\u6ce8\\u518c', u'\\u8354\\u679d', 'fm']\n",
+        "[u'\\u5185\\u90e8', u'\\u804c\\u4f4d', u'\\u6b22\\u8fce', u'\\u81ea\\u8350', u'\\u63a8\\u8350', u'\\u53d1', u'\\u7b80\\u5386', 'vmware', 'frediyao', 'vmware', 'com']\n",
+        "[u'\\u547d\\u4ee4', u'\\u524d\\u4e16', u'\\u4eca\\u751f', 'grep']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6700', u'\\u4ee4\\u4eba', u'\\u5931\\u671b', u'\\u5bfc\\u6f14', u'\\u63d0\\u540d', u'\\u8fdb', u'\\u6295\\u7ed9', u'\\u5f20\\u4e4b\\u4eae', u'\\u767d\\u53d1', u'\\u9b54\\u5973\\u4f20', u'\\u660e\\u6708', u'\\u5929\\u56fd', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u4e2d\\u56fd\\u7535\\u5f71\\u91d1\\u626b\\u5e1a\\u5956']\n",
+        "[u'\\u81f4', u'\\u817f\\u77ed', u'\\u65b0\\u8bcd']\n",
+        "[u'\\u5411\\u6765', u'\\u7f18\\u6d45', u'\\u5948\\u4f55', u'\\u60c5\\u6df1', u'\\u7434\\u745f', u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\u4e16\\u754c', u'\\u66fe\\u7ecf', u'\\u51fa\\u73b0', u'\\u5176\\u4ed6\\u4eba', u'\\u53d8\\u6210', u'\\u4e0d\\u613f']\n",
+        "[]\n",
+        "[u'\\u4ee5\\u4e3a', u'\\u51b2\\u6de1', u'\\u6b8a\\u4e0d\\u77e5', u'\\u8d8a\\u5fd9', u'\\u8d8a', u'\\u523b\\u9aa8']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[]\n",
+        "[u'\\u6c88', u'\\u6f14\\u8bb2', u'\\u89c6\\u9891', u'\\u56e2\\u961f', u'\\u8fdc\\u7a0b', u'\\u534f\\u4f5c', u'\\u5b9e\\u8df5', 'tower', 'boss', 'tower']\n",
+        "[u'\\u8bf4', u'\\u8bbe\\u8ba1\\u5e08', u'\\u4e00\\u7fa4', u'\\u5b64\\u72ec', u'\\u4eba', u'\\u53ea\\u80fd', u'\\u505a', u'\\u56fe\\u7247', u'\\u505a\\u4e0d\\u4e86', u'\\u771f', u'\\u4e1c\\u897f', u'\\u8001\\u5b50', u'\\u505a', u'\\u4e00\\u4e2a', u'\\u770b\\u770b', 'yy']\n",
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+        "[u'\\u8bb0\\u5f97', u'\\u5de7\\u514b\\u529b']\n",
+        "[u'\\u534a\\u5929', u'\\u8ffd\\u5b8c', u'\\u4e00\\u90e8', u'\\u5267', u'\\ud83d', u'\\ude0c', u'\\u5468\\u672b\\u5267\\u6469\\u767b\\u519c\\u592b']\n",
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+        "[u'\\u4eca\\u5929', u'\\u7529\\u5927', u'\\u9f3b\\u6d95', u'\\u635f\\u5931', u'\\u6c34\\u5206', u'\\u5df2\\u7ecf', u'\\u8d85\\u8fc7', u'\\u5395\\u6240', u'\\u635f\\u5931']\n",
+        "[]\n",
+        "[u'\\u5ef6\\u671f', u'\\u5929', u'\\u5e0c\\u671b', u'\\u8d76\\u4e0a']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u674e\\u8363\\u6d69']\n",
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+        "[u'\\u5168\\u8eab', u'\\u9178\\u75db', u'\\u505a\\u68a6', u'\\u4ee3\\u7801']\n",
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+        "[u'\\u7f51\\u6613', u'\\u8003\\u62c9']\n",
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+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
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+        "[]\n",
+        "[u'\\u6280\\u672f', u'\\u9886\\u57df', u'\\u592a\\u5e7f\\u592a\\u6df1', u'\\u56fe\\u7075\\u5956', u'\\u5f97\\u4e3b', u'\\u96be', u'\\u8bc4\\u8bba', u'\\u4e00\\u4e2a', u'\\u4e13\\u4e1a', u'\\u9886\\u57df', u'\\u672a\\u6765', u'\\u4e00\\u5e74', u'\\u53d1\\u5c55\\u8d8b\\u52bf', u'\\u770b\\u5230', u'\\u9884\\u6d4b', u'\\u65e0\\u975e', u'\\u4e3b\\u6d41', u'\\u5a92\\u4f53', u'\\u89c2\\u70b9', u'\\u6c47\\u96c6']\n",
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+        "[u'\\u62fc\\u8f66', u'\\u7f51', u'\\u53d1\\u5e03', u'\\u4e00\\u6761', u'\\u81ea\\u8d21\\u5e02', u'\\u8d21\\u4e95\\u533a', u'\\u84dd\\u5149', u'\\u8d21\\u5c71', u'\\u58f9\\u53f7', u'\\u81ea\\u8d21\\u5e02', u'\\u6cbf\\u6ee9\\u533a', u'\\u6cbf\\u6ee9\\u533a', u'\\u68c0\\u5bdf\\u9662', u'\\u62fc\\u8f66', u'\\u7ebf\\u8def', u'\\u53c2\\u4e0e', 'aa']\n",
+        "[u'\\u62fc\\u8f66', u'\\u7f51', u'\\u53d1\\u5e03', u'\\u4e00\\u6761', u'\\u81ea\\u8d21\\u5e02', u'\\u6cbf\\u6ee9\\u533a', u'\\u81ea\\u8d21', u'\\u4f1a\\u9986', u'\\u81ea\\u8d21\\u5e02', u'\\u8d21\\u4e95\\u533a', u'\\u84dd\\u5149', u'\\u8d21\\u5c71', u'\\u58f9\\u53f7', u'\\u62fc\\u8f66', u'\\u7ebf\\u8def', u'\\u53c2\\u4e0e', 'aa']\n",
+        "[u'\\u7231', u'\\u62fc\\u8f66', u'\\u6625\\u8282', u'\\u6ca1\\u4e70', u'\\u7968', u'\\u7231', u'\\u62fc\\u8f66', u'\\u5e2e', u'\\u56de\\u5bb6']\n",
+        "[u'\\u62fc\\u8f66', u'\\u7f51', u'\\u53d1\\u5e03', u'\\u4e00\\u6761', u'\\u81ea\\u8d21\\u5e02', u'\\u6cbf\\u6ee9\\u533a', u'\\u6cbf\\u6ee9\\u533a', u'\\u68c0\\u5bdf\\u9662', u'\\u81ea\\u8d21\\u5e02', u'\\u8d21\\u4e95\\u533a', u'\\u84dd\\u5149', u'\\u8d21\\u5c71', u'\\u58f9\\u53f7', u'\\u62fc\\u8f66', u'\\u7ebf\\u8def', u'\\u53c2\\u4e0e', 'aa']\n",
+        "[u'\\u652f\\u4ed8\\u5b9d', u'\\u94b1\\u5305', u'\\u6536\\u5230', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u7ea2\\u5305', u'\\u723d\\u7ffb', u'\\u5feb\\u6765', u'\\u73a9']\n",
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+        "['ps', 'cgt', 'nq']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "['test']\n",
+        "[u'\\u6d4b\\u8bd5']\n",
+        "[u'\\u804a', u'\\u611f\\u60c5', u'\\u95ee\\u9898', u'\\u592b\\u59bb', u'\\u77db\\u76fe', u'\\u8fd9\\u79cd', u'\\u529d\\u5206', u'\\u529d\\u5408', u'\\u4eba\\u4f1a', u'\\u7834\\u574f', u'\\u5bb6\\u5ead']\n",
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+        "[u'\\u521a\\u521a', u'\\u6ce8\\u518c', u'\\u8354\\u679d', 'fm']\n",
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+        "[u'\\u60f3\\u60f3', u'\\u89c9\\u5f97', u'\\u8fd9\\u79cd', u'\\u4fe1\\u53e3\\u5f00\\u6cb3', u'\\u4eba', u'\\u592a', u'\\u6076\\u5fc3', u'\\u8bf4', u'\\u4e00\\u65e0\\u662f\\u5904']\n",
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+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
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+        "['iotivity', 'open', 'source', 'software', 'framework', 'enabling', 'seamless', 'device', 'device', 'connectivity', 'address', 'emerging', 'needs', 'internet', 'things']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u5f00\\u6e90', u'\\u793e\\u533a', u'\\u63d0\\u4f9b', u'\\u6a21\\u7248', u'\\u5de5\\u5177', u'\\u65b9\\u6cd5', u'\\u5e2e\\u52a9', u'\\u5f00\\u53d1\\u8005', u'\\u521b\\u5efa', u'\\u5185\\u6838', u'\\u5b9a\\u5236', u'\\u7cfb\\u7edf', u'\\u652f\\u6301', u'\\u786c\\u4ef6', u'\\u4f53\\u7cfb', u'\\u67b6\\u6784', 'yocto', 'linux', 'arm', 'ppc', 'mips', 'bit']\n",
+        "[u'\\u4e00\\u6b3e', u'\\u7528\\u4e8e', u'\\u5185\\u5b58', u'\\u8c03\\u8bd5', u'\\u5185\\u5b58', u'\\u6cc4\\u6f0f', u'\\u68c0\\u6d4b', u'\\u6027\\u80fd', u'\\u5206\\u6790', u'\\u8f6f\\u4ef6', u'\\u5f00\\u53d1\\u5de5\\u5177', 'valgrind']\n",
+        "[u'\\u786e\\u8ba4', u'\\u5b58\\u5728', u'\\u5185\\u5b58', u'\\u6cc4\\u9732']\n",
+        "['samsung', 'smart', 'home', 'profile', 'defines', 'resource', 'model', 'available', 'home', 'devices', 'appliances', 'defines', 'hierarchical', 'resource', 'model', 'attributes']\n",
+        "['mqtt', 'iot', 'god', 'protocol', 'getting', 'closer']\n",
+        "[u'\\u517c\\u5bb9', u'\\u5927\\u529f\\u7387', u'\\u5f00\\u53d1\\u677f', 'controllino', 'arduino']\n",
+        "[u'\\u70ba', u'\\u4f55\\u57fa', u'\\u65bc', u'\\u52df\\u8cc7', u'\\u56f0\\u96e3', 'arduino', 'controllino', 'plc']\n",
+        "['guide', 'confusing', 'internet', 'things', 'standards', 'world']\n",
+        "['slowly', 'surely', 'standards', 'way', 'internet', 'things']\n",
+        "['emerging', 'standards', 'battling', 'internet', 'things']\n",
+        "['internet', 'things', 'needs', 'smacs']\n",
+        "[u'\\u8fd9\\u662f', u'\\u7845\\u8c37', u'\\u9886\\u57df', u'\\u7406\\u667a', u'\\u72b6\\u6001', u'\\u4e0b', u'\\u9ad8\\u5ea6\\u80af\\u5b9a']\n",
+        "[u'\\u5206\\u4eab', u'\\u67e0\\u6aac', u'\\u8fd0\\u7528', u'\\u73b0\\u4ee3', u'\\u6559\\u80b2', u'\\u6280\\u672f', u'\\u4fc3\\u8fdb', u'\\u5b66\\u751f', u'\\u667a\\u529b\\u56e0\\u7d20', u'\\u975e\\u667a\\u529b', u'\\u56e0\\u7d20', u'\\u534f\\u540c', u'\\u53d1\\u5c55', u'\\u627e', u'\\u4e45', u'\\u6ca1\\u80fd', u'\\u627e\\u5230', u'\\u73b0\\u4ee3', u'\\u6559\\u80b2', u'\\u6280\\u672f', u'\\u5fc3\\u7406\\u5b66', u'\\u4e2d', u'\\u5e94\\u7528', u'\\u6587\\u7ae0', u'\\u770b\\u5230', u'\\u7bc7\\u6587\\u7ae0', u'\\u540e', u'\\u51b3\\u5b9a', u'\\u4e0a\\u4f20', u'\\u8fd9\\u7bc7', u'\\u6765\\u81ea', u'\\u5934\\u6761\\u535a\\u5ba2)  ']\n",
+        "[u'\\u673a\\u667a', u'\\u4e91', u'\\u4e13\\u4e3a', u'\\u667a\\u80fd', u'\\u786c\\u4ef6', u'\\u63d0\\u4f9b', u'\\u540e\\u53f0', u'\\u4e91', u'\\u670d\\u52a1', u'\\u652f\\u6301', u'\\u60f3\\u8981', u'\\u505a\\u7269', u'\\u8054\\u7f51', u'\\u53cb\\u76df', u'\\u83b7', u'\\u7ecf\\u7eac', u'\\u6570\\u767e\\u4e07\\u7f8e\\u5143', u'\\u8f6e', u'\\u878d\\u8d44', u'\\u6c2a', u'\\u5206\\u4eab', u'\\u770b\\u5427']\n",
+        "[u'\\u5e74', u'\\u4e92\\u8054\\u7f51', u'\\u6559\\u80b2', u'\\u884c\\u4e1a', u'\\u4e94\\u5927', u'\\u9884\\u8a00', u'\\u5728\\u7ebf\\u6559\\u80b2', u'\\u9ad8\\u6e05', u'\\u89c6\\u9891', u'\\u51e4\\u51f0', u'\\u6559\\u80b2', u'\\u5206\\u4eab']\n",
+        "[u'\\u5927\\u8111', u'\\u552f\\u4e00', u'\\u667a\\u80fd', u'\\u57fa\\u7840', u'\\u5206\\u4eab', u'\\u770b\\u5427']\n",
+        "[u'\\u5206\\u4eab', u'\\u770b\\u5427', 'future', 'computer', 'intelligence', 'everything', 'artificial', 'wired']\n",
+        "[u'\\u5206\\u4eab', u'\\u770b\\u5427', 'noam', 'chomsky', 'artificial', 'intelligence', 'went', 'wrong', 'atlantic', 'mobile']\n",
+        "['chomsky', 'two', 'cultures', 'statistical', 'learning']\n",
+        "['big', 'debates', 'successes', 'failures', 'artificial', 'intelligence']\n",
+        "[u'\\u6709\\u610f\\u601d', u'\\u521b\\u9020', u'\\u5f02\\u7c7b', u'\\u667a\\u80fd', u'\\u79e6\\u9e4f', u'\\u5df2\\u7ecf', u'\\u521b\\u9020', u'\\u4e00\\u79cd', u'\\u5168\\u65b0', u'\\u667a\\u80fd', u'\\u5f62\\u5f0f', u'\\u4eba', u'\\u80fd\\u591f', u'\\u770b\\u900f', u'\\u601d\\u8003', u'\\u63a8\\u7406', u'\\u5206\\u4eab', 'ai', u'\\u679c\\u58f3\\u7f51\\uff09']\n",
+        "[u'\\u673a', u'\\u4eba\\u5de5\\u667a\\u80fd', u'\\u4e16\\u754c']\n",
+        "[u'\\u5206\\u4eab', u'\\u4e54\\u59c6\\u65af\\u57fa', u'\\u7edf\\u8ba1', u'\\u5b66\\u4e60', u'\\u4e24\\u79cd', u'\\u6587\\u5316', u'\\u7f16\\u8bd1', u'\\u4e54\\u59c6\\u65af\\u57fa', u'\\u7edf\\u8ba1', u'\\u5b66\\u4e60', u'\\u4e24\\u79cd', u'\\u6587\\u5316', u'\\u539f\\u6587', 'yankee', 'tootle']\n",
+        "[u'\\u8ba4\\u77e5', u'\\u8ba1\\u7b97', u'\\u521d\\u521b', u'\\u4f01\\u4e1a', 'saffron']\n",
+        "['codeschool', 'acquired', 'pluralsight']\n",
+        "[]\n",
+        "['point', 'high', 'school', 'teachers', 'deliver', 'person', 'lectures', 'anymore', 'advent', 'online', 'lectures']\n",
+        "[]\n",
+        "['nash', 'believes', 'biggest', 'benefit', 'online', 'classes', 'ability', 'learn', 'lot', 'condensed', 'time', 'period', 'still', 'like', 'dr', 'brown', 'nash', 'also', 'thinks', 'students', 'may', 'underestimate', 'time', 'needs', 'put', 'course', 'see']\n",
+        "['online', 'courses', 'lack', 'hands', 'learning', 'says', 'sru', 'professors', 'students', 'see']\n",
+        "['moocs', 'makers', 'online', 'hands', 'learning', 'stanford', 'engineering', 'see']\n",
+        "[u'\\u5f00\\u53d1\\u8005', u'\\u8f7b\\u677e', u'\\u521b\\u5efa', u'\\u6740\\u624b', u'\\u7ea7', u'\\u5728\\u7ebf', u'\\u6f14\\u793a', u'\\u5e94\\u7528']\n",
+        "[u'\\u65b0\\u6d6a', u'\\u524d\\u7aef', u'\\u5de5\\u7a0b\\u5e08', u'\\u5f00\\u53d1', u'\\u5728\\u7ebf', u'\\u6f14\\u793a', u'\\u6587\\u6863', u'\\u6846\\u67b6', u'\\u6d41\\u7545', u'\\u5b9e\\u7528', 'js', 'webslide', 'impress']\n",
+        "['presentation', 'framework', 'based', 'power', 'css', 'transforms', 'transitions', 'modern', 'browsers', 'inspired', 'idea', 'behind', 'prezi', 'com']\n",
+        "[u'\\u5728\\u7ebf', u'\\u8bfe\\u7a0b', u'\\u5b8c\\u6210\\u7387', u'\\u5728\\u7ebf', u'\\u57f9\\u8bad', u'\\u5e73\\u53f0', u'\\u91cd\\u8981', u'\\u63d0\\u9ad8', u'\\u5b8c\\u6210\\u7387', u'\\u65b9\\u6cd5', 'mooc']\n",
+        "['free', 'online', 'courses', 'still', 'falling', 'short', 'ultimate', 'promise', 'read']\n",
+        "[u'\\u672a\\u6765', u'\\u6307\\u5411', u'\\u5185\\u5bb9', u'\\u7b56\\u5c55', u'\\u7f51\\u7edc', u'\\u5de8\\u5934', u'\\u6536\\u8d2d', u'\\u610f', 'sns', 'content', 'curation', 'twitter', 'summify', 'google']\n",
+        "[u'\\u5206\\u4eab', u'\\u9112\\u666f\\u5e73', u'\\u5167\\u5bb9', u'\\u7a4d\\u91c0', u'\\u5167\\u5bb9', u'\\u7a4d\\u91c0', u'\\u6b50\\u7f8e', u'\\u6700\\u8fd1', u'\\u5169\\u5e74', u'\\u65b0\\u8208', u'\\u4e00\\u500b', u'\\u8da8\\u52e2', u'\\u537b', u'\\u672a', u'\\u5169\\u5cb8', u'\\u95dc\\u6ce8', u'\\u91cd\\u8996', u'\\u7f8e\\u570b', u'\\u6765\\u81ea', 'content', 'curation', 'content', 'curation', 'content', 'curation', u'\\u5934\\u6761\\u535a\\u5ba2) -']\n",
+        "[]\n",
+        "[u'\\u5b66\\u4e60', u'\\u73af\\u5883', u'\\u4e2a\\u6027\\u5316', u'\\u5b66\\u4e60', u'\\u73af\\u5883', u'\\u7f29\\u5199', u'\\u63cf\\u8ff0', u'\\u4e00\\u79cd', u'\\u5de5\\u5177', u'\\u670d\\u52a1', u'\\u4eba', u'\\u8d44\\u6e90', u'\\u677e\\u6563', u'\\u96c6\\u5408\\u4f53', u'\\u5229\\u7528\\u7f51\\u7edc', u'\\u529b\\u91cf', u'\\u4e00\\u79cd', u'\\u65b0', u'\\u65b9\\u5f0f', u'\\u4e00\\u4e2a', u'\\u786e\\u5207', u'\\u6982\\u5ff5', u'\\u5f71\\u54cd\\u529b', 'ple', 'personal', 'learning', 'environment', 'stephen', 'ple']\n",
+        "[u'\\u5362', u'\\u5932', u'\\u65af', u'\\u57fa', u'\\u8ba4\\u4e3a', u'\\u5b66\\u4e60', u'\\u73af\\u5883', u'\\u4e00\\u79cd', u'\\u6570\\u5b57\\u5316', u'\\u5de5\\u5177', u'\\u96c6\\u5408', u'\\u5e2e\\u52a9', u'\\u4e2a\\u4f53', u'\\u4e0d\\u65ad', u'\\u83b7\\u53d6', u'\\u6574\\u5408', u'\\u5f62\\u6210', u'\\u4e2a\\u6027\\u5316', u'\\u7ecf\\u9a8c', u'\\u54c8\\u59c6', u'\\u4f26', u'\\u8ba4\\u4e3a', u'\\u5b66\\u4e60', u'\\u73af\\u5883', u'\\u4e00\\u79cd', u'\\u5e2e\\u52a9', u'\\u5b66\\u4e60\\u8005', u'\\u4e2a\\u4f53', u'\\u63a7\\u5236', u'\\u7ba1\\u7406', u'\\u5b66\\u4e60', u'\\u7cfb\\u7edf', u'\\u5305\\u62ec', u'\\u5efa\\u7acb', u'\\u5b66\\u4e60', u'\\u76ee\\u6807', u'\\u7ba1\\u7406', u'\\u5b66\\u4e60', u'\\u5185\\u5bb9', u'\\u63a7\\u5236', u'\\u5b66\\u4e60', u'\\u8fc7\\u7a0b', u'\\u652f\\u6301', u'\\u5b66\\u4e60', u'\\u4ea4\\u6d41']\n",
+        "[u'\\u56fd\\u5916', u'\\u5b66\\u4e60', u'\\u73af\\u5883', u'\\u7814\\u7a76', u'\\u8bfb\\u540e\\u611f', u'\\u609f', u'\\u4e00\\u70b9', u'\\u7591\\u60d1', u'\\u90a6\\u514b', u'\\u4e16\\u754c', u'\\u5f00\\u653e', u'\\u4e00\\u4e66\\u4e2d', u'\\u63d0\\u5230', u'\\u8eab\\u5728', u'\\u7f51\\u7edc', u'\\u6bcf\\u4e2a', u'\\u4eba', u'\\u63d0\\u4f9b', u'\\u5b66\\u4e60', u'\\u673a\\u4f1a', u'\\u5f53\\u524d', u'\\u5b66\\u4e60', u'\\u6b63\\u5f0f', u'\\u5b66\\u4e60', u'\\u53d1\\u751f', u'\\u6b63\\u5f0f', u'\\u5b66\\u4e60', u'\\u73af\\u5883', u'\\u4e4b\\u5916', u'\\u8d8a\\u6765\\u8d8a', u'\\u5f3a\\u8c03', u'\\u4fe1\\u606f', u'\\u5bf9\\u79f0', u'\\u975e\\u6b63\\u5f0f', u'\\u5b66\\u4e60', u'\\u73af\\u5883', u'\\u4e0b', u'\\u83b7\\u53d6', u'\\u77e5\\u8bc6', u'\\u6280\\u80fd']\n",
+        "[u'\\u8425\\u9500', u'\\u5927\\u5e08', u'\\u5185\\u5bb9', u'\\u7b56\\u5c55', u'\\u5b9a\\u4e49', u'\\u6700', u'\\u7b80\\u5355', u'\\u76f4\\u63a5', u'\\u8bf4', u'\\u5185\\u5bb9', u'\\u7b56\\u5c55', u'\\u4e00\\u4e2a', u'\\u7f51\\u7edc', u'\\u7b5b\\u9009', u'\\u5185\\u5bb9', u'\\u4ee5\\u5bcc', u'\\u610f\\u4e49', u'\\u7ec4\\u7ec7', u'\\u65b9\\u5f0f', u'\\u9488\\u5bf9', u'\\u4e00\\u4e2a', u'\\u7279\\u5b9a', u'\\u4e3b\\u9898', u'\\u5448\\u73b0', u'\\u8fc7\\u7a0b', 'beth', 'kanter']\n",
+        "[u'\\u5728\\u7ebf', u'\\u5174\\u8da3\\u7231\\u597d', u'\\u4e3b\\u9898', u'\\u63a8\\u8350', u'\\u5e73\\u53f0', 'scoop']\n",
+        "[u'\\u4fe1\\u606f', u'\\u7b5b\\u9009', u'\\u53d1\\u5e03', u'\\u5229\\u5668', 'storify']\n",
+        "[u'\\u65b0\\u95fb', u'\\u805a\\u5408', u'\\u5668', u'\\u7231\\u8303\\u513f', u'\\u5206\\u4eab', 'storify', 'beats', 'bits', u'\\u7231\\u8303\\u513f\\xb7\\u5e94\\u7528', u'\\u7231\\u8303\\u513f\\uff09']\n",
+        "[u'\\u4f2a', u'\\u534f\\u8bae', u'\\u89e3\\u51b3', u'\\u7236', u'\\u9875\\u9762', u'\\u9875\\u9762', u'\\u901a\\u4fe1', u'\\u95ee\\u9898', u'\\u6124\\u6012', u'\\u83dc\\u9e1f', u'\\u535a\\u5ba2\\u56ed', 'iframe']\n",
+        "[u'\\u2013', u'\\u2013', 'finding', 'educational', 'content', 'web', 'big', 'deal', 'managing', 'educational', 'content', 'curation', 'art', 'rather', 'act', 'sorting', 'vast', 'amounts', 'educational', 'content', 'web', 'organizing', 'around']\n",
+        "[u'\\u5efa\\u7acb', u'\\u77e5\\u8bc6', u'\\u4f53\\u7cfb']\n",
+        "['frontend', 'knowledge', 'structure']\n",
+        "[u'\\u521a\\u521a', u'\\u5fae\\u535a', u'\\u8d26\\u53f7', u'\\u767b\\u5f55', u'\\u8fd9\\u662f', u'\\u5171\\u540c', u'\\u5efa\\u7acb', u'\\u4e00\\u4e2a', u'\\u77e5\\u8bc6\\u5e93', u'\\u4f18\\u8d28', u'\\u5185\\u5bb9', u'\\u7528\\u6237', u'\\u6536\\u96c6', u'\\u4eb2\\u4eec', u'\\u8d76\\u7d27', u'\\u77a7\\u77a7', u'\\u526a\\u5ba2', u'\\u7f51\\u5fae\\u535a', u'\\u526a\\u5ba2']\n",
+        "[u'\\u6c47\\u667a\\u7f51', u'\\u5b9e\\u8df5', u'\\u5f0f', u'\\u5728\\u7ebf', u'\\u5b66\\u4e60', u'\\u5168\\u6587', u'\\u5206\\u4eab', u'\\u526a\\u5ba2']\n",
+        "[u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u8c31', u'\\u5e74', u'\\u5341\\u5927', u'\\u79d1\\u6280', u'\\u9884\\u8a00']\n",
+        "[u'\\u5343\\u4e07\\u522b', u'\\u5b9e\\u7528\\u5316', u'\\u5dee\\u8ddd', u'\\u9ec4\\u5c71', u'\\u8def', u'\\u7ea2\\u7eff\\u706f', u'\\u667a\\u80fd', u'\\u8bbe\\u7f6e', u'\\u70c2', u'\\u6709\\u76ee\\u5171\\u7779', u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u5408\\u80a5', u'\\u6b32\\u5efa', u'\\u81f3\\u5c11', u'\\u5927\\u724c', u'\\u591c\\u5e02']\n",
+        "[u'\\u5206\\u4eab', u'Gartner\\u4e2d\\u56fd \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5408\\u80a5', u'\\u8b66\\u65b9', u'\\u8bb0\\u8005', u'\\u626f', u'\\u728a\\u5b50', u'\\u8b66\\u5bdf', u'\\u53d4\\u53d4', u'\\u5b66\\u4e60', u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u4eca\\u5e74', u'\\u540c\\u5b66\\u805a\\u4f1a', u'\\u4e0d\\u6765', u'\\u968f\\u624b', u'\\u56de\\u590d', u'\\u8f6c', u'\\u8d70', u'\\u5143']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u611f\\u89c9', u'\\u5341\\u4e07\\u4e2a', u'\\u51b7\\u7b11', u'\\u8bdd', u'\\u7279\\u6548', u'\\u6280\\u672f', u'\\u5168\\u7528', u'\\u5de8\\u9f7f', u'\\u9f99\\u517d', u'\\u8eab\\u4e0a', u'\\u771f\\u7684', u'\\u597d', u'\\u54a9', u'\\u54ea\\u5412', u'\\u808c\\u8089', u'\\u7a0d\\u5fae', u'\\u4fee\\u9970', u'\\u53d1\\u8fbe', u'\\u4e9b', u'\\u597d', u'\\u5bb3\\u7f9e', u'\\u6700', u'\\u7231', u'\\u767e\\u5206\\u767e', u'\\u7a7a\\u624b', u'\\u63a5', u'\\u767d\\u5203', u'\\u674e\\u9756', u'\\u5927\\u5c06\\u519b', u'\\u667a\\u5546', u'\\u7206\\u8868', u'\\u6280\\u80fd', u'\\u8fd0\\u7528', u'\\u7089\\u706b\\u7eaf\\u9752']\n",
+        "[u'\\u6697\\u8bbf', u'\\u706b\\u9505\\u5e97', u'\\u5269\\u83dc', u'\\u518d', u'\\u5356', u'\\u62d6\\u628a', u'\\u6d17\\u7897', u'\\u603b\\u90e8', u'\\u8bbe\\u5728', u'\\u6e56\\u5317', u'\\u9ec4\\u77f3']\n",
+        "[u'\\u739b\\u9ebb', u'\\u5f00\\u73a9\\u7b11', u'\\u5374', u'\\u77ac\\u95f4', u'\\u8bb2', u'\\u4e00\\u5806', u'\\u4eba\\u751f', u'\\u5927\\u9053\\u7406', u'\\u54c8\\u54c8\\u54c8', u'\\u739b\\u9ebb\\u8d5b', u'\\u9ad8']\n",
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+        "[u'\\u5e7f\\u5dde', u'\\u5e74\\u4f1a', u'\\u56de\\u6765', u'\\u62bd\\u5956', u'\\u4e2d', u'\\u56de', u'\\u534a\\u5e74', u'\\u8bd5\\u6c34', u'\\u7ba1\\u7406', u'\\u6210\\u7ee9', u'\\u611f\\u8a00', u'\\u65f6', u'\\u5fd8\\u8bb0', u'\\u56e2\\u961f', u'\\u8bf4', u'\\u6bcf\\u4e2a', u'\\u4eba', u'\\u5e94', u'\\u81ea\\u5df2', u'\\u9881\\u53d1', u'\\u4e00\\u4e2a', u'\\u5e74\\u5ea6', u'\\u8fdb\\u6b65\\u5956', u'\\u671f\\u5f85', u'\\u5171\\u540c', u'\\u53d6\\u5f97', u'\\u66f4\\u5927', u'\\u8fdb\\u6b65', u'\\u4e1a\\u52a1', u'\\u53d1\\u5c55', u'\\u68d2', 'nothing']\n",
+        "[u'\\u4eca\\u5929', u'\\u6b63\\u5f0f', u'\\u63a5\\u8fc7', u'\\u68d2', u'\\u5e26\\u9886', u'\\u5305\\u62ec', u'\\u5f00\\u53d1', u'\\u6d4b\\u8bd5', u'\\u5728\\u5185', u'\\u6574\\u4e2a', u'\\u6280\\u672f', u'\\u56e2\\u961f', u'\\u5411\\u524d', u'\\u53d1\\u5c55', u'\\u611f\\u8c22', u'\\u8fc7\\u53bb', u'\\u4e24\\u5e74', u'\\u4fe1\\u4efb', u'\\u8ba4\\u53ef', u'\\u5171\\u540c', u'\\u81f4\\u529b\\u4e8e', u'\\u6253\\u9020', u'\\u4e00\\u652f', u'\\u9ad8\\u8d28', u'\\u6548', u'\\u4e13\\u4e1a', u'\\u6301\\u7eed', u'\\u53d1\\u5c55', u'\\u56e2\\u961f', 'nothing', 'compares', 'team', u'UC\\u6d4f\\u89c8\\u5668\\u7535\\u8111\\u7248']\n",
+        "['youtube', 'defaults', 'html', 'video']\n",
+        "[u'\\u53d1\\u70b9', u'\\u4e1c\\u897f', u'\\u6697\\u604b', u'\\u4eba', u'\\u77e5\\u9053', u'\\u6d3b\\u7740', 'happy', 'another', 'new', 'year']\n",
+        "['amazon', 'customers', 'shopped', 'using', 'mobile', 'device', 'christmas', 'note', 'actually', 'say', 'anything', 'total', 'traffic', 'volume', 'value', 'amazon', 'adept', 'avoiding', 'giving', 'real', 'operating', 'information']\n",
+        "['programmer', 'able', 'understand', 'problem', 'full', 'solved', 'least', 'francescoc']\n",
+        "['one', 'bit', 'advice', 'important', 'view', 'knowledge', 'sort', 'semantic', 'tree', 'make', 'sure', 'understand', 'fundamental', 'principles', 'ie', 'trunk', 'big', 'branches', 'get', 'leaves', 'details', 'nothing', 'hang']\n",
+        "['great', 'quote', 'churchill', 're', 'going', 'hell', 'keep', 'going']\n",
+        "['whatsapp', 'monthly', 'active', 'users', 'bn', 'messages', 'sent', 'per', 'day', 'comparison', 'global', 'sms', 'system', 'bn']\n",
+        "['plan', 'time', 'justin', 'kan', 'attach', 'camera', 'head', 'stream', 'live', 'internet', 'seemed', 'little', 'insane', 'curious', 'find', 'would', 'happen', 've', 'found', 'kind', 'interestingness', 'useful', 'signal']\n",
+        "['next', 'added', 'ability', 'anyone', 'stream', 'lives', 'boring', 'one', 'thing', 'really', 'caught', 'video', 'game', 'streaming', 'changed', 'name', 'twitch', 'tv', 'focus', 'exclusively', 'competitive', 'gaming', 'one', 'valuable', 'internet']\n",
+        "['interestingness', 'sign', 'unexplored', 'explored', 'territory', 'already', 'know', 'outcome', 'going', 'interesting', 'completely', 'random', 'like', 'gambling', 'also', 'interesting']\n",
+        "['love', 'future', 'love', 'right', 'patterns', 'meant', 'guide', 'small', 'decisions', 'make', 'every', 'moment', 'every', 'day', 'less', 'changing', 'changing']\n",
+        "['economically', 'need', 'jobs', 'need', 'steve', 'jobs', 'set', 'everyone', 'free', 'enable', 'outliers', 'everywhere', 'result', 'unprecedented', 'boom', 'human', 'creativity', 'ingenuity']\n",
+        "[u'\\u6740\\u6bd2\\u8f6f\\u4ef6', u'\\u6536\\u8d39', u'\\u65f6\\u4ee3', u'\\u7535\\u8111', u'\\u4e2d\\u6bd2', u'\\u514d\\u8d39', u'\\u65f6\\u4ee3', u'\\u6ca1\\u6bd2', u'\\u4ee5\\u524d', u'\\u4e0a\\u7f51', u'\\u4e2d', u'\\u75c5\\u6bd2', u'\\u73b0\\u5728', u'\\u4e0a\\u7f51', u'\\u4e2d', u'\\u536b\\u58eb', u'\\u5206\\u4eab', 'revagtail', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u51c6\\u5907', u'\\u6362', u'\\u7535\\u6c60', u'\\u73b0\\u5728', u'\\u7535\\u6c60', u'\\u8ddf\\u7ea7', u'\\u8df3', u'\\u4e00\\u5929', u'\\u4e24\\u51b2', u'\\u82f9\\u679c', u'\\u552e\\u540e', u'\\u679c\\u65ad', u'\\u6dd8\\u5b9d', u'\\u8d70', u'\\u770b\\u5230', u'\\u4e00\\u4e2a', u'\\u5e16\\u5b50', u'\\u6dd8\\u5b9d', u'\\u6240\\u8c13', u'\\u4ee3\\u8d2d', u'\\u9999\\u6e2f', u'\\u539f\\u88c5', u'\\u7535\\u6c60', u'\\u5047', u'\\u4e70', u'\\u4e9b', u'\\u4e8c\\u7ebf', u'\\u54c1\\u724c', u'\\u7535\\u6c60', 'iphone']\n",
+        "[u'\\u6740', u'\\u65f6\\u95f4', u'\\u5355\\u5237', u'\\u5fae\\u535a', u'\\u591f', u'\\u5c0f\\u6e38\\u620f', u'\\u6ee1\\u8db3', u'\\u65b0\\u7248', u'\\u9002\\u914d', u'\\u7cbe\\u5f69', u'\\u9891\\u9053', u'\\u805a\\u5408', u'\\u5185\\u5bb9', u'\\u4f9b', u'\\u56f4\\u89c2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'weico', 'iphone', 'plus', 'weico']\n",
+        "[u'\\u0489', u'\\u4ec0', u'\\u0489', u'\\u0489', u'\\u0489', u'\\u611f', u'\\u0489', u'\\u89c9', u'\\u0489', u'\\u7535', u'\\u0489', u'\\u8111', u'\\u0489', u'\\u0489', u'\\u0489', u'\\u5b57', u'\\u0489', u'\\u0489', u'\\u0489', u'\\u96fe', u'\\u0489', u'\\u832b', u'\\u0489', u'\\u832b', u'\\u0489', u'\\u0489', u'\\u0489', u'\\u96be', u'\\u0489', u'\\u9053', u'\\u0489', u'\\u0489', u'\\u773c', u'\\u0489', u'\\u775b', u'\\u0489', u'\\u82b1', u'\\u0489', u'\\u0489', u'\\u0489', u'\\u0489', u'\\u0489', u'\\u0489', u'\\u7535', u'\\u0489', u'\\u8111', u'\\u0489', u'\\u663e', u'\\u0489', u'\\u793a', u'\\u0489', u'\\u5c4f', u'\\u0489', u'\\u574f', u'\\u0489', u'\\u6389', u'\\u0489', u'\\u0489', u'\\u0489', u'\\u7a76', u'\\u0489', u'\\u0489', u'\\u53d1', u'\\u0489', u'\\u751f', u'\\u0489', u'\\u795e', u'\\u0489', u'\\u9a6c', u'\\u0489', u'\\u4e8b', u'\\u0489', u'\\u60c5', u'\\u0489', u'\\u0489', u'\\u0489']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u89c6\\u9891', u'\\u65e5\\u672c', u'\\u6f14\\u5458', u'\\u4e2d\\u56fd', u'\\u5403\\u9762', u'\\u8282\\u76ee', u'\\u30b6', u'\\u9244', u'\\u8155', u'\\u5206\\u4eab', 'dash', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u8de8\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u97e9\\u5e9a']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u65b0\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u66f9\\u5168\\u5168', u'\\u6700\\u5f3a\\u5927\\u8111']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6700\\u5f3a\\u5927\\u8111\\u66f9\\u5168\\u5168']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u65b0\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u66f9\\u5168\\u5168', u'\\u6700\\u5f3a\\u5927\\u8111']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u7ea2\\u5305', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u5468\\u7d2b\\u5349', u'\\u6700\\u5f3a\\u5927\\u8111']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6700\\u5f3a\\u5927\\u8111\\u5468\\u7d2b\\u5349']\n",
+        "[u'\\u5929', u'\\u964d', u'\\u7ea2\\u5305', u'\\u4e00\\u5927', u'\\u6ce2', u'\\u6211\\u521a', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u518d', u'\\u62a2', u'\\u673a\\u4f1a', u'\\u55bd', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u5468\\u7d2b\\u5349', u'\\u6700\\u5f3a\\u5927\\u8111']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u5f20\\u9753\\u9896']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u674e\\u5a01', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6700\\u5f3a\\u5927\\u8111\\u674e\\u5a01']\n",
+        "[u'\\u5347', u'\\u7b49\\u7ea7', u'\\u798f\\u5229', u'\\u4eab', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u60f3\\u60f3', u'\\u6709\\u70b9', u'\\u5c0f', u'\\u6fc0\\u52a8', u'\\u5c0f\\u4f19\\u4f34', u'\\u513f\\u4eec', u'\\u901f\\u6765', u'\\u56f4\\u89c2', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "['fuck', 'ie']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u58f0\\u97f3', u'\\u611f\\u53d7', u'\\u751f\\u6d3b', u'echo\\u56de\\u58f0']\n",
+        "[u'\\u6570\\u636e', u'\\u4e0a\\u5e02\\u516c\\u53f8', u'\\u6570\\u636e', 'tableau']\n",
+        "[u'\\u521a\\u6362', u'\\u68a6\\u5e7b', u'\\u661f\\u7a7a', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u97e9\\u5e9a', u'\\u5bc2\\u5be5\\u4e2d\\u7684\\u6e05\\u6b22']\n",
+        "[u'\\u91cc', u'\\u672c\\u5730', u'\\u5bc4\\u5b58\\u5668', u'\\u5f00\\u5934', u'\\u6570\\u5b57', u'\\u7ed3\\u5c3e', u'\\u7b26\\u53f7', u'\\u8868\\u793a', u'\\u53c2\\u6570', u'\\u5bc4\\u5b58\\u5668', u'\\u4f7f\\u7528', u'\\u5f00\\u5934', u'\\u6570\\u5b57', u'\\u7ed3\\u5c3e', u'\\u7b26\\u53f7', u'\\u8868\\u793a', u'\\u7279\\u522b', u'\\u6ce8\\u610f', u'\\u975e', u'\\u51fd\\u6570', u'\\u4e2d', u'\\u4ee3\\u6307', u'\\u8868\\u793a', u'\\u51fd\\u6570', u'\\u7b2c\\u4e00\\u4e2a', u'\\u53c2\\u6570', u'\\u51fd\\u6570', u'\\u4e2d\\u624d', u'\\u5bf9\\u5e94', u'\\u7b2c\\u4e00\\u4e2a', u'\\u53c2\\u6570', u'\\u65b9\\u6cd5', u'\\u4e2d', u'\\u672c\\u5730', u'\\u5bc4\\u5b58\\u5668', u'\\u9650\\u5236', 'smali', 'static', 'static', 'java', 'static']\n",
+        "[u'\\u6570\\u636e\\u7c7b\\u578b', u'\\u4e2d', u'\\u6570\\u636e\\u7c7b\\u578b', u'\\u4e2d', u'\\u5bf9\\u5e94', u'\\u7b26\\u53f7', u'\\u53d8\\u5316', 'smali', 'smali', 'android', 'byte', 'char', 'double', 'float', 'int', 'long', 'short', 'void', 'boolean', 'xxx', 'array', 'lxxx', 'yyy', 'object']\n",
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+        "[u'\\u4ee3\\u7801', u'\\u4e2d', u'\\u8c03\\u7528\\u51fd\\u6570', u'\\u8fd4\\u56de', u'\\u51fd\\u6570', u'\\u4e00\\u6761', u'\\u8bed\\u53e5', u'\\u5b8c\\u6210', u'\\u91cc', u'\\u9700\\u8981', u'\\u5206\\u5f00', u'\\u5b8c\\u6210', u'\\u4f7f\\u7528', u'\\u4e0a\\u8ff0', u'\\u6307\\u4ee4', u'\\u540e', u'\\u8c03\\u7528', u'\\u51fd\\u6570', u'\\u8fd4\\u56de', u'\\u975e', u'\\u9700\\u8981', u'\\u7528\\u5230', u'\\u8fd4\\u56de', u'\\u6570\\u636e\\u7c7b\\u578b', u'\\u8fd4\\u56de', u'\\u5bf9\\u8c61', u'\\u6307\\u4ee4', 'java', 'smali', 'void', 'move', 'result', 'move', 'result', 'object', u'smali']\n",
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+        "[]\n",
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+        "[u'\\u751f\\u6d3b', u'\\u9ad8', u'\\u8981\\u6c42', u'\\u7ec6\\u8282', u'\\u8ffd\\u6c42', u'\\u5b8c\\u7f8e', u'\\u8bf7\\u6765', u'\\u627e', u'\\u7f8e\\u5305', u'\\u7f8e\\u8863', u'\\u7f8e\\u978b', u'\\u9ad8\\u7ea7', u'\\u73e0\\u5b9d', u'\\u5b9a\\u5236', u'\\u60f3\\u4e0d\\u5230', u'\\u8be6\\u60c5', u'\\u8473\\u4fe1', u'\\u5927\\u91cf', u'\\u7f8e\\u7269', 'zn', 'kanz', 'nono']\n",
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+        "[u'\\u540c\\u4e8b', u'\\u8bf4', u'\\u6700\\u8fd1', u'\\u597d\\u6f6e', u'\\u597d', u'\\u65f6\\u5c1a', u'\\u544a\\u8bc9', u'\\u4e00\\u4e2a', u'\\u5de5\\u5382', u'\\u5e97', u'\\u4e70', u'\\u4ef7\\u683c', u'\\u4e0d\\u8d35', u'\\u8bf4', u'\\u4e1c\\u897f', u'\\u8d28\\u91cf', u'\\u7279\\u522b', u'\\u597d', u'\\u6b3e\\u5f0f', u'\\u8fd8\\u4f1a', u'\\u4e0d\\u95f4\\u65ad', u'\\u63a8\\u51fa', u'\\u65b0\\u6b3e', u'\\u8d64\\u88f8\\u88f8', u'\\u798f\\u5229', u'\\u8473\\u4fe1', 'qrksbuu', 'ci', 'xgl', 'nono']\n",
+        "['rq']\n",
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+        "[u'\\u6f6e', u'\\u6700\\u8fd1', u'\\u8eab\\u8fb9', u'\\u59d0\\u59b9', u'\\u7279\\u522b', u'\\u6f6e', u'\\u6b7b\\u78e8\\u786c\\u6ce1', u'\\u77e5\\u9053', u'\\u539f\\u6765', u'\\u5de5\\u5382', u'\\u5e97', u'\\u4e70', u'\\u4ef7\\u683c', u'\\u5b9e\\u60e0', u'\\u54c1\\u8d28', u'\\u7279\\u522b', u'\\u597d', u'\\u5206\\u4eab', u'\\u4e00\\u4e0b', u'\\u8473\\u4fe1', u'\\u611f\\u8c22', u'\\u8bf7', u'\\u96f7\\u950b', 'qwmcnsz', 'gvics', 'ps', 'lilystyle']\n",
+        "[u'\\u751f\\u6d3b', u'\\u9ad8', u'\\u8981\\u6c42', u'\\u7ec6\\u8282', u'\\u8ffd\\u6c42', u'\\u5b8c\\u7f8e', u'\\u8bf7\\u6765', u'\\u627e', u'\\u7f8e\\u5305', u'\\u7f8e\\u8863', u'\\u7f8e\\u978b', u'\\u9ad8\\u7ea7', u'\\u73e0\\u5b9d', u'\\u5b9a\\u5236', u'\\u60f3\\u4e0d\\u5230', u'\\u8be6\\u60c5', u'\\u8473\\u4fe1', u'\\u5927\\u91cf', u'\\u7f8e\\u7269', 'uvijqkzeli', 'lilystyle']\n",
+        "[u'\\u7f8e\\u5305', u'\\u7f8e\\u8863', u'\\u7f8e\\u978b', u'\\u9ad8\\u7ea7', u'\\u73e0\\u5b9d', u'\\u5b9a\\u5236', u'\\u60f3\\u4e0d\\u5230', u'\\u4f53\\u9a8c', u'\\u6210\\u4e3a', u'\\u7126\\u70b9', u'\\u8473\\u4fe1', 'spjj', 'mr', 'cniodu', 'ec', 'lilystyle']\n",
+        "[u'\\u751f\\u6d3b', u'\\u9ad8', u'\\u8981\\u6c42', u'\\u7ec6\\u8282', u'\\u8ffd\\u6c42', u'\\u5b8c\\u7f8e', u'\\u8bf7\\u6765', u'\\u627e', u'\\u7f8e\\u5305', u'\\u7f8e\\u8863', u'\\u7f8e\\u978b', u'\\u9ad8\\u7ea7', u'\\u73e0\\u5b9d', u'\\u5b9a\\u5236', u'\\u60f3\\u4e0d\\u5230', u'\\u8be6\\u60c5', u'\\u8473\\u4fe1', u'\\u5927\\u91cf', u'\\u7f8e\\u7269', 'sxbgghjjecrlcwq', 'owwyhfujhdx', 'lilystyle']\n",
+        "[u'\\u751f\\u6d3b', u'\\u9ad8', u'\\u8981\\u6c42', u'\\u7ec6\\u8282', u'\\u8ffd\\u6c42', u'\\u5b8c\\u7f8e', u'\\u8bf7\\u6765', u'\\u627e', u'\\u7f8e\\u5305', u'\\u7f8e\\u8863', u'\\u7f8e\\u978b', u'\\u9ad8\\u7ea7', u'\\u73e0\\u5b9d', u'\\u5b9a\\u5236', u'\\u60f3\\u4e0d\\u5230', u'\\u8be6\\u60c5', u'\\u8473\\u4fe1', u'\\u5927\\u91cf', u'\\u7f8e\\u7269', 'xm', 'swa', 'lilystyle']\n",
+        "[u'\\u751f\\u6d3b', u'\\u9ad8', u'\\u8981\\u6c42', u'\\u7ec6\\u8282', u'\\u8ffd\\u6c42', u'\\u5b8c\\u7f8e', u'\\u8bf7\\u6765', u'\\u627e', u'\\u7f8e\\u5305', u'\\u7f8e\\u8863', u'\\u7f8e\\u978b', u'\\u9ad8\\u7ea7', u'\\u73e0\\u5b9d', u'\\u5b9a\\u5236', u'\\u60f3\\u4e0d\\u5230', u'\\u8be6\\u60c5', u'\\u8473\\u4fe1', u'\\u5927\\u91cf', u'\\u7f8e\\u7269', 'cuesapv', 'muvxquexwdfs', 'trsqp', 'lilystyle']\n",
+        "[u'\\u751f\\u6d3b', u'\\u9ad8', u'\\u8981\\u6c42', u'\\u7ec6\\u8282', u'\\u8ffd\\u6c42', u'\\u5b8c\\u7f8e', u'\\u8bf7\\u6765', u'\\u627e', u'\\u7f8e\\u5305', u'\\u7f8e\\u8863', u'\\u7f8e\\u978b', u'\\u9ad8\\u7ea7', u'\\u73e0\\u5b9d', u'\\u5b9a\\u5236', u'\\u60f3\\u4e0d\\u5230', u'\\u8be6\\u60c5', u'\\u8473\\u4fe1', u'\\u5927\\u91cf', u'\\u7f8e\\u7269', 'wvpkwp', 'hm', 'lerpu', 'lilystyle']\n",
+        "[u'\\u6f6e', u'\\u6700\\u8fd1', u'\\u8eab\\u8fb9', u'\\u59d0\\u59b9', u'\\u7279\\u522b', u'\\u6f6e', u'\\u6b7b\\u78e8\\u786c\\u6ce1', u'\\u77e5\\u9053', u'\\u539f\\u6765', u'\\u5de5\\u5382', u'\\u5e97', u'\\u4e70', u'\\u4ef7\\u683c', u'\\u5b9e\\u60e0', u'\\u54c1\\u8d28', u'\\u7279\\u522b', u'\\u597d', u'\\u5206\\u4eab', u'\\u4e00\\u4e0b', u'\\u8473\\u4fe1', u'\\u611f\\u8c22', u'\\u8bf7', u'\\u96f7\\u950b', 'cj', 'al', 'sq', 'lilystyle']\n",
+        "[u'\\u7f8e\\u5305', u'\\u7f8e\\u8863', u'\\u7f8e\\u978b', u'\\u9ad8\\u7ea7', u'\\u73e0\\u5b9d', u'\\u5b9a\\u5236', u'\\u60f3\\u4e0d\\u5230', u'\\u4f53\\u9a8c', u'\\u6210\\u4e3a', u'\\u7126\\u70b9', u'\\u8473\\u4fe1', 'cwdc', 'emecmz', 'jhqln', 'lilystyle']\n",
+        "[u'\\u751f\\u6d3b', u'\\u9ad8', u'\\u8981\\u6c42', u'\\u7ec6\\u8282', u'\\u8ffd\\u6c42', u'\\u5b8c\\u7f8e', u'\\u8bf7\\u6765', u'\\u627e', u'\\u7f8e\\u5305', u'\\u7f8e\\u8863', u'\\u7f8e\\u978b', u'\\u9ad8\\u7ea7', u'\\u73e0\\u5b9d', u'\\u5b9a\\u5236', u'\\u60f3\\u4e0d\\u5230', u'\\u8be6\\u60c5', u'\\u8473\\u4fe1', u'\\u5927\\u91cf', u'\\u7f8e\\u7269', 'zf', 'ksacjk', 'gylawzk', 'lilystyle']\n",
+        "[u'\\u7f8e\\u5305', u'\\u7f8e\\u8863', u'\\u7f8e\\u978b', u'\\u9ad8\\u7ea7', u'\\u73e0\\u5b9d', u'\\u5b9a\\u5236', u'\\u60f3\\u4e0d\\u5230', u'\\u4f53\\u9a8c', u'\\u6210\\u4e3a', u'\\u7126\\u70b9', u'\\u8473\\u4fe1', 'eerfu', 'mjy', 'ac', 'lmbe', 'qb', 'lilystyle']\n",
+        "[u'\\u7f8e\\u5305', u'\\u7f8e\\u8863', u'\\u7f8e\\u978b', u'\\u9ad8\\u7ea7', u'\\u73e0\\u5b9d', u'\\u5b9a\\u5236', u'\\u60f3\\u4e0d\\u5230', u'\\u4f53\\u9a8c', u'\\u6210\\u4e3a', u'\\u7126\\u70b9', u'\\u8473\\u4fe1', 'jwee', 'hz', 'wmd', 'un', 'lilystyle']\n",
+        "[u'\\u63a8\\u8350', u'\\u6587\\u96c6', u'\\u8bd7', u'\\u5206\\u4eab', u'\\u7b80\\u4e66']\n",
+        "[u'\\u521a\\u521a', u'\\u5f00\\u901a', u'\\u5173\\u6ce8', u'\\u5373\\u53ef', u'\\u79c1\\u4fe1', u'\\u83b7\\u53d6', u'\\u72ec\\u5bb6', u'\\u8d44\\u8baf', u'\\u670d\\u52a1', u'\\u5df2\\u7ecf', u'\\u5173\\u6ce8', u'\\u7c89\\u4e1d', u'\\u8bf7', u'\\u53d1\\u9001', u'\\u79c1\\u4fe1', u'\\u6fc0\\u6d3b', u'\\u4e13\\u5c5e', u'\\u7279\\u6743', u'\\u4e00\\u8d77', u'\\u611f\\u53d7\\u4e00\\u4e0b', 'dy', u'\\u7c89\\u4e1d\\u670d\\u52a1\\u5e73\\u53f0']\n",
+        "[u'\\u56de\\u7b54', u'\\u8bc1\\u660e', u'\\u6839\\u53f7', u'\\u5b58\\u5728', u'\\u4eba', u'\\u521b\\u9020', u'\\u7b26\\u53f7', u'\\u8868\\u793a', u'\\u4e00\\u4e2a', u'\\u65e0\\u6cd5', u'\\u73b0\\u5b9e\\u751f\\u6d3b', u'\\u4e2d', u'\\u5355\\u72ec', u'\\u6784\\u9020', u'\\u5b9e\\u4f53', u'\\u53ea\\u80fd', u'\\u6709\\u7406\\u6570', u'\\u6784\\u9020', u'\\u65e0\\u7406\\u6570', u'\\u4e00\\u4e2a', u'\\u73b0\\u6210', u'\\u65e0\\u7406\\u6570', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5199', u'\\u65b0', u'\\u6587\\u7ae0', u'\\u6c42\\u9053', u'\\u5206\\u4eab', u'\\u7b80\\u4e66 \\uff09']\n",
+        "[]\n",
+        "[u'\\u63a8\\u8350', u'\\u6587\\u7ae0', u'\\u6c5f\\u6e56', u'\\u6df7', u'\\u9700\\u8981', u'\\u517b\\u6210', u'\\u597d', u'\\u4e60\\u60ef', u'\\u5206\\u4eab', u'RukeyLi', u'\\u7b80\\u4e66 \\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u6768\\u5c0f\\u59e3', u'\\u6587\\u7ae0', u'\\u6700', u'\\u719f\\u6089', u'\\u964c\\u751f\\u4eba', u'\\u524d\\u4e16', u'\\u4eca\\u751f', u'\\u5206\\u4eab', 'emoji', u'\\u7b80\\u4e66 \\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u6587\\u7ae0', u'\\u7231', u'\\u53a8\\u623f', u'\\u5c0f\\u73a9\\u610f', u'\\u5206\\u4eab', u'\\u58f0\\u8272\\u72ac\\u9a6cHedonist', u'\\u7b80\\u4e66 \\uff09']\n",
+        "['kgtn', 'smf', 'atebr', 'plgf', 'ldd']\n",
+        "['wosf', 'idcvnzwc']\n",
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+        "[]\n",
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+        "['tonight']\n",
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+        "[]\n",
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+        "[u'\\u6709\\u70b9', u'\\u610f\\u601d']\n",
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+        "[]\n",
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+        "[u'\\u8d5e', u'\\u5fae\\u535a', u'\\u914d\\u56fe', u'\\u7167\\u7247', u'yfeng19']\n",
+        "['coursera', 'ddos']\n",
+        "[u'\\u8dea', u'\\u6709\\u4eba', 'courser', 'quiz', 'deadline']\n",
+        "[u'\\u5bb6', u'\\u5927\\u9646', u'\\u6302', u'\\u4ee3\\u7406', u'\\u6d41\\u7545', u'\\u9519\\u602a', u'\\u6211\\u5bb6', u'\\u7f51\\u7edc', u'\\u4e0d\\u7ed9\\u529b', u'\\u94c1\\u901a', u'\\u627f\\u8bfa', u'\\u5b9e\\u9645', u'\\u8dd1', u'\\u4e0d\\u9519', 'coursera', 'cdn', 'amazon', 'cloudfront', 'mbps', 'mb']\n",
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+        "['ih', 'kydu', 'dm', 'rwf', 'olbi']\n",
+        "['vymgoecwr', 'zmg']\n",
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+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u66f2', u'\\u5206\\u4eab', 'james', 'blunt', 'face', 'sun', u'\\u867e\\u7c73\\u97f3\\u4e50']\n",
+        "[u'\\u4e2d', u'\\u4f7f\\u7528', 'ios', 'icon', 'font', u'\\u6dd8\\u5b9dUED']\n",
+        "[u'\\u542c', u'\\u6b4c', u'\\u4e45', u'\\u89c9\\u5f97', u'\\u8fd9\\u662f', u'\\u6700\\u68d2', u'\\u4e00\\u9996', u'\\u6765\\u81ea', u'\\u867e\\u7c73', u'\\u97f3\\u4e50', 'galneryus', 'destinations']\n",
+        "[u'\\u4e00\\u79cd', u'\\u75db\\u82e6', u'\\u8bfb', u'\\u4ee3\\u7801', u'\\u4e00\\u884c', u'\\u6ce8\\u91ca', u'\\u5199', u'\\u591a\\u4e48', u'\\u597d', u'\\u9047\\u5230', u'\\u6ce8\\u91ca', u'\\u76f4\\u63a5', u'\\u5ffd\\u7565', u'\\u4e0d\\u770b', 'tm']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'kauan', 'ommeltu', 'polku', 'fm', u'Ommeltu Polku MHz', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "[u'\\u6211\\u521a', u'\\u53c2\\u52a0', u'\\u7f51\\u76d8', u'\\u7a7a\\u95f4', u'\\u9886', u'\\u6ce8\\u518c', u'\\u83b7', u'\\u771f\\u6b63', u'\\u65e0\\u9650', u'\\u6c38\\u4e45', u'\\u7a7a\\u95f4', u'\\u81ea\\u52a8', u'\\u589e\\u957f', u'\\u5f15\\u7206', u'\\u4e91', u'\\u65f6\\u4ee3', u'\\u901f\\u5ea6', u'\\u53c2\\u4e0e', 'tb', u'115\\u7f51\\u76d8']\n",
+        "[u'\\u6211\\u521a', u'\\u53c2\\u52a0', u'\\u7f51\\u76d8', u'\\u7a7a\\u95f4', u'\\u9886', u'\\u6ce8\\u518c', u'\\u83b7', u'\\u771f\\u6b63', u'\\u65e0\\u9650', u'\\u6c38\\u4e45', u'\\u7a7a\\u95f4', u'\\u81ea\\u52a8', u'\\u589e\\u957f', u'\\u5f15\\u7206', u'\\u4e91', u'\\u65f6\\u4ee3', u'\\u901f\\u5ea6', u'\\u53c2\\u4e0e', 'tb', u'115\\u7f51\\u76d8']\n",
+        "[u'\\u7ea0\\u7ed3', u'\\u826f\\u4e45', u'\\u8bf4', u'\\u63d0\\u793a', u'\\u539f\\u6765', u'\\u5199\\u6210', u'\\u7c97\\u5fc3', u'\\u60f9', u'\\u7978', 'xcode', 'datebyaddingtimeinterval', 'nsdate', 'nsdata']\n",
+        "[u'\\u96c0\\u5de2', u'\\u5473\\u9053', u'\\u5305\\u88c5', u'\\u6362', u'\\u65b0', u'\\u53e3\\u5473']\n",
+        "[u'\\u7279', u'\\u559c\\u6b22', u'\\u90a3\\u79cd', u'\\u5f00\\u5934', u'\\u5b89\\u9759', u'\\u4e2d\\u95f4', u'\\u7a81\\u7136', u'\\u7206\\u53d1', u'\\u97f3\\u4e50', u'\\u6765\\u81ea', u'\\u867e\\u7c73', u'\\u97f3\\u4e50', 'paul', 'cardall', 'faithful']\n",
+        "[u'\\u5b98\\u7f51', u'\\u95ee\\u9898', u'\\u539f\\u6765', u'\\u5199', 'ci', u'code4app']\n",
+        "[u'\\u505a', u'\\u7f51\\u7ad9', u'\\u7701\\u4e8b', u'\\u4e0d\\u7528', u'\\u627e', u'\\u56fe\\u7247', u'\\u5199', u'\\u5b57\\u4f53', u'\\u540d\\u548c\\u7801', u'\\u4e00\\u4e2a', u'\\u56fe\\u6807', 'iconfont', 'app', 'unicode']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'gaobaozhen', 'rp', u'\\u5fae\\u76d8', u'Axure\\u539f\\u578b\\u5e93']\n",
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+        "[u'\\u6cb9\\u83dc\\u82b1', u'\\u6d77\\u6d0b', u'\\u90a3\\u5e74', u'\\u4e00\\u8d77', u'\\u90a3\\u5e74', u'\\u5f00', u'\\u6f02\\u4eae', u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u6cb9\\u83dc\\u82b1', u'\\u6d77', u'\\u5c01\\u9762', u'\\u56fe', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u901f\\u5ea6', u'\\u6fc0\\u60c5', u'\\u62cd', u'\\u4e25\\u7433\\u73fa']\n",
+        "[u'\\u6d4b\\u8bd5']\n",
+        "[u'\\u7a81\\u7136', u'\\u79bb\\u5f00', u'\\u4e16\\u754c', u'\\u4e34\\u7ec8', u'\\u60f3', u'\\u6700', u'\\u540e\\u6094', u'\\u5e94\\u8be5', u'\\u8c08\\u8fc7', u'\\u4e00\\u6b21', u'\\u604b\\u7231', u'\\u591a\\u4e48', u'\\u60b2\\u5267', u'\\u4eba\\u751f']\n",
+        "[u'\\u90aa\\u6076', u'\\u4eba', u'\\u5e94\\u8be5', u'\\u5c01\\u53f7']\n",
+        "[u'\\u7a81\\u5982\\u5176\\u6765', u'\\u662f\\u5426', u'\\u5e94\\u8be5', u'\\u6293\\u4f4f', u'\\u6293\\u4f4f', u'\\u73b0\\u5728', u'\\u672a', u'\\u51c6\\u5907', u'\\u597d', u'\\u653e\\u5f03', u'\\u9519\\u5931', u'\\u6b64\\u673a', u'\\u5c06\\u6765']\n",
+        "[u'\\u5f02\\u5e38', u'\\u6124\\u6012', u'\\u4e00\\u591c', u'\\u8eab\\u4f53', u'\\u4e0d\\u597d']\n",
+        "[u'\\u597d', u'\\u7535\\u5f71\\u8d29 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5468\\u6770\\u4f26', u'\\u7ed3\\u5a5a', u'\\u5b59\\u6960', u'\\u7ed3\\u5a5a', u'\\u91d1\\u6d77\\u5fc3', u'\\u7ed3\\u5a5a', u'\\u8c22\\u9896\\u9896', u'\\u7ed3\\u5a5a', u'\\u67e5', u'\\u4e00\\u4e0b', u'\\u5468\\u6770\\u4f26', u'\\u8fd8\\u5c0f\\u5c81', u'\\u6bd4\\u5b59\\u6960', u'\\u5c0f\\u5c81', u'\\u5f80\\u540e', u'\\u63a8']\n",
+        "['goodbye', 'hello']\n",
+        "[u'\\u5904\\u5728', u'\\u4eba\\u751f', u'\\u7b2c\\u4e00\\u4e2a', u'\\u9ec4\\u91d1', u'\\u5341\\u5e74', u'\\u8f6c\\u6298\\u70b9', u'\\u4e00\\u76f4', u'\\u770b\\u4e0d\\u6e05', u'\\u65b9\\u5411', u'\\u5e73\\u5fc3\\u9759\\u6c14', u'\\u5e74\\u8f7b', u'\\u52c7\\u6562', u'\\u8d4c', u'\\u4e00\\u628a']\n",
+        "[u'\\u8fc7\\u53bb', u'\\u5e74', u'\\u597d\\u50cf', u'\\u61c2', u'\\u4e00\\u70b9', u'\\u597d\\u50cf', u'\\u77e5\\u9053', u'\\u5c34\\u5c2c', u'\\u5d2d\\u65b0', u'\\u5de6\\u5411\\u53f3']\n",
+        "[u'\\u6df1\\u5c42\\u6b21', u'\\u7406\\u89e3', u'\\u4ece\\u4e8b', u'\\u76f8\\u5173', u'\\u7814\\u53d1', u'\\u5de5\\u4f5c', u'\\u7406\\u8bba', u'\\u5b9e\\u8df5', u'\\u76f8\\u7ed3\\u5408', u'\\u5b66\\u4e60', u'\\u5206\\u5e03\\u5f0f', u'\\u7f16\\u7a0b', u'\\u76f8\\u5173', u'\\u77e5\\u8bc6', u'\\u72ec\\u7acb', u'\\u5f00\\u53d1', u'\\u5206\\u5e03\\u5f0f\\u5e94\\u7528', u'\\u5b66\\u4f1a', u'\\u4f7f\\u7528', u'\\u7f16\\u7a0b', u'\\u6bcf\\u5e74', u'\\u7236\\u6bcd', u'\\u533b\\u9662', u'\\u505a', u'\\u4e00\\u6b21', u'\\u5168\\u9762', u'\\u4f53\\u68c0', u'\\u5403', u'\\u8fd0\\u52a8', u'\\u4f53\\u91cd', u'\\u7a81\\u7834', u'\\u7406\\u60f3', u'\\u4f53\\u91cd', 'list', 'machine', 'learning', 'python', 'kg', 'kg']\n",
+        "[u'\\u5931\\u7720']\n",
+        "[u'\\u597d\\u50cf', u'\\u4eba', u'\\u804a\\u5929']\n",
+        "[u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', u'\\xa0', 'love', 'man', 'woman', 'worth', 'tears', 'one', 'won', 'make', 'cry', 'sir', 'thomas', 'browne']\n",
+        "[u'\\u6211\\u7231\\u4f60', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u559c\\u6b22', u'\\u4e00\\u8d77', u'\\u65f6', u'\\u611f\\u89c9', u'\\xa0', u'\\u6258\\u9a6c\\u65af', u'\\u5e03\\u6717', u'\\u7235\\u58eb', u'\\xa0', u'\\u7231\\u60c5', 'thomas', 'browne', 'love']\n",
+        "[u'\\u597d', u'\\u7d27\\u5f20', u'\\u5fd0\\u5fd1']\n",
+        "[u'\\u4e0a\\u4f20', u'\\u5f20', u'\\u7167\\u7247', u'\\u4e13\\u8f91']\n",
+        "[u'\\u60f3', u'\\u8868\\u8fbe', u'\\u67d0\\u79cd', u'\\u60c5\\u611f', u'\\u65f6', u'\\u8bed\\u8a00', u'\\u663e\\u5f97', u'\\u82cd\\u767d\\u65e0\\u529b']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u4ece\\u672a\\u6709\\u8fc7', u'\\u62c5\\u5fc3', u'\\u4e00\\u4e2a', u'\\u4eba']\n",
+        "[u'\\u987a\\u5176\\u81ea\\u7136', u'\\u5fc3\\u8bda\\u5219\\u7075', u'\\u6b32\\u901f\\u5219\\u4e0d\\u8fbe']\n",
+        "[u'\\u4e8b\\u60c5', u'\\u53d1\\u5c55', u'\\u6210', u'\\u597d\\u597d', u'\\u53cd\\u7701', u'\\u53cd\\u7701', u'\\u51b2\\u52a8', u'\\u771f\\u7684', u'\\u9b54\\u9b3c', u'\\u6362\\u4f4d', u'\\u601d\\u8003\\u95ee\\u9898']\n",
+        "[u'\\u521a\\u521a', u'\\u53c2\\u52a0', u'\\u7f8e\\u56e2', u'\\u7f51', u'\\u4f73\\u80fd', u'\\u5fae\\u578b', u'\\u5355\\u7535\\u53cc', u'\\u5934\\u5957', u'\\u673a', u'\\u62bd\\u5956', u'\\u78b0\\u78b0\\u8fd0\\u6c14', 'eos', u'\\u7f8e\\u68a6\\u6210\\u771f', u'\\u7f8e\\u56e2']\n",
+        "[u'\\u5411\\u6765', u'\\u7f18\\u6d45', u'\\u5948\\u4f55', u'\\u60c5\\u6df1']\n",
+        "['waiting', 'come', 'back']\n",
+        "[u'\\u5206\\u4eab', u'\\u4e00\\u4e50 \\u7684\\u6587\\u7ae0']\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u5317\\u4eac']\n",
+        "[u'\\u9ec4\\u725b']\n",
+        "[u'\\u770b\\u5230', u'\\u5fc3\\u585e']\n",
+        "[u'\\u7b2c\\u4e00\\u6b21', u'\\u9762\\u8bd5', u'\\u6253\\u5206', u'\\u5e94\\u5f53', u'\\u9075\\u5faa', u'\\u5faa\\u5e8f\\u6e10\\u8fdb', u'\\u539f\\u5219']\n",
+        "[u'\\u7231', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u9700\\u8981', u'\\u65f6\\u95f4', u'\\u8bc1\\u660e', u'\\u90a3\\u8be5', u'\\u6d6a\\u8d39', u'\\u65f6\\u95f4']\n",
+        "[u'\\u624d\\u534e', u'\\u6491', u'\\u91ce\\u5fc3', u'\\u5e94\\u8be5', u'\\u9759\\u4e0b\\u5fc3\\u6765', u'\\u5b66\\u4e60', u'\\u80fd\\u529b', u'\\u9a7e\\u9a6d', u'\\u76ee\\u6807', u'\\u65f6', u'\\u5e94\\u8be5', u'\\u6c89\\u4e0b', u'\\u5fc3\\u6765', u'\\u5386\\u7ec3', u'\\u68a6\\u60f3', u'\\u6d6e\\u8e81', u'\\u6c89\\u6dc0', u'\\u79ef\\u7d2f', u'\\u62fc\\u51fa\\u6765', u'\\u7f8e\\u4e3d', u'\\u8f89\\u714c', u'\\u673a\\u4f1a', u'\\u6c38\\u8fdc', u'\\u7559\\u7ed9', u'\\u6700', u'\\u6e34\\u671b', u'\\u4eba', u'\\u5b66\\u4f1a', u'\\u5185\\u5fc3\\u6df1\\u5904', u'\\u5bf9\\u8bdd', u'\\u95ee\\u95ee', u'\\u60f3\\u8981', u'\\u4eba\\u751f', u'\\u9759\\u5fc3', u'\\u5b66\\u4e60', u'\\u8010\\u5fc3', u'\\u6c89\\u6dc0']\n",
+        "[u'\\u9762\\u5411', u'\\u592a\\u9633', u'\\u6625\\u6696\\u82b1\\u5f00', u'\\u53ea\\u6c42', u'\\u5feb\\u4e50', u'\\u9762\\u5bf9', u'\\u900f\\u8fc7', u'\\u6d12\\u6ee1', u'\\u9633\\u5149', u'\\u73bb\\u7483\\u7a97', u'\\u84e6\\u7136\\u56de\\u9996', u'\\u773c\\u4e2d', u'\\u98ce\\u666f']\n",
+        "[u'\\u7fa1\\u6155', u'\\u81ea\\u7531', u'\\u7fa1\\u6155', u'\\u7ea6\\u675f', u'\\u7fa1\\u6155', u'\\u8f66', u'\\u7fa1\\u6155', u'\\u623f', u'\\u7fa1\\u6155', u'\\u5f80\\u5f80', u'\\u77e5\\u9053', u'\\u6b23\\u8d4f', u'\\u6210', u'\\u773c\\u4e2d', u'\\u98ce\\u666f', u'\\u5de5\\u4f5c', u'\\u7fa1\\u6155', u'\\u6bcf\\u5929', u'\\u603b\\u6709', u'\\u4f11\\u606f\\u65f6\\u95f4', u'\\u8fdc\\u89c6\\u773c', u'\\u603b\\u662f', u'\\u6d3b\\u5728', u'\\u4ef0\\u89c6', u'\\u91cc', u'\\u8fd1\\u89c6\\u773c', u'\\u5f80\\u5f80', u'\\u5ffd\\u7565', u'\\u8eab\\u8fb9', u'\\u5e78\\u798f']\n",
+        "[u'\\u5fae\\u535a\\u4e4b\\u591c', u'\\u76db\\u5178', u'\\u6765\\u88ad', u'\\u4e00\\u53e5', u'\\u8bdd\\u52a9', u'\\u5076\\u50cf', u'\\u767b\\u4e0a', u'\\u5fae\\u535a', u'\\u5b9d\\u5ea7', 'king', 'queen']\n",
+        "['rails', 'girl', 'xi']\n",
+        "['emacs', 'process', 'management']\n",
+        "['application', 'written', 'javascript', 'eventually', 'written', 'javascript']\n",
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+        "[]\n",
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+        "[u'\\u67e5\\u7406', u'\\u8f6c']\n",
+        "['thought', 'boyhood']\n",
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+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u6bcf\\u5206\\u949f', u'\\u540c\\u6b65', u'\\u670d\\u52a1\\u5668', u'\\u65f6\\u95f4', u'\\u6bcf\\u5206\\u949f', u'\\u540c\\u6b65', u'\\u670d\\u52a1\\u5668', u'\\u65f6\\u95f4', u'\\u3000', u'\\u3000', u'\\u540d\\u79f0', u'\\u3000', u'\\u3000', u'\\u4f7f\\u7528', u'\\u6743\\u9650', u'\\u7528\\u6237', u'\\u6587\\u4ef6', u'\\u6240\\u6709\\u8005', u'\\u3000', u'\\u3000', u'\\u8bed\\u6cd5', 'crontab', 'crontab', 'crontab', 'crontab', 'root', 'crontab']\n",
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+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u914d\\u7f6e', u'\\u914d\\u7f6e', u'\\u4e4b\\u524d', u'\\u5df2\\u7ecf', u'\\u5b89\\u88c5', u'\\u5b8c\\u6210', u'\\u914d\\u7f6e', u'\\u5047\\u8bbe', u'\\u5730\\u5740', 'keepalived', 'keepalived', 'keepalived', 'ip', 'server', 'server']"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
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+        "[u'\\u5206\\u4eab', u'\\u7070\\u9e3d\\u5b50\\u94f6\\u6c34 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab', u'\\u6797\\u6c9b\\u6ee1 \\u7684\\u6587\\u7ae0']\n",
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+        "[u'\\u5206\\u4eab', u'\\u7535\\u5546\\u5fae\\u5e72\\u8d27 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u300e', u'\\u8de8\\u5883', u'\\u7535\\u5546', u'\\u8c01\\u751f', u'\\u6b7b', u'\\u770b\\u770b', u'\\u8de8\\u5883', u'\\u7535\\u5546', u'\\u5927\\u4f6c', u'\\u5224\\u65ad', u'\\u89c2\\u5bdf', u'\\u96e8\\u679c', u'\\u7f51', u'\\u300f']\n",
+        "[u'\\u524d\\u7aef', u'\\u5708', u'\\u6495', u'\\u903c']\n",
+        "[u'\\u4eca\\u5929', u'\\u6709\\u70b9', u'\\u60c5\\u7eea\\u4f4e\\u843d', u'\\u54c8\\u54c8\\u54c8\\u54c8']\n",
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+        "[u'\\u524d\\u7aef', u'\\u5708', u'\\u4eba', u'\\u771f\\u7231', u'\\u7092\\u51b7\\u996d']\n",
+        "[u'\\u4e70', u'\\u5e78\\u798f\\u611f', u'\\u66b4\\u6da8', u'\\u8d76\\u811a', u'\\u8fd9\\u5757', u'\\u94b1\\u82b1', u'\\u5b9e\\u5728', u'\\u592a\\u503c', 'dash']\n",
+        "[u'\\u5fae\\u4fe1', u'\\u4e00\\u51fa', u'\\u4e00\\u5927\\u5e2e', u'\\u4eba', 'js', 'sdk', 'yy']\n",
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+        "[u'\\u5df2', u'\\u5b8c\\u5168', u'\\u53d7\\u4e0d\\u4e86', u'\\u56de', 'safari', 'chrome']\n",
+        "[u'\\u6ca1\\u6cd5\\u7528', 'vpn']\n",
+        "[u'\\u597d\\u591a', u'\\u8f6f\\u4ef6', u'\\u60f3', u'\\u4e70', u'\\u597d\\u7a77', u'\\u4e70\\u4e70\\u4e70']\n",
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+        "[u'\\u9760\\u9760', u'\\u7f8e\\u5982\\u753b']\n",
+        "[u'\\u641e', u'\\u6bdb', u'\\u4eca\\u5929', u'\\u4e00\\u76f4', u'\\u9171\\u7d2b', 'app', 'store']\n",
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+        "[]\n",
+        "[]\n",
+        "[u'\\u8fd9\\u6b21', u'\\u5c0f\\u7c73', u'\\u9762\\u8bd5', u'\\u611f\\u5230', u'\\u8fd9\\u662f', u'\\u5168\\u624d', u'\\u65f6\\u4ee3']\n",
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+        "[u'\\u5185\\u6838', u'\\u4e91', u'\\u5e73\\u53f0', u'\\u5b9e\\u8df5', u'\\u90b1\\u6a21', u'\\u70af', 'linux', 'ucloud']\n",
+        "[u'\\u8d4c\\u4e0a', u'\\u6240\\u6709', u'\\u9752\\u6625']\n",
+        "[u'\\u7cbe\\u4e00\\u540e', u'\\u518d', u'\\u5168']\n",
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+        "['moving']\n",
+        "['last', 'weibo', 'wanna', 'give', 'moving', 'stay', 'awesome']\n",
+        "[u'\\u82b1\\u56ed', u'\\u5b9d\\u5b9d', u'\\u5947\\u602a', u'\\u5587\\u53ed\\u58f0', u'\\u559c\\u6b22', u'\\u542c\\u542c', u'\\u5206\\u4eab', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
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+        "[]\n",
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+        "[u'\\u6559\\u7a0b', u'\\u4e13\\u680f', u'\\u535a\\u5ba2', u'\\u9891\\u9053', 'github', 'readme', 'md', 'kaitiren', 'csdn', 'net']\n",
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+        "['beautiful']\n",
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+        "[u'\\u6297\\u65e5', u'\\u795e\\u5267', u'\\u5343\\u5e74', u'\\u4e0d\\u53d8', u'\\u5957\\u8def', u'\\u65e5\\u672c', u'\\u5175', u'\\u6c38\\u8fdc', u'\\u65e0\\u754f', u'\\u52c7\\u5f80\\u76f4\\u524d', u'\\u4e2d\\u56fd', u'\\u4eba', u'\\u603b\\u662f', u'\\u80c6\\u5c0f', u'\\u6015\\u4e8b', u'\\u5c0f\\u5fc3\\u773c', u'\\u4e00\\u4e8b\\u4e0d\\u660e', u'\\u65e5\\u672c', u'\\u4eba', u'\\u52c7\\u6562', u'\\u8d25', u'\\u56fd\\u4eba', u'\\u7325\\u7410', u'\\u81ea\\u79c1', u'\\u80dc']\n",
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+        "[u'\\u73a9\\u51fa']\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u4e8c\\u70ae', u'\\u624b', u'\\u9e7f\\u9f0e\\u8bb0', u'\\u7504', u'\\u5b1b', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u672a', u'\\u5220\\u51cf', u'\\u7248', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
+        "[u'\\u5bf6\\u99ac', u'\\u4e00\\u500b', u'\\u670b\\u53cb\\u5708', u'\\u5ee3\\u544a', u'\\u8b93', u'\\u96c6\\u9ad4', u'\\u9ad8\\u6f6e']\n",
+        "['touch']\n",
+        "['test']\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u77e5\\u9053', u'\\u505a', u'\\u9519', u'\\u771f', u'\\u7231', u'\\u79bb\\u5f00']\n",
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+        "[u'\\u6ca6\\u6ca6', 'img', 'src', 'onerror', 'alert', u'MYOTee\\u8138\\u840c']\n",
+        "[u'\\u6740', u'\\u65f6\\u95f4', u'\\u5355\\u5237', u'\\u5fae\\u535a', u'\\u591f', u'\\u5c0f\\u6e38\\u620f', u'\\u6ee1\\u8db3', u'\\u65b0\\u7248', u'\\u9002\\u914d', u'\\u7cbe\\u5f69', u'\\u9891\\u9053', u'\\u805a\\u5408', u'\\u5185\\u5bb9', u'\\u4f9b', u'\\u56f4\\u89c2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'weico', 'iphone', 'plus', 'weico']\n",
+        "[u'\\u6740', u'\\u65f6\\u95f4', u'\\u5355\\u5237', u'\\u5fae\\u535a', u'\\u591f', u'\\u5c0f\\u6e38\\u620f', u'\\u6ee1\\u8db3', u'\\u65b0\\u7248', u'\\u9002\\u914d', u'\\u7cbe\\u5f69', u'\\u9891\\u9053', u'\\u805a\\u5408', u'\\u5185\\u5bb9', u'\\u4f9b', u'\\u56f4\\u89c2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'weico', 'iphone', 'plus', 'weico']\n",
+        "[u'\\u6740', u'\\u65f6\\u95f4', u'\\u5355\\u5237', u'\\u5fae\\u535a', u'\\u591f', u'\\u5c0f\\u6e38\\u620f', u'\\u6ee1\\u8db3', u'\\u65b0\\u7248', u'\\u9002\\u914d', u'\\u7cbe\\u5f69', u'\\u9891\\u9053', u'\\u805a\\u5408', u'\\u5185\\u5bb9', u'\\u4f9b', u'\\u56f4\\u89c2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'weico', 'iphone', 'plus', 'weico']\n",
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+        "[u'\\u7b2c\\u8bdd', u'\\u4e09\\u4e2a', u'\\u95ee\\u9898']\n",
+        "[u'\\u5408\\u7eb5\\u8fde\\u6a2a']\n",
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+        "[u'\\u522b\\u9519\\u8fc7', u'\\u52a0\\u5f3a\\u7248', u'\\u602a\\u517d', 'exadata', 'data', 'sheet']\n",
+        "['oracle', 'database', 'memory', 'bundle', 'patch', 'released']\n",
+        "[u'\\u300e', u'\\u6e17\\u900f', u'\\u6d4b\\u8bd5', u'\\u4f01\\u4e1a', u'\\u5b89\\u5168', u'\\u7ecf\\u9a8c', u'\\u8d26\\u53f7', u'\\u5b89\\u5168', u'\\u6e17\\u900f', u'\\u7f16\\u7a0b', u'\\u4ee3\\u7801', u'\\u5ba1\\u8ba1', u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u535a\\u5ba2', u'\\u300f', 'seay']\n",
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+        "[u'\\u5206\\u4eab', u'360\\u5b89\\u5168\\u536b\\u58eb \\u7684\\u6587\\u7ae0']\n",
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+        "['simply', 'test']\n",
+        "['test', 'test']\n",
+        "['yes', 'right']\n",
+        "[u'\\u6362\\u884c', 'aabb']\n",
+        "[u'\\u4e0b\\u5348', u'\\u597d', u'\\u7801\\u519c']\n",
+        "['simple', 'post']\n",
+        "['simple', 'test']\n",
+        "[u'\\u4e0d\\u9519', u'\\u6837\\u5b50', u'\\u8bc4\\u8bba', 'found']\n",
+        "[u'\\u7ebf\\u4e0a', u'\\u5730\\u5740', u'\\u51fd\\u6570', u'\\u597d\\u50cf', u'\\u65e0\\u7528', u'Bencalie']\n",
+        "[u'\\u8f66', u'\\u6ca1\\u6cb9', u'\\u548b\\u529e', u'\\u52a0\\u70b9', u'\\u7a0e', u'\\u6cb9\\u4ef7', u'\\u7a0e', u'\\u5143', u'\\u6c7d\\u6cb9', u'\\u4e2d', u'\\u5305\\u542b', u'\\u8fd1\\u5143\\u7a0e']\n",
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+        "[u'\\u5317\\u5927', u'\\u672a', u'\\u540d', u'\\u4e0a\\u9762', u'\\u4e00\\u7fa4', u'\\u6bdb\\u5b69\\u5b50', u'\\u626f', u'\\u60f3', u'\\u8bf4', u'\\u73a9\\u610f', u'\\u6bdb\\u7528', u'\\u4e00\\u624b', u'\\u5e08\\u5f1f', u'\\u672c\\u79d1', u'\\u73b0\\u5728', u'\\u4e0d\\u5230', u'\\u603b\\u88c1', u'\\u52a9\\u7406', u'\\u4e24\\u5e74', u'\\u4e0a\\u5e02', u'\\u76f4\\u63a5', u'\\u8d22\\u52a1', u'\\u81ea\\u7531', 'gpa', 'gpa']\n",
+        "[u'\\u7b2c\\u4e00\\u7ad9', u'\\u91cc\\u9762', u'\\u725b', u'\\u903c', u'\\u5de5\\u4f5c', u'\\u8bed\\u8a00', u'\\u4fee\\u6b63', u'\\u82f1\\u8bed', 'dubai']\n",
+        "[u'\\u673a\\u573a', u'\\u65e0\\u9650', u'\\u65f6', u'\\u514d\\u8d39', 'dubai', 'wi', 'fi']\n",
+        "[u'\\u76ee\\u6807', u'\\u51c6\\u65f6', u'\\u4e0b\\u73ed']\n",
+        "[u'\\u592a', u'\\u53d6\\u540d\\u5b57', u'\\u674e\\u597d', u'\\u6653\\u654f_Jasmine']\n",
+        "[u'\\u671f', u'\\u4e00\\u6218', u'\\u592a\\u9017']\n",
+        "[u'\\u6768\\u8fc7', u'\\u9017']\n",
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+        "[]\n",
+        "['focusing', 'changzhou']\n",
+        "[u'\\u6781\\u9650', u'\\u7cbe\\u5f69']\n",
+        "[u'\\u60ca\\u53f9', u'\\u4efd', u'\\u963f\\u72f8', u'\\u9006\\u98ce', u'\\u7ffb\\u76d8', 'faker']\n",
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+        "[u'\\u7f8e\\u5982\\u753b']\n",
+        "[u'\\u5468\\u62a5', u'\\u9886\\u5bfc', u'\\u65e5\\u62a5']\n",
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+        "[u'\\u52a0\\u73ed', u'\\u4e0a\\u7ebf', u'\\u53d1\\u5f20', u'\\u5361']\n",
+        "[u'\\u597d\\u591a', u'\\u6b6a\\u679c', u'\\u59b9\\u5b50']\n",
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+        "[u'\\u5154\\u7eb8\\u5976\\u7cd6', u'HelloEveryOne2015']\n",
+        "[u'\\u4eca\\u5929', u'\\u70b8\\u9505', u'\\u672c\\u5c71', u'\\u5927\\u53d4', u'\\u8d1f\\u9762', u'\\u6d88\\u606f']\n",
+        "[u'\\u51e0\\u5e74', u'\\u524d', u'\\u5ae9', u'\\u725b', u'\\u4e94\\u65b9', u'\\u4e0b\\u67b6', u'\\u6700\\u8fd1', u'\\u5ae9', u'\\u725b\\u5377', u'\\u4e0b\\u67b6', u'\\u95f9', 'kfc']\n",
+        "[u'\\u4eac\\u4e1c', u'\\u4e70', u'\\u6f2b\\u6b65\\u8005', u'\\u8033\\u673a', u'\\u771f\\u4e0d\\u9519', u'\\u8fd9\\u79cd', u'\\u8033\\u673a', u'\\u6740\\u624b', u'\\u8fd9\\u4e48\\u4e45']\n",
+        "[u'\\u6df7', u'\\u7b2c\\u4e00\\u884c', u'\\u4ee3\\u7801', u'\\u5b58\\u5728', u'\\u4e4b\\u524d', u'\\u8003\\u8651', u'\\u95ee\\u9898', u'\\u4ee5\\u540e', u'\\u627e', 'bug']\n",
+        "[u'\\u4e0a\\u5b66', u'\\u5ffd\\u60a0', u'\\u5de5\\u4f5c', u'\\u5ffd\\u60a0']\n",
+        "[u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5347\\u7ea7', u'\\u798f\\u5229', u'\\u5927\\u724c', u'\\u660e\\u661f', u'\\u7b7e\\u540d', u'\\u793c', u'\\u7efc\\u827a', u'\\u95e8\\u7968', u'\\u767e\\u4e07', u'\\u73b0\\u91d1', u'\\u5238', u'\\u5347', u'\\u7b49\\u7ea7', u'\\u4eab', u'\\u7279\\u6743', u'\\u8d70\\u4e0a', u'\\u4eba\\u751f', u'\\u5dc5\\u5cf0', u'\\u9886\\u53d6', 'macbook', 'iphone', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u89c9\\u5f97', u'\\u54c8\\u767b', u'\\u6c64\\u666e\\u68ee', u'\\u8d44\\u683c', u'\\u51fa\\u4efb', u'\\u897f\\u90e8', u'\\u5168\\u660e\\u661f', u'\\u5148\\u53d1', u'\\u6295\\u7ed9', u'\\u6c64\\u666e\\u68ee', u'\\u9009\\u9879', u'\\u8868\\u6001', u'NBA']\n",
+        "[u'\\u5e74\\u7ec8\\u5956', u'\\u770b\\u5230', u'\\u6700\\u591a\\u62ff\\u4e2a', u'\\u770b\\u770b', u'\\u5bb6', u'\\u516c\\u53f8']\n",
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+        "[u'\\u597d\\u591a', u'\\u62db\\u8058', u'\\u5fc3\\u52a8']\n",
+        "[]\n",
+        "[u'\\u6000\\u7591', u'\\u5e7f\\u544a', u'\\u8bc1\\u636e', u'\\u8bf7', u'\\u67e5\\u660e', u'\\u540e', u'\\u6307\\u540d\\u9053\\u59d3', u'\\u53d1']\n",
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+        "[u'\\u54d2', u'\\u4eb2\\u5bc6', u'\\u5c0f\\u4f19\\u4f34', u'\\u7cbe\\u5f69', u'\\u65b0\\u5e74', u'\\u8981\\u94b1', u'\\u94b1', u'\\u94b1', u'\\u94b1', u'\\u94b1', u'\\u94b1', u'\\u94b1', u'\\u94b1', u'\\u94b1', u'\\u94b1', u'\\u94b1', u'\\u94b1', u'\\u94b1', u'\\u613f\\u671b', u'\\u5b9e\\u73b0', u'\\u5feb\\u6765', u'\\u4e00\\u8d77', u'\\u8bb8\\u4e0b', u'\\u65b0', u'\\u4e00\\u5e74', u'\\u613f\\u671b', u'\\u6211\\u548c\\u5c0f\\u4f19\\u4f34\\u76842014', u'\\u53e0\\u77f3', u'\\u8d85\\u8d8a\\u795e', u'\\u9ec4\\u5927\\u4f1f2010']\n",
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+        "[u'\\u597d\\u597d', u'\\u601d\\u8003', u'\\u4e0b', u'\\u751f\\u6d3b', u'\\u72b6\\u6001']\n",
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+        "[]\n",
+        "[u'\\u4e00\\u4e2a', u'\\u964c\\u751f', u'\\u7535\\u8bdd', u'\\u6700', u'\\u53cd\\u611f', u'\\u5e94\\u8be5', u'\\u91cc', u'\\u95ee', u'\\u4e00\\u5e74', u'\\u78b0\\u5230', u'\\u76f4\\u63a5', u'\\u6302\\u673a', u'\\u6ca1\\u4ec0\\u4e48', u'\\u597d', u'\\u8bf4', u'\\u73b0\\u5728', u'\\u6bd4\\u8f83', u'\\u4e00\\u79cd', u'\\u7535\\u5b50', u'\\u97f3', u'\\u63a5\\u542c', u'\\u542c\\u5230', u'\\u673a\\u5668\\u4eba', u'\\u5f0f', u'\\u5f55\\u97f3', u'\\u626f\\u6de1', u'\\u63d0\\u4e2a', u'\\u5efa\\u8bae', u'\\u5148', u'\\u4e00\\u6bb5', u'\\u4f18\\u7f8e', u'\\u5e8a\\u58f0', u'\\u8bf4', u'\\u4e8b']\n",
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+        "[u'\\u4f5c\\u8005', u'\\u653e\\u51fa', u'\\u5de5\\u5177\\u5305', u'\\u76f8\\u4fe1', u'\\u54c1\\u8d28', 'vlfeat', 'vedaldi', 'cnn', 'matconvnet']\n",
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+        "[u'\\u5229\\u76ca', u'\\u8499\\u4f4f', u'\\u53cc\\u773c', u'\\u5df2']\n",
+        "[u'\\u5b58\\u5728', u'\\u4ee3\\u4ef7', u'\\u5e78\\u798f']\n",
+        "[u'\\u6559\\u7a0b', u'\\u521b\\u5efa', u'\\u5408\\u5e76', u'\\u5206\\u652f', u'\\u5206\\u4eab', 'git', u'\\u5ed6\\u96ea\\u5cf0\\uff09']\n",
+        "[u'\\u6740', u'\\u65f6\\u95f4', u'\\u5355\\u5237', u'\\u5fae\\u535a', u'\\u591f', u'\\u5c0f\\u6e38\\u620f', u'\\u6ee1\\u8db3', u'\\u65b0\\u7248', u'\\u9002\\u914d', u'\\u7cbe\\u5f69', u'\\u9891\\u9053', u'\\u805a\\u5408', u'\\u5185\\u5bb9', u'\\u4f9b', u'\\u56f4\\u89c2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'weico', 'iphone', 'plus', 'weico']\n",
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+        "[u'\\u6740', u'\\u65f6\\u95f4', u'\\u5355\\u5237', u'\\u5fae\\u535a', u'\\u591f', u'\\u5c0f\\u6e38\\u620f', u'\\u6ee1\\u8db3', u'\\u65b0\\u7248', u'\\u9002\\u914d', u'\\u7cbe\\u5f69', u'\\u9891\\u9053', u'\\u805a\\u5408', u'\\u5185\\u5bb9', u'\\u4f9b', u'\\u56f4\\u89c2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'weico', 'iphone', 'plus', 'weico']\n",
+        "[u'\\u6253\\u8f66', u'\\u4ebf', u'\\u7ea2\\u5305', u'\\u5feb\\u4e50', u'\\u9001', u'\\u80fd\\u7528', u'\\u7ea2\\u5305', u'\\u771f\\u8bda', u'\\u610f', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u4e50\\u661f\\u671f\\u4e94', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u641e', u'\\u6bdb', u'\\u4e00\\u8fde', u'\\u597d', u'\\u51e0\\u5929', u'\\u8fde\\u4e2a', u'\\u7968\\u5f71', u'\\u770b\\u4e0d\\u5230', u'\\u771f\\u7684', u'\\u597d']\n",
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+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab', u'mk']\n",
+        "['hello', 'everyone', 'good', 'luck']\n",
+        "['test']\n",
+        "[u'\\u6ce8\\u518c', u'\\u8d26\\u6237', u'\\u586b\\u5b8c', u'\\u4fe1\\u7528\\u5361', u'\\u4fe1\\u606f', u'\\u8fd8\\u8981', u'\\u62cd', u'\\u4e00\\u5f20', u'\\u8eab\\u4efd\\u8bc1', u'\\u7167\\u7247', u'\\u53d1\\u7ed9', u'\\u9a8c\\u8bc1', 'digitalocean']\n",
+        "[u'\\u4eba\\u54c1', u'\\u4eba\\u54c1', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u62a2', u'\\u4e00\\u8d77\\u53d1\\u7ea2\\u5305\\u5427', u'\\u6765\\u53bb\\u4e4b\\u95f4']\n",
+        "['test', 'happy', 'new', 'year']\n",
+        "['test', 'happy', 'new', 'year', 'yes']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247', u'\\u963f\\u91cc', u'\\u65c5\\u884c']\n",
+        "[u'\\u7480\\u74a8', u'\\u661f\\u7a7a', u'\\u89e6\\u624b\\u53ef\\u53ca', u'\\u611f\\u53d7', u'\\u661f\\u9645', u'\\u7a7f\\u8d8a', u'\\u822c\\u7684', u'\\u4f53\\u9a8c', u'\\u6362\\u6210', u'\\u4e3b\\u9898', u'\\u9002\\u5408', u'\\u665a\\u4e0a', u'\\u88ab\\u7a9d', u'\\u513f\\u91cc', u'\\u4f7f\\u7528', u'\\u6233', u'\\u53f3\\u8fb9', u'\\u4e0b\\u8f7d', u'\\u7387\\u5148', u'\\u83b7\\u53d6', u'\\u6700\\u65b0', u'\\u4e3b\\u9898', u'\\u8d44\\u8baf', u'\\u804a\\u5929', u'\\u95f2\\u8c08', u'\\u63d0\\u610f\\u89c1', u'Interstellar', u'Weico\\u5fae\\u535a\\u5ba2\\u6237\\u7aef']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
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+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'pm', 'seconds']\n",
+        "['bored', 'life']\n",
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+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'pm', 'seconds']\n",
+        "['bored', 'life']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'pm', 'seconds']\n",
+        "['bored', 'life']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "[u'\\u7231', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u611f\\u89c9', u'twitter']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['bored', 'life']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['bored', 'life']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "[u'\\u6cbb\\u6108', u'\\u5730\\u7403', u'\\u4eba', u'\\u4e0d\\u53d8', u'\\u4f7f\\u547d', u'\\u55b5', u'\\u661f\\u4eba', u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u732b\\u54aa', u'\\u5c01\\u9762', u'\\u56fe', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
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+        "['bored', 'life']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['bored', 'life']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['bored', 'life']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['international', 'space', 'station', 'passing', 'overhead', 'january', 'seconds']\n",
+        "['bored', 'life']\n",
+        "[u'Weico\\u5fc3\\u60c5\\u5fae\\u535a']\n",
+        "['bored', 'life']\n",
+        "['bored', 'life']\n",
+        "['bored', 'life']\n",
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+        "[]\n",
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+        "[u'\\u95ee\\u9898', u'\\u7814\\u7a76', 'css', 'layout', 'margin', 'collapse', u'\\u8ba8\\u8bba']\n",
+        "[u'\\u89c4\\u5219', u'\\u5e94\\u7528', u'\\u5143\\u7d20', 'css', u'\\u5206\\u4eab']\n",
+        "[u'\\u7981\\u6b62', u'\\u6d4f\\u89c8\\u5668', u'\\u81ea\\u52a8', u'\\u4fdd\\u5b58', u'\\u5bc6\\u7801', u'\\u5f39\\u6846', u'\\u5206\\u4eab']\n",
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+        "[u'\\u6536\\u5230', u'\\u4e24\\u5f20', u'\\u7535\\u5f71\\u7968', u'\\u9001\\u4eba']\n",
+        "[]\n",
+        "[u'\\u9879\\u76ee', u'\\u8d8a\\u6765\\u8d8a', u'\\u5751']\n",
+        "[u'\\u5148\\u524d', u'\\u4ee5\\u4e3a', u'\\u9879\\u76ee', u'\\u4e0a\\u7ebf', u'\\u81ea\\u7531', u'\\u9519']\n",
+        "[]\n",
+        "[u'\\u5468\\u672b']\n",
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+        "[]\n",
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+        "[u'\\u5206\\u4eab', u'\\u4e07\\u80fd\\u7684\\u5927\\u718a \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab', u'\\u4e07\\u80fd\\u7684\\u5927\\u718a \\u7684\\u6587\\u7ae0']\n",
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+        "[u'\\u5206\\u4eab', 'baby']\n",
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+        "[u'\\u5206\\u4eab', u'\\u5c0f\\u7a46\\u7ae5_x \\u7684\\u6587\\u7ae0']\n",
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+        "[u'\\u5206\\u4eab', u'\\u6768\\u6a3e\\u6768\\u6a3e \\u7684\\u6587\\u7ae0']\n",
+        "[]\n",
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+        "[]\n",
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+        "[u'\\u7801\\u519c\\u770b', u'\\u5b8c', u'\\u89c6\\u9891', u'\\u540e', u'\\u518d', u'\\u71ac\\u591c', 'value', 'sleep', 'ted']\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u4e07\\u80fd\\u7684\\u5927\\u718a \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u7f55\\u89c1', u'\\u4ecb\\u7ecd', u'\\u5e94\\u7528', u'\\u573a\\u666f', u'\\u6587\\u7ae0', 'docker']\n",
+        "[u'\\u7f55\\u89c1', u'\\u4ecb\\u7ecd', u'\\u5e94\\u7528', u'\\u573a\\u666f', u'\\u6587\\u7ae0', 'docker']\n",
+        "[u'\\u9996\\u9875', u'\\u6587\\u6863', u'\\u4e0b\\u8f7d', u'\\u96c6\\u7fa4', u'\\u89e3\\u51b3\\u65b9\\u6848', u'\\u5f00\\u6e90', u'\\u4e2d\\u56fd', u'\\u793e\\u533a', 'codis', 'redis']\n",
+        "[u'\\u7b97\\u6cd5', u'\\u6280\\u672f', u'\\u6539\\u53d8', u'\\u751f\\u6d3b', u'\\u5546\\u4e1a', u'\\u6210\\u5c31', u'\\u68a6\\u60f3', u'\\u6280\\u672f', u'\\u535a\\u5ba2', 'gossip', 'cto']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u4e92\\u8054\\u7f51\\u5206\\u6790\\u6c99\\u9f99']\n",
+        "[u'\\u65b0\\u7248', u'\\u6d41\\u5237', u'\\u54e5', u'\\u51cc\\u4e71', u'\\u65b0\\u5fae\\u535a', u'\\u4e0a\\u6b21', u'\\u8bfb', u'\\u9519\\u8fc7', u'\\u5fae\\u535a', u'\\u70ed\\u95e8', u'\\u5fae\\u535a', u'\\u6b63\\u5e38', u'\\u5fae\\u535a', u'\\u7b56\\u7565', u'\\u4f30\\u8ba1', u'\\u51e0\\u4e2a', u'\\u4eba\\u80fd', u'\\u660e\\u767d', 'feed']\n",
+        "[u'\\u829d\\u9ebb', u'\\u5206', u'\\u4e4b\\u95f4', u'\\u4fe1\\u7528', u'\\u826f\\u597d', u'\\u6652\\u4fe1\\u7528']\n",
+        "[u'\\u597d', u'\\u717d\\u60c5']\n",
+        "[u'\\u5206\\u4eab', u'\\u6e05\\u98ce\\u535a\\u4e3b \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u767e\\u5ea6', u'\\u94b1\\u5305', u'\\u5206\\u94b1', u'\\u4e13\\u4eab', u'\\u5e73\\u53f0', u'\\u53c2\\u4e0e', u'\\u767e\\u5ea6', u'\\u94b1\\u5305', u'\\u4f1a\\u5458', u'\\u514d\\u8d39', u'\\u62bd\\u5956', u'\\u6d3b\\u52a8', u'\\u571f\\u8c6a', u'\\u91d1', u'\\u667a\\u80fd', u'\\u624b\\u73af', u'\\u514d\\u8d39', u'\\u62bd', u'\\u5c0f\\u4f19\\u4f34', u'\\u53c2\\u4e0e', 'iphone', 'misfit', 'shine']\n",
+        "[u'\\u72af\\u8d31', u'\\u52aa\\u529b', u'\\u81ea\\u627e']\n",
+        "[u'\\u4f53\\u65e0\\u5b8c\\u80a4']\n",
+        "[u'\\u6211\\u80fd', u'\\u505a', u'\\u4e00\\u4e2a', u'\\u65e0\\u5fc3', u'\\u65e0\\u80ba', u'\\u4eba', u'\\u9ebd']\n",
+        "[u'\\u5e7b\\u60f3', u'\\u603b\\u662f', u'\\u5e7b\\u60f3', u'\\u77e5\\u9053', u'\\u68a6', u'\\u5565\\u65f6\\u5019', u'\\u9192']\n",
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+        "[u'cici ']\n",
+        "[u'\\u6613\\u5230', u'\\u7528\\u8f66', u'\\u968f\\u65f6\\u968f\\u5730', u'\\u79c1\\u4eba', u'\\u4e13\\u8f66', u'\\u4f5c\\u8005', 'yongche', 'inc']\n",
+        "[u'\\u5c3c\\u739b', u'\\u50bb', u'\\u903c', u'\\u5206\\u4eab']\n",
+        "[u'\\u6d01\\u5927', u'\\u770b\\u5230', u'\\u56fe\\u7075', u'\\u674e\\u6d01', u'\\u4e2d\\u56fd\\u9996\\u5c4aCSS\\u5f00\\u53d1\\u8005\\u5927\\u4f1a']\n",
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+        "[u'\\u65b0\\u5e74\\u5feb\\u4e50']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6625\\u8282', u'\\u96f6\\u70b9', u'\\u4e00\\u4e24\\u4e2a', u'\\u5c0f\\u65f6', u'\\u4e4b\\u5185', u'\\u770b\\u5230', u'\\u5e73\\u65f6', u'\\u9996\\u9875', u'\\u5f88\\u96be', u'\\u770b\\u5230', u'\\u4eba']\n",
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+        "[u'\\u5b8c\\u5168', u'\\u60f3\\u8d77', u'\\ud83d', u'\\ude31']\n",
+        "[u'\\u51e0\\u79cd', u'\\u5403', u'\\u505c\\u4e0d\\u4e0b\\u6765', u'\\u7cd6', u'\\u8584\\u8377\\u7cd6', u'\\u725b\\u8f67\\u7cd6', u'\\u5976\\u7cd6', u'\\u53e3\\u9999\\u7cd6', u'\\u5de7\\u514b\\u529b', u'\\u7b97\\u4e0d\\u7b97', u'\\u4e00\\u5377', u'\\u8584\\u8377', u'\\u5473\\u66fc', u'\\u59a5\\u601d', u'\\u5341\\u51e0\\u5206\\u949f', u'\\u4e4b\\u5185', u'\\u5403', u'\\u5b8c']\n",
+        "[u'\\u65b0\\u5e74', u'\\u7b2c\\u4e00\\u5929', u'\\u5927\\u90e8\\u5206', u'\\u65f6\\u95f4', u'\\u7761\\u89c9', u'\\u5403\\u996d', u'\\u8db4', u'\\u684c\\u4e0a', u'\\u7761', u'\\u8eba', u'\\u5e8a', u'\\u7761', u'\\u7761', u'\\u9192', u'\\u9192', u'\\u518d', u'\\u7761', u'\\u9192', u'\\u5403\\u996d', u'\\u5403', u'\\u597d', u'\\u51fa\\u95e8', u'\\u5403\\u665a\\u996d', u'\\u5403', u'\\u597d', u'\\u56de\\u6765', u'\\u7761', u'\\u73b0\\u5728', u'\\u9192', u'\\u51c6\\u5907', u'\\u6d17\\u4e2a', u'\\u6fa1', u'\\u7ee7\\u7eed', u'\\u7761']\n",
+        "[u'\\u9690\\u7ea6', u'\\u95fb\\u5230', u'\\u7535\\u8111', u'\\u70e7\\u7126', u'\\u5473\\u9053', u'\\u633a', u'\\u597d\\u95fb']\n",
+        "[u'\\u5f88\\u4e45\\u5f88\\u4e45', u'\\u52a8\\u753b', u'\\u73b0\\u5728', u'\\u770b\\u841d\\u8389', u'\\u840c']\n",
+        "[u'\\u6d1b\\u5929', u'\\u539f\\u521b', u'\\u71d5\\u5b50', u'\\u65e0\\u540d', u'\\u793e\\u662f', u'\\u624b\\u753b', u'\\u6559\\u7ec3', u'\\u8981\\u5b66', u'\\u753b\\u753b', u'\\u4e3b', u'\\u65e0\\u540d', u'\\u793e', 'pv']\n",
+        "[u'\\u670d\\u52a1\\u5668', u'\\u5e9f', 'packets', 'transmitted', 'received', 'packet', 'loss']\n",
+        "[u'\\u54ea\\u5bb6', u'\\u5f3a', 'astrill', 'eurekavpt']\n",
+        "[u'\\u7ffb\\u5899', 'ex', 'linux', 'hhhhhhhhhhhhhhhhhhhhhh']\n",
+        "['dream', 'dream', 'follow', 'path', 'truth', 'make', 'dream', 'reality', 'someday', 'achieve', 'dreamed']\n",
+        "[u'\\u7834\\u5929\\u8352', u'\\u5730\\u7801', u'\\u4e00\\u5929', u'\\u597d', u'\\u7d2f']\n",
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+        "[u'\\u5899\\u6597', u'\\u5176\\u4e50\\u65e0\\u7a77']\n",
+        "[]\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'SNH48-\\u5f20\\u8bed\\u683c']\n",
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+        "[u'\\u8d34', u'\\u541e', u'\\u94fe\\u63a5', u'\\u7a0b\\u5ea6', u'\\u4ee4\\u4eba\\u53d1\\u6307', u'\\u4ee5\\u540e', u'\\u5148', u'\\u8f6c\\u6210', u'\\u77ed', u'\\u94fe\\u63a5', 'dwz']\n",
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+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'SNH48-\\u5f20\\u8bed\\u683c']\n",
+        "[u'\\u5929', u'\\u7b7e\\u5230', u'\\u72d7', u'\\u81ea\\u6211', u'\\u4fee\\u517b', 'ex']\n",
+        "[u'\\u542c\\u6b4c', u'\\u62dc', u'\\u8d50', u'\\u573a\\u5408', u'\\u542c\\u5230', u'\\u719f\\u6089', u'\\u65cb\\u5f8b', u'\\u521a\\u8fdb', u'\\u4e00\\u5bb6', u'\\u5976\\u8336', u'\\u5e97', u'\\u542c\\u51fa', u'\\u653e', u'\\u8111\\u5b50\\u91cc', u'\\u5feb\\u590d', u'\\u73b0\\u51fa', u'\\u8c31\\u9762', 'osu', 'halo']\n",
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+        "[u'\\u6768\\u6625\\u660e-SWUST ']\n",
+        "[u'\\u767d\\u5bab', u'\\u5f53\\u5730', u'\\u65f6\\u95f4', u'\\u53d1\\u8868\\u58f0\\u660e', u'\\u5ba3\\u5e03', u'\\u603b\\u7edf', u'\\u5965\\u5df4\\u9a6c', u'\\u6388\\u6743', u'\\u671d\\u9c9c', u'\\u5b9e\\u65bd', u'\\u8ffd\\u52a0', u'\\u5236\\u88c1', u'\\u7d22\\u5c3c', u'\\u5f71\\u4e1a', u'\\u9ed1\\u6848', u'\\u7b2c\\u4e00\\u6b65', u'\\u56de\\u5e94', u'\\u5236\\u88c1', u'\\u9488\\u5bf9', u'\\u5bb6', u'\\u671d\\u9c9c\\u653f\\u5e9c', u'\\u673a\\u6784', u'\\u4f4d', u'\\u5b98\\u5458', u'\\u5305\\u62ec', u'\\u4e3b\\u8981', u'\\u60c5\\u62a5\\u673a\\u6784', u'\\u4f0a\\u6717', u'\\u53d9\\u5229\\u4e9a', u'\\u4e2d\\u56fd', u'\\u4fc4\\u7f57\\u65af', u'\\u7eb3\\u7c73\\u6bd4\\u4e9a', u'\\u5de5\\u4f5c', u'\\u591a\\u4f4d', u'\\u5b98\\u5458']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "['tkd', 'yynr', 'uw']\n",
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+        "[u'\\u767e\\u5ea6', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u89c6\\u9891', u'\\u7f51\\u7ad9', u'\\u5929\\u5929', u'\\u767d\\u9001', u'\\u521a\\u521a', u'\\u62a2', u'\\u4e00\\u5f20', u'\\u7231\\u5947\\u827a', u'\\u7279\\u6743', u'\\u5361', u'\\u767e\\u5ea6', u'\\u770b\\u7231\\u5947\\u827a', u'\\u89c6\\u9891', u'\\u5168\\u90e8', u'\\u514d', u'\\u5e7f\\u544a', u'\\u5403', u'\\u8089', u'\\u559d\\u6c64', u'\\u524d', u'\\u4e24\\u4f4d', u'\\u4e2d\\u5956\\u7387', 'vip', u'\\u767e\\u5ea6\\u770b\\u89c6\\u9891\\u6ca1\\u5e7f\\u544a']\n",
+        "[u'\\u4e2d\\u884c', u'\\u957f\\u57ce', u'\\u73af\\u7403\\u901a', u'\\u643a\\u7a0b', u'\\u4fe1\\u7528\\u5361', u'\\u65b0\\u5f00\\u5361', u'\\u9996\\u6b21', u'\\u9884\\u8ba2', u'\\u83b7\\u5143', u'\\u5206\\u4eab', u'\\u4eca\\u65e5', u'\\u5934\\u6761']\n",
+        "[u'\\u8521\\u82f1', u'\\u633a', u'\\u5f90\\u624d\\u539a', u'\\u4f3c', u'\\u5341\\u5927', u'\\u5978\\u81e3', u'\\u5206\\u4eab', u'\\u4eca\\u65e5', u'\\u5934\\u6761']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u6253\\u8d4f', u'\\u6587\\u7ae0', u'\\u4e00\\u4e2a', u'\\u7a0b\\u5e8f\\u5458', u'\\u773c\\u4e2d', u'\\u4ef7\\u503c', u'\\u5143', u'\\u52a0\\u6cb9', u'\\u5fae\\u535a\\u6253\\u8d4f', u'Laruence']\n",
+        "[u'\\u603b\\u7b97', u'\\u8fdb\\u6b65', u'\\u4ee5\\u524d', u'\\u62d2\\u7edd', u'\\u73b0\\u5728', u'\\u62d2\\u7edd', u'\\u989c', u'\\u6587\\u5b57']\n",
+        "[u'\\u5730\\u9f20', u'\\u89c1\\u5230', u'\\u8e72', u'\\u4e66\\u67b6', u'\\u540e\\u9762', u'\\u90a3\\u79cd', u'\\u611f\\u89c9', u'\\u8c46\\u8c46', 'csp']\n",
+        "[u'\\u8fd9\\u4e48\\u4e45', u'\\u63a8\\u51fa', u'\\u8865\\u4e01', u'\\u4fee\\u590d', u'\\u95ee\\u9898', u'\\u754c\\u9762', u'\\u5f00\\u673a', u'\\u767b\\u9646', u'\\u540e', u'\\u5360\\u636e', u'\\u684c\\u9762', u'\\u5b58\\u5728', u'\\u5206\\u949f', u'\\u6709\\u65f6', u'\\u8fd8\\u4f1a', u'\\u66f4\\u4e45', u'\\u53d6\\u6d88', u'\\u65e0\\u6548', u'\\u73a9\\u610f\\u513f', u'\\u5fae\\u8f6fWindows ', u'\\u5fae\\u8f6f\\u4e2d\\u56fd ']\n",
+        "[u'\\u5e7f\\u5dde', u'\\u8bd5\\u4e00\\u4e0b', u'\\u6570\\u4f4d', u'\\u5c4f', 'cintiq', 'hd', u'Wacom']\n",
+        "[u'\\u771f\\u662f', u'\\u5f7b\\u5e95', u'\\u65e0\\u8bed', u'\\u5fae\\u8f6f', u'\\u4e2d\\u56fd', u'\\u5fae\\u8f6fWindows']\n",
+        "[u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5347\\u7ea7', u'\\u798f\\u5229', u'\\u5927\\u724c', u'\\u660e\\u661f', u'\\u7b7e\\u540d', u'\\u793c', u'\\u7efc\\u827a', u'\\u95e8\\u7968', u'\\u767e\\u4e07', u'\\u73b0\\u91d1', u'\\u5238', u'\\u5347', u'\\u7b49\\u7ea7', u'\\u4eab', u'\\u7279\\u6743', u'\\u8d70\\u4e0a', u'\\u4eba\\u751f', u'\\u5dc5\\u5cf0', u'\\u9886\\u53d6', 'macbook', 'iphone', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u54c8\\u4f5b\\u5927\\u5b66', u'\\u8fd9\\u95e8', u'\\u516c\\u5f00\\u8bfe', u'\\u771f', u'\\u771f\\u7684', u'\\u5f00', u'\\u773c\\u754c', u'\\u7f8e\\u56fd', u'\\u533b\\u7597', u'\\u5236\\u5ea6']\n",
+        "[]\n",
+        "[u'\\u53d1\\u73b0', u'\\u4e0d\\u9519', u'\\u63a8\\u8350', u'\\u4e00\\u4e2a', u'\\u597d\\u542c', u'\\u8282\\u76ee', u'\\u6587\\u5316', u'\\u6c99\\u5c18', u'\\u62a5', u'\\u6765\\u81ea', u'\\u767e\\u5ea6\\u4e50\\u64ad']\n",
+        "[u'\\u8bed\\u97f3', u'\\u8bed\\u97f3', u'\\u4f55\\u65f6\\u80fd', u'\\u9739\\u96f3\\u6e38\\u4fa0', u'\\u91cc', u'\\u90a3\\u8f86\\u8f66']\n",
+        "[u'\\u65b0\\u5e74\\u5feb\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5355\\u66f2', u'\\u5faa\\u73af', u'\\u966a', u'\\u8d70\\u8d70', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "[u'\\u4e5d\\u6bdb']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u5355', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u9752\\u5e74\\u5361\\u592b\\u5361']\n",
+        "['give', 'five', u'\\u9752\\u5e74\\u5361\\u592b\\u5361']\n",
+        "[u'\\u884c\\u4e14', u'\\u73cd\\u60dc', u'\\u9752\\u5e74\\u5361\\u592b\\u5361']\n",
+        "[u'\\u4e16\\u754c', u'\\u66fe\\u7ecf', u'\\u4eba', u'\\u51fa\\u73b0', u'\\u5176\\u4ed6\\u4eba', u'\\u53d8\\u6210', u'\\u613f\\u610f', u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\u8925\\u8925\\u8925\\u8925\\u8925', u'\\u6768\\u8fc7\\u5973\\u4fa0']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u8fd8\\u597d', u'\\u7269\\u6d41', u'\\u76f4\\u63a5', u'\\u8fdb', u'\\u4e66\\u5e97', u'\\u5b9e\\u9a8c', u'\\u4e00\\u76f4', u'\\u505a', u'\\u73b0\\u5728', u'\\u56f0\\u987f', u'\\u6837\\u5b50', u'\\u591a\\u50cf', u'\\u672c\\u4e66', u'\\u4e66\\u540d', u'\\u7231', u'\\u9752\\u5e74\\u5361\\u592b\\u5361']\n",
+        "[u'\\u8fd9\\u573a', u'\\u7535\\u5f71', u'\\u5b9e\\u9a8c', u'\\u6700\\u7ec8', u'\\u770b\\u6210', u'\\u534a\\u6708', u'\\u906d\\u53d7', u'\\u8c29\\u9a82', u'\\u8fc7\\u53bb', u'\\u5fd8\\u8bb0']\n",
+        "[u'\\u4e2d\\u6bd2', u'\\u592a\\u6df1', u'\\u529e\\u6cd5', u'\\u751f', u'\\u5b69\\u5b50', u'\\u9752\\u5e74\\u5361\\u592b\\u5361']\n",
+        "[u'\\u63d0', u'\\u4e00\\u6574\\u5929', u'\\u6ee1\\u8eab', u'\\u5473', u'\\u76f4\\u60f3', u'\\u559d', u'\\u78b3\\u9178', u'\\u996e\\u6599', u'\\u6cbb\\u7597', u'\\u5934\\u6655', u'\\u8fd9\\u79cd', u'\\u82e6', u'\\u903c', u'\\u6328\\u9a82', u'\\u65e5\\u5b50', u'\\u5c3d\\u5934', u'\\u4e0b\\u697c', u'\\u6dcb\\u6dcb', u'\\u5c0f\\u96e8', 'rna', 'trizol']\n",
+        "[u'\\u5fe0\\u5b9e', u'\\u94c1\\u6746', u'\\u732a', u'\\u7a9d\\u91cc', u'\\u5c0f\\u732a', u'\\u5206', u'\\u542c', u'\\u8a4c', u'\\u53e4', u'\\u592a', u'\\u552c', u'\\u5206', u'\\u732b\\u732b', u'\\u4e0b\\u8f88\\u5b50', u'\\u505a', u'\\u72d7', u'\\u5206', u'\\u5c0f\\u6d69\\u5b50', u'\\u8868\\u793a', u'\\u52aa\\u529b\\u594b\\u6597', u'\\u5206', u'\\u94c1\\u6746', 'fans', 'merry', 'fans', u'\\u6768\\u8fc7\\u5973\\u4fa0(99\\u5206)', u'\\u9752\\u5e74\\u5361\\u592b\\u5361(91\\u5206)', u'\\u963f\\u72f8\\u7684\\u7ae5\\u8bdd0719(88\\u5206)', u'\\u591a\\u5566C_cc\\u68a6(81\\u5206)', u'\\u7cd6\\u7cd6\\u7684\\u5c0f\\u96e8(79\\u5206)', u'\\u5b97\\u5b97Angelina(72\\u5206)']\n",
+        "[u'\\u6f02\\u4eae', u'\\u592a\\u7cbe\\u5f69', u'\\u4e2d\\u56fd\\u961f', u'\\u597d\\u6837']\n",
+        "[u'\\u903b\\u8f91', u'\\u4e8b']\n",
+        "[u'\\u5feb\\u901f', u'\\u4e0a\\u624b', u'\\u8bf4']\n",
+        "[u'\\u4eca\\u5929', u'\\u4e2d', u'\\u597d\\u53cb', u'\\u5206\\u4eab', u'\\u6587\\u4ef6\\u5939', u'\\u83b7\\u5f97', u'\\u5956\\u52b1', u'\\u7a7a\\u95f4', u'\\u514d\\u8d39', u'\\u9886\\u53d6', u'\\u7a7a\\u95f4', u'\\u65b0\\u6d6a\\u7f51', u'\\u65d7\\u4e0b', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u7f51\\u76d8', u'\\u5fae\\u76d8\\u4efb\\u52a1', u'\\u5fae\\u76d8']\n",
+        "[u'\\u7f51\\u76d8', u'\\u6301\\u4e45\\u6218', u'\\u5fae\\u76d8', u'\\u70ed\\u4e2a', u'\\u8eab', u'\\u7a7a\\u95f4', u'\\u518d\\u5927\\u6709', u'\\u4e1c\\u897f', u'\\u88c5', u'\\u542c\\u8bf4', u'\\u8d44\\u6e90', u'\\u518d', u'\\u591a\\u767d', u'\\u53d1\\u6761', u'\\u5fae\\u535a', u'\\u89c1\\u8bc6', u'\\u89c1\\u8bc6', u'\\u5fae\\u76d8']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'nanocrystalline', 'materials', 'fun', u'\\u5fae\\u76d8', u'meixinan \\u5206\\u4eab\\u7684\"structural']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'mining', 'practical', 'machine', 'learning', u'\\u5fae\\u76d8', u'\\u5c0f\\u4f19\\u4f34\\u4eec\\u5566 \\u5206\\u4eab\\u7684\"Data']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'pythonprogrammingbook', 'pdf', u'\\u5fae\\u76d8', u'\\u5bfb\\u732a\\u7684\\u4eba3193557795']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'grand', 'design', 'stephen', 'hawk', u'\\u5fae\\u76d8', u'Cambriana7']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'chemistry', 'molecular', 'aspects', 'drug', u'\\u5fae\\u76d8', u'Cambriana7']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'biology', 'th', 'ed', 'ruddon', 'oxford', u'\\u5fae\\u76d8', u'Cambriana7 \\u5206\\u4eab\\u7684\"Cancer']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'biology', 'cancer', 'robert', u'\\u5fae\\u76d8', u'Cambriana7']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'abnormal', 'psychology', 'th', 'edition', 'pdf', u'\\u5fae\\u76d8', u'sjszcgrdhs188']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'android', 'security', 'intern', 'depth', 'gui', u'\\u5fae\\u76d8', u'\\u5434\\u74e3\\u5716']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'industrial', 'revolution', 'lat', u'\\u5fae\\u76d8', u'lizzy-pp \\u5206\\u4eab\\u7684\"The Third']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'linear', 'regression', 'models', 'th', 'edi', u'\\u5fae\\u76d8', u'\\u9646\\u5416\\u516d \\u5206\\u4eab\\u7684\"Applied']\n",
+        "[u'\\u521a\\u521a', u'\\u63a8\\u8350', 'primer', 'pdf', u'\\u5fae\\u76d8 \\u4e0b\\u8f7d\\u4e86\"China Energy']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'nonparametric', 'statistics', 'pdf', u'\\u5fae\\u76d8', u'pypzengqs \\u5206\\u4eab\\u7684\"All of']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'recent', 'advances', 'face', 'recognition', 'book', u'\\u5fae\\u76d8', u'pypzengqs']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'probabilistic', 'graphical', 'models', 'principle', u'\\u5fae\\u76d8', u'pypzengqs']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'apress', 'beginning', 'php', 'mysql', 'rd', 'editi', u'\\u5fae\\u76d8', u'\\u9cb2\\u7121']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'core', 'audio', 'hands', 'guide', u'\\u5fae\\u76d8', u'nickuP2T \\u5206\\u4eab\\u7684\"Learning']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'practice', 'statistics', 'th', 'ed', u'\\u5fae\\u76d8', u'mm_mm7 \\u5206\\u4eab\\u7684\"The Basic']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'ross', 'corporate', 'finance', 'th', 'edition', 'pdf', u'\\u5fae\\u76d8', u'\\u84dd\\u8393_popcorn']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'solutions', 'manual', 'pdf', u'\\u5fae\\u76d8', u'\\u84dd\\u8393_popcorn \\u5206\\u4eab\\u7684\"8th']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'railway', 'engineering', 'pdf', u'\\u5fae\\u76d8', u'drunkfsoul \\u5206\\u4eab\\u7684\"Practical']\n",
+        "[u'\\u521a\\u521a', u'\\u63a8\\u8350', 'mathematics', 'mechanics', 'appli', u'\\u5fae\\u76d8 \\u4e0b\\u8f7d\\u4e86\"Advanced']\n",
+        "[u'\\u521a\\u521a', u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'plasticity', 'geotechnics', 'pdf', u'\\u5fae\\u76d8']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'blender', 'game', 'engine', 'beginners', 'guide', 'pdf', u'\\u5fae\\u76d8', u'HardyKevin']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'cakephpcookbook', 'pdf', u'\\u5fae\\u76d8', u'HardyKevin']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'browser', 'access', 'guide', 'pdf', u'\\u5fae\\u76d8', u'drj1491 \\u5206\\u4eab\\u7684\"Niagara']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'apress', 'pro', 'ajax', 'java', 'frameworks', 'jul', u'\\u5fae\\u76d8', u'et\\u5353\\u5609\\u6b23xno']\n",
+        "[u'\\u521a\\u521a', u'\\u63a8\\u8350', 'business', 'processes', 'erp', u'\\u5fae\\u76d8 \\u4e0b\\u8f7d\\u4e86\"Integrated']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'wind', 'energy', 'handbook', 'pdf', u'\\u5fae\\u76d8', u'711\\u8001\\u732b']\n",
+        "[u'\\u521a\\u521a', u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'level', 'detail', 'graphics', 'pdf', u'\\u5fae\\u76d8']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'whatdidweusebeforetoiletpaper', 'pdf', u'\\u5fae\\u76d8', u'KKKAY\\u7ec8\\u4e8e\\u6539\\u540d\\u4e86']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'carlos', 'santana', 'pdf', u'\\u5fae\\u76d8', u'\\u6b32\\u9c7c \\u5206\\u4eab\\u7684\"Jam with']\n",
+        "[u'\\u4e00\\u76f4', u'\\u8ddf\\u8e2a', u'\\u7a0b\\u5e8f']\n",
+        "[u'\\u521a\\u521a', u'\\u63a8\\u8350', 'analysis', 'applied', 'linear', 'algebra', u'\\u5fae\\u76d8 \\u4e0b\\u8f7d\\u4e86\"Matrix']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'philippines', 'pdf', u'\\u5fae\\u76d8', u'shmilylt \\u5206\\u4eab\\u7684\"CLSA gaming']\n",
+        "[u'\\u521a\\u521a', u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'superconductivity', 'metals', 'alloys', u'\\u5fae\\u76d8']\n",
+        "[u'\\u521a\\u521a', u'\\u63a8\\u8350', 'mycology', 'pdf', u'\\u5fae\\u76d8 \\u4e0b\\u8f7d\\u4e86\"Clinical']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'thomas', 'calculus', 'early', 'transcendentals', u'\\u5fae\\u76d8', u'\\u56de\\u6536\\u7ad9123_56301']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'cookbook', 'oreilly', 'pdf', u'\\u5fae\\u76d8', u'\\u4e09\\u7fbd\\u4eba \\u5206\\u4eab\\u7684\"R Graphics']\n",
+        "[u'\\u4e00\\u76f4', u'\\u8ddf\\u8e2a', u'\\u4e00\\u76f4', u'\\u8ddf\\u8e2a', u'\\u884c\\u8e2a']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'application', 'specific', 'integrated', 'circuits', u'\\u5fae\\u76d8', u'Slash88']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'jeremy', 'black', 'war', 'short', 'history', 'pdf', u'\\u5fae\\u76d8', u'\\u5b9d\\u5b9dbrigadierlawson']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'wehrmacht', 'history', 'myth', 'reality', 'pdf', u'\\u5fae\\u76d8', u'\\u5b9d\\u5b9dbrigadierlawson']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u54c8\\u59c6\\u96f7\\u7279', u'\\u539f\\u7248', u'\\u7ecf\\u5178', u'\\u63a8\\u8350', 'hamlet', 'william', 'sha', u'\\u5fae\\u76d8', u'\\u975e\\u4e3b\\u6d41\\u54b3\\u55fd']\n",
+        "[u'\\u6ee1\\u6ee1\\u7684', u'\\u63a2\\u7d22', u'\\u6b32\\u671b', u'\\u7f8e\\u4e3d', u'\\u4e0b\\u5348', u'\\u5f00\\u542f']\n",
+        "[u'\\u521a\\u521a', u'\\u63a8\\u8350', 'software', 'defined', 'gps', 'galileo', 'recei', u'\\u5fae\\u76d8 \\u4e0b\\u8f7d\\u4e86\"A']\n",
+        "[u'\\u53ea\\u80fd', u'\\u7b97\\u662f', u'\\u903b\\u8f91', u'\\u8bbe\\u8ba1', u'\\u7f3a\\u9677']\n",
+        "[u'\\u4e0d\\u591f', u'\\u4e00\\u70b9', u'\\u5fae\\u535a\\u684c\\u9762\\u7f8e\\u56fe']\n",
+        "[u'\\u5b8c', u'\\u64cd\\u4f5c\\u6b65\\u9aa4', u'\\u611f\\u89c9', u'\\u673a\\u5236', u'\\u597d', u'\\u5783\\u573e', u'\\u6f0f\\u6d1e']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'culturing', 'techniques', 'robert', u'\\u5fae\\u76d8', u'coswafly \\u5206\\u4eab\\u7684\"Algal']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'advances', 'microbial', 'physiology', 'pdf', u'\\u5fae\\u76d8', u'coswafly']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'senescence', 'processes', 'plants', 'pdf', u'\\u5fae\\u76d8', u'besong2010']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'foundations', 'algorithms', 'pdf', u'\\u5fae\\u76d8', u'cjwu1991 \\u5206\\u4eab\\u7684\"Boosting']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u63a8\\u8350', 'practical', 'machine', 'learning', u'\\u5fae\\u76d8', u'cjwu1991 \\u5206\\u4eab\\u7684\"Data Mining']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5f00\\u53d1', u'\\u4e66\\u7c4d', u'\\u5927\\u5168', u'\\u63a8\\u8350', 'iphone', 'head', 'first', 'iphone', u'\\u5fae\\u76d8', u'wygjyw']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u7f8e', u'\\u63d2\\u56fe', u'\\u7248', u'\\u63a8\\u8350', 'geraldine', 'woods', u'\\u5fae\\u76d8', u'wygjyw']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5f00\\u53d1', u'\\u4e66\\u7c4d', u'\\u5927\\u5168', u'\\u63a8\\u8350', 'ipad', 'beginning', 'ipad', 'applic', u'\\u5fae\\u76d8', u'wygjyw']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'asq', 'social', 'structure', 'competition', u'\\u5fae\\u76d8', u'\\u59d4\\u5ea7\\u975e\\u975e1350872037']\n",
+        "[u'\\u5c3c\\u739b', u'\\u6280\\u672f', u'\\u65b9\\u9762', u'\\u5de5\\u4f5c', u'\\u505a']\n",
+        "[u'\\u521a\\u521a', u'\\u63a8\\u8350', 'self', 'confidence', 'pdf', u'\\u5fae\\u76d8 \\u4e0b\\u8f7d\\u4e86\"365 STEPS TO']\n",
+        "[u'\\u521a\\u521a', u'\\u63a8\\u8350', 'powerful', 'memory', 'pdf', u'\\u5fae\\u76d8 \\u4e0b\\u8f7d\\u4e86\"30 Days To A']\n",
+        "[u'\\u673a\\u5bc6']\n",
+        "[u'\\u5de8\\u725b', u'\\u903c', 'kali', 'nethunter']\n",
+        "[u'\\u884c\\u52a8', u'\\u4ee3\\u53f7', u'\\u79f0\\u4f5c', u'\\u4e00\\u9879', u'\\u79d8\\u5bc6\\u884c\\u52a8', 'wifi', 'army']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u5e94\\u7528', u'\\u5c31\\u591f', u'\\u5185\\u5b58', u'\\u662f\\u4e0d\\u662f', u'\\u8981\\u7edd', 'digging', 'run', 'application']\n",
+        "[u'\\u4ee3\\u7801', u'\\u9ad8\\u624b', u'\\u7ec3\\u6210', u'\\u52d2\\u4e2a']\n",
+        "[u'\\u771f\\u662f', u'\\u95ee\\u9898']\n",
+        "[u'\\u6240\\u6709', u'\\u5355\\u4f4d', u'\\u8bbe\\u8ba1', u'\\u5bb3\\u4eba', u'\\u6240\\u6709', u'\\u5b66\\u6821', u'\\u5929\\u5802']\n",
+        "[u'\\u771f\\u662f', u'\\u50bb\\u74dc\\u5316', u'\\u4e00\\u76f4', u'\\u4e0b', u'\\u4e00\\u6b65', u'\\u4e0b', u'\\u4e00\\u6b65', u'\\u50bb\\u74dc\\u5316', u'\\u4e1c\\u897f']\n",
+        "[u'\\u4f60\\u52d2\\u4e2a', u'\\u5947\\u8469']\n",
+        "[u'\\u6a59\\u8272', u'\\u5c11\\u5973', u'\\u5fc3']\n",
+        "[]\n",
+        "[u'\\u6709\\u8da3', 'java']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'codecomplete', 'pdf', u'\\u5fae\\u76d8', u'\\u4e0d\\u89c4\\u5219\\u683c\\u5b50']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'computer', 'networks', 'systems', 'approach', 'pdf', u'\\u5fae\\u76d8', u'FRrrrrrrrrrrS']\n",
+        "[u'\\u771f\\u5fc3', u'\\u5de8\\u725b', u'\\u903c', 'oracle']\n",
+        "[u'\\u548c\\u5c1a']\n",
+        "[u'\\u5de8\\u725b', u'\\u903c', u'\\u5de8\\u725b', u'\\u903c', u'\\u56fe\\u5f62', u'\\u7a0b\\u5e8f', u'\\u5de8\\u725b', u'\\u903c', 'windows', 'ms']\n",
+        "[u'\\u5de5\\u4f5c', u'\\u91cd\\u590d', u'\\u6062\\u590d', 'supspend']\n",
+        "[u'\\u751f\\u547d', u'\\u4e2d', u'\\u4e0b', u'\\u4e00\\u4e2a', u'\\u5e74', u'\\u5df2\\u7ecf', u'\\u6ce8\\u5b9a']\n",
+        "[u'\\u65e5\\u672c', u'\\u5185\\u4e2a', u'\\u5c0f\\u677e', u'\\u672a\\u6b65', u'\\u58f0\\u97f3', u'\\u771f', u'\\u597d\\u542c']\n",
+        "[u'\\u4e00\\u672c', u'\\u9875', u'\\u82f1\\u6587', u'\\u5316\\u5b66', u'\\u4e66', u'\\u4e00\\u4e2a', u'\\u5c0f\\u65f6', u'\\u592a\\u60b2', u'\\u50ac']\n",
+        "[u'\\u6267\\u884c\\u547d\\u4ee4', u'\\u4e4b\\u540e', u'\\u9009\\u62e9', u'\\u76f8\\u5f53', u'\\u91cd\\u8981']\n",
+        "[u'\\u73b0\\u5b9e', u'\\u865a\\u5e7b', u'\\u4e2d', u'\\u7a7f\\u68ad']\n",
+        "[u'\\u57fa\\u56e0\\u5de5\\u7a0b', u'\\u65b0\\u8fdb\\u5c55']\n",
+        "[u'\\u4ee3\\u8d2d', u'\\u4fe1\\u606f', u'\\u771f\\u591a']\n",
+        "[u'\\u8fd9\\u6b21', u'\\u786e\\u5b9e', u'\\u6027\\u80fd', u'\\u63d0\\u5347', 'firefox']\n",
+        "[u'\\u6628\\u5929']\n",
+        "[u'\\u60c5\\u51b5', u'\\u4e3a\\u5565', u'\\u559c\\u6b22', u'\\u5bb6\\u91cc', u'\\u770b\\u4e66', u'\\u4e0d\\u60f3', u'\\u4e0a\\u73ed', u'\\u513f']\n",
+        "[u'\\u5347', u'\\u7b49\\u7ea7', u'\\u798f\\u5229', u'\\u4eab', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u60f3\\u60f3', u'\\u6709\\u70b9', u'\\u5c0f', u'\\u6fc0\\u52a8', u'\\u5c0f\\u4f19\\u4f34', u'\\u513f\\u4eec', u'\\u901f\\u6765', u'\\u56f4\\u89c2', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[]\n",
+        "[u'\\u521a\\u6362', u'\\u6697\\u591c', u'\\u7559\\u9999', u'\\u6a21\\u677f', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u96e8\\u591c', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u66f4\\u6362', u'\\u4e03\\u5929', u'\\u81ea\\u52a8', u'\\u6362', u'\\u5957\\u88c5', u'\\u5fae\\u535a', u'\\u7ecf\\u5178', u'\\u5957\\u88c5', u'\\u6bcf\\u5929', u'\\u81ea\\u52a8', u'\\u6362']\n",
+        "[u'\\u521a\\u6362', u'\\u96e8\\u591c', u'\\u6a21\\u677f', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u6700', u'\\u5bb9\\u6613', u'\\u4eba', u'\\u751f\\u75c5', u'\\u5341\\u5927', u'\\u5783\\u573e', u'\\u98df\\u54c1', u'\\u6392\\u884c', u'\\u4e0b\\u8f7d', u'\\u67e5\\u770b']\n",
+        "[u'\\u5e94\\u7528\\u5e7f\\u573a\\u7b7e\\u5230']\n",
+        "[u'\\u751f\\u6d3b', u'\\u65e0', u'\\u53d8\\u5316', u'\\u5199\\u4e2a', u'\\u5fc3\\u60c5', u'\\u6c42', u'\\u523a\\u6fc0']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u9057\\u5fd8', u'\\u6000\\u5ff5', u'\\u60cb\\u60dc', u'\\u5fc3\\u6709', u'\\u4e0d\\u7518', u'\\u4e8b\\u60c5', u'\\u5176\\u4ed6\\u4eba', u'\\u65e0\\u5173', u'\\u5fd8\\u8bb0', u'\\u8fc7\\u53bb', u'\\u6000\\u5ff5', u'\\u6000\\u5ff5', u'\\u8fc7\\u53bb', u'\\u5c81\\u6708', u'\\u4e2d', u'\\u98d8\\u963f\\u516e', u'\\u8fc7\\u5ba2']\n",
+        "[u'\\u66fe\\u7ecf', u'\\u4e00\\u4e2a', u'\\u77ac\\u95f4', u'\\u4ee5\\u4e3a', u'\\u957f\\u5927', u'\\u4e00\\u5929', u'\\u7ec8\\u4e8e', u'\\u53d1\\u73b0', u'\\u957f\\u5927', u'\\u542b\\u4e49', u'\\u6b32\\u671b', u'\\u52c7\\u6c14', u'\\u575a\\u5f3a', u'\\u67d0\\u79cd', u'\\u727a\\u7272', u'\\u751f\\u6d3b', u'\\u9762\\u524d', u'\\u5b69\\u5b50', u'\\u957f\\u5927', u'\\u61c2\\u5f97', u'\\u7231', u'\\u7231']\n",
+        "[u'\\u4e91', u'\\u5b58\\u50a8', u'\\u67b6\\u6784', u'\\u4e09\\u79cd', u'\\u7ecf\\u5178', u'\\u6d41\\u6d3e', u'\\u5168', u'\\u89e3\\u8bfb', u'\\u8fd1\\u65e5', u'\\u7ec4\\u7ec7', u'\\u5b58\\u50a8\\u6280\\u672f', u'\\u7814\\u8ba8\\u4f1a', u'\\u4e09\\u4f4d', u'\\u6765\\u81ea', u'\\u5b58\\u50a8', u'\\u4e13\\u5bb6', u'\\u5206\\u522b', u'\\u6587\\u4ef6\\u5171\\u4eab', u'\\u670d\\u52a1', u'\\u5f39\\u6027', u'\\u5b58\\u50a8', u'\\u8fdb\\u884c', u'\\u6df1\\u5165', u'\\u89e3\\u8bfb', u'\\u8be6\\u7ec6', u'\\u9610\\u8ff0', 'unitedstack', 'unitedstack', 'ibm', 'hp', 'unitedstack', 'ibm', 'hp', 'helion', 'vsa']\n",
+        "[u'\\u60e0\\u666e', u'\\u8c08', u'\\u878d\\u5408', u'\\u5b58\\u50a8', u'\\u4e00\\u76f4', u'\\u6a21\\u4eff', u'\\u8d85\\u8d8a', u'\\u5b58\\u50a8\\u7cfb\\u7edf', u'\\u9ad8', u'\\u4e2d', u'\\u4f4e\\u7aef', u'\\u754c\\u9650', u'\\u8d8a\\u6765\\u8d8a', u'\\u8d70\\u5411', u'\\u6a21\\u7cca', u'\\u8d8b\\u52bf', u'\\u4e0b', u'\\u878d\\u5408', u'\\u5b58\\u50a8', u'\\u987a\\u52bf', u'\\u5d1b\\u8d77', u'\\u8881\\u5927', u'\\u5584\\u4eba']\n",
+        "[u'\\u6d6a\\u6f6e', u'\\u5b58\\u50a8', u'\\u5e74', u'\\u53d1\\u529b', u'\\u9ad8\\u7aef', u'\\u5b8c\\u5584', u'\\u4ea7\\u54c1\\u7ebf', u'\\u5e03\\u5c40', u'\\u56fd\\u5185', u'\\u5b58\\u50a8', u'\\u5e02\\u573a', u'\\u8fc7\\u53bb', u'\\u591a\\u5e74', u'\\u56fd\\u9645\\u54c1\\u724c', u'\\u5929\\u4e0b', u'\\u672c\\u571f', u'\\u5382\\u5546', u'\\u4e00\\u76f4', u'\\u5904\\u4e8e', u'\\u5e02\\u573a\\u7ade\\u4e89', u'\\u5f31\\u52bf', u'\\u672c\\u571f', u'\\u54c1\\u724c', u'\\u5382\\u5546', u'\\u6280\\u672f', u'\\u7814\\u53d1', u'\\u6301\\u7eed', u'\\u6295\\u5165', u'\\u79ef\\u7d2f']\n",
+        "[u'\\u963f\\u91cc', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u670d\\u52a1', u'\\u964d\\u4ef7', u'\\u5206\\u4eab', u'\\u6280\\u672f', u'\\u7ea2\\u5229', u'\\u6d88\\u606f', u'\\u963f\\u91cc', u'\\u4e91', u'\\u5ba3\\u5e03', u'\\u4e0b\\u8c03', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u670d\\u52a1', u'\\u4ef7\\u683c', u'\\u6700\\u9ad8', u'\\u964d\\u5e45', u'\\u6469\\u5c14\\u5b9a\\u5f8b', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u9886\\u57df', u'\\u518d', u'\\u83b7', u'\\u9a8c\\u8bc1', u'\\u4e00\\u5e74', u'\\u8fde\\u7eed', u'\\u4e24\\u6b21', u'\\u8c03\\u4ef7', u'\\u540e', u'\\u963f\\u91cc', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u670d\\u52a1', u'\\u4ef7\\u683c', u'\\u5df2', 'oss']\n",
+        "[u'\\u5df2\\u7ecf', 'metasploit']\n",
+        "['ollie', 'hero']\n",
+        "[u'\\u6c89\\u6d78', u'\\u60b2\\u4f24', u'\\u4e2d', 'glasgow']\n",
+        "[u'\\u5206\\u4eab', u'Otheroad\\u9648 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5e74', u'\\u8fc7\\u53bb', u'\\u5e74', u'\\u7b2c\\u4e00\\u53e5', u'\\u65b0\\u5e74\\u5feb\\u4e50', u'\\u4e00\\u4f4d', u'\\u51fa\\u79df\\u8f66', u'\\u5e08\\u5085', u'\\u8bf4']\n",
+        "[u'\\u508d\\u665a', u'\\u5199', u'\\u4e00\\u4e2a', u'\\u6821\\u9a8c\\u6587\\u4ef6', u'\\u662f\\u5426', u'\\u5b58\\u5728', u'\\u91cd\\u590d', u'\\u6570\\u636e', u'\\u68c0\\u67e5', u'\\u811a\\u672c', u'\\u53d1\\u73b0', u'\\u51fd\\u6570', u'\\u8bb0\\u5f97', 'xx', 'python', 'dict', 'key']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u4f60\\u597d']\n",
+        "[u'\\u65b0\\u5e74', u'\\u7b2c\\u4e00', u'\\u8dd1', u'\\u5c0f\\u7c73\\u624b\\u73af']\n",
+        "[u'\\u6211\\u6765\\u9886', u'\\u8fc7\\u51ac', u'\\u8d39', u'\\u611f\\u89c9', u'\\u68d2\\u68d2', u'\\u54d2', u'\\u6bcf\\u4eba', u'\\u9886\\u5230', u'\\u91d1\\u989d', u'\\u6bd4\\u6bd4\\u770b', u'\\u9886\\u5230', u'\\u94b1', u'\\u9886\\u9632\\u5bd2\\u4fdd\\u6696\\u8d39']\n",
+        "[]\n",
+        "[u'\\u5403', u'\\u4e3a\\u4e3b', u'\\u73a9', u'\\u4e3a\\u8f85']\n",
+        "['bye']\n",
+        "[]\n",
+        "[u'\\u5f00\\u542f', u'\\u6c11\\u5de5', u'\\u6a21\\u5f0f']\n",
+        "['opik']\n",
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+        "[u'\\u6f6e', u'\\u6700\\u8fd1', u'\\u8eab\\u8fb9', u'\\u670b\\u53cb', u'\\u7279\\u522b', u'\\u6f6e', u'\\u6b7b\\u78e8\\u786c\\u6ce1', u'\\u77e5\\u9053', u'\\u539f\\u6765', u'\\u5de5\\u5382', u'\\u5e97', u'\\u4e70', u'\\u4ef7\\u683c', u'\\u5b9e\\u60e0', u'\\u54c1\\u8d28', u'\\u7279\\u522b', u'\\u597d', u'\\u5206\\u4eab', u'\\u4e00\\u4e0b', u'\\u611f\\u8c22', u'\\u8bf7', u'\\u96f7\\u950b', 'xin', 'vip']\n",
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+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u8303\\u51b0\\u51b0']\n",
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+        "['censorship', 'rarely', 'discussed', 'alpha', 'said', 'justified', 'state', 'media', 'worst', 'still', 'come']\n",
+        "[u'\\u5c01\\u9501', u'\\u7f51\\u4e0a', u'\\u957f\\u57ce', u'\\u8d8a\\u6765\\u8d8a', u'\\u9ad8', u'\\u5927\\u591a\\u6570', u'\\u4e2d\\u56fd', u'\\u4eba', u'\\u60f3', u'\\u53cd\\u6297', u'\\u94bb\\u6d1e', u'\\ud83d', u'\\ude14', 'vpn']\n",
+        "['guise', 'improving', 'security', 'chinese', 'government', 'clamping', 'technology', 'companies', 'limiting', 'access', 'citizens', 'information', 'sanitized', 'www', 'nytimes', 'com']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6dd8\\u5b9d', u'\\u5c0f', u'\\u70ae\\u8f70', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u7f51\\u76d1\\u53f8', u'\\u53f8\\u957f', u'\\u4f10', u'\\u5f00\\u5fc3', u'\\u6dd8\\u5b9d', u'\\u6295\\u7ed9', u'\\u652f\\u6301', u'\\u6dd8\\u5b9d', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u62a5\\u544a', u'\\u4e25\\u8c28', u'\\u7f3a\\u4e4f', u'\\u51c6\\u786e\\u6027', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u8d22\\u7ecf\\u7f51']\n",
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+        "[u'\\u6444\\u5f71\\u5e08', u'\\u5206\\u4eab', 'sushi', 'revenge', 'benjamin', 'godard', u'500px\\u7f8e\\u56fe', u'500px\\u793e\\u533a\\uff09']\n",
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+        "[u'\\u6765\\u81ea', u'\\u6240\\u8c13', u'\\u6458', u'\\u51e0\\u4e2a', u'\\u4ea6\\u7136', 'ppt', 'rd']\n",
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+        "[u'\\u4e01\\u9999\\u82b1', u'\\u70b9\\u51fb', u'\\u6536\\u542c']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u5367\\u69fd', u'\\u73b0\\u5728', u'\\u5feb\\u9012', u'\\u770b\\u9189']\n",
+        "[u'\\u665a\\u4e0a', u'\\u8003', u'\\u653f\\u6cbb', u'\\u73a9', u'\\u4e00\\u5929', u'\\u82f1\\u8bed', u'\\u5168\\u90e8', u'\\u88f8\\u8003']\n",
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+        "[u'\\u6295\\u7ed9', u'\\u6797', u'\\u4e66\\u8c6a', u'\\u79d1\\u6bd4', u'\\u5e03\\u83b1\\u6069\\u7279', u'\\u4eb2\\u4eec', u'\\u53c2\\u52a0', u'2015\\u5b89\\u8e0fNBA\\u5168\\u660e\\u661f\\u6295\\u7968']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'java', 'chm', u'\\u5fae\\u76d8', u'\\u5434\\u96f7\\u670b']\n",
+        "[u'\\u5feb\\u901f', u'\\u8fed\\u4ee3', u'\\u5206\\u652f', u'\\u53d1\\u5e03', 'node', 'js']\n",
+        "[u'\\u6211\\u521a', u'\\u66f4\\u65b0', u'\\u65b0\\u6d6a', u'\\u2460', u'\\u6587\\u4ef6\\u5939', u'\\u65b0\\u589e', u'\\u4e00\\u952e', u'\\u4e0b\\u8f7d', u'\\u529f\\u80fd', u'\\u2461', u'\\u65b0\\u589e', u'\\u6587\\u4ef6\\u6279\\u91cf', u'\\u516c\\u5f00', u'\\u5206\\u4eab', u'\\u2462', u'\\u538b\\u7f29\\u5305', u'\\u6587\\u4ef6', u'\\u65b0\\u589e', u'\\u89e3\\u538b', u'\\u9884\\u89c8', u'\\u529f\\u80fd', u'\\u2463', u'\\u7f51\\u76d8', u'\\u4e3b\\u9875', u'\\u65b0\\u589e', u'\\u5206\\u4eab', u'\\u529f\\u80fd', u'\\u5feb\\u6765', u'\\u4e00\\u8d77', u'\\u4f53\\u9a8c', u'\\u5fae\\u76d8', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', u'\\u5fae\\u76d8Android\\u5ba2\\u6237\\u7aefV3.3.1']\n",
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+        "[u'\\u75c5\\u4ece\\u53e3\\u5165', u'\\u7978\\u4ece\\u53e3\\u51fa']\n",
+        "[u'\\u521a\\u521a', u'\\u4e0b\\u8f7d', u'\\u8c46\\u4e01', u'\\u6587\\u6863', 'optimal', 'online', 'assignments', 'forecast']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
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+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u7ffb\\u8bd1', u'\\u62db\\u52df', u'\\u6df1\\u5ea6', u'\\u5b66\\u4e60', u'\\u5927\\u795e', u'\\u7ecf\\u5178\\u4e4b\\u4f5c', 'yoshua', 'bengio', 'code']\n",
+        "[u'\\u5206\\u4eab', u'\\u5c0f\\u733f', u'\\u641c\\u9898', u'\\u5e94\\u7528', u'\\u770b\\u5427', u'\\u5c0f\\u733f\\u641c\\u9898']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u5b66\\u4e60', u'\\u8868\\u5f1f', u'\\u4eca\\u5e74', u'\\u6708\\u4efd', u'\\u6bd5\\u4e1a', u'\\u6765\\u8bf4', u'\\u6bd5\\u4e1a', u'\\u540e', u'\\u77e5\\u9053', u'\\u505a', u'\\u5de5\\u4f5c', u'\\u7ecf\\u9a8c', u'\\u597d', u'\\u63a8\\u8350', u'\\u505a', u'\\u6559\\u4ed6', u'\\u7f16\\u7a0b', u'\\u519c\\u6751', u'\\u6765\\u8bf4', u'\\u76f8\\u5bf9', u'\\u5de5\\u4f5c', u'\\u7f16\\u7a0b', 'python', 'python']\n",
+        "[u'\\u53d1\\u8868', u'\\u535a\\u6587', u'\\u5b66\\u4e60', u'\\u8bb0\\u5f55', u'\\u8868\\u5f1f', u'\\u5b66\\u4e60', u'\\u4e24\\u5929', u'\\u95ee', u'\\u4e00\\u4e9b', u'\\u7b80\\u5355', u'\\u95ee\\u9898', u'\\u95ee\\u9898', u'\\u51fa\\u4e4e', u'\\u610f\\u5916', u'\\u7b2c\\u4e00\\u6b21', u'\\u611f\\u53d7', u'\\u505a', u'\\u8001\\u5e08', u'\\u5bb9\\u6613', u'\\u65e0\\u6cd5', u'\\u77e5\\u9053', u'\\u5b66\\u751f', u'\\u662f\\u5426', 'python', 'python']\n",
+        "[u'\\u4e22', u'\\u56fd\\u9645', u'\\u884c\\u674e', u'\\u4eca\\u5929', u'\\u4e1d\\u6beb', u'\\u8fdb\\u5c55', u'\\u4ef7\\u503c', u'\\u51e0\\u4e07\\u5143', u'\\u4e1c\\u897f', u'\\u8bc1\\u4ef6', u'\\u50ac\\u4fc3', u'\\u5374', u'\\u65e0\\u52a8\\u4e8e\\u8877', u'\\u8bd5\\u95ee', u'\\u662f\\u5426', u'\\u771f\\u7684', u'\\u5728\\u4e4e', u'\\u65c5\\u5ba2', u'\\u8bc9\\u6c42', u'\\u6b7b', u'\\u78d5', u'\\u4e2d\\u56fd\\u5357\\u65b9\\u822a\\u7a7a']\n",
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+        "['hello']\n",
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+        "[u'\\u8d1d\\u52a0\\u5c14\\u6e56', u'\\u7554', u'\\u597d\\u542c', u'\\u7279\\u6709', 'feel']\n",
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+        "[u'\\u8f93', u'\\u8f93', u'\\u4e00\\u70b9']\n",
+        "[]\n",
+        "[u'\\u6df1\\u5ea6', u'\\u53c2\\u4e0e\\u8005', u'\\u8109\\u640f', u'\\u65f6\\u4ee3', u'\\u5171\\u632f']\n",
+        "[u'\\u597d\\u50cf', u'\\u559c\\u6b22']\n",
+        "[u'\\u300e', u'\\u5947\\u6280\\u6deb\\u5de7', u'\\u62db', u'\\u786e\\u5b9a', u'\\u300f', 'javascript']\n",
+        "['hate']\n",
+        "[u'\\u7a00\\u571f']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u8bc4\\u8bba', u'\\u56fe\\u4e66\\u9986', u'\\u5b9e\\u8df5', u'\\u5929', u'\\u65f6\\u95f4', u'\\u518c', u'\\u56fe\\u4e66', u'\\u5171\\u4eab', u'\\u5165\\u5e93', u'\\u7f8e\\u56e2', u'\\u6280\\u672f', u'\\u56e2\\u961f', u'\\u7f8e\\u56e2\\u6280\\u672f\\u56e2\\u961f \\u7f8e\\u56e2 P2P']\n",
+        "[u'\\u966a\\u4f34', u'\\u6280\\u672f', u'\\u5927\\u4f1a', u'\\u8d70\\u8fc7', u'\\u4e09\\u5e74', u'\\u8bf4', u'\\u518d\\u89c1', 'jsconf', 'china', 'goddy', 'zhao']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u8fc7\\u7a0b', u'\\u91cd\\u8981', u'\\u544a\\u8beb', u'\\u6025\\u4e8e\\u6c42\\u6210', u'\\u5207\\u8bb0']\n",
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+        "[u'\\u4e16\\u754c', u'\\u91cc', u'\\u5b64\\u513f', 'javascript']\n",
+        "[u'\\u8bbe\\u8ba1']\n",
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+        "[u'\\u767e\\u5ea6', u'\\u5730\\u56fe', u'\\u4eba\\u6c14', u'\\u6765\\u81ea', u'\\u767e\\u5ea6', u'\\u5f00\\u653e\\u5e73\\u53f0', u'\\u63d0\\u4f9b', u'\\u5b9a\\u4f4d', u'\\u8bf7\\u6c42', u'\\u670d\\u52a1', u'\\u8d85\\u8fc7', u'\\u4ebf', u'\\u6253\\u9020', u'\\u5730\\u56fe', u'\\u4f4d\\u7f6e', u'\\u6570\\u636e\\u5206\\u6790', u'\\u7b2c\\u4e00', u'\\u95e8\\u6237', u'\\u7cbe\\u5f69', u'\\u8bf7', 'lbs']\n",
+        "[]\n",
+        "[u'\\u8bbe\\u8ba1']\n",
+        "[u'\\u54cd\\u5e94', u'\\u4e60', u'\\u53f7\\u53ec', u'\\u7761\\u89c9', u'\\u665a\\u5b89']\n",
+        "[u'\\u4e0d\\u8981\\u547d', u'\\u6324', 'tmd']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
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+        "[u'\\u4f11\\u606f', u'\\u4f11\\u606f', u'\\u624b', u'\\u773c\\u775b', u'\\u5e9f']\n",
+        "['webkit', 'transform', 'scale', 'position', 'absolue']\n",
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+        "[u'\\u5927\\u96ea\\u7eb7\\u98de', u'\\u65e5\\u5b50']\n",
+        "[u'\\u8bb2', u'\\u7f13\\u5b58']\n",
+        "[u'\\u7248\\u4e3a', u'\\u6bdb\\u8981', u'\\u88c5', u'\\u4e00\\u4e0b\\u5b50', u'\\u60f3\\u7528', u'\\u5fc3\\u60c5', 'mysql', 'windows', 'net', 'framework']\n",
+        "[u'\\u771f\\u7684', u'\\u547d\\u4ee4', 'linux', 'ps']\n",
+        "[u'\\u4e0a\\u6d77', u'\\u5916\\u6ee9', u'\\u53d1\\u751f', u'\\u8e29\\u8e0f', u'\\u4e8b\\u6545', u'\\u81f4\\u4eba', u'\\u9047\\u96be']\n",
+        "[u'\\u6b63\\u5728', u'\\u5206\\u949f', u'\\u770b\\u904d', u'\\u5168\\u7403', u'\\u8de8\\u5e74', u'\\u665a\\u4f1a', u'\\u9ec4\\u6653\\u660e', u'\\u6df1\\u60c5', u'\\u544a\\u767d', u'\\u8dd1', u'\\u7537\\u56e2', u'\\u5434\\u4ea6\\u51e1', 'baby', 'pk', u'\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u817e\\u8baf\\u89c6\\u9891']\n",
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+        "[u'\\u5206\\u4eab', u'\\u674e\\u4ea6\\u6b22Evan \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5e74', u'\\u95ee\\u9898', u'\\u5199', u'\\u7b54\\u6848', u'\\u53d1\\u5e03', u'\\u7bc7\\u6587\\u7ae0', u'\\u4e3a\\u4e2a', u'\\u6807\\u7b7e', u'\\u505a', u'\\u8d21\\u732e', u'\\u603b\\u8ba1', u'\\u83b7\\u5f97', u'\\u70b9', u'\\u58f0\\u671b', u'\\u770b\\u5427', u'my.SegmentFault(2014)', u'SegmentFault \\u63d0\\u4e86 18']\n",
+        "[u'\\u6c5f\\u82cf', u'\\u5c0f\\u4f19', u'\\u8d26\\u6237', u'\\u7a81\\u7136', u'\\u4ebf', u'\\u94f6\\u884c', u'\\u641e\\u9519']\n",
+        "[u'\\u5206\\u4eab', u'\\u90d1\\u5c11\\u79cb', u'\\u5355\\u66f2', u'\\u6458\\u4e0b', u'\\u6ee1\\u5929\\u661f', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'fm', u'\\u79c1\\u4eba\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "[u'\\u5206\\u4eab', u'\\u5434\\u9759', u'\\u5355\\u66f2', u'\\u5973\\u513f', u'\\u60c5', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', u'\\u9996\\u6b4c', u'\\u53d6', u'\\u540d\\u5b57', 'fm', u'\\u79c1\\u4eba\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09 \\u540e\\u4f1a\\u65e0\\u671f']\n",
+        "[u'\\u5206\\u4eab', u'\\uc7a5', u'\\ud544', u'\\uc21c', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'good', 'bye', 'fm', u'\\u79c1\\u4eba\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "[u'\\u6f2b\\u6539', u'\\u771f\\u4eba', u'\\u7535\\u5f71', u'\\u6d6a\\u5ba2\\u5251\\u5fc3', u'\\u843d\\u5e55', u'\\u7bc7', u'\\u5e7b\\u4e4b\\u4e3b', u'\\u97f3\\u82b1\\u96ea', 'xmgrt', 'mgrt']\n",
+        "[u'\\u56fd\\u4fe1\\u529e', u'\\u9c81\\u709c', u'\\u8003\\u5bdf', u'\\u82f9\\u679c', u'\\u4e9a\\u9a6c\\u900a', u'\\u516c\\u53f8', u'\\u7ec4\\u56fe', 'facebook']\n",
+        "[u'\\u540e', u'\\u7537\\u5b50', u'\\u8df3\\u6865', u'\\u6bcd\\u4eb2', u'\\u8dea\\u5730', u'\\u54ed\\u558a', u'\\u4e5e\\u6c42', u'\\u65b0\\u534e', u'\\u5730\\u65b9', u'\\u8054\\u64ad', u'\\u65b0\\u534e\\u7f51']\n",
+        "['goagent']\n",
+        "['switchyomega']\n",
+        "[u'\\u65e5\\u672c', u'\\u5c11\\u5973', u'\\u6210\\u4eba\\u793c', u'\\u73b0\\u573a', u'\\u56fd\\u9645', u'\\u65b0\\u95fb', u'\\u73af\\u7403\\u7f51', u'\\u5206\\u4eab', u'\\u73af\\u7403\\u7f51', u'\\u597d', u'\\u6050\\u6016', u'\\u65e5\\u672c', u'\\u5927\\u5988', u'\\u73af\\u7403\\u7f51 ']\n",
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+        "[]\n",
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+        "[u'\\u753b\\u51fa', u'\\u4eba\\u751f']\n",
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+        "[]\n",
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+        "[u'\\u5468\\u672b', u'\\u7fa1', u'\\u6155', u'\\u4e00\\u5468', u'\\u5c0f\\u7f16', u'\\u7ec8\\u4e8e', u'\\u4f11\\u606f', u'\\u4eca\\u5929', u'\\u63a8\\u8350', u'\\u4e00\\u4f4d', u'\\u8d1f\\u8d23', u'\\u4ea7\\u54c1', u'\\u6280\\u672f', u'\\u540c\\u4e8b', u'\\u79ef\\u7d2f', u'\\u5206\\u4eab', u'\\u5c0f\\u7f16', u'\\u6df1\\u6df1\\u5730', u'\\u7406\\u89e3', u'\\u805a\\u6c99\\u6210\\u5854', u'\\u56db\\u4e2a', u'\\u5b57', u'\\u5173\\u6ce8', u'\\u4e00\\u4e0b', u'\\u9047\\u5230', u'\\u95ee\\u9898', u'\\u6ca1\\u51c6', u'\\u627e\\u5230', u'\\u7b54\\u6848', 'du', 'ji', 'blog', 'blog', u'GISer\\u8d85\\u957f\\u5bd2\\u5047\\u5927\\u8fdb\\u8865']\n",
+        "[u'\\u66f4\\u65b0', u'\\u6700\\u65b0\\u7248', u'\\u652f\\u4ed8\\u5b9d', u'\\u5ba2\\u6237\\u7aef', u'\\u6253\\u5f00', u'\\u5bfc\\u81f4\\u7cfb\\u7edf', u'\\u82f9\\u679c', u'\\u91cd\\u542f', u'\\u8d8a\\u72f1', u'\\u51fa\\u5382', u'\\u524d', u'\\u6d4b\\u8bd5', u'\\u8279', u'\\u652f\\u4ed8\\u5b9d', u'\\u94b1\\u5305', 'iphone', 'ios']\n",
+        "[u'\\u4eca\\u65e9', u'\\u51ac\\u51ac', u'\\u7238\\u7238', u'\\u8d70']\n",
+        "[u'\\u597d\\u591a', u'\\u77e5\\u9053', u'\\u7406\\u5de5', u'\\u5b85\\u4eec', u'\\u6012', u'\\u5237', u'\\u5b58\\u5728', u'\\u611f', u'\\u7535\\u5f71', u'\\u5206\\u4eab', u'\\u4eca\\u65e5\\u5934\\u6761 )']\n",
+        "[u'\\u4e0a\\u6d77', u'\\u5c0f\\u4f19\\u4f34', u'\\u94b1', u'\\u51c6\\u5907', u'\\u597d', u'\\u6211\\u6765', u'\\u5403\\u996d']\n",
+        "[u'\\u5e0c\\u671b', u'\\u5c4f\\u5e55', u'\\u8fdb', u'\\u866b\\u5b50', u'\\u95ee\\u9898', u'\\u89e3\\u51b3', 'rmbp']\n",
+        "[]\n",
+        "[u'\\u56de\\u5bb6', 'mt']\n",
+        "[u'\\u4eca\\u5929', u'\\u4e0b\\u96e8', u'\\u5403', u'\\u5916\\u5356']\n",
+        "[u'\\u968f\\u4ece', u'\\u83b7\\u53d6']\n",
+        "[u'\\u79c1\\u4eba', u'\\u5b9a\\u5236', u'\\u81ea\\u7531', u'\\u98de\\u7fd4', u'\\u4eba', u'\\u54c8\\u54c8\\u54c8', u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u7ae5\\u5e74', u'\\u68a6\\u60f3', u'\\u5c01\\u9762', u'\\u56fe', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u8981\\u585e', u'\\u5efa\\u7b51', u'\\u63a8\\u8350']\n",
+        "[u'\\u611f\\u89c9', u'\\u73b0\\u5728', u'\\u83ca\\u82b1', u'\\u56fe', u'\\u5199', u'\\u6bd4\\u8f83', u'\\u8c31', u'\\u4e0b', u'\\u952f\\u9f7f', 'loading', 'css', 'png', 'gif']\n",
+        "[u'\\u8ff7', 'chrome']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', u'\\u5c01\\u6389', u'\\u7b97', 'chrome']\n",
+        "[u'\\u770b\\u770b']\n",
+        "[]\n",
+        "['google']\n",
+        "[u'\\u4e09\\u56fd', u'\\u6740', u'\\u4f20\\u5947', u'\\u59b9\\u5b50', u'\\u914d\\u97f3', u'\\u542c', u'\\u9aa8\\u5934', u'\\u8212']\n",
+        "[u'\\u987a\\u5229', u'\\u5347\\u7ea7', 'yosemite']\n",
+        "[u'\\u91cd\\u65b0\\u5b89\\u88c5', u'\\u76f4\\u63a5', u'\\u5347\\u7ea7', 'yosemite']\n",
+        "[u'\\u559c\\u6b22', u'\\u7075\\u6d3b', u'\\u914d\\u7f6e', 'grunt']\n",
+        "[u'\\u76d8\\u70b9', u'\\u4eba', u'\\u8fc7\\u76ee\\u4e0d\\u5fd8', u'\\u7ecf\\u5178', u'\\u955c\\u5934', u'\\u7b2c\\u516b\\u671f', u'\\u4e3b', u'\\u534a\\u57ce', u'\\u5c18\\u57c3', u'\\u843d', u'\\u6765\\u81ea', u'\\u751f\\u6d3b', u'\\u5a31\\u4e50', u'\\u9891\\u9053', 'acfun']\n",
+        "[u'\\u611f\\u89c9', u'\\u597d', 'yosemite']\n",
+        "[u'\\u73a9\\u6e38\\u620f', u'\\u771f\\u5fc3', u'\\u597d\\u7528', u'\\u4f30\\u8ba1', u'\\u5ab2\\u7f8e', 'macbook', 'pro', 'macbook', 'air']\n",
+        "[u'\\u590d\\u6742', u'\\u4e8b\\u60c5', u'\\u53d8', u'\\u7b80\\u5355', u'\\u8d21\\u732e']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u4ea7\\u54c1', u'\\u8bbe\\u8ba1', u'\\u8fd0\\u8425', u'\\u5173\\u952e', u'\\u6280\\u672f', u'\\u8fc7\\u4e0d\\u53bb', u'\\u6700\\u540e', u'\\u5403\\u4e8f', u'\\u80af\\u5b9a', u'\\u7801\\u519c', 'pm']\n",
+        "[u'\\u5bb6\\u91cc', u'\\u7f3a\\u4e2a', u'\\u623f\\u95f4', u'\\u5c11\\u4e2a', u'\\u5c5e\\u4e8e', u'\\u5de5\\u4f5c', u'\\u95f4']\n",
+        "[u'\\u91cd\\u53e3', u'\\u4ea4\\u901a\\u4e8b\\u6545', u'\\u76d1\\u63a7', u'\\u5b9e\\u62cd', u'\\u6c47\\u7f16', u'\\u4e4b\\u4e94', u'\\u4e0a\\u6d77', u'\\u7bc7\\u4e3b', u'\\u7ed9\\u529b', u'\\u5c11\\u5e74', u'\\u6765\\u81ea', u'\\u751f\\u6d3b', u'\\u5a31\\u4e50', u'\\u9891\\u9053', 'acfun']\n",
+        "[u'\\u6700\\u8d31', u'\\u9c7c\\u4eba\\u4f5c', u'\\u6b7b', u'\\u6307\\u5357', u'\\u7ec5\\u4e3b', u'\\u7ec5\\u58eb', u'\\u6765\\u81ea', u'\\u5b9e\\u51b5', u'\\u89e3\\u8bf4', u'\\u9891\\u9053', 'gv', 'acfun']\n",
+        "['smarthosts']\n",
+        "[]\n",
+        "[u'\\u5fae\\u535a', u'\\u5e74\\u5ea6', u'\\u5173\\u952e\\u8bcd', u'\\u8bd5\\u8bd5', u'\\u5fae\\u535a\\u5173\\u952e\\u8bcd']\n",
+        "[u'\\u829d\\u9ebb', u'\\u5206', u'\\u4e4b\\u95f4', u'\\u4fe1\\u7528', u'\\u4f18\\u79c0', u'\\u6652\\u4fe1\\u7528']\n",
+        "[u'\\u706b\\u72d0', u'\\u63d2\\u4ef6', u'\\u66f4\\u65b0', 'ocsp', 'digicert', 'com']\n",
+        "[u'\\u5b89\\u88c5', u'\\u65e0\\u6cd5', u'\\u89e3\\u6790', 'brew']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5b59\\u949f\\u79c0', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u6559\\u7a0b', u'\\u6ce8\\u91ca', u'\\u5168', u'\\u63a8\\u8350', u'\\u5fae\\u76d8', u'\\u6e7e\\u533a\\u8bc4\\u8bba']\n",
+        "[u'\\u6709\\u6728\\u6709', u'\\u89c9\\u5f97', u'\\u5fae\\u535a\\u4e0a', u'\\u4e0d\\u6562', u'\\u5410\\u69fd', u'\\u5de5\\u4f5c', u'\\u5ba3\\u6cc4', u'\\u60c5\\u611f', u'\\u5173\\u5fc3', u'\\u670b\\u53cb', u'\\u529b\\u4e0d\\u4ece\\u5fc3', u'\\u4ee5\\u4e3a', u'\\u5fae\\u535a', u'\\u8fde\\u63a5', u'\\u4e16\\u754c', u'\\u6ca1\\u60f3\\u5230', u'\\u5374', u'\\u6700', u'\\u4eb2\\u5bc6', u'\\u4eba', u'\\u6108\\u53d1', u'\\u758f\\u8fdc', u'\\u771f\\u7684', u'\\u5173\\u5fc3', u'\\u5c31\\u52a0', u'\\u5bc6\\u53cb', u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u65b0\\u6d6a', u'\\u5fae\\u535a', u'\\u5b98\\u65b9', u'\\u63a8\\u51fa', u'\\u5bc6\\u53cb', u'\\u624b\\u673a', u'\\u5ba2\\u6237\\u7aef', u'\\u4e00\\u8d77', u'\\u73a9\\u5427']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u8de8\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u76ee\\u6d4b', u'\\u6027\\u80fd', u'\\u9006\\u5929', u'\\u529f\\u8017', u'\\u611f\\u4eba', 'tegra']\n",
+        "['head', 'tracking', 'face', 'shape', 'pose', 'tracking']\n",
+        "[u'\\u5c0f\\u7c73', 'note', 'dsd']\n",
+        "[u'\\u8dd1', u'\\u592a\\u731b', 'ne', 'neon']\n",
+        "['project', 'ne']\n",
+        "[u'\\u6f02\\u6d41', u'\\u6b66\\u58eb', u'\\u6f02\\u6d41', u'\\u771f\\u76f8', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 App\\uff09']\n",
+        "['omv', 'uefi', 'megaraid']\n",
+        "[u'\\u6709\\u70b9', u'\\u610f\\u601d', 'windows']\n",
+        "[u'\\u970d\\u6bd4\\u7279', u'\\u4eba']\n",
+        "[u'\\u300e', u'\\u5fae\\u8f6f', u'\\u65b0', u'\\u4ea7\\u54c1', u'\\u79d1\\u5e7b\\u7535\\u5f71', u'\\u63a8\\u5411', u'\\u73b0\\u5b9e', u'\\u591a\\u56fe', u'\\u300f', 'microsoft', 'hololens']\n",
+        "[u'\\u5c3c\\u739b', u'\\u592a', u'\\u4eba', u'\\u611f\\u52a8', 'hololens']\n",
+        "[u'\\u88c5\\u5907', u'\\u515a', u'\\u9009\\u62e9', u'\\u5408\\u9002', u'\\u767b\\u5c71\\u978b', u'\\u591a\\u56fe', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 App\\uff09']\n",
+        "[u'\\u5206\\u4eab', u'\\u6df5\\u6d41\\u9752\\u5e74 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u63d0\\u5347', u'\\u592a\\u5927']\n",
+        "[u'\\u5341\\u5927', u'\\u5c0f\\u7ed3', u'\\u52a8\\u8361', u'\\u97f3\\u9891', u'\\u884c\\u4e1a', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 App\\uff09']\n",
+        "['panorama', 'panorama']\n",
+        "[u'\\u9002\\u5e94\\u6027', u'\\u592a\\u597d\\u4e86', 'amr', 'wb']\n",
+        "[u'\\u6b4c\\u624b', u'\\u6bcf\\u5b63', u'\\u6bcf\\u671f', u'\\u7247\\u5c3e\\u66f2', u'\\u8282\\u76ee\\u7ec4', u'\\u6b4c\\u5355', u'\\u5206\\u4eab', 'pr', 'god', 'astronaut', 'dust', 'beyond', u'\\u867e\\u7c73\\u97f3\\u4e50\\uff09']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u66f4\\u65b0', u'\\u5fae\\u535a', u'\\u5ba2\\u6237\\u7aef', u'\\u5168\\u65b0', u'\\u652f\\u6301', u'\\u2460', u'\\u65b0\\u589e', u'\\u4f1a\\u5458', u'\\u8d2d\\u4e70', u'\\u529f\\u80fd', u'\\u2461', u'\\u65b0\\u589e', u'\\u7efc\\u5408', u'\\u641c\\u7d22', u'\\u529f\\u80fd', u'\\u2462', u'\\u65b0\\u589e', u'\\u5c0f', u'\\u6e05\\u65b0', u'\\u80cc\\u666f\\u56fe', u'\\u5feb\\u6765', u'\\u4e00\\u8d77', u'\\u4f53\\u9a8c', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', 'ipad', 'ios', 'app', 'store']\n",
+        "[u'\\u5e72\\u8d27', u'\\u5e74\\u5185', u'\\u5b9e\\u73b0', u'\\u6536\\u76ca\\u7387']\n",
+        "[u'\\u521a\\u521a', u'\\u52a0\\u5165', u'\\u8ba2\\u9605', u'\\u80a1\\u7968', u'\\u8d44\\u8baf', u'\\u7ba1\\u7406', u'\\u6301\\u4ed3', u'\\u4fe1\\u606f', u'\\u5176\\u4ed6\\u4eba', u'\\u8ba8\\u8bba', u'\\u516c\\u53f8', u'\\u96ea\\u7403', u'\\u4e00\\u6b3e', u'\\u5168', u'\\u5e73\\u53f0', u'\\u6295\\u8d44', u'\\u5e94\\u7528', u'\\u806a\\u660e', u'\\u6295\\u8d44\\u8005', u'\\u96ea\\u7403']\n",
+        "[u'\\u4f60\\u597d']\n",
+        "[u'\\u4eba\\u54c1', u'\\u4eba\\u54c1', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u8de8\\u5e74', u'\\u7b54\\u8c22', u'\\u5361\\u5238', u'\\u62a2', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u8de8\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
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+        "[u'\\u5206\\u4eab', u'\\u5343\\u767e\\u60e0']\n",
+        "[u'\\u9876', u'\\u63a8\\u8350', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u8c22\\u9706\\u950b', u'\\u7eaa\\u5ff5', u'\\u9ec4\\u5bb6\\u9a79', u'\\u6f14\\u5531\\u4f1a', u'\\u7ffb\\u5531', u'\\u7ecf\\u5178', u'\\u5206\\u4eab', 'beyond', u'\\u4f18\\u9177\\u97f3\\u4e50']\n",
+        "[u'\\u9876', u'\\u63a8\\u8350', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u4e9a\\u6d32\\u676f', u'\\u5c0f\\u7ec4\\u8d5b', u'\\u56fd', u'\\u8db3', u'\\u80dc', u'\\u4e4c\\u5179\\u522b\\u514b', u'\\u7387\\u5148', u'\\u51fa\\u7ebf', u'\\u5929\\u5929', u'\\u89c6\\u9891', u'\\u6c47', u'\\u5206\\u4eab', u'\\u4f18\\u9177']\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u5929\\u751f', u'\\u5b8c\\u7f8e', u'\\u62d0\\u4e2a', u'\\u7687\\u5e1d', u'\\u56de', u'\\u73b0\\u4ee3', u'\\u7504', u'\\u5b1b', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
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+        "[u'\\u770b\\u770b', u'\\u62cd', u'\\u89c6\\u9891', u'\\u70b9\\u6b64', u'\\u64ad\\u653e', u'\\u62cd\\u6444', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u597d\\u597d', u'\\u7cdf\\u8e4b', 'azure']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u770b\\u770b', u'\\u62cd', u'\\u70b9\\u6b64', u'\\u64ad\\u653e', u'\\u5f55\\u5236', 'mv', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u652f\\u67b6', u'\\u6839', u'\\u952e\\u76d8', u'\\u5f00\\u5de5']\n",
+        "[u'\\u618b', u'\\u5143\\u6c14', u'\\u5f39']\n",
+        "[u'\\u6bb5\\u65f6\\u95f4', u'\\u505a', u'\\u62bd\\u7a7a', u'\\u91cd\\u6e29', u'\\u4e0b', u'\\u89c2\\u770b', u'\\u65af\\u5766\\u798f\\u5927\\u5b66', u'\\u516c\\u5f00\\u8bfe', u'\\u5e94\\u7528', u'\\u5f00\\u53d1', u'\\u4e00\\u95e8', u'\\u8bfe\\u7a0b', u'\\u4e00\\u6bb5', u'\\u77e5\\u8bc6', u'\\u4e4b\\u65c5', u'\\u7075\\u9b42', u'\\u8def\\u4e0a', u'\\u4e0b\\u8f7d', u'\\u7f51\\u6613', u'\\u516c\\u5f00\\u8bfe', u'\\u5ba2\\u6237\\u7aef', 'ios', 'ios', u'\\u7f51\\u6613\\u516c\\u5f00\\u8bfe']\n",
+        "[u'\\u5206\\u4eab', u'\\u65b0', u'\\u63a8\\u8350', u'\\u57ce\\u89c5', u'\\u8bf7', u'\\u91cd\\u8fd4', u'\\u5c81', u'\\u57ce\\u89c5']\n",
+        "[u'\\u5fc3\\u60c5', u'\\u5f88\\u5dee', u'\\u77e5\\u9053', u'\\u505a']\n",
+        "[u'\\u662f\\u4e0d\\u662f', u'\\u5206\\u4eab', u'\\u7cbe\\u795e', u'\\u662f\\u4e0d\\u662f', u'\\u4eba\\u683c\\u9b45\\u529b', u'\\u5438\\u5f15', u'\\u5f3a', u'\\u4eba', u'\\u80f8\\u6000', u'\\u591f\\u4e0d\\u591f', u'\\u51b3\\u5b9a', u'\\u80fd\\u5426', u'\\u6491\\u8d77', u'\\u4e00\\u644a', u'\\u4e8b', u'\\u51b3\\u5b9a', u'\\u4e00\\u4ef6', u'\\u4e8b\\u80fd', u'\\u505a', u'\\u4e1c\\u897f', u'\\u6ca1\\u6cd5', u'\\u6559', u'\\u6f2b\\u5496\\u5561(\\u60a0\\u5510\\u5e97)']\n",
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+        "['back']\n",
+        "[u'\\u9762\\u57fa', u'\\u6fc0\\u52a8', u'\\u8d77\\u4e0d\\u6765', u'\\u5e8a', 'cnrainbird', u'\\u738bLeo\\u6bc5', u'Reilost']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u4e00\\u5e16', u'\\u65e0\\u8a00\\u4ee5\\u5bf9', u'\\u5f00\\u53d1', u'\\u53ea', u'\\u9700\\u8981', u'\\u4e24\\u6b65', u'\\u53d1', u'\\u4e00\\u4e2a', u'\\u8bf7\\u6c42', u'\\u6e32\\u67d3', u'\\u4e00\\u4e2a', u'\\u518d\\u53d1', u'\\u4e00\\u4e2a', u'\\u8bf7\\u6c42', u'\\u6e32\\u67d3', u'\\u4e00\\u4e2a', u'\\u5f00\\u53d1', u'\\u53ea', u'\\u9700\\u8981', u'\\u4e24\\u6b65', u'\\u63a5\\u6536', u'\\u4e00\\u4e2a', u'\\u8bf7\\u6c42', u'\\u5b58', u'\\u6570\\u636e\\u5e93', u'\\u6570\\u636e\\u5e93', u'\\u53d6\\u51fa', u'\\u4e00\\u4e9b', u'\\u6570\\u636e', u'\\u8f93\\u51fa', u'\\u9875\\u9762', 'ex', 'ios', 'http', 'uitableview', 'uiview', 'php', 'http']\n",
+        "[u'\\u57df\\u540d', u'\\u5e1d\\u90fd', u'\\u5907\\u6848']\n",
+        "[]\n",
+        "[u'\\u6700\\u8fd1', u'\\u5199', u'\\u6709\\u70b9', u'\\u5207\\u5230', u'\\u540e', u'\\u95f4', u'\\u968f\\u624b', u'\\u5199', u'\\u4e00\\u5806', 'php', 'java']\n",
+        "[]\n",
+        "[u'\\u611f\\u8c22', u'\\u6652\\u5956\\u54c1', u'Sumi-iYu\\uff01  ']\n",
+        "[u'\\u8fd9\\u8bdd', u'\\u6cea\\u70b9', u'\\u4f11\\u520a', u'\\u6d77\\u8d3c\\u738b', u'\\u7b2c\\u8bdd', u'\\u6000\\u7740', u'\\u5bf9\\u9732', u'\\u897f\\u5b89', u'\\u7231\\u610f', u'\\u9f20\\u7ed8', u'\\u6f2b\\u753b\\u7f51']\n",
+        "['zfdragablemodaltransition', 'custom', 'animation', 'transition', 'present', 'modal', 'view', 'controller']\n",
+        "[u'\\u76ee\\u6807', u'\\u4e13\\u6ce8', u'\\u9ad8\\u6548', u'\\u9759\\u5fc3']\n",
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+        "[u'\\u59d0\\u59b9', u'\\u6dd8', u'\\u65e5\\u5b50']\n",
+        "[]\n",
+        "[u'\\u65c1\\u8fb9', u'\\u599e\\u5b50']\n",
+        "[u'\\u5fc3\\u613f', u'\\u4e00\\u4e2a', u'\\u6539\\u53d8', u'\\u4e00\\u79cd', u'\\u751f\\u6d3b', u'\\u4e0d\\u505c', u'\\u6d88\\u8017', u'\\u613f', u'\\u5fc3\\u60f3\\u4e8b\\u6210']\n",
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+        "[u'\\u4e8b\\u60c5', u'\\u76ee\\u7684', u'\\u5728\\u4e8e', u'\\u60f3', u'\\u542c\\u8bdd', u'\\u542c\\u97f3', u'\\u597d\\u96be', u'\\u4e00\\u95e8', u'\\u5b66\\u95ee', u'\\u60f3', u'\\u7ea0\\u7ed3', u'\\u4e0d\\u60f3', u'\\u5374', u'\\u89e3\\u51b3\\u4e0d\\u4e86', u'\\u786e\\u5b9e', u'\\u5982\\u4f55\\u662f\\u597d']\n",
+        "[u'\\u5e73\\u53f0', u'\\u6027\\u80fd', u'\\u66f4\\u597d', u'\\u4eba', u'\\u5206\\u4eab', 'mac', 'chrome', 'safari', u'\\u77e5\\u4e4e']\n",
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+        "[u'\\u90a3\\u88e1', u'\\u500b', u'\\u9b54\\u7a9f', u'\\u653f\\u6cbb', u'\\u6c38\\u9060\\u6392', u'\\u5ba2\\u6236', u'\\u6280\\u8853', u'\\u8b70\\u984c', u'\\u4e4b\\u4e0a', u'\\u80fd\\u5920', u'\\u5229\\u7528', u'\\u7d71\\u7d71', u'\\u5229\\u7528', u'\\u7136\\u5f8c\\u4e0d\\u9867', u'\\u9053\\u7fa9\\u8aaa', u'\\u4e1f\\u68c4', u'\\u4e1f\\u68c4', u'\\u62fc\\u4e86\\u547d', u'\\u5f80\\u4e0a\\u722c', u'\\u4eba\\u624d', u'\\u751f\\u5b58', u'\\u5b89\\u5206', u'\\u505a\\u4e8b', u'\\u5de5\\u7a0b', u'\\u5e2b', u'\\u7121\\u8ad6', u'\\u591a\\u9ebc', u'\\u52aa\\u529b', u'\\u6703', u'\\u4e00\\u8173', u'\\u8e22', u'\\u958b\\u50cf', u'\\u9019\\u6a23', u'\\u4eba', 'laughing', 'jacky', 'aweful', 'time']\n",
+        "[u'\\u8205', 'laughing', 'jacky', 'aweful', 'time']\n",
+        "['london', 'fireworks']\n",
+        "['pretty', 'amazing']\n",
+        "[u'\\u525b\\u525b', u'\\u767c', u'\\u4f48', u'\\u76f8\\u7247', u'\\u8205', 'laughing', 'jacky', 'aweful', 'time']\n",
+        "[u'\\u6771', u'\\u4eac\\u90fd', u'\\u5343\\u4ee3\\u7530', u'\\u5340\\u971e\\u95dc', u'\\u7e3d\\u52d9\\u7701', u'\\u8205', 'laughing', 'jacky', 'aweful', 'time']\n",
+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u5355', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "['web', 'celebrating', 'th', 'anniversary', 'invention', 'web']\n",
+        "[u'\\u60f3\\u8bfb', u'\\u96c6\\u88c5\\u7bb1', u'\\u6539\\u53d8', u'\\u4e16\\u754c', u'\\u4fee\\u8ba2\\u7248']\n",
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+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u5355', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
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+        "[u'\\u60f3\\u8bfb', 'designing', 'interactions']\n",
+        "[u'\\u5206\\u4eab', 'maroon', 'mv', 'sugar', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u60f3\\u8bfb', u'\\u5fb7', u'\\u5ddd\\u5bb6\\u5eb7']\n",
+        "[u'\\u60f3\\u8bfb', u'\\u8eab\\u4efd', u'\\u7126\\u8651']\n",
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+        "[u'\\u8205', 'laughing', 'jacky', 'aweful', 'time']\n",
+        "[u'\\u60f3\\u8bfb', u'\\u95e8\\u8428', u'\\u5a3c\\u5993']\n",
+        "[u'\\u60f3\\u8bfb', u'\\u73af\\u7f8e', u'\\u5efa\\u7b51', u'\\u65e5\\u8bb0']\n",
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+        "[u'\\u5206\\u4eab']\n",
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+        "[u'\\u51fa\\u552e', u'\\u80a1', u'\\u552f\\u54c1', u'\\u4ef7\\u503c', u'\\u80a1\\u7968', 'nyse', 'vips', 'us']\n",
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+        "[u'\\u72af\\u8d31', u'\\u8fd8\\u597d']\n",
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+        "[]\n",
+        "[]\n",
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+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247', u'ALONE']\n",
+        "[u'\\u665a', u'\\u4e0b\\u73ed', u'\\u6536\\u5230', u'\\u7ebf\\u88c5', u'\\u7248', u'\\u8001\\u5b50', u'\\u9053\\u5fb7\\u7ecf', u'\\u7ad6\\u6392']\n",
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+        "[u'\\u4e70\\u4e0d\\u8d77', u'\\u679c\\u516d', u'\\u4e0d\\u60f3', u'\\u5356', u'\\u80be']\n",
+        "[u'\\u66fe', u'\\u5e0c\\u671b', u'\\u5206\\u4eab', u'\\u8fd9\\u5f20', u'\\u6765\\u81ea', u'\\u661f\\u56fe', u'\\u7f8e\\u56fe', 'www', 'starchart', 'info']\n",
+        "[u'\\u63a8\\u8350', u'\\u4e66\\u751f', u'\\u610f\\u6c14', u'\\u5206\\u7ec4', u'\\u89c9\\u5f97', u'\\u5fae\\u535a', u'\\u4e0d\\u9519', u'\\u5173\\u6ce8', u'\\u4eba', u'\\u6211\\u6700\\u60f3\\u63a8\\u8350\\u7684\\u4eba']\n",
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+        "[u'\\u60f3', u'\\u6210\\u4e3a', u'\\u6709\\u94b1\\u4eba', u'\\u770b\\u770b', u'\\u6210\\u4e3a', u'\\u5bcc\\u8c6a', u'\\u6709\\u591a\\u8fdc']\n",
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+        "[u'\\u60f3', u'\\u8fdb\\u5165', u'\\u751f\\u6001\\u7cfb\\u7edf', u'\\u5382\\u5546', u'\\u96c6\\u6210\\u5546', u'\\u62db\\u70b9', u'\\u4e86\\u89e3', u'\\u73b0\\u573a', u'\\u5b9e\\u65bd', u'\\u4eba\\u5458', u'\\u81f3\\u5c11', u'\\u82b1\\u70b9', u'\\u94b1', u'\\u57f9\\u8bad', u'\\u4e00\\u4e0b', u'\\u5de5\\u7a0b\\u5e08', u'\\u884c', u'\\u4e9a\\u4fe1', u'\\u79d1\\u6280', u'\\u4e2d\\u56fd', u'\\u6709\\u9650\\u516c\\u53f8', 'openstack', 'openstack', u'\\u5bcc\\u58eb\\u901a\\u4e2d\\u56fd']\n",
+        "[u'\\u5347\\u7ea7', u'\\u7cfb\\u7edf', u'\\u5b89\\u88c5', u'\\u9a71\\u52a8', u'\\u540e', u'\\u91cd\\u542f', u'\\u7cfb\\u7edf', u'\\u5c3c\\u739b', u'\\u800d\\u6d41\\u6c13']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u6253\\u96ea\\u4ed7', 'aha']\n",
+        "[u'\\u5929\\u5730', u'\\u4f17\\u751f']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'happy', 'new', 'years', 'collection', 'photos', 'celebrate', 'check', u'mikaelcho curated a bonus']\n",
+        "[u'\\u9001\\u51fa', u'\\u7b2c\\u4e00\\u4efd', u'\\u793c\\u7269', u'\\u65b0\\u5e74']\n",
+        "[u'\\u9001\\u51fa', u'\\u7b2c\\u4e00\\u4efd', u'\\u793c\\u7269', u'\\u65b0\\u5e74']\n",
+        "[u'\\u4e00\\u76f4', u'\\u60f3', u'\\u5bfa\\u9662', u'\\u4f4f', u'\\u4e00\\u6bb5', u'\\u624b\\u673a', u'\\u7f51\\u7edc', u'\\u6253\\u62f3', u'\\u53d1\\u5446', u'\\u5403\\u996d', u'\\u7761\\u89c9']\n",
+        "[]\n",
+        "[u'\\u8272', u'\\u53d7', u'\\u60f3', u'\\u884c', u'\\u8bc6', u'\\u4e94\\u8574']\n",
+        "[u'\\u773c\\u8033\\u9f3b', u'\\u820c', u'\\u8eab\\u610f', u'\\u516d\\u6839']\n",
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+        "[]\n",
+        "[u'\\u590f\\u6d1b\\u7279', u'\\u8d35\\u5973']\n",
+        "[u'\\u751f\\u610f', u'\\u827a\\u672f', u'\\u79d1\\u5b66', u'\\u7ed3\\u6676']\n",
+        "[u'\\u6240\\u8981', u'\\u505a', u'\\u51ac\\u5929', u'\\u96ea', u'\\u957f\\u4e45', u'\\u4e00\\u70b9']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'right', 'll', 'revise', 'text', 'make', 'friendlier', 'clearer', u\"manuschwendener sorry, you're\"]\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'sets', 'pictures', 'aren', 'interesting', 'public', 'especi', u\"manuschwendener we've found\"]\n",
+        "[u'\\u6bcf\\u4e2a', u'\\u8bfb\\u8005', u'\\u53ea\\u80fd', u'\\u8bfb', u'\\u5df2\\u7136', u'\\u5b58\\u5728', u'\\u5185\\u5fc3', u'\\u4e1c\\u897f', u'\\u4e66\\u7c4d', u'\\u53ea\\u4e0d\\u8fc7', u'\\u4e00\\u79cd', u'\\u5149\\u5b66\\u4eea\\u5668', u'\\u5e2e\\u52a9', u'\\u8bfb\\u8005', u'\\u53d1\\u73b0\\u81ea\\u5df1', u'\\u5185\\u5fc3']\n",
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+        "[u'\\u89c6\\u9891', u'\\u4e00\\u5e2d', u'\\u67f3\\u51a0\\u4e2d', u'\\u9020\\u7269', u'\\u8c0b\\u4e8b', u'\\u5206\\u4eab', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u6b66\\u672f', u'\\u672c\\u8d28', u'\\u5fd8\\u6389', u'\\u5957\\u8def', u'\\u540e', u'\\u5269\\u4e0b', u'\\u4e00\\u70b9', u'\\u4e1c\\u897f', u'\\u7ec3\\u62f3\\u5fc3\\u5f97']\n",
+        "[u'\\u53ea', u'\\u63a8\\u6572', u'\\u60f3\\u6cd5', u'\\u63a8\\u9500', u'\\u60f3\\u6cd5']\n",
+        "[u'\\u4e2a\\u6027', u'\\u4eba']\n",
+        "[u'\\u5b89\\u59ae', u'\\u65e5\\u8bb0']\n",
+        "[u'\\u6240\\u6709', u'\\u5ffd\\u7565', u'\\u58f0\\u97f3', u'\\u81ea\\u6709', u'\\u9b45\\u529b']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'tagging', 'coming', 're', 'looking', 'presentation', 'optio', u'manuschwendener good ideas :)']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'send', 'us', 'email', 'support', u'gabandre_44 oh no! can you', u'unsplash.com?']\n",
+        "[u'\\u6211\\u6765\\u9886', u'\\u8fc7\\u51ac', u'\\u8d39', u'\\u611f\\u89c9', u'\\u68d2\\u68d2', u'\\u54d2', u'\\u6bcf\\u4eba', u'\\u9886\\u5230', u'\\u91d1\\u989d', u'\\u6bd4\\u6bd4\\u770b', u'\\u9886\\u5230', u'\\u94b1', u'\\u9886\\u9632\\u5bd2\\u4fdd\\u6696\\u8d39']\n",
+        "[u'\\u63a8\\u8350', u'\\u6587\\u7ae0', u'\\u5199\\u7ed9', u'\\u5c0f\\u767d', u'\\u591f\\u7528', u'\\u66f4\\u65b0', u'\\u5206\\u4eab', 'tungbaby', 'chrome', u'\\u7b80\\u4e66 \\uff09']\n",
+        "[u'\\u521b\\u9020', u'\\u827a\\u672f', u'\\u7f16\\u7a0b']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'week', 'collection', 'curated', 'awesome', 'team', u'creativecommons. Check it out']\n",
+        "[u'\\u5206\\u4eab', u'\\u4e00\\u5e2dYiXi \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u4ea7\\u54c1', u'\\u590d\\u6742\\u5ea6', u'\\u5bfc\\u81f4', u'\\u4e00\\u4e2a', u'\\u660e\\u786e', u'\\u7248\\u672c', u'\\u5f15\\u53d1', u'\\u7f3a\\u4e4f', u'\\u4ea7\\u54c1', u'\\u805a\\u7126', u'\\u65e0\\u8282\\u5236', u'\\u91ce\\u5fc3']\n",
+        "[u'\\u89e3\\u51b3', u'\\u95ee\\u9898', u'\\u5f15\\u5165', u'\\u590d\\u6742', u'\\u662f\\u5426', u'\\u503c\\u5f97', u'\\u89e3\\u51b3\\u65b9\\u6848', u'\\u5df2\\u7ecf', u'\\u8db3\\u591f']\n",
+        "[u'\\u5de5\\u7a0b\\u5e08', u'\\u5ffd\\u7565', u'\\u9690\\u5f62', u'\\u6210\\u672c', u'\\u5206\\u4eab', u'SinaAppEngine\\uff09']\n",
+        "[u'\\u804c\\u7ea7\\u8bc4\\u5ba1\\u7684\\u52a1\\u865a\\u4e0e\\u52a1\\u5b9e']\n",
+        "[u'\\u5e74', u'\\u601d\\u8003', u'\\u4ee3\\u7801', u'\\u81ea\\u5982', u'\\u5e94\\u5bf9', u'\\u53d8\\u5316', u'\\u5e74', u'\\u601d\\u8003', u'\\u4ee3\\u7801', u'\\u4f18\\u96c5', u'\\u5e74', u'\\u601d\\u8003', u'\\u5c11\\u5199', u'\\u4e0d\\u5199', u'\\u4ee3\\u7801', u'\\u5c11\\u5373', u'\\u907f\\u514d', u'\\u65e0\\u8c13', u'\\u84b8\\u817e']\n",
+        "[u'\\u4f55\\u4e49', u'\\u5f3a\\u66f0\\u4e3a\\u9053']\n",
+        "[u'\\u4e01\\u9756', u'\\u300e', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u98df\\u5802', u'\\u5927\\u5988', u'\\u300f']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', u'yorickreintjens looks awesome!']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'rt', 'photo', 'collection', 'week', u'creativecommons: Thanks', u'unsplash for letting us curate']\n",
+        "[u'\\u5916\\u884c', u'\\u770b\\u70ed\\u95f9', u'\\u5185\\u884c', u'\\u95e8\\u9053', u'\\u5e08\\u7236\\u8a00']\n",
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+        "[]\n",
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+        "[u'\\u505a\\u4e2a', u'\\u61c2', u'\\u4ea7\\u54c1', u'\\u7a0b\\u5e8f\\u5458', u'\\u8bfb', u'\\u672c\\u6587', u'\\u6709\\u4eba', u'\\u89c9\\u5f97', u'\\u6ee1\\u8db3', u'\\u5e0c\\u671b', u'\\u77e5\\u9053', u'\\u7a0b\\u5e8f\\u5458', u'\\u4ea7\\u54c1', u'\\u610f\\u8bc6', u'\\u597d\\u5904', u'\\u8bb2\\u4e2a', u'\\u6545\\u4e8b', u'\\u505a', u'\\u91d1\\u878d', u'\\u670b\\u53cb', u'\\u53c2\\u52a0', u'\\u4fe1\\u606f', u'\\u5965\\u8d5b', u'\\u57f9\\u8bad', u'\\u4e1a\\u4f59', u'\\u5199\\u8fc7', u'\\u5c0f', u'\\u5de5\\u5177', u'\\u4e00\\u5929', u'\\u95ee', u'\\u8bf4', u'\\u7a0b\\u5e8f\\u5458', u'\\u5de5\\u4f5c', u'\\u9ad8', u'\\u5206\\u4eab', u'IT\\u6280\\u672f\\u535a\\u5ba2\\u5927\\u5b66\\u4e60\\uff09']\n",
+        "[u'\\u63ed\\u79d8', u'\\u53cd\\u5e94\\u901f\\u5ea6', u'\\u8d85\\u5feb', u'\\u4e0b\\u62c9\\u83dc\\u5355', 'amazon']\n",
+        "[u'\\u4e00\\u751f', u'\\u4e2d', u'\\u9047\\u5230', u'\\u7231', u'\\u9047\\u5230', u'\\u6027', u'\\u7a00\\u7f55', u'\\u7a00\\u7f55', u'\\u9047\\u5230', u'\\u4e86\\u89e3', u'\\u67d4\\u8f6f']\n",
+        "[u'\\u7406\\u89e3', u'\\u540c\\u60c5', u'\\u540c\\u60c5', u'\\u7406\\u89e3']\n",
+        "[u'\\u673a\\u68b0', u'\\u952e\\u76d8', u'\\u8336\\u8f74\\u597d', u'\\u9ed1\\u8f74\\u597d', u'\\u7b2c\\u4e00\\u6b21', u'\\u9700\\u8981', u'\\u6ce8\\u610f', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'submitted', 'original', 'photographers', 'unsplash', 'used', u'selrond all of the photos are']\n",
+        "[u'\\u5361\\u62c9\\u74e6', u'\\u4e54', u'\\u63d0\\u9999', u'\\u83ab\\u5948', u'\\u68b5\\u9ad8', u'\\u8d1d\\u5c3c\\u5c3c', u'\\u4f26\\u52c3\\u6717']\n",
+        "[u'\\u592a\\u6781\\u62f3', u'\\u76d8', u'\\u67b6\\u5b50', u'\\u8fde\\u7ef5\\u4e0d\\u65ad', u'\\u8282\\u70b9', u'\\u8d77\\u52bf', u'\\u6536\\u52bf', u'\\u4e4b\\u95f4', u'\\u884c\\u4e91\\u6d41\\u6c34', u'\\u822c', u'\\u65e0\\u59cb\\u65e0\\u7ec8', u'\\u7ec3\\u62f3\\u5fc3\\u5f97']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'us', 'thanks', 'go', 'awesome', 'photographers', 'sub', u'shannonnicblog glad you found']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'search']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'us', 'supportwe', 're', 'building', 'fea', u'manuschwendener if you email', u'unsplash.com we can do that.']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'awesome', 'photographers', u'zackjward all the love belongs']\n",
+        "[u'\\u90ed\\u4e91', u'\\u6df1\\u4f20', u'\\u674e\\u5b58\\u4e49', u'\\u62f3\\u8c31']\n",
+        "[u'\\u8098', u'\\u610f', u'\\u5360', u'\\u80f8\\u819b', u'\\u4e24\\u624b', u'\\u53ea', u'\\u6d1e\\u91cc', u'\\u85cf']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'monsters', 'men', 'bones', 'fm', u'\\u7ea2\\u5fc3\\u5146\\u8d6b', u'\\u8c46\\u74e3FM\\uff09']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', u'timmossholder thanks Tim!']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'community', 'creating', 'tags', 'powers', 'search', u'moniquanana thanks to the']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'introducing', 'search', 'filtering', 'photos', 'bear']\n",
+        "[]\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'unsplash', 'search', 'learn', 'features', u'pickcrew Backstage blog.']\n",
+        "[u'\\u6587\\u7ae0', u'\\u76f4\\u63a5', u'\\u8f6c\\u8f7d', u'\\u753b', u'\\u6d41\\u7a0b\\u56fe', u'\\u4e00\\u70b9', u'\\u5fc3\\u5f97', u'\\u5206\\u4eab', u'\\u7d2b\\u6cab\\u83f2\\u513f \\u63a8\\u8350', u'TransNet2013', u'\\u7b80\\u4e66 \\uff09']\n",
+        "[u'\\u63a8\\u8350', u'\\u6587\\u7ae0', u'\\u65e9\\u6668', u'\\u8d77\\u5e8a', u'\\u5e72', u'\\u4e9b', u'\\u5206\\u4eab', 'pain', u'\\u7b80\\u4e66 \\uff09']\n",
+        "[u'\\u4ea7\\u54c1', u'\\u7ecf\\u7406', u'\\u4e66\\u5355', u'\\u4ea7\\u54c1', u'\\u7ecf\\u7406', u'\\u9605\\u8bfb', u'\\u4e66\\u7c4d', u'\\u63a8\\u8350', u'\\u8f7b\\u5355', u'\\u7d2b\\u6cab\\u83f2\\u513f ']\n",
+        "[u'\\u540e', u'\\u7aef', u'\\u7a0b\\u5e8f', u'\\u733f', u'\\u4e09\\u5ea7', u'\\u9ad8\\u5cf0', u'\\u9ad8', u'\\u5e76\\u53d1', u'\\u6d77\\u91cf', u'\\u5b58\\u50a8', u'\\u5b9e\\u65f6', u'\\u66f4\\u65b0']\n",
+        "[]\n",
+        "['simple', 'reliable']\n",
+        "[u'\\u6587\\u7ae0', u'\\u5fae\\u535a', u'\\u6253\\u8d4f', u'\\u6587\\u6848', u'\\u7cbe\\u5f69', u'\\u6253\\u8d4f', u'\\u5143', u'\\u4ee5\\u8d44\\u9f13\\u52b1', 'redesign', u'\\u5fae\\u535a\\u6253\\u8d4f', u'\\u8bbe\\u8ba1\\u5e08Thrego']\n",
+        "[u'\\u70b9\\u83dc', u'\\u6bd5', u'\\u670d\\u52a1\\u5458', u'\\u95ee\\u6709', u'\\u5fcc\\u53e3', u'\\u7b54', u'\\u5fcc\\u6162', u'\\u670d\\u52a1\\u5458', u'\\u77f3\\u5316']\n",
+        "[u'\\u5de5\\u7a0b\\u5316\\u7684\\u601d\\u7ef4']\n",
+        "[u'\\u7cfb\\u7edf', u'\\u6620\\u50cf', u'\\u6b63\\u5f0f', u'\\u5f00\\u653e', u'\\u4f7f\\u7528', u'\\u8f6c\\u81ea', 'coreos', u'\\u9752\\u4e91\\u5fd7']\n",
+        "[u'\\u7ffb\\u5899', u'\\u7cfb\\u5217', u'\\u5b89\\u5353', u'\\u7cfb\\u7edf', u'\\u7ffb\\u5899', u'\\u5229\\u5668', u'\\u514d', 'fqrouter', 'root']\n",
+        "[u'\\u79d1\\u5b66', u'\\u4e0a\\u7f51', u'\\u53c2\\u8003\\u8d44\\u6599', u'\\u8d44\\u6e90', u'\\u6c47\\u603b']\n",
+        "[]\n",
+        "[u'\\u611f\\u8c22', u'\\u6587\\u5316\\u886b', u'\\u524d\\u7aef', u'\\u5973\\u795e', u'\\u5de5\\u7a0b\\u5316', u'\\u601d\\u7ef4', u'\\u6211\\u5fc3', u'\\u621a\\u621a\\u7109', u'\\u8bbe\\u8ba1\\u539f\\u5219#\\u3001', u'\\u9752\\u4e91QingCloud']\n",
+        "[u'\\u6628\\u665a', u'\\u68a6\\u89c1', u'\\u6c60', u'\\u6e05\\u6c34', u'\\u6c34\\u9762', u'\\u98d8\\u7136\\u800c\\u8fc7', u'\\u6c34', u'\\u6e05', u'\\u8349', u'\\u7eff', u'\\u8c8c\\u4f3c', u'\\u4e00\\u53ea', u'\\u4e4c\\u9f9f', u'\\u5982\\u662f\\u6211\\u68a6']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'rt', 'started', 'releasing', 'photos', 'kickstarter', u\"whale: as promised I've\"]\n",
+        "[u'\\u4f20\\u7edf', u'\\u9057\\u5fd8', u'\\u9ad8\\u5ea6', u'\\u6b7b\\u4ea1', u'\\u8fc7\\u53bb', u'\\u672a\\u6765', u'\\u5d2d\\u65b0', u'\\u672a\\u6765', u'\\u655e\\u5f00', u'\\u4e00\\u79cd', u'\\u53cc\\u91cd', u'\\u63a2\\u7d22', u'\\u6b63\\u5728', u'\\u53d1\\u751f']\n",
+        "[u'\\u4e1a\\u52a1', u'\\u5f62\\u6001', u'\\u5851\\u9020', u'\\u6280\\u672f', u'\\u5f62\\u6001', u'\\u6280\\u672f\\u7684\\u672c\\u8d28']\n",
+        "[u'\\u5fc3\\u4e3a', u'\\u5143\\u5e05', u'\\u773c\\u4e3a', u'\\u5148\\u950b', u'\\u624b\\u8db3', u'\\u4e94\\u8425', u'\\u56db\\u54e8', u'\\u4ee5\\u67aa', u'\\u62f3', u'\\u4ee5\\u62f3', u'\\u67aa', u'\\u67aa\\u624e', u'\\u5c04\\u7bad']\n",
+        "[u'\\u7985', u'\\u6469\\u6258\\u8f66', u'\\u7ef4\\u4fee', u'\\u827a\\u672f']\n",
+        "[]\n",
+        "[u'\\u6240\\u6709', u'\\u5e94\\u7528', u'\\u5e94\\u8be5', u'\\u81f4\\u529b\\u4e8e', u'\\u6d88\\u9664', u'\\u51cf\\u5c11', u'\\u4e0d\\u5fc5\\u8981', u'\\u7f51\\u7edc', u'\\u5ef6\\u8fdf', u'\\u9700\\u8981', u'\\u4f20\\u8f93', u'\\u6570\\u636e\\u538b\\u7f29', u'\\u6700\\u5c11', u'\\u51cf\\u5c11', u'\\u67e5\\u627e', u'\\u91cd\\u7528', u'\\u8fde\\u63a5', u'\\u51cf\\u5c11', u'\\u91cd\\u5b9a\\u5411', u'\\u4f7f\\u7528', u'\\u53bb\\u6389', u'\\u4e0d\\u5fc5\\u8981', u'\\u8d44\\u6e90', u'\\u5ba2\\u6237\\u7aef', u'\\u7f13\\u5b58', u'\\u8d44\\u6e90', u'\\u4f20\\u8f93', u'\\u538b\\u7f29', u'\\u5185\\u5bb9', u'\\u6d88\\u9664', u'\\u4e0d\\u5fc5\\u8981', u'\\u8bf7\\u6c42', u'\\u5f00\\u9500', u'\\u5e76\\u884c\\u5904\\u7406', u'\\u8bf7\\u6c42', u'\\u54cd\\u5e94', u'\\u9488\\u5bf9', u'\\u534f\\u8bae', u'\\u7248\\u672c', u'\\u91c7\\u53d6', u'\\u4f18\\u5316', u'\\u63aa\\u65bd', 'dns', 'tcp', 'http', 'cdn']\n",
+        "[u'\\u5e74\\u524d', u'\\u6c11\\u56fd\\u65f6\\u671f', u'\\u4e0a\\u6d77', u'\\u62a5\\u520a', u'\\u5f81\\u5a5a', u'\\u6807\\u51c6', u'\\u7f16\\u8005\\u6309', u'\\u4e2d\\u56fd', u'\\u4eba\\u8fde', u'\\u6c42\\u5076', u'\\u6807\\u51c6', u'\\u5012\\u9000', u'\\u5e74\\u6708\\u65e5', u'\\u4e0a\\u6d77', u'\\u6c11\\u56fd\\u65e5\\u62a5', u'\\u767b\\u51fa', u'\\u5973\\u58eb', u'\\u5f81\\u6c42', u'\\u5982\\u610f\\u90ce\\u541b', u'\\u6807\\u51c6', u'\\u9762\\u8c8c', u'\\u4fca\\u79c0', u'\\u4e2d\\u6bb5', u'\\u8eab\\u6750', u'\\u5e84\\u4e25', u'\\u4eb2', u'\\u751a', u'\\u548c\\u853c', u'\\u5b66\\u4e0d\\u5728', u'\\u535a\\u800c', u'\\u4e13\\u957f', u'\\u9ad8\\u5c1a']\n",
+        "[u'\\u96c0\\u5de2']\n",
+        "[u'\\u4e00\\u7247', u'\\u6811\\u53f6']\n",
+        "[u'\\u8a00\\u800c\\u65e0\\u4fe1', u'\\u4e0d\\u8db3\\u4e0e\\u8c0b']\n",
+        "[u'\\u300e', u'\\u300f', 'term']\n",
+        "[u'\\u6d17', u'\\u5e72\\u51c0', u'\\u5750\\u7b49', u'\\u660e\\u5929', u'\\u4e66']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', u'tyranacon looks awesome!']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'week', 'curated', u'Unsplash collection was', u'Dropbox designer', u'maxvoltar. Check it out']\n",
+        "[u'\\u63a8\\u8350', u'\\u6587\\u7ae0', u'\\u4f7f\\u7528', u'\\u5efa\\u7acb', u'\\u535a\\u5ba2', u'\\u5206\\u4eab', 'timfei', 'github', u'\\u7b80\\u4e66 \\uff09']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 're', 'happy', u'flegontovna great images!']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'rt', 'photo', 'week', 'choosing', u'jjeremycai: Woot woot, my', u'unsplash!  Thanks', u'maxvoltar for']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'suggestion', 'll', 'keep', 'mind', 'possibility', 'future', u'manuschwendener thanks for the']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'would', 'notice', u'jjeremycai we were hoping you']\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'idea', u\"LindsayHorwood that's a great\"]\n",
+        "[u'\\u4ee5\\u4e0b\\u5185\\u5bb9', u'\\u81ea\\u52a8', u'\\u540c\\u6b65', u'\\u81ea\\u6211', 'twitter', 'glad', 'help', 'enjoy', 'rest', 'monday', u'CarlSednaoui no worries, Carl!']\n",
+        "[u'\\u70df\\u706b', u'\\u597d', u'\\u7e41\\u82b1', u'\\u4e4b\\u4e2d', u'\\u518d\\u751f', u'\\u7e41\\u82b1', u'\\u68a6\\u5883', u'\\u4e4b\\u4e0a', u'\\u518d\\u73b0', u'\\u68a6\\u5883', u'\\u8d70\\u8fc7', u'\\u8352\\u51c9', u'\\u6cb3\\u5cb8', u'\\u4ef0\\u671b', u'\\u591c\\u7a7a', u'\\u751f\\u547d', u'\\u72c2\\u559c', u'\\u523a\\u75db', u'\\u5b9b\\u5982', u'\\u70df\\u706b']\n",
+        "[u'\\u70df\\u706b', u'\\u597d', u'\\u7e41\\u82b1', u'\\u4e4b\\u4e2d', u'\\u518d\\u751f', u'\\u7e41\\u82b1', u'\\u68a6\\u5883', u'\\u4e4b\\u4e0a', u'\\u518d\\u73b0', u'\\u68a6\\u5883', u'\\u8d70\\u8fc7', u'\\u8352\\u51c9', u'\\u6cb3\\u5cb8', u'\\u4ef0\\u671b', u'\\u591c\\u7a7a', u'\\u751f\\u547d', u'\\u72c2\\u559c', u'\\u523a\\u75db', u'\\u5b9b\\u5982', u'\\u70df\\u706b']\n",
+        "[u'\\u4f5b\\u8bf4', u'\\u56db\\u5341\\u4e8c\\u7ae0', u'\\u539f\\u6587']\n",
+        "[u'\\u5fc3', u'\\u56fd\\u8bed\\u7248']\n",
+        "[u'\\u4ea7\\u54c1', u'\\u76ee\\u6807', u'\\u786e\\u5b9a', u'\\u60c5\\u51b5', u'\\u4e0b', u'\\u964d\\u4f4e\\u6210\\u672c', u'\\u4e24\\u4e2a', u'\\u9014\\u5f84', u'\\u51cf\\u5c11', u'\\u90e8\\u7f72', u'\\u6210\\u672c', u'\\u63d0\\u9ad8', u'\\u5f00\\u53d1', u'\\u6548\\u7387']\n",
+        "[u'\\u6784\\u5efa', u'\\u5355\\u9875', u'\\u5e94\\u7528', 'web']\n",
+        "[u'\\u5e94\\u7528', u'\\u7ec4\\u4ef6', u'\\u5316', u'\\u57fa\\u672c\\u601d\\u8def', 'web']\n",
+        "[u'\\u6253\\u4eba', u'\\u8d70\\u8def', u'\\u6253\\u4eba', u'\\u4eb2\\u5634']\n",
+        "[u'\\u65b9\\u8a00', u'\\u5f62\\u6210']\n",
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+        "[u'\\u6210\\u957f', u'\\u4e4b\\u8def', u'\\u6587\\u7ae0', u'\\u6811\\u5e72', u'\\u4f55\\u6765', u'\\u679d\\u8513', u'\\u5206\\u4eab', 'pm', u'\\u7b80\\u4e66 \\uff09']\n",
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+        "[u'\\xa0', 'tunnelbear', 'downgrading', 'paid', 'account', 'puts', 'bear']\n",
+        "[u'\\u65b0', u'\\u4e00\\u5e74']\n",
+        "[u'\\u56f0\\u6270', u'\\u597d\\u4e45', u'\\u95ee\\u9898', u'\\u540c\\u5b66', u'\\u8fc7\\u6765', u'\\u5e2e\\u52a9', 'safari', 'yosemite', 'shadowsocks', 'pac']\n",
+        "[u'\\u505a', u'\\u5e94\\u7528', u'\\u63a8\\u8350']\n",
+        "[u'\\u5531', u'\\u4e00\\u5e74', u'\\u6765\\u5934', u'\\u4e00\\u6b21', u'\\u4e94\\u661f', u'\\u6ee1\\u8d2f']\n",
+        "['bypassing', 'openssl', 'certificate', 'pinning', 'ios', 'apps', u\"IFTTT# #Ke's reading\"]\n",
+        "[u'\\u641e', u'\\u6655', 'icloud']\n",
+        "[u'\\xa0', 'chrome', 'offline', 'screen', 'turns', 'game', 'press']\n",
+        "[u'\\u7f8e\\u5973', u'\\u5408\\u5531', u'\\ud83d', u'\\ude01', u'\\ud83d', u'\\ude01', u'\\ud83d', u'\\ude01', u'\\u8bd5\\u542c', u'\\u5730\\u5740', u'\\u5f55\\u5236', u'\\u5531\\u5427']\n",
+        "['chenbodizhi', u\"IFTTT# #Ke's reading\"]\n",
+        "[u'\\u7ec8\\u8eab', u'\\u5b66\\u4e60', u'\\u4e00\\u4ee3\\u4eba', u\"IFTTT# #Ke's reading\"]\n",
+        "[u'\\u542c\\u542c', u'\\u5531', u'\\u674e\\u767d', u'\\u539f\\u7248', u'\\u771f\\u662f', u'\\u592a\\u68d2\\u4e86', u'\\u8bd5\\u542c', u'\\u5730\\u5740', u'\\u5f55\\u5236', u'\\u5531\\u5427', u'\\U0001f52e\\u5f3a\\u8d22\\u4f1a_\\u978b\\u5b50\\U0001f52e']\n",
+        "[u'\\u542c\\u542c', u'\\u5531', u'\\u68a8\\u82b1', u'\\u5f00\\u653e', u'\\u771f\\u662f', u'\\u592a\\u68d2\\u4e86', u'\\u8bd5\\u542c', u'\\u5730\\u5740', u'\\u5f55\\u5236', u'\\u5531\\u5427', u'HeroJue\\U0001f33b\\u4f11\\u606f...']\n",
+        "[u'\\u542c\\u542c', u'\\u5531', u'\\u68a8\\u82b1', u'\\u5f00\\u653e', u'\\u771f\\u662f', u'\\u592a\\u68d2\\u4e86', u'\\u8bd5\\u542c', u'\\u5730\\u5740', u'\\u5f55\\u5236', u'\\u5531\\u5427', u'HeroJue\\U0001f33b\\u4f11\\u606f...']\n",
+        "[u'\\u542c\\u542c', u'\\u5531', u'\\u68a8\\u82b1', u'\\u5f00\\u653e', u'\\u771f\\u662f', u'\\u592a\\u68d2\\u4e86', u'\\u8bd5\\u542c', u'\\u5730\\u5740', u'\\u5f55\\u5236', u'\\u5531\\u5427', u'HeroJue\\U0001f33b\\u4f11\\u606f...']\n",
+        "[u'\\u542c\\u542c', u'\\u5531', u'\\u68a8\\u82b1', u'\\u5f00\\u653e', u'\\u771f\\u662f', u'\\u592a\\u68d2\\u4e86', u'\\u8bd5\\u542c', u'\\u5730\\u5740', u'HeroJue\\U0001f33b\\u4f11\\u606f...']\n",
+        "[u'\\u542c\\u542c', u'\\u5531', u'\\u68a8\\u82b1', u'\\u5f00\\u653e', u'\\u771f\\u662f', u'\\u592a\\u68d2\\u4e86', u'HeroJue\\U0001f33b\\u4f11\\u606f...']\n",
+        "[u'\\u542c\\u542c', u'\\u5531', u'\\u68a8\\u82b1', u'\\u5f00\\u653e', u'\\u771f\\u662f', u'\\u592a\\u68d2\\u4e86', u'HeroJue']\n",
+        "[u'\\ud83c', u'\\udf3b', u'\\u4f11\\u606f', 'herojue']\n",
+        "[u'\\ud83c', u'\\udf3b', u'\\u4f11\\u606f', 'herojue']\n",
+        "[u'\\ud83c', u'\\udf3b', u'\\u4f11\\u606f', 'herojue']\n",
+        "[u'\\u6709\\u4e2a', u'\\u7528\\u6237\\u540d', u'\\u91cc', u'\\u5b58\\u5728', u'\\u51fa\\u73b0', u'\\u5947\\u602a', u'\\u5b57\\u7b26', u'\\u95ee\\u9898', u'\\u513f', u'\\u59dc\\u6c34\\u5a9b', 'weibo', 'bug', 'emoji', 'weibo', 'dot', 'com', 'ios', 'sdk', u'\\u91d1\\u5c71']\n",
+        "[u'\\u542c\\u542c', u'\\u5531', u'\\u543b\\u522b', u'\\u771f\\u662f', u'\\u592a\\u68d2\\u4e86', u'Grace\\u6df1\\u547c\\u5438']\n",
+        "[u'\\u542c\\u542c', u'\\u5531', u'\\u543b\\u522b', u'\\u771f\\u662f', u'\\u592a\\u68d2\\u4e86', u'Grace\\u6df1\\u547c\\u5438']\n",
+        "[u'\\u542c\\u542c', u'\\u5531', u'\\u5fe7\\u4f24', u'\\u5012\\u6570', u'\\u771f\\u662f', u'\\u592a\\u68d2\\u4e86', u'\\u8bd5\\u542c', u'\\u5730\\u5740', u'\\u5f55\\u5236', u'\\u5531\\u5427', u'\\U0001f343\\u9732\\u5a77\\u5a77\\u2728\\u5341\\u5143gz']\n",
+        "[u'\\u542c\\u542c', u'\\u5531', u'\\u7261\\u4e39\\u4ead', u'\\u771f\\u662f', u'\\u592a\\u68d2\\u4e86', u'\\u8bd5\\u542c', u'\\u5730\\u5740', u'\\u5f55\\u5236', u'\\u5531\\u5427', u'\\u6768\\u59e3Jocelyn']\n",
+        "[u'\\u542c\\u542c', u'\\u5531', u'\\u674e\\u767d', u'\\u5973\\u7248', u'\\u5996', u'\\u732a', u'\\u63d0\\u4f9b', u'\\u771f\\u662f', u'\\u592a\\u68d2\\u4e86', u'\\u6768\\u59e3Jocelyn']\n",
+        "[u'\\u8d5e', u'\\u5df2\\u7ecf', u'Sumi-iYu']\n",
+        "[u'\\u670b\\u53cb\\u5708', u'\\u5e7f\\u544a']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u7cbe\\u901a', u'\\u5e94\\u7528', u'\\u5f00\\u53d1', u'\\u6846\\u67b6', u'\\u5206\\u6790', u'\\u63a8\\u8350', 'tomcat', 'java', 'web', u'\\u5fae\\u76d8', u'Robin--_--']\n",
+        "[u'\\u770b\\u8fc7', u'\\u5341\\u4e07\\u4e2a', u'\\u51b7\\u7b11', u'\\u8bdd', u'\\u597d\\u73a9', u'\\u5df2\\u7ecf', u'\\u957f\\u5927']\n",
+        "[u'\\u53e4\\u9547', u'\\u4e0d\\u9519']\n",
+        "[u'\\u751f\\u6d3b', u'\\u884c\\u52a8', u'\\u4e2d', u'\\u65f6\\u95f4', u'\\u4e2d', u'\\u751f\\u6d3b', u'\\u601d\\u60f3', u'\\u4e2d', u'\\u6c14\\u606f', u'\\u4e2d', u'\\u751f\\u6d3b', u'\\u611f\\u60c5', u'\\u4e2d', u'\\u949f\\u8868', u'\\u6307\\u9488', u'\\u4e2d', u'\\u4f60\\u597d']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u5377\\u571f\\u91cd\\u6765']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u7f29\\u5199', u'\\u8bfb\\u6210', u'\\u6295\\u7ed9', u'\\u65e0\\u6240\\u8c13', u'\\u9009\\u9879', u'\\u8868\\u6001', 'html', u'JS\\u5c0f\\u7ec4']\n",
+        "[u'\\u4eba\\u7c7b', u'\\u7f3a\\u4e4f', u'\\u68a6\\u60f3', u'\\u53ea', u'\\u68a6\\u60f3', u'\\u5f53\\u505a', u'\\u795e\\u8bdd', u'\\u53ea\\u80fd', u'\\u6c38\\u8fdc', u'\\u505c\\u7559', u'\\u60f3\\u8c61', u'\\u91cc', u'\\u76f4\\u5230', u'\\u6709\\u4eba', u'\\u8ba4\\u771f', u'\\u63cf\\u7ed8', u'\\u4ed8\\u51fa', u'\\u5b9e\\u8df5', u'\\u4e0d\\u65ad', u'\\u5c1d\\u8bd5', u'\\u68a6\\u60f3', u'\\u53d8\\u6210', u'\\u73b0\\u5b9e']\n",
+        "[u'\\u6ce8\\u518c', u'\\u6709\\u70b9', u'\\u610f\\u601d', u'\\u6709\\u7528', u'\\u624b\\u673a', u'\\u968f\\u8eab\\u542c', u'\\u5185\\u5bb9', u'\\u592a', u'\\u4e30\\u5bcc', u'\\u60f3', u'\\u542c', u'\\u968f\\u624b', u'\\u5f55', u'\\u4e00\\u6bb5', u'\\u7535\\u53f0', u'\\u8d76\\u7d27', u'\\u8bd5\\u8bd5', u'\\u559c\\u9a6c\\u62c9\\u96c5', u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', 'app', u'\\u559c\\u9a6c\\u62c9\\u96c5', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
+        "[]\n",
+        "[u'\\u8de8\\u5e74', u'\\u5e78\\u8fd0', u'\\u6211\\u5bb6', u'\\u9886\\u5230', u'\\u9001', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u8de8\\u5e74', u'\\u7b54\\u8c22', u'\\u5361\\u5238', u'\\u8bd5\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u6253\\u7b97', u'\\u4e70\\u4e2a', u'\\u5199\\u5b57\\u53f0', u'\\u6905\\u5b50', u'\\u670b\\u53cb', u'\\u63a8\\u8350', u'\\u6905\\u5b50', u'\\u6dd8\\u5b9d', u'\\u4e00\\u4e0b', u'\\u4f4d\\u6570', u'\\u53ea', u'\\u60f3', u'\\u8bf4', u'\\u6eda', 'herman', 'miller']\n",
+        "[u'\\u4e86\\u89e3', u'\\u4e00\\u4e0b', u'\\u80a1\\u7968\\u6307\\u6570', u'\\u8ba1\\u7b97', u'\\u53d1\\u5e03', u'\\u5f02\\u5e38', u'\\u65f6', u'\\u5bf9\\u5e94', u'\\u6307\\u6570', u'\\u671f\\u8d27\\u4ea4\\u6613', u'\\u5904\\u7406', u'\\u5148\\u627e', u'\\u4e00\\u4e0b', u'\\u5e74', u'\\u6052\\u6307', u'\\u51fa\\u73b0\\u5f02\\u5e38', u'\\u65f6', u'\\u6e2f\\u4ea4\\u6240', u'\\u5904\\u7406', u'\\u65b9\\u6848', u'\\u6307\\u6578\\u4f9b', u'\\u61c9\\u5546', u'\\u670d\\u52d9', u'\\u4e2d\\u65b7', u'\\u671f\\u9593', u'\\u9999\\u6e2f', u'\\u4ea4\\u6613\\u6240', u'\\u65d7\\u4e0b', u'\\u5e02\\u5834', u'\\u6301\\u7e8c', u'\\u904b\\u4f5c', u'\\u6052\\u751f', u'\\u7cfb\\u5217', u'\\u6307\\u6570', u'\\u8ba1\\u7b97', u'\\u53d1\\u5e03', u'\\u51fa\\u73b0\\u5f02\\u5e38', u'\\u6e2f\\u4ea4\\u6240', u'\\u505c\\u6b62', u'\\u6307\\u6570', u'\\u671f\\u8d27', u'\\u725b\\u718a\\u8bc1', u'\\u4ea4\\u6613']\n",
+        "[u'\\u6d77\\u76d7', u'\\u6e7e', u'\\u7889\\u5821', 'echo', 'jyo', 'wnzc', 'xht', 'qkwohfdvj', 'sc', 'qh', 'tbct', 'uetocijcjqnp', 'viebr', 'ty', 'cz', 'openssl', 'aes', 'cbc', 'printf', 'wearetpb', 'sha', 'sum', 'head', 'tr', 'nosalt', 'nopad', 'iv', 'base']\n",
+        "[u'\\u989d\\u5730\\u4e2a', u'\\u4eb2\\u5a18', u'\\u4e0d\\u6562\\u76f8\\u4fe1', u'\\u4e2d\\u56fd\\u961f', u'\\u5c0f\\u7ec4\\u7b2c\\u4e00', u'\\u51fa\\u73b0', u'\\u54c8\\u58eb\\u5947', u'\\u739b\\u96c5', u'ICT_\\u5927\\u680b', u'\\u8471\\u82b1\\u5377\\u5377', u'Galacticos']\n",
+        "[u'\\u90ae\\u7bb1', u'\\u8ba2\\u9605', u'\\u529f\\u80fd', u'\\u884c', u'\\u9c9c\\u679c', u'\\u5012\\u4e0b', 'qq', 'rss', 'google', 'reader']\n",
+        "[u'\\u7403\\u8ff7', u'\\u5151\\u73b0', u'\\u8bfa\\u8a00', u'\\u6c5f\\u8fb9', u'\\u88f8\\u5954', u'\\u5206\\u4eab', u'\\u65b0\\u6d6a\\u4f53\\u80b2\\uff09', u'\\u4e2d\\u56fd\\u8db3\\u7403\\u961f']\n",
+        "[u'\\u65b0\\u95fb\\u81ea\\u7531', u'\\u662f\\u5426', u'\\u5e94\\u8be5', u'\\u5c0a\\u91cd', u'\\u5b97\\u6559', u'\\u9a6c\\u524d\\u5352', u'\\u5c0a\\u91cd', u'\\u5b97\\u6559', u'\\u5b8c\\u5168', u'\\u53ef\\u64cd\\u4f5c\\u6027', u'\\u5c0a\\u91cd', u'\\u5b97\\u6559', u'\\u5c0a\\u91cd', u'\\u5b97\\u6559', u'\\u975e\\u6d32', u'\\u62dc\\u7269\\u6559', u'\\u5370\\u5ea6', u'\\u7b7e\\u8bc1', u'\\u795e', u'\\u662f\\u5426', u'\\u4e00\\u89c6\\u540c\\u4ec1', u'\\u662f\\u5426', u'\\u7b7e\\u8bc1', u'\\u95ee\\u9898', u'\\u5f00\\u73a9\\u7b11', u'\\u505a', u'\\u5f97\\u5230', u'\\u4e16\\u754c', u'\\u65b0\\u95fb', u'\\u505a', u'\\u4e0d\\u5230', u'\\u4e3a\\u5565', u'\\u539a\\u6b64\\u8584\\u5f7c', u'\\u5b97\\u6559', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u6fb3\\u5927\\u5229\\u4e9a', u'\\u843d\\u540e', u'\\u62fc\\u5f97', u'\\u51f6', u'\\u97e9\\u56fd', u'\\u5356\\u529b', u'\\u9632\\u5b88', u'\\u51fa\\u7ebf', u'\\u660e\\u767d', u'\\u4e0d\\u60f3', u'\\u78b0\\u5230', u'\\u4e2d\\u56fd\\u961f', u'\\u62fc', u'\\u4e2d\\u56fd\\u8db3\\u7403\\u961f']\n",
+        "[u'\\u4e0a\\u534a\\u573a', u'\\u671d\\u9c9c', u'\\u903c\\u62a2', u'\\u8f7b\\u677e', u'\\u62ff\\u7403', u'\\u6253\\u51fa', u'\\u4e0d\\u9519', u'\\u914d\\u5408', u'\\u4e0b\\u534a\\u573a', u'\\u5bf9\\u65b9', u'\\u53cd\\u6251', u'\\u4e2d\\u573a', u'\\u538b', u'\\u56de\\u53bb', u'\\u7403', u'\\u7ec4\\u7ec7', u'\\u6709\\u6548', u'\\u8fdb\\u653b', u'\\u524d\\u573a', u'\\u62ff\\u4e0d\\u4f4f', u'\\u7403', u'\\u9700\\u8981', u'\\u5fc3\\u6001', u'\\u8c03\\u6574', u'\\u4e00\\u4e0b', u'\\u6fb3\\u5927\\u5229\\u4e9a', u'\\u6253\\u6210', u'\\u7b5b\\u5b50']\n",
+        "[u'\\u91d1\\u878d', u'\\u91d1\\u878d', u'\\u5f00\\u76d8', u'\\u8dcc', u'\\u53cd\\u5e94', u'\\u5f3a\\u70c8']\n",
+        "[]\n",
+        "[u'\\u6362\\u4eba']\n",
+        "['vsco', 'via', 'instagram', u'VSCOcam #vscofilm ']\n",
+        "['vsco', 'via', 'instagram', u'VSCOcam #vscofilm ']\n",
+        "['vsco', 'via', 'instagram', u'vscofilm #VSCOcam ']\n",
+        "['vsco', 'via', 'instagram', u'vscofilm #VSCOcam ']\n",
+        "['vsco', 'via', 'instagram', u'VSCOcam ']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['sunset', 'via', 'instagram', u'VSCOcam ']\n",
+        "['sunset', 'via', 'instagram', u'VSCOcam ']\n",
+        "['sunset', 'via', 'instagram', u'VSCOcam #vscofilm ']\n",
+        "['sunset', 'via', 'instagram', u'VSCOcam #vscofilm ']\n",
+        "['sunset', 'via', 'instagram', u'VSCOcam #vscofilm ']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['sunset', 'via', 'instagram', u'VSCOcam ']\n",
+        "['sunset', 'via', 'instagram', u'VSCOcam ']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['sunset', 'via', 'instagram', u'VSCOcam ']\n",
+        "['sunset', 'via', 'instagram', u'VSCOcam ']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'love', 'lane', 'via', 'instagram']\n",
+        "['macua', 'via', 'instagram', u'VSCOcam ']\n",
+        "['macua', 'via', 'instagram', u'VSCOcam ']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "[u'\\u521a\\u5230', u'\\u676d\\u5dde', u'\\u4e0b\\u7740\\u96e8', 'vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "[u'\\u4e0a\\u5348', u'\\u5916\\u9762', u'\\u770b\\u5230', u'\\u77e5\\u540d', u'\\u6811', 'vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "[u'\\u4e0a\\u6d77', u'\\u5927\\u96fe', u'\\u973e', 'vscocam', 'via', 'instagram']\n",
+        "[u'\\u4e00\\u8d77', u'\\u5feb\\u4e50', u'\\u4e00\\u4e2a', u'\\u4eba\\u65f6', u'\\u5bc2\\u5bde', 'vscocam', 'via', 'instagram']\n",
+        "[u'\\u597d\\u6000\\u5ff5', u'\\u4ee5\\u524d', u'\\u65f6\\u95f4', u'\\u505a', u'\\u559c\\u6b22', u'\\u4e8b\\u60c5', 'vscocam', 'via', 'instagram']\n",
+        "[u'\\u957f\\u88d9', u'\\u7d6e\\u8bed', u'\\u4e00\\u6735', u'\\u96ea\\u82b1', u'\\u83b2', u'\\u56db\\u6708', u'\\u8bf7\\u5b89', 'vscocam', 'via', 'instagram']\n",
+        "['vscofilm', 'via', 'instagram', u'VSCOcam ']\n",
+        "['vscofilm', 'via', 'instagram', u'VSCOcam ']\n",
+        "['vscofilm', 'via', 'instagram', u'VSCOcam ']\n",
+        "['vscofilm', 'via', 'instagram', u'VSCOcam ']\n",
+        "['vscofilm', 'via', 'instagram', u'VSCOcam ']\n",
+        "['vscofilm', 'via', 'instagram', u'VSCOcam ']\n",
+        "['vscofilm', 'via', 'instagram', u'VSCOcam ']\n",
+        "['vscofilm', 'via', 'instagram', u'VSCOcam ']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscofilm', 'via', 'instagram', u'VSCOcam ']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
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+        "['vscocam', 'via', 'instagram']\n",
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+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
+        "['vscocam', 'via', 'instagram']\n",
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+        "['cloud', 'via', 'instagram', u'VSCOcam #vsco ']\n",
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+        "[u'\\u5411\\u524d', u'\\u4e00\\u6b65', 'leanin']\n",
+        "[u'\\u65b0\\u5e74', u'\\u7b2c\\u4e00\\u4e2a', u'\\u5468\\u672b', u'\\u8725\\u8734', u'\\u6253\\u7403', u'\\u95fa\\u871c', u'\\u559d\\u5496\\u5561', u'\\u6f2b\\u65e0\\u76ee\\u7684', u'\\u8857\\u4e0a', u'\\u6e9c\\u8fbe', u'\\u53d1', u'\\u53d1\\u5446', u'\\u60f3\\u60f3', u'\\u5fc3\\u4e8b', u'\\u5973\\u795e', u'\\u5f1f\\u5f1f', u'\\u6253\\u7535\\u8bdd', u'\\u5f00\\u5fc3', u'\\u73b0\\u5728', u'\\u745c\\u4f3d', u'\\u665a\\u4e0a', u'\\u542c', u'\\u4e00\\u4e2a', u'\\u8725\\u8734', u'\\u7535\\u5f71', u'\\u95fa\\u871c', u'\\u95ee', u'\\u4ee5\\u540e', u'\\u8bf4', u'\\u5df2\\u7ecf', u'\\u4e00\\u70b9\\u70b9', u'\\u9632\\u5907', u'\\u5b89\\u5fc3', u'\\u8d70\\u5411', u'\\u7ec8\\u70b9', 'training', 'future', 'secure']\n",
+        "[u'\\u5e78\\u798f', u'\\u8bc0\\u7a8d', u'\\u4e00\\u6761', u'\\u505a\\u597d', u'\\u611f\\u6069', u'\\u77e5\\u8db3']\n",
+        "[u'\\u5411\\u524d', u'\\u4e00\\u6b65', 'leanin']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u5b8c', u'\\u9732\\u6c34', u'\\u7ea2\\u989c', u'\\u5fc3', u'\\u788e', u'\\u7231\\u60c5', u'\\u592a', u'\\u7f8e', u'\\u95f2\\u4eba', u'\\u52ff\\u8fd1', u'\\u90a3\\u53e5', u'\\u8001\\u8bdd', u'\\u8bf4', u'\\u60c5\\u6df1', u'\\u4e0d\\u5bff\\u6167', u'\\u6781\\u5fc5', u'\\u4f24\\u4eba', u'\\u52a8\\u60c5', u'\\u6ee1\\u76d8\\u7686\\u8f93', u'\\u7edd\\u65e0', u'\\u4f8b\\u5916']\n",
+        "[u'\\u5411\\u524d', u'\\u4e00\\u6b65', 'leanin']\n",
+        "[u'\\u4eca\\u5929', u'\\u804a\\u5929', u'\\u6709\\u6ca1\\u6709', u'\\u5de5\\u4f5c', u'\\u6d3b\\u4e0b\\u53bb', u'\\u529e\\u6cd5', u'\\u5ac1\\u4e2a', u'\\u4ebf\\u4e07\\u5bcc\\u7fc1', u'\\u7b97\\u4e86', u'\\u597d\\u50cf', u'\\u590d\\u6742', u'\\u5de5\\u4f5c', u'\\u597d', u'\\u54c8\\u54c8\\u54c8', u'\\u77e5\\u9053', u'\\u8fd9\\u9897', u'\\u7406\\u6027', u'\\u5927\\u8111', u'\\u7ed9\\u51fa', u'\\u7b54\\u6848']\n",
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+        "[]\n",
+        "[u'\\u5fc3', u'\\u5012\\u7a7a', u'\\u63a5\\u8fd1']\n",
+        "[u'\\u60f3\\u4e86\\u4e2a', u'\\u529e\\u6cd5', u'\\u7ed3\\u5a5a', u'\\u5bf9\\u8c61', u'\\u5217', u'\\u4e2a\\u8868', u'\\u6253\\u4e86\\u4e2a', u'\\u5206\\u6392', u'\\u987a\\u5e8f', u'\\u6700\\u9ad8\\u5206', u'\\u9010\\u6b65', u'\\u6392\\u9664', u'\\u76f4\\u5230', u'\\u627e\\u5230', u'\\u6700\\u4f18', u'\\u89e3', u'\\u6109\\u5feb', u'\\u505a\\u51fa', u'\\u51b3\\u5b9a', u'\\u6e05\\u695a', u'\\u76f4\\u5230', u'\\u91cc', u'\\u6700\\u4f18', u'\\u89e3', u'\\u6709\\u4e2a', u'\\u76f8\\u5bf9', u'\\u6700\\u4f18', u'\\u89e3', u'\\u5df2\\u7ecf', u'\\u77e5\\u8db3', 'potential', 'marriage', 'matching', u'\\u6211\\u89c9\\u5f97\\u81ea\\u5df1\\u840c\\u840c\\u54d2 ']\n",
+        "[u'\\u5c0f\\u59d0', u'\\u6709\\u70b9', u'\\u7279\\u6b8a', u'\\u5a5a\\u59fb', u'\\u9700', u'\\u5c0f\\u5fc3', u'\\u5904\\u7406', u'\\u53ef\\u7231', u'\\u6559\\u6388', u'\\u5a5a\\u59fb', u'\\u95ee\\u9898', u'\\u5efa\\u4e86', u'\\u4e00\\u4e2a', u'\\u6a21\\u578b', u'\\u5c1d\\u8bd5', u'\\u8fdb\\u884c', u'\\u5206\\u6790', u'\\u540e\\u7eed', u'\\u8bf7', u'\\u542c', u'\\u4e0b\\u56de\\u5206\\u89e3', u'\\u60f3', u'\\u8bf4', u'\\u73a9', u'\\u5f00\\u5fc3', u'\\u7b2c\\u4e00', u'\\u8bf7', u'\\u8003\\u8651\\u4e00\\u4e0b', u'\\u5f53\\u4e8b\\u4eba', u'\\u5fc3\\u60c5', u'\\u597d', u'\\u535a\\u58eb', u'\\u6bd5\\u4e1a\\u8bba\\u6587', 'network', 'analytical', 'statistical', 'learning', 'tool']\n",
+        "[u'\\u65b0\\u5e74', u'\\u4e0a\\u73ed', u'\\u65b0\\u5e74', u'\\u5bc4\\u8bed', u'\\u5e08\\u5085', u'\\u8bf4', u'\\u957f\\u80d6', u'\\u4e0d\\u5e26']\n",
+        "[u'\\u745f', u'\\u771f\\u7684', u'\\u4e00\\u70b9', u'\\u745f']\n",
+        "[u'\\u5411\\u524d', u'\\u4e00\\u6b65', 'leanin']\n",
+        "[u'\\u5411\\u524d', u'\\u4e00\\u6b65', 'leanin']\n",
+        "[u'\\u4e00\\u5806', u'\\u540d\\u5b57', u'\\u8bb0\\u5fc6']\n",
+        "[u'\\u505a', u'\\u8fc7\\u7a0b', u'\\u65e0\\u804a']\n",
+        "[u'\\u7a81\\u7136', u'\\u597d', u'\\u60f3', u'\\u5403\\u706b\\u9505']\n",
+        "[u'\\u5173\\u5fc3', u'\\u7231', u'\\u4eba\\u4eec', u'\\u4e00\\u8fb9', u'\\u5632\\u7b11', u'\\u6253\\u51fb', u'\\u9047\\u4eba\\u4e0d\\u6dd1', u'\\u4e00\\u8fb9', u'\\u52a8\\u7528', u'\\u6240\\u6709', u'\\u4eba\\u8109', u'\\u8d44\\u91d1', u'\\u5e2e\\u52a9', u'\\u89c9\\u5f97', u'\\u4e0d\\u503c', u'\\u771f\\u7684', u'\\u5e78\\u798f', u'\\u4e0d\\u5feb\\u4e50\\u662f\\u56e0\\u4e3a\\u592a\\u8d2a\\u5fc3']\n",
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+        "[u'\\u6211\\u5bb6', u'\\u5973\\u795e', u'\\u8bb8\\u613f\\u6c60', u'\\u597d\\u50cf', u'\\u613f\\u671b', u'\\u5e2e', u'\\u5b9e\\u73b0', u'\\u6211\\u8d85', u'\\u5e78\\u798f']\n",
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+        "[u'\\u8bf4', u'\\u9ed1\\u767d', u'\\u914d', u'\\u4e16\\u754c', u'\\u4e8b', u'\\u80fd\\u591f', u'\\u66fe\\u7ecf', u'\\u6709\\u4eba', u'\\u5531\\u8fc7', u'\\u767d\\u5929', u'\\u61c2', u'\\u591c\\u7684\\u9ed1', u'\\u5374', u'\\u61c2\\u5f97', u'\\u7f8e', u'\\u94a2\\u7434', u'\\u9ed1\\u767d', u'\\u952e', u'\\u770b\\u51fa', u'\\u6ee1\\u6ee1\\u7684', u'\\u611f\\u8c22', u'\\u4e5f\\u8bb8', u'\\u9ed1', u'\\u6c38\\u8fdc', u'\\u660e\\u767d', u'\\u5f69\\u8272', u'\\u4e16\\u754c', u'\\u5b58\\u5728']\n",
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+        "['spider', 'chart']\n",
+        "[u'\\u5411\\u524d', u'\\u4e00\\u6b65', 'leanin']\n",
+        "[u'\\u5e72\\u6d3b', u'\\u4e8b', u'\\u771f\\u5fc3', u'\\u4f24', u'\\u667a\\u5546', u'\\u73b0\\u5728', u'\\u6bcf\\u5929', u'\\u89c9\\u5f97', u'\\u5446\\u5446']\n",
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+        "[u'\\u8fd9\\u662f', u'\\u4e00\\u7897', u'\\u6c64']\n",
+        "[u'\\u5411\\u524d', u'\\u4e00\\u6b65', 'leanin']\n",
+        "[u'\\u5973\\u795e', u'\\u4e00\\u5bb6', u'\\u771f\\u662f', u'\\u592a\\u597d\\u4e86', u'\\u5973\\u795e', u'\\u59b9\\u59b9', u'\\u533b\\u751f', u'\\u751f\\u75c5', u'\\u7167\\u987e', u'\\u592a', u'\\u8d34\\u5fc3']\n",
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+        "[u'\\u5973\\u795e', u'\\u4e00\\u7897', u'\\u9e21\\u6c64', u'\\u9001\\u4e0a\\u95e8', u'\\u54ed']\n",
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+        "[u'\\u5411\\u524d', u'\\u4e00\\u6b65', 'leanin']\n",
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+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5411\\u524d', u'\\u4e00\\u6b65', 'leanin']\n",
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+        "[u'\\u5973\\u795e', u'\\u7238\\u7238', u'\\u6700\\u597d']\n",
+        "[u'\\u8d31\\u4eba', u'\\u77eb\\u60c5']\n",
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+        "[u'\\u522b\\u95ee', u'\\u6211\\u5bb6', u'\\u5973\\u795e', u'\\u65b0\\u95fb']\n",
+        "[u'\\u6211\\u5bb6', u'\\u68d2\\u68d2', u'\\u54d2', 'sheryl']\n",
+        "[u'\\u672a\\u6765']\n",
+        "[u'\\u4ed4\\u7ec6', u'\\u7814\\u7a76', u'\\u4e00\\u4e0b', u'\\u4e00\\u5929', 'fast']\n",
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+        "[u'\\u5f00\\u53d1', u'\\u8c03\\u8bd5', u'\\u6280\\u5de7', 'xcode']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u751f', u'\\u7b2c\\u4e00\\u5f20', u'\\u767b\\u673a\\u724c', u'\\u673a\\u7968']\n",
+        "[u'\\u4ea7\\u54c1', u'\\u592a', u'\\u65b9\\u4fbf', u'\\u4e00\\u4e2a', u'\\u5b8c\\u5168', u'\\u964c\\u751f', u'\\u57ce\\u5e02', u'\\u8ff7\\u8def', u'\\u4e70\\u4e0d\\u5230', u'\\u5b9e\\u60e0', u'\\u597d\\u5403']\n",
+        "[u'\\u4e0a\\u6d77', u'\\u8001\\u623f\\u5b50', u'\\u8001\\u8857', u'\\u633a', u'\\u6709\\u610f\\u601d']\n",
+        "[u'\\u5bf9\\u9762', u'\\u5c0f\\u59b9\\u59b9', u'\\u8ba8\\u8bba', u'\\u8ffd\\u661f', u'\\u63a2\\u73ed', u'\\u62cd\\u620f', u'\\u6323\\u94b1', u'\\u8ba8\\u8bba', u'\\u8c08\\u604b\\u7231', u'\\u8ffd\\u661f', u'\\u53d1\\u73b0\\u81ea\\u5df1', u'\\u5b85', u'\\ud83d', u'\\ude33', u'\\ud83d', u'\\ude33', u'\\ud83d', u'\\ude33', u'\\ud83d', u'\\ude33', u'\\ud83d', u'\\ude33']\n",
+        "[u'\\u8001\\u623f\\u5b50', u'\\u4e45', u'\\u597d', u'\\u7ecf\\u5386', u'\\u6709\\u610f\\u601d', u'\\u6545\\u4e8b', u'\\u6709\\u8da3', u'\\u4eba']\n",
+        "[u'\\u6c5f\\u6c34', u'\\u5b9e\\u5728', u'\\u4eca\\u5929', u'\\u96fe', u'\\u973e', u'\\u597d', u'\\u4e25\\u91cd', u'\\u4ee5\\u4e3a', u'\\u767d\\u5929', u'\\u62cd\\u6444', u'\\u6548\\u679c', u'\\u597d\\u70b9', u'\\u5931\\u671b']\n",
+        "[u'\\u6c5f\\u6c34', u'\\u5b9e\\u5728', u'\\u4eca\\u5929', u'\\u96fe', u'\\u973e', u'\\u597d', u'\\u4e25\\u91cd', u'\\u4ee5\\u4e3a', u'\\u767d\\u5929', u'\\u62cd\\u6444', u'\\u6548\\u679c', u'\\u597d\\u70b9', u'\\u5931\\u671b']\n",
+        "[u'\\u51e0\\u5929', u'\\u7d2f\\u6b7b', u'\\u5403', u'\\u73a9', u'\\u8d70', u'\\u660e\\u5929', u'\\u5357\\u4eac', u'\\u8d70']\n",
+        "[u'\\u60ca\\u5446', u'\\ud83d', u'\\ude33', u'\\ud83d', u'\\ude33', u'\\ud83d', u'\\ude33', 'vc']\n",
+        "[]\n",
+        "[u'\\u5357\\u4eac', u'\\u5357\\u4eac']\n",
+        "[u'\\u4eba\\u751f', u'\\u4e00\\u6b21', u'\\u76f8\\u9047', u'\\u4e00\\u6b21', u'\\u91cd\\u9022', u'\\u964c\\u751f\\u4eba', u'\\u4f60\\u597d', u'\\u964c\\u751f\\u4eba', u'\\u518d\\u89c1']\n",
+        "[u'\\u73b0\\u5728', u'\\u57ce\\u5e02', u'\\u96fe', u'\\u973e', u'\\u597d', u'\\u4e25\\u91cd']\n",
+        "[u'\\u611f', u'\\u611f\\u8c22', u'\\u524d', u'\\u51e0\\u5929', u'\\u51fa\\u53bb\\u73a9', u'\\u84dd\\u7259', u'\\u952e\\u76d8', u'\\u73b0\\u5728', u'\\u6536\\u5230', u'\\u592a', u'\\u8c22\\u8c22', u'\\u597d\\u5f00\\u5fc3', u'\\u554a\\u554a\\u554a', u'\\u7f16\\u7a0b\\u5e74 ', u'\\u8ba1\\u849c\\u5ba2 ']\n",
+        "[]\n",
+        "[u'\\u5929', u'\\u964d', u'\\u7ea2\\u5305', u'\\u4e00\\u5927', u'\\u6ce2', u'\\u6211\\u521a', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u518d', u'\\u62a2', u'\\u673a\\u4f1a', u'\\u55bd', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u9ec4\\u534e\\u57fa', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u9ec4\\u534e\\u57fa', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u8bf4', u'\\u5fae\\u4fe1', u'\\u505a\\u5e7f\\u544a', u'\\u8fd8\\u597d', u'\\u53bb\\u6389', u'\\u5fae\\u4fe1']\n",
+        "['difference', 'betweenamoled', 'retina']\n",
+        "[u'\\u641c', u'\\u4e0d\\u5230', u'\\u5546\\u54c1', u'\\u80bf', u'\\u56de\\u4e8b', u'\\u6dd8\\u5b9d', u'\\u5929\\u732b ']\n",
+        "[u'\\u6dd8\\u5b9d', u'\\u8fd9\\u662f', u'\\u5e03\\u5c40', u'\\u5168\\u4e71', u'\\u592a', u'\\u60ca\\u609a', u'\\u4e0d\\u5fcd', u'\\u76f4\\u89c6', u'\\u5929\\u732b', u'\\u6dd8\\u5b9d']\n",
+        "[u'\\u6625\\u8282', u'\\u4e66\\u5355', u'\\u4e00\\u5171', u'\\u672c\\u4e66', u'\\u8bb8', u'\\u613f\\u671b', u'\\u9001', u'\\u54d2', u'\\u5929\\u732b', u'\\u6dd8\\u5b9d']\n",
+        "[u'\\u5206\\u6790', u'\\u6709\\u7406\\u6709\\u636e']\n",
+        "[u'\\u5fae\\u4fe1', u'\\u592a', u'\\u4e0d\\u8981\\u8138']\n",
+        "[u'\\u963f\\u91cc', u'\\u77e5\\u9053', u'\\u6765\\u5f80', u'\\u4eba\\u7528']\n",
+        "[u'\\u4e2d', u'\\u5e38\\u7528', u'\\u5feb\\u6377\\u952e', u'\\u64cd\\u4f5c', 'xcode']\n",
+        "['delbert']\n",
+        "[u'\\u8bbf\\u95ee', 'guge', 'io']\n",
+        "[u'\\u5e95\\u5c42', u'\\u8fd0\\u884c\\u673a\\u5236', u'\\u539f\\u7406', 'php']\n",
+        "[u'\\u539f\\u6765', u'\\u6346\\u7ed1', u'\\u732a', u'\\u7b28', 'mac', 'os', 'php']\n",
+        "[u'\\u6700', u'\\u9002\\u5408', u'\\u82f1\\u6587\\u540d', u'\\u6db5\\u4e49', u'\\u6700', u'\\u5fc3\\u7231', u'\\u4eba', u'\\u53ef\\u7231', u'\\u53d6\\u4e2a', u'\\u9002\\u5408', u'\\u82f1\\u6587\\u540d', u'\\u7b80\\u5355', u'\\u8f93\\u5165', u'\\u4e2d\\u6587\\u540d', u'\\u6d4b\\u8bd5', u'\\u5730\\u5740', 'amy', 'go']\n",
+        "[u'\\u670b\\u53cb', u'\\u7279\\u767e\\u60e0', u'\\u5e97\\u91cc', u'\\u5149\\u987e', u'\\u5c0f\\u8001\\u9f20', u'\\u8fd9\\u56fe', u'\\u6bdb', u'\\u83ab\\u540d', u'\\u559c\\u611f']\n",
+        "['commond']\n",
+        "[u'\\u5c31\\u4e1a', u'\\u538b\\u529b', u'\\u4e00\\u76f4', u'\\u5b85', u'\\u4e0d\\u9519']\n",
+        "[u'\\u9000\\u5fae', u'\\u4e0d\\u4e45']\n",
+        "[u'\\u8dea', u'\\u4e00\\u4e2a\\u6708', u'\\u77e5\\u9053', u'\\u914d\\u7f6e', u'\\u7b80\\u5355', u'\\u7b28', 'mac', 'os', 'apache']\n",
+        "[u'\\u91d1\\u4ef7', u'\\u5927\\u8dcc']\n",
+        "[u'\\u6d4e\\u5357', u'\\u94f6\\u5ea7', u'\\u652f\\u4ed8\\u5b9d', u'\\u7ed3\\u8d26']\n",
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+        "[u'\\u6211\\u7684\\u751f\\u6d3bIN\\u8bb0']\n",
+        "[u'\\u661f\\u9645', u'\\u7a7f\\u8d8a', u'\\u4e0b\\u8f7d', u'\\u9ad8\\u6e05', u'\\u8fc5\\u96f7', u'\\u79cd\\u5b50', u'\\u7535\\u5f71', u'\\u7f8e\\u5c14', u'\\u7f51', 'bt']\n",
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+        "[u'\\u6700', u'\\u9002\\u5408', u'\\u82f1\\u6587\\u540d', u'\\u6db5\\u4e49', u'\\u5723\\u4eba', u'\\u7537\\u6027\\u5316', u'\\u51fa\\u8eab', u'\\u597d', u'\\u53d6\\u4e2a', u'\\u9002\\u5408', u'\\u82f1\\u6587\\u540d', u'\\u7b80\\u5355', u'\\u8f93\\u5165', u'\\u4e2d\\u6587\\u540d', u'\\u6d4b\\u8bd5', u'\\u5730\\u5740', 'kevin', 'smile']\n",
+        "[u'\\u89c6\\u9891', u'\\u672c\\u6770\\u660e', u'\\u5df4\\u987f', u'\\u5947\\u4e8b', u'\\u5206\\u4eab', u'\\u7231\\u5947\\u827a\\uff09']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
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+        "['sb']\n",
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+        "[u'\\u6b63\\u5728', u'\\u81ea\\u8650', u'\\u5973\\u4eba', u'\\u5206\\u4eab', u'\\u4e00\\u8d77', u'\\u770b\\u5427']\n",
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+        "[u'\\u6709\\u65f6\\u5019', u'\\u7279\\u522b', u'\\u559c\\u6b22', u'\\u5403', u'\\u897f\\u74dc\\u5b50', u'\\u6a58\\u5b50', u'\\u5171\\u540c\\u70b9', u'\\u5403', u'\\u5b8c', u'\\u6307\\u7532', u'\\u7f1d\\u4f1a', u'\\u7070', u'\\u5403', u'\\u5b8c', u'\\u6307\\u7532', u'\\u8089', u'\\u5206\\u79bb', u'\\u4e2a\\u628a\\u6708', u'\\u597d', u'\\u6709\\u65f6\\u5019', u'\\u770b\\u770b', u'\\u70c2', u'\\u6307\\u7532', u'\\u60f3']\n",
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+        "[u'\\u5df2', u'\\u5173\\u673a']\n",
+        "[u'\\u672c\\u6765', u'\\u56de\\u6765', u'\\u8003\\u9a7e\\u7167', u'\\u6211\\u6210', u'\\u70e4', u'\\u5c3f\\u5e03']\n",
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+        "['test']\n",
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+        "['pfnlw', 'sgth', 'hsyz', 'vgygjox']\n",
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+        "['pricing']\n",
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+        "[u'\\u5206\\u4eab', u'\\u5de6\\u8033\\u6735\\u8017\\u5b50 \\u7684\\u6587\\u7ae0']\n",
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+        "[u'\\u79fb\\u52a8', u'\\u7aef', u'\\u7f51\\u9875', u'\\u8bbe\\u8ba1', u'\\u7ecf\\u9a8c', u'\\u5fc3\\u5f97', u'\\u5f00\\u53d1\\u8005', 'web']\n",
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+        "[u'\\u5206\\u4eab', u'\\u597d\\u6587', u'\\u65e9\\u8be5', u'\\u77e5\\u9053', u'\\u6280\\u5de7', u'\\u5916\\u520a', u'\\u8bc4\\u8bba', 'javascript', 'page']\n",
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+        "[u'\\u597d', u'\\u5f00\\u53d1\\u5de5\\u5177', 'web']\n",
+        "[u'\\u6700\\u597d', u'\\u6846\\u67b6', u'\\u5f00\\u53d1\\u8005', 'node', 'js', 'mvc', 'web']\n",
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+        "['temporal', 'streaming', 'aspects', 'studied', 'context', 'complex', 'data', 'types', 'graphs', 'social', 'networks', 'social', 'streams', 'area', 'analysis', 'rich', 'remains', 'largely', 'unexplored']\n",
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+        "[u'\\u5e74', u'\\u53d1\\u5c55', u'\\u6570\\u636e', u'\\u501f\\u8d37', u'\\u884c\\u4e1a', u'\\u6765\\u8bf4', u'\\u5e74', u'\\u5177\\u6709', u'\\u91cc\\u7a0b\\u7891\\u5f0f', u'\\u610f\\u4e49', u'\\u53bb\\u5e74', u'\\u674e\\u514b\\u5f3a', u'\\u603b\\u7406', u'\\u516c\\u5f00', u'\\u8868\\u660e', u'\\u9f13\\u52b1', u'\\u4e92\\u8054\\u7f51', u'\\u91d1\\u878d', u'\\u521b\\u65b0', u'\\u76d1\\u7ba1', u'\\u653f\\u7b56', u'\\u65e5\\u8d8b', u'\\u660e\\u6717', u'\\u7f51\\u8d37', u'\\u884c\\u4e1a', u'\\u8fce\\u6765', u'\\u65b0', u'\\u53d1\\u5c55', u'\\u9ad8\\u6f6e', u'\\u56fd\\u8d44', u'\\u4e0a\\u5e02\\u516c\\u53f8', u'\\u94f6\\u884c', u'\\u7535\\u5546', u'\\u5de8\\u5934', u'\\u518d', u'\\u4e0a\\u5e02', u'\\u884c\\u4e1a', u'\\u53d1\\u5c55', u'\\u906d\\u9047', u'\\u4e00\\u4e9b', u'\\u5bd2\\u6d41', u'\\u6269\\u5f20', u'\\u589e\\u957f', u'\\u8d8b\\u52bf', u'\\u672a', u'\\u6539\\u53d8', 'lending', 'club']\n",
+        "[u'\\u8f7b\\u6613', u'\\u6570\\u636e', u'\\u6263', u'\\u5acc\\u8d2b\\u7231\\u5bcc', u'\\u5e3d\\u5b50', u'\\u5e02\\u573a', u'\\u4e8b', u'\\u5e02\\u573a', u'\\u8bf4\\u8bdd', u'\\u8f7b\\u6613', u'\\u6570\\u636e', u'\\u6263', u'\\u5acc\\u8d2b\\u7231\\u5bcc', u'\\u5e3d\\u5b50', u'\\u4eba\\u524d', u'\\u70ab\\u8000', u'\\u4e2a\\u4eba\\u9690\\u79c1', u'\\u56db\\u5904', u'\\u5f20\\u626c', u'\\u751f\\u6d3b', u'\\u65e0\\u5173']\n",
+        "[u'\\u5bfb\\u627e', u'\\u6559\\u6388', u'\\u6570\\u636e', u'\\u89e3\\u8bfb', u'\\u5916\\u661f\\u4eba', u'\\u8e2a\\u8ff9', u'\\u636e\\u5916', u'\\u5a92\\u65e5', u'\\u62a5\\u9053', u'\\u7f8e\\u56fd', u'\\u8457\\u540d', u'\\u4e0d\\u660e\\u98de\\u884c\\u7269', u'\\u7814\\u7a76', u'\\u673a\\u6784', u'\\u8054\\u5408', u'\\u7f51\\u7edc', u'\\u5efa\\u7acb', u'\\u4e00\\u4e2a', u'\\u5168\\u7403', u'\\u6570\\u636e\\u5e93', u'\\u7528\\u4e8e', u'\\u6536\\u96c6', u'\\u5916\\u661f\\u4eba', u'\\u8e2a\\u8ff9', u'\\u62a5\\u544a', 'ufo', 'ufo', 'mutual', 'ufo', 'network']\n",
+        "[u'\\u5e74', u'\\u6570\\u636e', u'\\u5f7b\\u5e95', u'\\u53d8\\u9769', u'\\u5546\\u52a1\\u65c5\\u884c', u'\\u8463\\u4e8b\\u957f', u'\\u517c', u'\\u8fd1\\u65e5', u'\\u64b0\\u6587', u'\\u9884\\u6d4b', u'\\u5e74', u'\\u6570\\u636e', u'\\u5f7b\\u5e95\\u6539\\u53d8', u'\\u7ecf\\u8425', u'\\u5546\\u52a1\\u65c5\\u884c', u'\\u4e1a\\u52a1', u'\\u65b9\\u5f0f', 'otg', 'ceo', 'paul', 'metselaar']\n",
+        "[u'\\u7f51\\u7ad9', u'\\u5e74\\u5ea6', u'\\u65b0\\u95fb', u'\\u6570\\u636e', u'\\u6392\\u699c', u'\\u5c0f', u'\\u9c9c\\u8089', u'\\u8001\\u864e', u'\\u53d7', u'\\u5173\\u6ce8', u'\\u4e0a\\u5468', u'\\u63a8\\u51fa', u'\\u6df1\\u5ea6', u'\\u76db\\u5178', u'\\u4e13\\u9898', u'\\u5e74\\u5ea6', u'\\u65b0\\u95fb', u'\\u603b\\u7ed3', u'\\u4ee5\\u5f80', u'\\u4e00\\u4e9b', u'\\u4f20\\u7edf', u'\\u5e74\\u5ea6', u'\\u65b0\\u95fb', u'\\u6392\\u884c\\u699c', u'\\u9996\\u6b21', u'\\u5f15\\u5165', u'\\u6570\\u636e', u'\\u5206\\u6790', u'\\u65b0\\u95fb', u'\\u6392\\u884c', u'\\u5448\\u73b0\\u51fa', u'\\u60c5\\u7406\\u4e4b\\u4e2d', u'\\u610f\\u6599\\u4e4b\\u5916', u'\\u4e00\\u4e9b', u'\\u4e13\\u9898']\n",
+        "[u'\\u829d\\u9ebb\\u5f00\\u95e8', u'\\u6570\\u636e', u'\\u5f81\\u4fe1', u'\\u4f53\\u7cfb', u'\\u63ed\\u79d8', u'\\u8682\\u8681', u'\\u91d1\\u878d\\u670d\\u52a1', u'\\u96c6\\u56e2', u'\\u4e0b\\u79f0', u'\\u8682\\u8681', u'\\u91d1\\u670d', u'\\u65d7\\u4e0b', u'\\u829d\\u9ebb', u'\\u4fe1\\u7528', u'\\u9996\\u6b21', u'\\u6d4b\\u8bd5', u'\\u5f81\\u4fe1', u'\\u7cfb\\u7edf', u'\\u592e\\u884c', u'\\u53d1\\u5e03', u'\\u5141\\u8bb8', u'\\u5bb6', u'\\u673a\\u6784', u'\\u8fdb\\u884c', u'\\u5f81\\u4fe1', u'\\u4e1a\\u52a1', u'\\u51c6\\u5907', u'\\u5de5\\u4f5c', u'\\u901a\\u77e5', u'\\u540e', u'\\u9996\\u5bb6', u'\\u63a8\\u51fa', u'\\u7cfb\\u7edf', u'\\u516c\\u53f8']\n",
+        "[]\n",
+        "[u'\\u5199', u'\\u4ee3\\u7801', u'\\u8fc7\\u7a0b', u'\\u4e2d', u'\\u610f\\u8bc6', u'\\u544a\\u522b', u'\\u6b63\\u5728', u'\\u56db\\u7ef4\\u7a7a\\u95f4', u'\\u6e21\\u8fc7', u'\\u5e73\\u5e38', u'\\u65e0\\u804a', u'\\u4e00\\u5929', u'\\u89c2\\u5bdf', u'\\u5f88\\u4e45', u'\\u5916\\u661f\\u4eba', u'\\u4e00\\u5b9a', u'\\u5947\\u602a', u'\\u8fd9\\u9897', u'\\u661f\\u7403', u'\\u4eba\\u4f1a', u'\\u666e\\u901a', u'\\u4e00\\u523b', u'\\u96c6\\u4f53', u'\\u60c5\\u7eea', u'\\u6ea2\\u51fa', u'futurama \\u6897']\n",
+        "[u'\\u8c08\\u8c08', u'property']\n",
+        "['howie', 'lee', 'kai']\n",
+        "['rt', 'wait', 'play', u\"verge The 10 games we can't\"]\n",
+        "[u'\\u611f\\u53d7', u'\\u7f8e\\u4e3d', 'objective']\n",
+        "[u'\\u91cd\\u7f6e', u'\\u662f\\u56e0\\u4e3a', u'\\u4e00\\u53e5', u'\\u6307\\u9488', u'\\u503c', u'\\u590d\\u5236\\u5230', u'\\u4e2d', u'\\u4e5f\\u5c31\\u662f\\u8bf4', u'\\u5185\\u5b58', u'\\u5b58\\u5728', u'\\u4e24\\u4e2a', u'\\u53d8\\u91cf', u'\\u8bc4\\u8bba', u'\\u8c08\\u8c08', 'strongpointer', 'nil', 'nsobject', 'strongpointer', 'self', 'weakproperty', 'self', 'weakproperty', 'strongpointer', 'self', 'weakproper', u'property - \\u5df4\\u8d6b\\u5728\\u7f16\\u7801']\n",
+        "[u'\\u6ca1\\u5173\\u7cfb', u'\\u7167\\u987e', u'\\u56fd\\u5185', u'\\u7f51\\u7edc', u'\\u9009\\u62e9', u'\\u56fd\\u5185', u'\\u5f00\\u653e', u'\\u8bc4\\u8bba', u'\\u5e73\\u53f0', u'\\u77e5\\u9053', u'\\u5199', u'\\u8bc4\\u8bba', u'\\u9047\\u5230', u'\\u95ee\\u9898', u'\\u8bc4\\u8bba', u'\\u8c08\\u8c08', u'property - \\u5df4\\u8d6b\\u5728\\u7f16\\u7801']\n",
+        "[u'\\u7167\\u987e', u'\\u56fd\\u5185', u'\\u7f51\\u7edc', u'\\u9009', u'\\u5e73\\u53f0', u'\\u4f3c\\u4e4e', u'\\u786e\\u5b9e', u'\\u5bb9\\u6613', u'\\u6807\\u8bb0', u'\\u5783\\u573e', u'\\u8bc4\\u8bba', u'\\u627e', u'\\u627e', u'\\u539f\\u56e0', u'\\u770b\\u770b', u'\\u8bc4\\u8bba', u'\\u8c08\\u8c08', u'property - \\u5df4\\u8d6b\\u5728\\u7f16\\u7801']\n",
+        "[u'\\u53cb\\u52a0', u'\\u4f3c\\u4e4e', u'\\u786e\\u5b9e', u'\\u96be\\u7528', u'\\u4e4b\\u524d', u'\\u6d4b\\u8bd5', u'\\u8bc4\\u8bba', u'\\u8c08\\u8c08', u'property - \\u5df4\\u8d6b\\u5728\\u7f16\\u7801']\n",
+        "[u'\\u5173\\u952e', u'\\u6307\\u5411', u'\\u6307\\u5411', u'\\u5bf9\\u8c61', u'\\u540e', u'\\u5bf9\\u8c61', u'\\u5f3a', u'\\u6307\\u9488', u'\\u6307\\u5411', u'\\u8fdb\\u884c', u'\\u56de\\u6536', u'\\u8c03\\u7528', u'\\u8fc7\\u7a0b', u'\\u4e2d', u'\\u503c', u'\\u91cd\\u7f6e', u'\\u8bc4\\u8bba', u'\\u8c08\\u8c08', 'strongpointer', 'self', 'weakproperty', 'gc', 'somemethod', 'self', 'weakproperty', u'property - \\u5df4\\u8d6b\\u5728\\u7f16\\u7801']\n",
+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u6700', u'\\u8ba8\\u538c', u'\\u5199', u'\\u6587\\u6863', u'\\u4e0d\\u5199', u'\\u6587\\u6863']\n",
+        "['elon', 'musk', 'ceo', 'cto', 'rocket', 'company', 'ama']\n",
+        "[u'\\u771f\\u7684', u'\\u53bb\\u8bd5', u'\\u574f\\u4e1c\\u897f', u'\\u540e', u'\\u4ee5\\u540e', u'\\u518d\\u4e5f', u'\\u4e0d\\u8bd5', u'\\u8fd9\\u53e5', u'\\u8bdd', u'\\u62bd\\u70df', u'\\u559d\\u9152', u'\\u7eb9\\u8eab', u'\\u597d', u'\\u5973\\u5b69\\u513f', u'\\u6027\\u8d28']\n",
+        "[]\n",
+        "['trailer', 'house', 'cards', 'season', 'full', 'high', 'drama']\n",
+        "[u'\\u97f3\\u4e50', u'\\u63a8\\u8350', u'\\u5341\\u4e94', u'\\u5b8c\\u6210']\n",
+        "[u'\\u4e0b\\u4e2a', u'\\u9707\\u64bc', u'\\u6e38\\u620f', u'\\u4f53\\u9a8c', u'\\u5e94\\u8be5', u'\\u53d1\\u751f', u'\\u5165\\u624b', u'\\u540e', 'oculus', 'rift']\n",
+        "[u'\\u8ba8\\u8bba', u'\\u6280\\u672f', u'\\u53d8\\u6210', u'\\u8ba8\\u8bba', u'\\u7384\\u5b66', u'\\u4e0d\\u597d', u'\\u4ee3\\u7801', u'\\u62c9', u'\\u6e9c\\u6e9c', u'\\u6700\\u597d']\n",
+        "[u'\\u516c\\u5143', u'\\u5e74', u'\\u4e8c\\u5341\\u4e8c\\u5c81', u'\\u4e00\\u8fb9', u'\\u5237', u'\\u793e\\u4ea4', u'\\u7f51\\u7edc', u'\\u4e00\\u8fb9', u'\\u6697\\u53f9', u'\\u73b0\\u5728', u'\\u5c0f\\u5b69\\u513f', u'\\u559c\\u6b22', u'\\u7834', u'\\u73a9\\u610f\\u513f', u'\\u5c0f\\u65f6\\u5019', u'\\u559c\\u7f8a\\u7f8a', u'\\u7ecf\\u5178', u'\\u4e1c\\u897f', u'\\u73b0\\u5728', u'\\u5c0f\\u5b69\\u513f', u'\\u4e00\\u70b9', u'\\u5174\\u8da3', u'\\u771f', u'\\u60b2\\u54c0', u'\\u6587\\u5316', u'\\u5bbd\\u5bb9', u'\\u4ece\\u6211\\u505a\\u8d77', u'\\u73b0\\u5728', u'\\u5c0f\\u5b69\\u513f', u'\\u559c\\u6b22', u'\\u73a9\\u610f\\u513f', 'tf', 'boys', 'exo']\n",
+        "[u'\\u8fd9\\u5f20', u'\\u7167\\u7247', u'\\u524d', u'\\u51e0\\u5929', u'\\u65e0\\u610f', u'\\u8bbf\\u95ee', u'\\u9ad8\\u4e2d', u'\\u5b98\\u7f51', u'\\u7ffb', u'\\u597d', u'\\u534a\\u5929', u'\\u627e\\u5230', u'\\u6211\\u8bfb', u'\\u9ad8\\u4e8c', u'\\u73ed\\u4e3b\\u4efb', u'\\u6d3e', u'\\u53c2\\u52a0', u'\\u5b66\\u6821', u'\\u4e3e\\u529e', u'\\u73af\\u4fdd', u'\\u5c0f\\u8f66', u'\\u6bd4\\u8d5b', u'\\u6211\\u7528', u'\\u7af9\\u5b50', u'\\u6a61\\u76ae', u'\\u7f50\\u5934', u'\\u76d6\\u5b50', u'\\u9521\\u7b94\\u7eb8', u'\\u505a', u'\\u4e00\\u4e2a', u'\\u53d1\\u6761', u'\\u52a8\\u529b\\u7cfb\\u7edf', u'\\u5c0f\\u8f66', u'\\u5956', u'\\u8f66\\u4e0a', u'\\u4ea4\\u7ed9', u'\\u5b66\\u6821', u'\\u8bf4', u'\\u4fdd\\u5b58', u'\\u6821\\u53f2', u'\\u9648\\u5217\\u9986', u'\\u84dd', u'\\u8863\\u670d', u'\\u80cc\\u540e', u'\\u6f14\\u8bb2', u'\\u7f57\\u9510', u'\\u540c\\u5b66']\n",
+        "[u'\\u4e0a\\u6d77', u'\\u590d\\u5174', u'\\u8ba1\\u5212', u'\\u56db\\u6708\\u4efd', u'\\u56de\\u6765', u'\\u4e2d\\u56fd', u'\\u8868\\u6f14', u'\\u56db\\u6708', u'\\u5341\\u53f7', u'\\u6df1\\u5733', u'\\u6f14\\u51fa', u'\\u8033\\u6735', u'\\u6709\\u798f']\n",
+        "[u'\\u4e0a\\u6d77', u'\\u590d\\u5174', u'\\u8ba1\\u5212', u'\\u56db\\u6708\\u4efd', u'\\u4e2d\\u56fd', u'\\u8868\\u6f14', u'\\u56db\\u6708', u'\\u5341\\u53f7', u'\\u6df1\\u5733', u'\\u6f14\\u51fa', u'\\u8033\\u6735', u'\\u6709\\u798f']\n",
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+        "[u'\\u5206\\u4eab', u'\\u674e\\u5f00\\u590d \\u7684\\u6587\\u7ae0']\n",
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+        "[u'\\u5e05\\u6c14', u'\\u8fce\\u6765', u'\\u5e05\\u6c14']\n",
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+        "[u'\\u88c5\\u4e0a', u'\\u7a81\\u7136', u'\\u60f3\\u8d77', u'\\u4e4b\\u524d', u'\\u770b\\u4e66', u'\\u4e00\\u53e5', u'\\u8bdd', u'\\u53d1\\u5c55', u'\\u9009\\u62e9', u'\\u638c\\u63a7', u'\\u4e00\\u4e2a', u'\\u72ed\\u7a84', u'\\u56fe\\u4e66\\u5e02\\u573a', u'\\u521a\\u8fc7', u'\\u7ffb\\u4e66', u'\\u627e\\u5230', u'\\u90a3\\u53e5\\u8bdd', 'bilibili', 'app', 'amazon', 'rarely', 'sold', 'books', 'least', 'profitable', 'retail', 'store', 'keep', 'stock', 'also', 'drew', 'enthusiastic', 'customers']\n",
+        "[u'\\u88c5\\u4e0a', u'\\u7a81\\u7136', u'\\u60f3\\u8d77', u'\\u4e4b\\u524d', u'\\u770b\\u4e66', u'\\u4e00\\u53e5', u'\\u8bdd', u'\\u53d1\\u5c55', u'\\u9009\\u62e9', u'\\u638c\\u63a7', u'\\u4e00\\u4e2a', u'\\u72ed\\u7a84', u'\\u56fe\\u4e66\\u5e02\\u573a', u'\\u7ffb\\u4e66', u'\\u627e\\u5230', u'\\u90a3\\u53e5\\u8bdd', 'bilibili', 'app', 'amazon', 'rarely', 'sold', 'books', 'least', 'profitable', 'retail', 'store', 'keep', 'stock', 'also', 'drew', 'enthusiastic', 'customers']\n",
+        "[u'\\u9ad8\\u6e05', u'\\u56fe', u'\\u8c4c\\u8c46\\u835a', u'\\u5f00\\u653e', u'\\u5e94\\u7528', u'\\u641c\\u7d22', u'\\u652f\\u6301', u'\\u72ec\\u6709', u'\\u641c\\u7d22', u'\\u56fe', u'\\u4e2d\\u5173\\u6751', u'\\u5728\\u7ebf', u'\\u5206\\u4eab', 'api', 'zol', u'ZOL\\u4e2d\\u5173\\u6751\\u5728\\u7ebf\\uff09\\u3011']\n",
+        "[u'\\u964d\\u566a', u'\\u8033\\u673a', u'\\u6709\\u7535', u'\\u91cd\\u8981\\u6027']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u53cd', u'\\u8106\\u5f31', u'\\u4e0d\\u786e\\u5b9a\\u6027', u'\\u4e2d', u'\\u83b7\\u76ca', u'\\u63a8\\u8350', 'epub', u'\\u5fae\\u76d8', u'\\u5de7\\u5fc3\\u7487\\u7391']\n",
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+        "[u'\\u540c\\u4e8b', u'\\u624b\\u91cc', u'\\u60f3', u'\\u4f53\\u9a8c', u'\\u4e00\\u628a', 'voyage']\n",
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+        "[u'\\u660e\\u5929', u'\\u4e16\\u7eaa', u'\\u843d\\u5e55']\n",
+        "[u'\\u6709\\u4eba', u'\\u4e00\\u4e2a', u'\\u4e8c\\u624b', 'android']\n",
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+        "[u'\\u518d', u'\\u5403', u'\\u4e00\\u70b9', 'webstorm']\n",
+        "[u'\\u524d\\u65b9', u'\\u9ad8\\u80fd']\n",
+        "[u'\\u770b\\u5230', u'\\u4e00\\u4e2a', u'\\u4e0d\\u9519', u'\\u95ee\\u9898', u'\\u60f3', u'\\u5206\\u4eab', u'\\u503a\\u5238', u'\\u6295\\u8d44', u'\\u57fa\\u7840\\u77e5\\u8bc6', u'\\u6301\\u7eed', u'\\u66f4\\u65b0', u'\\u6709\\u95ee\\u5fc5\\u7b54', 'faq']\n",
+        "[u'\\u65b0\\u5e74', u'\\u7b2c\\u4e00\\u53d1', u'\\u4f60\\u597d']\n",
+        "[u'\\u666e\\u62c9\\u65af', u'\\u522b\\u540d', u'\\u6389\\u7535', u'\\u9274\\u5b9a', u'\\u5b8c\\u6bd5', u'\\u4e00\\u70b9\\u60f3\\u6cd5\\uff0c\\u4e0d\\u4e00\\u5b9a\\u5bf9']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5b59\\u949f\\u79c0', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u6559\\u7a0b', u'\\u6ce8\\u91ca', u'\\u5168', u'\\u63a8\\u8350', u'\\u5fae\\u76d8', u'\\u6e7e\\u533a\\u8bc4\\u8bba']\n",
+        "[u'\\u300e', u'\\u5de5\\u7a0b\\u5e08', u'\\u4f18\\u5316', u'\\u4ee3\\u7801', u'\\u300f', 'linkedin', 'java']\n",
+        "[u'\\u6700\\u65b0', u'\\u90ed\\u5fb7\\u7eb2', u'\\u8c26', u'\\u5f00\\u7bb1', u'\\u5317\\u5c55', u'\\u5267\\u573a', u'\\u8ffd', u'\\u6821\\u82b1', u'\\u8bb0', u'\\u559c\\u6b22', u'\\u542c\\u542c', u'\\u5206\\u4eab', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
+        "[u'\\u5206\\u4eab', u'low_accepted \\u7684\\u6587\\u7ae0']\n",
+        "['nikeplus']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u541b\\u81e3', u'\\u6597', u'\\u90ed\\u5fb7\\u7eb2', u'\\u559c\\u6b22', u'\\u542c\\u542c', u'\\u5206\\u4eab', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u5e94\\u8be5', u'\\u77e5\\u9053', u'\\u7cfb\\u7edf', u'\\u77e5\\u8bc6', u'\\u7cfb\\u5217', u'\\u5185\\u5b58']\n",
+        "[u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u6742\\u8c08', u'\\u7a0b\\u5e8f\\u5458', u'\\u5e94\\u8be5', u'\\u77e5\\u9053', u'\\u7cfb\\u7edf', u'\\u77e5\\u8bc6', u'\\u7cfb\\u5217', u'\\u78c1\\u76d8', 'java']\n",
+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u5e94\\u8be5', u'\\u77e5\\u9053', u'\\u7cfb\\u7edf', u'\\u77e5\\u8bc6', u'\\u7cfb\\u5217', u'\\u7f51\\u5361']\n",
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+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u5e94\\u8be5', u'\\u77e5\\u9053', u'\\u7cfb\\u7edf', u'\\u77e5\\u8bc6', u'\\u7cfb\\u5217', u'\\u865a\\u62df\\u5316']\n",
+        "[u'\\u9762\\u5411', u'\\u7f16\\u7a0b', 'gc', 'java']\n",
+        "[u'\\u627e\\u5230', u'\\u4e00\\u4e2a', u'\\u4ee3\\u7801', u'\\u5206\\u6790', u'\\u5199', u'\\u6bd4\\u8f83', u'\\u8be6\\u7ec6', u'\\u7f51\\u9875', u'\\u94fe\\u63a5', 'aerospike']\n",
+        "[]\n",
+        "[u'\\u4e0b', u'\\u591a\\u7ebf\\u7a0b', u'\\u7a0b\\u5e8f', u'\\u6d88\\u8017', u'\\u865a\\u62df\\u5185\\u5b58', 'linux']\n",
+        "[u'\\u7231\\u5947\\u827a', u'\\u6cf0\\u6c11', u'\\u602a\\u76d7', u'\\u7b2c\\u5c4a', u'\\u97e9\\u56fd', u'\\u91d1', u'\\u5531\\u7247', u'\\u5927\\u8d4f', u'\\u73b0\\u573a\\u7248', u'\\u7cbe\\u5f69', u'\\u5206\\u4eab', 'intro', 'ace']\n",
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+        "[u'\\u62a2\\u5230', u'\\u4e0d\\u9519']\n",
+        "[u'\\u7ec4\\u7ec7', u'\\u6821', u'\\u62db\\u751f', u'\\u4f1a\\u8bae', u'\\u505a\\u5f20', u'\\u4ecb\\u7ecd', u'\\u7ec6\\u7ec6', u'\\u7b97\\u662f', u'\\u4e00\\u4e2a', u'\\u5c0f\\u5c0f\\u7684', u'\\u6210\\u957f', u'\\u7f29\\u5f71', 'team', 'slide']\n",
+        "[u'\\u8001\\u5988', u'\\u804a\\u804a', u'\\u5bb6\\u5e38', u'\\u805a\\u5c11\\u79bb\\u591a', u'\\u65e5\\u5b50', u'\\u4e0d\\u6613']\n",
+        "[u'\\u8d70', u'\\u4eca\\u591c', u'\\u8bf7', u'\\u4e3b\\u53a8', u'\\u5148\\u751f']\n",
+        "[u'\\u76f8\\u6bd4', u'\\u67d0\\u5730', u'\\u540c\\u6837', u'\\u9047\\u89c1', u'\\u672a\\u6765', u'\\u6210\\u90fd', u'\\u751f\\u6d3b', u'\\u6bd4\\u8f83', u'\\u6ecb\\u6da6', u'\\u8fd9\\u5730', u'\\u7a0d\\u5fae', u'\\u6709\\u70b9', u'\\u504f', u'\\u9ad8\\u65b0\\u533a', u'\\u4e0a\\u73ed', u'\\u4eba', u'\\u6765\\u8bf4', u'\\u5f88\\u8fd1', u'\\u9ad8\\u65b0\\u533a', u'\\u4ef7\\u683c', u'\\u8fd8\\u597d', u'\\u4e0d\\u77e5', u'\\u517b\\u6210', u'\\u8ffd\\u6c42', u'\\u6027\\u4ef7\\u6bd4', u'\\u7406\\u5ff5', u'\\u82b1\\u8d39', u'\\u8d85\\u91cf', u'\\u52b3\\u52a8\\u6210\\u679c', u'\\u4e70', u'\\u5e74', u'\\u4ea7\\u6743', u'\\u4e0d\\u52a8\\u4ea7', u'\\u771f\\u5fc3', u'\\u4eab\\u53d7', u'\\u751f\\u6d3b', u'\\u6210\\u90fd', u'\\u600e\\u80fd\\u4e0d', u'\\u7231', 'salary']\n",
+        "[u'\\u9a6c\\u4e91', u'\\u6210\\u957f\\u53f2', u'\\u52b1\\u5fd7', u'\\u73b0\\u5b9e', u'\\u4e2d', u'\\u5f71\\u89c6', u'\\u6fc0\\u52b1', u'\\u4f5c\\u7528', u'\\u53d6\\u5f97', u'\\u6210\\u5c31', u'\\u4e00\\u4e2a', u'\\u4eba\\u53ca', u'\\u516c\\u53f8', u'\\u6210\\u529f', u'\\u6240\\u5904', u'\\u65f6\\u4ee3', u'\\u73af\\u5883', u'\\u5bc6\\u5207\\u76f8\\u5173', u'\\u5341\\u51e0\\u5e74', u'\\u751f\\u547d', u'\\u963f\\u91cc', u'\\u817e\\u8baf', u'\\u767e\\u5ea6', u'\\u6210\\u4e3a', u'\\u4e2d\\u56fd', u'\\u79d1\\u6280', u'\\u884c\\u4e1a', u'\\u9886\\u519b\\u8005', u'\\u73b0\\u5728', u'\\u5c42\\u51fa\\u4e0d\\u7a77', u'\\u521b\\u4e1a', u'\\u516c\\u53f8', u'\\u7ec8\\u7a76', u'\\u63a7\\u80a1', u'\\u521b\\u9020', u'\\u4ef7\\u503c', u'\\u6210\\u4e3a', u'\\u7ec6\\u5206', u'\\u9886\\u57df', u'\\u9886\\u5bfc\\u8005', 'bat']\n",
+        "[u'\\u5802\\u59b9', u'\\u4eca\\u5929', u'\\u5927\\u5a5a', u'\\u795d', u'\\u5802\\u59b9', u'\\u4e3d', u'\\u65b0\\u5a5a', u'\\u5feb\\u4e50', u'\\u4e00\\u8d77', u'\\u4e00\\u8f88\\u5b50']\n",
+        "[u'\\u73b0\\u5728', u'\\u6700\\u60f3', u'\\u6709\\u4eba', u'\\u505a', u'\\u4e00\\u684c', u'\\u70ed\\u817e\\u817e', u'\\u597d\\u5403', u'\\u996d\\u83dc', u'\\u597d']\n",
+        "[u'\\u6211\\u67d3', u'\\u5934\\u53d1', u'\\u597d\\u770b', u'\\u89c9\\u5f97', u'\\u8fd8\\u884c', u'\\u627e', u'\\u8865\\u6551', u'\\u65b9\\u6cd5']\n",
+        "[u'\\u89c9\\u5f97', u'\\u5bf9\\u4e0d\\u8d77', u'\\u65f6\\u95f4', u'\\u521a\\u521a', u'\\u597d', u'\\u5bf9\\u4e0d\\u8d77']\n",
+        "[u'\\u5e72', u'\\u70b9', u'\\u597d', u'\\u8bf4\\u597d', u'\\u8ba1\\u5212', u'\\u7761\\u89c9']\n",
+        "[u'\\u542c\\u8bf4', u'\\u4e0b\\u96ea', u'\\u77e5\\u9053', u'\\u6839\\u672c', u'\\u51fa\\u95e8']\n",
+        "[u'\\u7761\\u4e0d\\u7740', u'\\u6253\\u5f00', u'\\u624b\\u673a', u'\\u4e00\\u770b', u'\\u5df2\\u7ecf', u'\\u5e72\\u5df4\\u5df4', u'\\u8eba', u'\\u4e24\\u4e2a', u'\\u5c0f\\u65f6', u'\\u641e', u'\\u9020\\u53cd', u'\\u6768\\u838e\\u838e']\n",
+        "[u'\\u65b0\\u6d6a\\u65b0\\u95fb', u'\\u7c89\\u4e1d\\u5934\\u6761\\u5b98\\u65b9\\u5fae\\u535a', u'\\u5fae\\u535a\\u5c0f\\u79d8\\u4e66']\n",
+        "[u'CSDN\\u4e91\\u8ba1\\u7b97', u'\\u5fae\\u535a\\u8d5b\\u4e8b', u'\\u8f69\\u5a96\\u7448']\n",
+        "[u'\\u666e\\u901a\\u4eba', u'\\u7406\\u8d22', u'\\u501f\\u9274', u'\\u4e0b', u'\\u7bc7\\u6587\\u7ae0', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 \\uff09']\n",
+        "[u'\\u9a6c\\u7532', u'\\u7a7f', u'\\u597d', u'\\u5438\\u5f15', u'\\u4e00\\u4f17', u'\\u8def', u'\\u4eba', u'\\u773c\\u7403', u'\\u591a\\u56fe', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 \\uff09']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u6dd8\\u5b9d', u'\\u6280\\u672f', u'\\u5341\\u5e74', u'\\u63a8\\u8350', 'pdf', u'\\u5fae\\u76d8', u'\\u4e09\\u8bc6\\u800c\\u7acb888']\n",
+        "[u'\\u6211\\u521a', u'\\u53c2\\u52a0', u'\\u79fb\\u52a8', u'\\u6652', u'\\u661f\\u7ea7', u'\\u9001', u'\\u8bdd\\u8d39', u'\\u6d3b\\u52a8', u'\\u661f', u'\\u5ba2\\u6237']\n",
+        "[u'\\u6211\\u521a', u'\\u53c2\\u52a0', u'\\u79fb\\u52a8', u'\\u6652', u'\\u661f\\u7ea7', u'\\u9001', u'\\u8bdd\\u8d39', u'\\u6d3b\\u52a8', u'\\u661f', u'\\u5ba2\\u6237']\n",
+        "['ceres', 'target', 'nasa', 'dawn', 'mission', 'via', 'space', 'content', 'ceres', 'target', 'nasas', 'dawn', 'mission', u'shamanNASA']\n",
+        "['solar', 'dynamics', 'observatory', 'welcomes', 'new', 'year', 'via', 'space', 'content', 'solar', 'dynamics', 'observatory', 'welcomes', 'new', 'year', u'shamanNASA']\n",
+        "[u'\\u4e09\\u95ee', u'\\u5218\\u4f5c', u'\\u864e']\n",
+        "[u'\\u6700', u'\\u9069\\u5408', u'\\u65b0\\u5e74\\u65b0', u'\\u8a08\\u756b', u'\\u65b0', u'\\u5206\\u9801', 'dayboard', 'google', 'chrome']\n",
+        "[u'\\u5e6b\\u52a9', u'\\u5b8c\\u6210', u'\\u6240\\u6709', u'\\u4efb\\u52d9\\u7684\\u689d', u'\\u9ad8\\u6548\\u7387', u'\\u5de5\\u4f5c', u'\\u6cd5\\u5247']\n",
+        "[u'\\u5e74', u'\\u603b\\u7ed3']\n",
+        "['fred', 'wilson', 'predictions']\n",
+        "[u'\\u4e16\\u754c', 'android']\n",
+        "[u'\\u733f', u'\\u9898\\u5e93', 'material', 'design', 'action']\n",
+        "[u'\\u516c\\u8bba', u'\\u7ec8\\u7a76', u'\\u60b2\\u54c0', u'\\u7535\\u5b50\\u90ae\\u4ef6', 'itgonglun', u'shamanreads']\n",
+        "[u'\\u5f71\\u50cf', u'\\u53d1\\u73b0\\u81ea\\u5df1', u'\\u5e74\\u524d', u'\\u7956\\u5148', u'\\u5171\\u540c\\u70b9']\n",
+        "[u'\\u9690\\u8bed', u'\\u9ed1\\u8bdd', u'\\u9119', u'\\u8a48', u'\\u8bed']\n",
+        "['measuring', 'clouds', 'aerosols', 'space', 'station', 'via', 'space', 'content', 'measuring', 'clouds', 'aerosols', 'space', 'station', u'shamanNASA']\n",
+        "['new', 'favorite', 'pocket', 'appcompat', 'material', 'design', 'pre', 'lollipop', 'devices']\n",
+        "[u'\\u733f', u'\\u9898\\u5e93', 'new', 'favorite', 'pocket', 'material', 'design', 'action']\n",
+        "[u'\\u54c1\\u724c', u'\\u578b', u'\\u516c\\u5bd3', u'\\u5d1b\\u8d77', u'\\u5e26\\u6765', u'\\u957f\\u79df', u'\\u516c\\u5bd3', u'\\u5e73\\u53f0', u'\\u5316', u'\\u673a\\u9047', u'\\u7a9d', u'\\u725b', u'\\u79df\\u623f', u'\\u4ece\\u5fae', u'\\u4fe1\\u7aef', u'\\u8d77\\u6b65', u'\\u505a', u'\\u767d\\u9886', u'\\u79df\\u623f', u'\\u5165\\u53e3']\n",
+        "[u'\\u597d', u'\\u521a\\u7528', u'\\u9a6c\\u8d5b\\u514b', u'\\u9a6c\\u8d5b\\u514b', u'\\u9a6c\\u8d5b\\u514b', u'\\u522b\\u88c5', u'\\u61c2', u'\\u8bf7', u'\\u5e2e\\u53d1', u'\\u5fae\\u535a', u'\\u544a\\u8bc9', u'\\u795e', u'\\u56e2\\u961f', u'\\u73a9\\u513f', u'\\u97f3\\u4e50', u'\\u793e\\u4ea4', u'\\u8bdd', u'\\u8bf4', u'\\u5973\\u795e', u'\\u5144\\u5f1f', u'\\u9001', u'\\u9996\\u6b4c', u'\\u773c\\u513f', u'\\u4e00\\u770b', u'\\u559c\\u6b22', u'\\u522b\\u6447\\u4e00\\u6447', u'\\u8d76\\u7d27', u'\\u4e00\\u8d77', u'\\u9a6c\\u8d5b\\u514b', 'muzzik']\n",
+        "['orion', 'spacecraft', 'post', 'mission', 'processing', 'kennedy', 'space', 'center', 'via', 'space', 'content', 'orion', 'spacecraft', 'post', 'mission', 'proces', u'shamanNASA']\n",
+        "['satellite', 'picture', 'shows', 'snow', 'covered', 'deep', 'freeze', 'via', 'space', 'content', 'satellite', 'picture', 'shows', 'snow', 'covered', 'us', 'deep', 'freeze', u'shamanNASA']\n",
+        "['coloring', 'sea', 'around', 'pribilof', 'islands', 'via', 'space', 'content', 'coloring', 'sea', 'around', 'pribilof', 'islands', u'shamanNASA']\n",
+        "[u'\\u8e0f\\u4e0a', u'\\u6f2b\\u957f', u'\\u65c5\\u9014', u'\\u88f9\\u8d77', u'\\u65e7', u'\\u5927\\u8863', u'\\u7559\\u5728', u'\\u8eab\\u540e']\n",
+        "[u'\\u8c37\\u6b4c', u'\\u5f00\\u53d1\\u8005', u'\\u5468\\u520a', u'\\u7b2c\\u671f']\n",
+        "['jan', 'early', 'morning', 'space', 'shuttle', 'launch', 'via', 'space', 'content', 'jan', 'early', 'morning', 'space', 'shuttle', 'launch', u'shamanNASA']\n",
+        "[u'\\u6821\\u56ed\\u884c', 'gdg', u'\\u4e0a\\u6d77\\u5927\\u5b66 via Instagram']\n",
+        "[u'\\u6c5f\\u5357', u'\\u97e9\\u5bd2', u'\\u9ec4\\u7ae0', u'\\u664b', u'\\u738b\\u4fca\\u715c', u'\\u5218\\u4f5c', u'\\u864e', u'\\u9996\\u5c4f', u'\\u653e', u'\\u5e94\\u7528', 'dan', 'grover', u'\\u65b0\\u5e74\\u6652\\u9996\\u5c4f']\n",
+        "[u'\\u7f16\\u8f91\\u5ba4', u'\\u771f\\u6b63', u'\\u5e74\\u8f7b\\u4eba', u'\\u773c\\u4e2d', u'\\u793e\\u4ea4', u'\\u7f51\\u7edc']\n",
+        "['first', 'notable', 'solar', 'flare', 'via', 'space', 'content', 'first', 'notable', 'solar', 'flare', u'shamanNASA']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u6bd4\\u8f83', u'\\u516c\\u53f8', 'odd', 'odd']\n",
+        "[u'\\u6700\\u8fd1', u'\\u73a9', u'\\u89c6\\u9891', u'\\u754c', u'\\u7f8e\\u56fe\\u79c0', u'\\u79c0', u'\\u592a\\u8d5e', u'\\u62cd', u'\\u597d\\u770b', u'\\u63a8\\u8350', u'\\u73a9', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', u'\\u7f8e\\u62cd', u'LykosTENG\\u6ed5\\u5c0f\\u72fc', u'\\u4e0a\\u6d77GDG']\n",
+        "['ten', 'years', 'ago', 'huygens', 'probe', 'lands', 'surface', 'titan', 'via', 'space', 'content', 'ten', 'years', 'ago', 'huygens', 'probe', 'lands', 'surface', 'tita', u'shamanNASA']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u4e00\\u4e2a', u'\\u5fae\\u8bfb', u'\\u5e94\\u7528', u'\\u5e2e', u'\\u7ba1\\u7406', u'\\u8ba2\\u9605', u'\\u5fae\\u4fe1', u'\\u516c\\u4f17', u'\\u53f7']\n",
+        "[u'\\u641c\\u72d0', u'\\u91cd\\u5851', u'\\u5148', u'\\u6446\\u8131', u'\\u4e92\\u8054\\u7f51', u'\\u56f0\\u7a98']\n",
+        "['interior', 'view', 'international', 'space', 'station', 'cupola', 'via', 'space', 'content', 'interior', 'view', 'international', 'space', 'statio', u'shamanNASA']\n",
+        "['interior', 'view', 'international', 'space', 'station', 'cupola', 'via', 'space', 'content', 'interior', 'view', 'international', 'space', 'statio', u'shamanNASA']\n",
+        "[u'\\u6703', u'\\u60f3\\u8981', 'ezcast', 'chromecast', 'iphone', 'android', 'app']\n",
+        "['interior', 'view', 'international', 'space', 'station', 'cupola', 'via', 'space', 'content', 'interior', 'view', 'international', 'space', 'statio', u'shamanNASA']\n",
+        "[u'\\u6703', u'\\u60f3\\u8981', 'ezcast', 'chromecast', 'iphone', 'android', 'app']\n",
+        "[u'\\u4e3b\\u6301\\u4eba', u'\\u6f02\\u4eae', u'\\u5173\\u6ce8', u'\\u5927\\u4f1a', u'\\u53c2\\u52a0', u'\\u4e0a\\u6d77', u'\\u4f53\\u9a8c', u'\\u6ed5\\u5c0f\\u72fc', u'\\u807d', u'\\u8aaa', u'\\u4e0a\\u6d77', u'\\u5834', u'\\u4eca\\u5e74', u'\\u6548\\u679c', u'\\u64da', u'\\u8aaa', u'\\u597d\\u904e', u'\\u5f80\\u5e74', u'\\u611f\\u53d7', u'\\u539f\\u56e0', u'\\u6703\\u5834', u'\\u6905\\u5b50', u'\\u5ba4\\u6eab', u'\\u8212\\u670d', u'\\u63a5\\u53d7', u'\\u5750', u'\\u4e00\\u6574\\u5929', u'\\u8b1b\\u5e2b', u'\\u8cea\\u91cf', u'\\u53ef\\u89c0', u'\\u8b1b\\u984c', u'\\u5f88\\u68d2', u'\\u5e7e\\u500b', u'\\u8b70\\u984c', u'\\u53d7\\u5230', u'\\u72c2\\u71b1', u'\\u5206\\u4eab', 'pycon', 'lykosteng', u'\\u77e5\\u4e4e']\n",
+        "['nasa', 'neowise', 'images', 'comet', 'lovejoy', 'via', 'space', 'jpl', 'neowise', 'pia', u'shamanNASA']\n",
+        "[u'\\u51c6', 'mu']\n",
+        "[u'\\u5e74\\u5ea6', u'\\u6781\\u5ba2', u'\\u8bed\\u5f55', u'\\u5927\\u4f6c', u'\\u672a\\u6765']\n",
+        "[u'\\u559c\\u6b22', u'\\u5c0f', u'\\u77ed', u'\\u79d1\\u666e', u'\\u4e13\\u680f', u'\\u5e8a\\u4e0a', u'\\u4e13\\u680f', u'\\u6587\\u7ae0', u'\\u8ba4\\u8ba4\\u771f\\u771f', u'\\u524d\\u4e2a', u'\\u8a00', u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u95ee\\u9898', u'\\u4e2d\\u56fd', u'\\u5927\\u90e8\\u5206', u'\\u7537\\u4eba', u'\\u95ee\\u9898', u'\\u8c46\\u74e3\\u9605\\u8bfb']\n",
+        "['astronaut', 'buzz', 'aldrin', 'apollo', 'lunar', 'module', 'via', 'space', 'content', 'astronaut', 'buzz', 'aldrin', 'apollo', 'lunar', 'module', u'shamanNASA']\n",
+        "['black', 'hole', 'powered', 'jets', 'plow', 'galaxy', 'via', 'space', u'shamanNASA']\n",
+        "['solar', 'dynamics', 'observatory', 'captures', 'images', 'lunar', 'transit', 'via', 'space', 'content', 'solar', 'dynamics', 'observatory', 'captures', 'images', u'shamanNASA']\n",
+        "['air', 'quality', 'suffering', 'china', 'via', 'space', u'shamanNASA']\n",
+        "['climbing', 'legs', 'robonaut', 'headed', 'international', 'space', 'station', 'via', 'space', 'content', 'climbing', 'legs', 'robonaut', 'headed', u'shamanNASA']\n",
+        "['orbital', 'mission', 'preps', 'launch', 'via', 'space', 'content', 'orbital', 'mission', 'preps', 'launch', u'shamanNASA']\n",
+        "['perseid', 'meteor', 'via', 'space', 'content', 'perseid', 'meteor', u'shamanNASA']\n",
+        "['hubble', 'sees', 'horsehead', 'different', 'color', 'via', 'space', u'shamanNASA']\n",
+        "['antares', 'rocket', 'rollout', 'via', 'space', 'content', 'antares', 'rocket', 'rollout', u'shamanNASA']\n",
+        "['giant', 'stellar', 'nursery', 'via', 'space', u'shamanNASA']\n",
+        "['expedition', 'prepares', 'today', 'launch', 'via', 'space', 'content', 'expedition', 'prepares', 'todays', 'launch', u'shamanNASA']\n",
+        "['cubesats', 'released', 'space', 'station', 'via', 'space', 'content', 'cubesats', 'released', 'space', 'station', u'shamanNASA']\n",
+        "['mission', 'control', 'celebrates', 'success', 'apollo', 'via', 'space', 'content', 'mission', 'control', 'celebrates', 'success', 'apollo', u'shamanNASA']\n",
+        "['milky', 'way', 'viewed', 'international', 'space', 'station', 'via', 'space', 'content', 'milky', 'way', 'viewed', 'international', 'space', 'station', u'shamanNASA']\n",
+        "['dragon', 'nest', 'via', 'space', u'shamanNASA']\n",
+        "['storm', 'cell', 'southern', 'appalachian', 'mountains', 'via', 'space', 'content', 'storm', 'cell', 'southern', 'appalachian', 'mountains', u'shamanNASA']\n",
+        "['happy', 'little', 'crater', 'mercury', 'via', 'space', u'shamanNASA']\n",
+        "['expedition', 'takes', 'flight', 'crew', 'portrait', 'via', 'space', 'content', 'expedition', 'takes', 'flight', 'crew', 'portrait', u'shamanNASA']\n",
+        "['expedition', 'crew', 'olympic', 'torch', 'via', 'space', 'content', 'expedition', 'crew', 'olympic', 'torch', u'shamanNASA']\n",
+        "['aircraft', 'carrying', 'iris', 'solar', 'observatory', 'takes', 'via', 'space', u'shamanNASA']\n",
+        "['maven', 'spacecraft', 'launches', 'mars', 'via', 'space', 'content', 'maven', 'spacecraft', 'launches', 'mars', u'shamanNASA']\n",
+        "['astronaut', 'buzz', 'aldrin', 'apollo', 'lunar', 'module', 'via', 'space', 'content', 'astronaut', 'buzz', 'aldrin', 'apollo', 'lunar', 'module', u'shamanNASA']\n",
+        "['heat', 'wave', 'building', 'ohio', 'valley', 'eastern', 'united', 'states', 'via', 'space', 'content', 'heat', 'wave', 'building', 'ohio', 'valley', u'shamanNASA']\n",
+        "[u'\\u5929\\u7a7a', u'\\u5f80\\u65e5', u'\\u8fdc', u'\\u751f\\u6d3b', u'\\u751f\\u6d3b', u'\\u660e\\u5929', u'\\u597d\\u597d', u'\\u5730\\u8fc7']\n",
+        "[]\n",
+        "[u'\\u5b89\\u9759', u'\\u5df7\\u53e3', u'\\u6c89\\u9ed8', u'\\u6162\\u6162', u'\\u60f3\\u7740', u'\\u79bb\\u5f00', u'\\u4eba', u'\\u597d']\n",
+        "['yo']\n",
+        "['greenland', 'leidy', 'glacier', 'via', 'space', 'content', 'greenlands', 'leidy', 'glacier', u'shamanNASA']\n",
+        "['microsoft', 'hololens']\n",
+        "[u'\\u6293\\u4f4f', u'\\u5275\\u9020', u'\\u96f6\\u788e', u'\\u6642\\u9593\\u88e1', u'\\u512a\\u8cea', u'\\u6642\\u5149', 'quality', 'time', 'app']\n",
+        "[u'\\u505a', u'\\u5947\\u8469', u'\\u4ea7\\u54c1', u'\\u8003\\u8651', u'\\u521b\\u4e1a\\u8005', u'\\u611f\\u53d7']\n",
+        "['chandra', 'celebrates', 'international', 'year', 'light', 'via', 'space', 'content', 'chandra', 'celebrates', 'international', 'year', 'light', u'shamanNASA']\n",
+        "[u'\\u5de5\\u4f5c\\u5ba4', u'\\u5fc5\\u5099', u'\\u7a2e\\u8b93', u'\\u8fa8', u'\\u516c\\u5ba4', u'\\u8b8a\\u6210', u'\\u5496\\u5561', u'\\u9928\\u4e3b\\u984c', u'\\u97f3\\u6a02', u'\\u97f3\\u6548']\n",
+        "[u'\\u65c5\\u9014', u'\\u4e2d', u'\\u5750', u'\\u5750', u'\\u7eaa\\u5ff5', u'\\u65f6\\u5149', u'\\u5e26\\u6765', u'\\u56e0\\u679c']\n",
+        "[u'\\u9e21\\u6c64', 'strategy']\n",
+        "['rocky', 'mountain', 'national', 'park', 'viewed', 'international', 'space', 'station', 'via', 'space', 'content', 'rocky', 'mountain', 'national', 'park', 'viewe', u'shamanNASA']\n",
+        "[u'\\u6700\\u4f73', u'\\u5de5\\u5177', u'\\u6253\\u9020', u'\\u514d\\u8cbb', u'\\u97f3\\u6a02\\u7248', 'streamus', 'youtube', 'kkbox']\n",
+        "[u'\\u6700\\u4f73', u'\\u5de5\\u5177', u'\\u6253\\u9020', u'\\u514d\\u8cbb', u'\\u97f3\\u6a02\\u7248', 'streamus', 'youtube', 'kkbox']\n",
+        "['sounding', 'rockets', 'launch', 'aurora', 'via', 'space', 'content', 'goddard', 'tex', 'mist', 'launch', u'shamanNASA']\n",
+        "['sounding', 'rockets', 'launch', 'aurora', 'via', 'space', 'content', 'goddard', 'tex', 'mist', 'launch', u'shamanNASA']\n",
+        "[u'\\u8c37\\u6b4c', u'\\u5f00\\u53d1\\u8005', u'\\u5468\\u520a', u'\\u7b2c\\u671f']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u7f51\\u901f', u'\\u5f31', u'\\u7206', u'\\u56f4\\u89c2', u'\\u571f\\u8c6a', u'\\u5e26\\u5bbd', u'\\u5e73\\u5747', u'\\u4e0b\\u8f7d\\u901f\\u5ea6', u'\\u5e73\\u5747', u'\\u4e0a\\u4f20', u'\\u901f\\u5ea6', u'\\u76f8\\u5f53\\u4e8e', u'\\u5e26\\u5bbd', u'\\u51fb\\u8d25', u'\\u7528\\u6237', 'mb', 'mb']\n",
+        "['nasa', 'soil', 'moisture', 'active', 'passive', 'smap', 'ready', 'jan', 'launch', 'via', 'space', 'content', 'nasas', 'soil', 'moisture', 'active', 'passive', 'smap', u'shamanNASA']\n",
+        "['nasa', 'day', 'remembrance', 'via', 'space', 'content', 'nasas', 'day', 'remembrance', u'shamanNASA']\n",
+        "['hubble', 'view', 'polar', 'ring', 'arp', 'via', 'space', 'content', 'goddard', 'hubbles', 'view', 'polar', 'ring', 'arp', u'shamanNASA']\n",
+        "[u'\\u7b49\\u5f85', u'\\u7761\\u5348\\u89c9', u'\\u5b69\\u5b50', u'\\u957f\\u5927', u'\\u957f\\u5927', u'\\u6210\\u4e3a', u'\\u8fdc', u'\\u884c\\u8005']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u8de8\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6dd8\\u5b9d', u'\\u5c0f', u'\\u70ae\\u8f70', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u7f51\\u76d1\\u53f8', u'\\u53f8\\u957f', u'\\u4f10', u'\\u5f00\\u5fc3', u'\\u6dd8\\u5b9d', u'\\u6295\\u7ed9', u'\\u652f\\u6301', u'\\u6dd8\\u5b9d', u'\\u5de5\\u5546\\u603b\\u5c40', u'\\u62a5\\u544a', u'\\u4e25\\u8c28', u'\\u7f3a\\u4e4f', u'\\u51c6\\u786e\\u6027', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u8d22\\u7ecf\\u7f51']\n",
+        "[u'\\u753b\\u56fe', u'\\u65f6', u'\\u4f4e\\u7aef', u'\\u624b\\u673a', u'\\u4e0a\\u9762', u'\\u91cd\\u5f71', u'\\u9700\\u8981', u'\\u80cc\\u666f', u'\\u8986\\u76d6', 'canvas']\n",
+        "[u'\\u8001\\u5b50', u'\\u4ed6\\u5988\\u7684', u'\\u5fcd\\u591f']\n",
+        "[u'\\u53c2\\u52a0', u'\\u6d3b\\u52a8', u'\\u673a\\u4f1a', u'\\u5b9e\\u73b0', u'\\u5bb6\\u4eba', u'\\u4e00\\u8d77', u'\\u51fa\\u6e38', u'\\u613f\\u671b', u'\\u53c2\\u4e0e', u'\\u9875\\u9762', u'\\u9524\\u5b50', u'\\u79d1\\u6280', u'\\u8425\\u9500', u'\\u5e10\\u53f7', u'\\u6625\\u8282\\u5c31\\u8981\\u5728\\u4e00\\u8d77', u'\\u9524\\u5b50\\u79d1\\u6280 \\u548c', u'\\u963f\\u91cc\\u65c5\\u884c-\\u53bb\\u554a']\n",
+        "[u'\\u5347', u'\\u7b49\\u7ea7', u'\\u798f\\u5229', u'\\u4eab', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u60f3\\u60f3', u'\\u6709\\u70b9', u'\\u5c0f', u'\\u6fc0\\u52a8', u'\\u5c0f\\u4f19\\u4f34', u'\\u513f\\u4eec', u'\\u901f\\u6765', u'\\u56f4\\u89c2', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u5956\\u54c1', u'\\u8fd9\\u79cd', u'\\u4e8b', u'\\u4e00\\u5b9a', u'\\u8bf4\\u4e00\\u8bf4', u'\\u4ee5\\u540e', u'\\u4e00\\u8d77', u'\\u6109\\u5feb', u'\\u73a9\\u800d', u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5956\\u54c1', u'\\u592a\\u7ed9\\u529b', u'\\u5feb\\u53bb', u'\\u8bd5\\u8bd5', u'\\u4eba\\u54c1', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u8d5e', u'\\u5fae\\u535a', u'\\u914d\\u56fe', u'\\u7167\\u7247', u'\\u6797\\u6797\\u5361']\n",
+        "[u'\\u9876', u'\\u63a8\\u8350', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u9ebb\\u8fa3', u'\\u5973\\u5175', u'\\u7b2c\\u96c6\\u7248', u'\\u5206\\u4eab', 'tv', u'\\u4f18\\u9177\\u5a31\\u4e50']\n",
+        "[u'\\u62cd', u'\\u6bb5', u'\\u6b22\\u8fce', u'\\u56f4\\u89c2', u'\\u70b9\\u6b64', u'\\u64ad\\u653e', u'\\u5f55\\u5236', 'mv', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u62cd', u'\\u6bb5', u'\\u6b22\\u8fce', u'\\u56f4\\u89c2', u'\\u70b9\\u6b64', u'\\u64ad\\u653e', u'\\u5f55\\u5236', 'mv', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u6211\\u521a', u'\\u62cd', u'\\u4e00\\u6bb5', u'\\u70b9\\u5f00', u'\\u770b\\u770b', u'\\u5f55\\u5236', 'mv', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u5c0f\\u5b89', u'\\u5486\\u54ee', u'\\u821e\\u8e48', u'\\u6559\\u5b66', 'exo', 'mtv']\n",
+        "[u'\\u6ceb', u'\\u96c5', 'melody', 'red']\n",
+        "[u'\\u827e\\u4f26', u'\\u500d\\u513f', u'\\u723d']\n",
+        "[u'\\u597d\\u50cf', u'\\u667a\\u5546', u'\\u4e0d\\u592a', u'\\u591f\\u7528', u'\\u6bcf\\u6b21', u'\\u770b\\u5fae', u'\\u535a\\u4e0a', u'\\u516b\\u5366', u'\\u611f\\u53f9', u'\\u4e00\\u4e0b', u'\\u5367\\u69fd', u'\\u60c5\\u51b5', u'\\u9189']\n",
+        "[u'\\u5988\\u5440', u'\\u6fc0\\u52a8', u'\\u6b7b']\n",
+        "[u'\\u624b\\u673a', u'\\u56fe\\u6807', u'\\u5df2\\u7ecf', u'\\u97e9\\u56fd', u'\\u7f8e\\u5973', u'\\u5316', u'\\u5355\\u4e2a', u'\\u7cbe\\u81f4', u'\\u7f8e\\u597d', u'\\u653e\\u5728', u'\\u4e00\\u5806', u'\\u6839\\u672c', u'\\u5206\\u8fa8', u'\\u4e0d\\u51fa', 'app']\n",
+        "[u'\\u6bcf\\u5929', u'\\u90ae\\u7bb1', u'\\u91cc\\u9762', u'\\u6700\\u591a', u'\\u793e\\u4ea4', u'\\u7f51\\u7edc', u'\\u54ed', u'\\u558a', u'\\u90ae\\u4ef6', u'\\u5168\\u90e8', u'\\u6254\\u8fdb', u'\\u91cc\\u9762', u'\\u4e00\\u770b', u'\\u970d', u'\\u5df2\\u7ecf', u'\\u6254', 'spam', 'spam']\n",
+        "[u'\\u6587\\u7ae0', u'\\u597d\\u50cf', u'\\u4e00\\u4e2a', u'\\u6d0b\\u8471', u'\\u8131\\u8863\\u670d', u'\\u4e00\\u5c42', u'\\u4e00\\u5c42', u'\\u8131', u'\\u6700\\u540e', 'motley', 'fool']\n",
+        "[u'\\u6cd5\\u56fd', u'\\u559c\\u5267\\u6f14\\u5458', u'\\u5f71\\u5c04', u'\\u67e5\\u7406', u'\\u5468\\u520a', u'\\u8bc4\\u8bba', u'\\u88ab\\u6355', u'\\u8fd9\\u79cd', u'\\u4e8b\\u60c5', u'\\u53d1\\u751f', u'\\u6cd5\\u5170\\u897f', u'\\u4e00\\u70b9', u'\\u5947\\u602a', u'\\u60f3\\u60f3', u'\\u5f53\\u5e74', u'\\u6cd5\\u56fd', u'\\u5927\\u9769\\u547d', u'\\u795e', u'\\u53cd\\u8f6c']\n",
+        "[u'\\u4e1c\\u533a', u'\\u559c\\u8fce', u'\\u6cb9\\u4ef7']\n",
+        "[u'\\u6211\\u56fe', u'\\u5a01\\u6b66']\n",
+        "[u'\\u4e07\\u80fd', u'\\u5fae\\u535a', u'\\u4e00\\u5806', u'\\u6e90\\u4ee3\\u7801', u'\\u641c\\u7d22', u'\\u8bb0\\u5f97', u'\\u4ee5\\u524d', u'\\u89c1\\u8fc7', u'\\u6e90\\u7801', u'\\u8bb0\\u4e0d\\u4f4f', u'\\u540d\\u5b57', 'index', 'engine', 'html', 'syntax', 'highlighting']\n",
+        "[u'\\u5e02\\u653f\\u5385', u'\\u5e26\\u5a03\\u6765', u'\\u53c2\\u52a0', u'\\u6d3b\\u52a8', u'\\u4e0a\\u6b21', u'\\u8ba8\\u8bba', u'\\u65e0\\u5bb6\\u53ef\\u5f52', u'\\u4eba', u'\\u662f\\u4e0d\\u662f', u'\\u5e94\\u8be5', u'\\u4f4f', u'\\u6c11\\u4e3b', u'\\u5927\\u4f1a', 'lego']\n",
+        "[u'\\u4e00\\u4e9b', u'\\u672c\\u5730', u'\\u5927\\u725b', u'\\u4f5c\\u54c1', u'\\u82b1\\u751f', 'mark']\n",
+        "[u'\\u60f3\\u4e0d\\u5230', u'\\u597d\\u591a', u'\\u60f3\\u8981\\u7ea2\\u73a9\\u5fae\\u62cd', u'\\u5e05\\u54e5\\u7f8e\\u5973', u'\\u7231\\u5fae\\u62cd']\n",
+        "[u'\\u65b0', u'\\u4e00\\u5e74', u'\\u65b0', u'\\u8bb8\\u4e0b', u'\\u4e00\\u4e2a', u'\\u613f\\u671b', u'\\u68a6\\u60f3', u'\\u5f00\\u82b1', u'\\u597d\\u597d']\n",
+        "[u'\\u62db\\u5175\\u4e70\\u9a6c', u'\\u7537\\u5973', u'\\u9650', u'\\u5e74\\u9f84', u'\\u5c81', u'\\u4ee5\\u4e0b', u'\\u76f8\\u8c8c\\u7aef\\u6b63', u'\\u65e0', u'\\u4e0d\\u826f\\u55dc\\u597d', u'\\u5de5\\u4f5c', u'\\u7ec6\\u5fc3', u'\\u70ed\\u60c5', u'\\u4ece\\u4e8b', u'\\u95e8\\u5e97', u'\\u624b\\u673a', u'\\u9500\\u552e', u'\\u7ecf\\u5386', u'\\u9b45\\u53cb', u'\\u4f18\\u5148', u'\\u6709\\u610f\\u8005', u'\\u8bf7', u'\\u90ae\\u4ef6', u'\\u63d0\\u4ea4', u'\\u7b80\\u5386', u'\\u7b2c\\u4e00', u'\\u7535\\u8bdd', u'\\u8054\\u7cfb', u'\\u8bf7', u'\\u90ae\\u4ef6', u'\\u53d1\\u9001', u'\\u4e24\\u5f20', u'\\u751f\\u6d3b', u'\\u8fd1\\u7167', u'\\u85aa\\u8d44', u'\\u5f85\\u9047', u'\\u9762\\u8bae', u'\\u5de5\\u4f5c', u'\\u5730\\u70b9', u'\\u5b9c\\u5bbe\\u5e02', u'\\u5c4f\\u5c71\\u53bf', u'\\u5de5\\u4f5c', u'\\u65f6\\u95f4', u'\\u516b\\u5c0f\\u65f6', u'\\u5236', u'\\u4e09\\u73ed\\u5012', u'\\u90ae\\u7bb1', 'weiboxiaozi', 'qq', 'com']\n",
+        "[u'\\u597d\\u50cf', u'\\u53d1\\u73b0']\n",
+        "[u'\\u4eca\\u5929', u'\\u7b2c\\u4e8c\\u6b21', u'\\u7ebf\\u4e0a', u'\\u9500\\u552e', u'\\u4eac\\u4e1c', u'\\u9b45\\u65cf', u'\\u5b98\\u7f51', u'\\u77ed\\u65f6\\u95f4', u'\\u751f\\u6210', u'\\u8d85\\u8fc7', u'\\u4e07', u'\\u8ba2\\u5355', u'\\u786e\\u4fdd', u'\\u7528\\u6237', u'\\u5229\\u76ca', u'\\u53cc\\u65b9', u'\\u9632', u'\\u9ec4\\u725b', u'\\u673a\\u5236', u'\\u8fc7\\u6ee4', u'\\u6389', u'\\u4e07', u'\\u7591\\u4f3c', u'\\u9ec4\\u725b', u'\\u8ba2\\u5355', u'\\u6700\\u7ec8', u'\\u53ea', u'\\u771f\\u5b9e', u'\\u7528\\u6237', u'\\u4e07\\u4eba', u'\\u53d1\\u8d27', u'\\u611f\\u8c22', u'\\u9009\\u62e9', u'\\u9752\\u5e74', u'\\u826f\\u54c1', u'\\u9b45\\u84ddNote']\n",
+        "[u'\\u4eca\\u5929', u'\\u7533\\u8bf7', u'\\u8033\\u673a', u'\\u7528\\u4e8e', u'\\u5fae\\u535a', u'\\u62bd\\u5956', u'\\u6709\\u6728\\u6709', u'\\u5174\\u8da3', 'hd']\n",
+        "[u'\\u6254\\u4e2a', u'\\u5783\\u573e', u'\\u624b\\u673a', u'\\u4e00\\u8d77', u'\\u6254', u'\\u5988\\u86cb\\u513f', u'\\u8d76\\u7d27', u'\\u56de\\u5934', u'\\u7ffb', u'\\u5783\\u573e\\u6876']\n",
+        "[u'\\u603b\\u662f', u'\\u9c7f\\u9c7c', u'\\u8fc7\\u4e0d\\u53bb']\n",
+        "[u'\\u5c0f\\u5c0f', u'\\u8150\\u8d25', u'\\u4e00\\u4e0b']\n",
+        "[u'\\u5730\\u9707']\n",
+        "[u'\\u5929\\u5440', u'\\u522b\\u6447']\n",
+        "[u'\\u4e58\\u8f66', u'\\u514d\\u8d39', u'\\u8fd8\\u8981', u'\\u626f', u'\\u8f66\\u7968', u'\\u62ff\\u56de\\u53bb', u'\\u62a5\\u9500', u'\\u60f3\\u60f3', u'\\u9189']\n",
+        "[u'\\u9b45\\u65cf', u'\\u56db\\u5ddd', u'\\u65b0\\u589e', u'\\u4e13\\u5356\\u5e97', u'\\u53d9\\u6c38', u'\\u6e20\\u53bf', u'\\u4e07\\u6e90', u'\\u8d44\\u4e2d', u'\\u5a01\\u8fdc', u'\\u4e50\\u81f3', u'\\u9686\\u660c', u'\\u4e2d', u'\\u6c5f', u'\\u4e09\\u53f0', u'\\u5c4f\\u5c71', u'\\u5e97', u'\\u8db3\\u4e0d\\u51fa', u'\\u53bf', u'\\u5373\\u53ef', u'\\u5e97', u'\\u4f53\\u9a8c', u'\\u65b0\\u673a', u'\\u4eab\\u53d7', u'\\u9b45\\u65cf', u'\\u670d\\u52a1', u'\\u8f6c\\u53d1', u'\\u9001', u'\\u4e00\\u6761', u'\\u62bd\\u5956', 'ep', 'hd']\n",
+        "[u'\\u770b\\u770b', u'\\u53ef\\u7231', u'\\u9b45\\u53cb\\u4eec', u'\\u9694\\u58c1', u'\\u516c\\u53f8', u'\\u903c\\u6210', u'\\u5565\\u6837', u'\\u552e\\u540e', u'\\u5730\\u5740', u'\\u9f13\\u697c', u'\\u56fd\\u9645', u'\\u5ba4']\n",
+        "[u'\\u4e2d\\u56fd\\u79fb\\u52a8 \\u7ed9\\u529b\\u3002']\n",
+        "[u'\\u9b45\\u65cf', u'\\u79d1\\u6280', u'\\u9b45\\u84dd', u'\\u65b0\\u54c1', u'\\u751f\\u6001\\u5708', u'\\u4ea7\\u54c1', u'\\u53d1\\u5e03\\u4f1a']\n",
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+        "[u'\\u4eca\\u5929', u'\\u83b7\\u5f97', u'\\u514d\\u8d39', u'\\u7a7a\\u95f4', u'\\u597d\\u8fd0', u'\\u6307\\u6570', u'\\u9897\\u661f', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u65b0\\u6d6a\\u7f51', u'\\u65d7\\u4e0b', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u7f51\\u76d8', u'\\u5fae\\u76d8\\u7b7e\\u5230', u'\\u5fae\\u76d8']\n",
+        "[u'\\u4eca\\u5929', u'\\u83b7\\u5f97', u'\\u514d\\u8d39', u'\\u7a7a\\u95f4', u'\\u597d\\u8fd0', u'\\u6307\\u6570', u'\\u9897\\u661f', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u65b0\\u6d6a\\u7f51', u'\\u65d7\\u4e0b', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u7f51\\u76d8', u'\\u5fae\\u76d8\\u7b7e\\u5230', u'\\u5fae\\u76d8']\n",
+        "[u'\\u5206\\u4eab', u'Judgement_Engineer \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u63a8\\u8350', u'\\u7f51\\u7ad9', u'\\u6700\\u540e', u'\\u4e00\\u4e2a', u'\\u4eae', u'\\u8bc4\\u8bba', u'\\u63a8\\u8350', u'\\u56fd\\u5916', u'\\u7a0b\\u5e8f\\u5458', u'\\u6574\\u7406', u'\\u8d44\\u6e90', u'\\u5927\\u5168', 'java', 'importnew', u'ImportNew']\n",
+        "[u'\\u5206\\u4eab', u'\\u597d\\u4e1c\\u897f\\u4f20\\u9001\\u95e8 \\u7684\\u6587\\u7ae0']\n",
+        "['jdbd']\n",
+        "[u'\\u540e\\u9762', u'\\u6709\\u4e2a', u'\\u54e5\\u4eec', u'\\u6253\\u547c\\u565c', u'\\u4e2d\\u56fd\\u9996\\u5c4aCSS\\u5f00\\u53d1\\u8005\\u5927\\u4f1a']\n",
+        "[]\n",
+        "[u'\\u521a\\u521a', u'\\u817e\\u8baf', u'\\u65b0\\u95fb', u'\\u8bf4', u'\\u53cc\\u8272\\u7403', u'\\u7591\\u4f3c', u'\\u9020\\u5047', u'\\u65e9\\u5c31', u'\\u77e5\\u9053', u'\\u53cc\\u8272\\u7403', u'\\u82af\\u7247', u'\\u63a7\\u5236', u'\\u6570\\u636e\\u4f20\\u8f93', u'\\u63a7\\u5236\\u5668', u'\\u8bc6', u'\\u7801\\u5668', u'\\u7f16\\u8bd1', u'\\u597d', u'\\u5f3a\\u5927', u'\\u6570\\u636e\\u5206\\u6790', u'\\u5f69\\u540d', u'\\u9009\\u53f7', u'\\u533a\\u57df', u'\\u6447', u'\\u7279\\u5b9a', u'\\u51b7', u'\\u53f7', u'\\u5956\\u6c60', u'\\u638f\\u7a7a', u'\\u5229\\u606f', u'\\u6700\\u5927\\u5316', u'\\u5373\\u4f7f\\u5982\\u6b64', u'\\u673a\\u667a', u'\\u4e2d\\u8fc7', u'\\u8d85\\u8fc7', u'\\u94b1', u'\\u5956', u'\\u54c8\\u54c8\\u54c8', 'rtid']\n",
+        "[u'\\u5408\\u80a5', u'\\u53c2\\u52a0', u'\\u5b89\\u5fbd', u'\\u6625\\u665a', u'\\u6c42', u'\\u786e\\u5207', u'\\u6d88\\u606f', 'rain']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u770b\\u5230', u'\\u597d', u'\\u6fc0\\u52a8', 'rain']\n",
+        "[u'\\u62a2\\u60e0\\u6cfd', u'\\u62c6\\u673a', u'\\u5de5\\u5177', u'\\u6211\\u8981', u'\\u6210\\u4e3a', u'\\u771f\\u6b63', u'\\u62c6\\u673a', u'\\u738b\\u672c\\u6765', u'\\u6211\\u8981', u'\\u5206\\u949f', u'\\u65f6\\u95f4', u'\\u5ff5\\u4e66', u'\\u5c06\\u6765', u'\\u533b\\u751f', u'\\u5f8b\\u5e08', u'\\u770b\\u5230', u'\\u62a2\\u60e0\\u6cfd', u'\\u62c6\\u673a', u'\\u5de5\\u5177', u'\\u6211\\u8981', u'\\u6210\\u4e3a', u'\\u771f\\u6b63', u'\\u62c6\\u673a', u'\\u738b', u'\\u6d3b\\u52a8', u'\\u7b2c\\u4e00\\u773c', u'\\u6df1\\u9677', u'\\u65e0\\u6cd5\\u81ea\\u62d4', u'\\u82b1', u'\\u5206\\u949f', u'\\u8bd5\\u8bd5', 'diy', 'diy']\n",
+        "[u'\\u62a2\\u60e0\\u6cfd', u'\\u62c6\\u673a', u'\\u5de5\\u5177', u'\\u6211\\u8981', u'\\u6210\\u4e3a', u'\\u771f\\u6b63', u'\\u62c6\\u673a', u'\\u738b', u'\\u62a5\\u540d', 'diy', u'ZOL\\u4eca\\u65e5\\u6700\\u8d85\\u503c  ']\n",
+        "[u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u6295\\u7968', u'\\u4e0a\\u6d77', u'\\u653f\\u534f\\u59d4\\u5458', u'\\u79f0', u'\\u5c4c\\u4e1d', u'\\u88c5\\u903c', u'\\u7f51\\u7edc', u'\\u8bed\\u8a00', u'\\u7c97\\u4fd7', u'\\u4e0b\\u6d41', u'\\u633a\\u8d5e', u'\\u5148', u'\\u8f6c\\u7ed9', u'\\u5e2e', u'\\u6295\\u4e00\\u7968']\n",
+        "[u'\\u6b63\\u5728', u'\\u7533\\u8bf7', u'\\u5fae\\u535a', u'\\u8ba4\\u8bc1', u'\\u8ba4\\u8bc1', u'\\u4fe1\\u606f', u'\\u817e\\u8baf', u'\\u516c\\u53f8\\u5458\\u5de5', u'\\u8bf7', u'\\u8f6c\\u53d1', u'\\u6b64\\u6761', u'\\u5fae\\u535a\\u5e2e', u'\\u786e\\u8ba4', u'\\u8eab\\u4efd', u'\\u591a\\u8c22', u'\\u8881\\u5c0f\\u4f1f', u'\\u8c46\\u5305\\u67e0\\u6aac\\u6811', u'\\u5154\\u5b50DV', u'\\u62e5\\u62b1\\u65e0\\u7ebf\\u672a\\u6765']\n",
+        "[u'\\u5fae\\u535a', u'\\u80bf', u'\\u5927\\u5199\\u5b57\\u6bcd', u'\\u600e\\u4e48\\u56de\\u4e8b', u'\\u5fae', u'\\u535a\\u5ba2', u'\\u670d']\n",
+        "[u'\\u6628\\u5929\\u665a\\u4e0a', u'\\u53d1\\u75af', u'\\u513f\\u5b50', u'\\u513f\\u5b50', u'\\u54ed', u'\\u51f6', u'\\u5b8c', u'\\u633a', u'\\u540e\\u6094', u'\\u95ee', u'\\u513f\\u5b50', u'\\u75bc', u'\\u513f\\u5b50', u'\\u4f7f\\u52b2', u'\\u70b9\\u5934', u'\\u8bf4', u'\\u75bc', u'\\u95ee', u'\\u90a3\\u751f', u'\\u7238\\u7238', u'\\u6c14', u'\\u6447\\u6447\\u5934', u'\\u8bf4', u'\\u7b54\\u5e94', u'\\u4eca\\u5929', u'\\u4e00\\u5b9a', u'\\u966a', u'\\u597d', u'\\u597d\\u73a9', u'\\u4e0b', u'\\u5bf9\\u4e0d\\u8d77', u'\\u5b9d\\u8d1d']\n",
+        "[u'\\u5657', u'\\u5657', u'\\u5657', u'\\u7406\\u60f3', u'\\u73b0\\u5b9e', u'\\u6bdb', u'\\u4fc4', u'\\u4e00\\u8fb9', u'\\u89c9\\u5f97', u'\\u5fc3\\u585e', u'\\u4e00\\u8fb9', u'\\u60f3', u'\\u7b11', 'cos', u'\\u5174\\u8da3\\u90e8\\u843d']\n",
+        "[u'\\u4eca\\u513f', u'\\u7d2f', u'\\u4f24\\u611f', u'\\u660e\\u513f', u'\\u65e9\\u8d77', u'\\u4e70\\u83dc']\n",
+        "[u'\\u997f', u'\\u51cf\\u80a5']\n",
+        "[u'\\u4eca\\u513f', u'\\u770b\\u5230', u'\\u66f9\\u9633', u'\\u534a\\u4e2a', u'\\u5934\\u50cf']\n",
+        "[u'\\u4fdd\\u6301', u'\\u5b66\\u4e60', u'\\u5fc3\\u6001', u'\\u72b6\\u6001', u'\\u5206\\u4eab']\n",
+        "[u'\\u4e91', u'\\u843d\\u5730', u'\\u5143\\u5e74', u'\\u51c6\\u5907', u'\\u597d']\n",
+        "[u'\\u867e\\u7c73', u'\\u97f3\\u4e50', u'\\u542c\\u5230', u'\\u4e00\\u9996', u'\\u597d\\u542c', u'\\u6b4c\\u66f2', u'\\u8bf4\\u8bdd', u'\\u7231\\u60c5', u'\\u542c']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u8bf4\\u51fa', u'\\u6545\\u969c', u'\\u76ee\\u524d', u'\\u9f20\\u7ed8', u'\\u6f2b\\u753b\\u7f51', u'\\u8bc4\\u8bba', u'\\u7cfb\\u7edf', u'\\u6682\\u65f6', u'\\u65e0\\u6cd5', u'\\u4f7f\\u7528', u'\\u5bb6', u'\\u670d\\u52a1', u'\\u5168\\u6302', u'\\u591a\\u8bf4\\u7f51']\n",
+        "[u'\\u53ea\\u80fd', u'\\u5475\\u5475', u'\\u7ffb\\u5899', u'\\u8c31', u'\\u65b9\\u6848', u'\\u56fd\\u5916', 'vps', 'ssh', 'chrome', 'proxy', 'switchyomega', u'\\u5c01VPN']\n",
+        "[u'\\u592a', u'\\u5c3c\\u739b', u'\\u5bb9\\u6613', u'\\u53ef\\u7b97', u'\\u4e0a\\u9762', u'\\u62a2\\u5230', u'\\u6ca1\\u89c1', u'\\u4e70\\u4e2a', u'\\u624b\\u673a', u'\\u8fd8\\u8981', 'play', 'store', 'nexus', 'stock', 'alert']\n",
+        "[u'\\u5b9d\\u4e3d\\u6765', u'\\u76f8\\u673a', u'\\u5df2\\u7ecf', u'\\u4e70', 'instagram']\n",
+        "[u'\\u4eca\\u5e74', u'\\u9009\\u8bfe', u'\\u5c0f\\u672c', u'\\u7f57\\u5fb7', u'\\u5956\\u5b66\\u91d1', u'\\u592a', u'\\u5b7d\\u6d77']\n",
+        "[u'\\xb0']\n",
+        "['gentle', 'simple', 'also', 'passionate']\n",
+        "['quick', 'hurry']\n",
+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u5355', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u9694', u'\\u6bb5\\u65f6\\u95f4', u'\\u518d', u'\\u53d1\\u73b0', u'\\u6280\\u80fd', u'\\u98de\\u6da8', u'\\u4e5f\\u8bb8', u'\\u4e00\\u4e0b', 'squash', 'transfer', 'learning']\n",
+        "[u'\\u59d1\\u5a18', u'\\u8c08\\u8c08', u'\\u4eba\\u751f', u'\\u6700\\u8fd1', u'\\u601d\\u8003', u'\\u4eba\\u751f', u'\\u610f\\u4e49', u'\\u89c9\\u5f97', u'\\u6210\\u5929', u'\\u597d\\u5403\\u597d\\u559d', u'\\u5e1d\\u90fd', u'\\u4e00\\u9685\\u4e4b\\u5730', u'\\u4e0b\\u73ed', u'\\u56de\\u6765', u'\\u9017\\u9017', u'\\u732b', u'\\u770b\\u770b', u'\\u5267', u'\\u4f3c\\u4e4e', u'\\u5f88\\u723d', u'\\u5185\\u5fc3', u'\\u6709\\u79cd', u'\\u672a\\u627e\\u5230', u'\\u8ffd\\u5bfb', u'\\u5931\\u843d\\u611f', u'\\u8ba4\\u8bc6', u'\\u4e00\\u4e2a', u'\\u7b80\\u91cc', u'\\u91cc', u'\\u59d1\\u5a18', u'\\u5df2', u'\\u627e\\u5230', u'\\u8ffd\\u5bfb']\n",
+        "[u'\\u8def\\u6613\\u65af', u'\\u51af\\u5b89\\u8c08', 'duolinguo', 'business', 'model']\n",
+        "[]\n",
+        "['methods', 'make', 'good', 'elevator', 'pitch']\n",
+        "['microsoft', 'hololens', 'live', 'demonstration']\n",
+        "[u'\\u539f\\u6765', u'\\u5fae\\u8f6f', u'\\u5408\\u4f5c', u'\\u73b0\\u5728', u'\\u4e00\\u76f4', u'\\u505a', u'\\u7b2c\\u4e00\\u4eba\\u79f0', u'\\u89c6\\u89d2', u'\\u89c6\\u9891', u'\\u5206\\u6790', u'\\u503c\\u5f97', u'\\u5173\\u6ce8', 'hololens', 'jpl', 'jpl', 'michael', 'ryoo']\n",
+        "['lets', 'get', 'rich', 'buy', 'parents', 'homes', 'south', 'france']\n",
+        "[]\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
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+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u8f6c', u'\\u4e00\\u4e2a', u'\\u5143', u'\\u5143', u'\\u63a5\\u9f99', u'\\u7ea2\\u5305', u'\\u731c\\u4e2d', u'\\u7ea2\\u5305', u'\\u91d1\\u989d', u'\\u5206\\u94b1']\n",
+        "[u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u5206\\u4eab', 'nightwish', 'escapist', 'fm', u'\\u5f17\\u6d1b\\u7f3a\\u5fb7\\u7684\\u5c0f\\u9ed1\\u5c4b MHz', u'\\u8c46\\u74e3FM\\uff09']\n",
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+        "[u'\\u65e0\\u5934', u'\\u9a91\\u58eb', u'\\u5f02\\u95fb\\u5f55', u'\\u7b2c\\u4e8c\\u5b63', u'\\u4e0d\\u9519']\n",
+        "[u'\\u597d', u'\\u8bbe\\u8ba1', u'\\u67b6\\u6784', u'\\u6700\\u5927', u'\\u9650\\u5ea6', u'\\u9694\\u79bb', u'\\u4e1a\\u52a1', u'\\u53d8\\u5316', u'\\u5bf9\\u4e0b', u'\\u8bbe\\u8ba1', u'\\u826f\\u597d', u'\\u63a5\\u53e3', u'\\u5c4f\\u853d', u'\\u5783\\u573e', u'\\u5b9e\\u73b0', u'\\u6700', u'\\u91cd\\u8981', u'\\u67b6\\u6784\\u5e08', u'\\u4e00\\u5b9a', u'\\u4ee3\\u7801', u'\\u5b9e\\u73b0']\n",
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+        "[u'\\u4e2d\\u4f01', u'\\u901a\\u4fe1', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u52a0\\u56fa', u'\\u83b7', u'\\u4e2d\\u4fe1\\u96c6\\u56e2', u'\\u91c7\\u8d2d', u'\\u6570\\u6708', u'\\u8c03\\u7814', u'\\u8bba\\u8bc1', u'\\u4e16\\u754c', u'\\u5f3a', u'\\u4f01\\u4e1a', u'\\u5927\\u578b', u'\\u7efc\\u5408\\u6027', u'\\u8de8\\u56fd', u'\\u96c6\\u56e2', u'\\u4e2d\\u56fd', u'\\u4e2d\\u4fe1\\u96c6\\u56e2', u'\\u6709\\u9650\\u516c\\u53f8', u'\\u7b80\\u79f0', u'\\u4e2d\\u4fe1\\u96c6\\u56e2', u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u52a0\\u56fa', u'\\u9879\\u76ee', u'\\u82b1\\u843d', u'\\u4e2d\\u4f01', u'\\u901a\\u4fe1', u'\\u8be6\\u60c5', u'\\u70b9\\u51fb']\n",
+        "[u'\\u5e94\\u8fd0\\u800c\\u751f', u'\\u65b0\\u578b', u'\\u4e91', u'\\u6caa', u'\\u843d\\u6210', u'\\u5e74', u'\\u53cc\\u5341', u'\\u6218\\u706b', u'\\u518d\\u6b21', u'\\u5347\\u7ea7', u'\\u606f\\u606f\\u76f8\\u5173', u'\\u96f6\\u552e', u'\\u7535', u'\\u5546\\u4e1a', u'\\u7269\\u6d41\\u4e1a', u'\\u91d1\\u878d\\u4e1a', u'\\u4e0a\\u6f14', u'\\u5927\\u7247', u'\\u7eb7\\u7eb7', u'\\u95fb\\u9e21\\u8d77\\u821e', u'\\u65e9\\u65e9', u'\\u5e03\\u5c40', u'\\u7531\\u6b64', u'\\u7f14\\u9020', u'\\u4e00\\u4e2a\\u4e2a', u'\\u65b0', u'\\u5546\\u6218', u'\\u4f20\\u5947', u'\\u4e0a\\u6d77', u'\\u4e3a\\u4f8b', u'\\u6587\\u5b57\\u7248', 'idc']\n",
+        "[u'\\u8bf4', u'\\u5218\\u8001\\u5e08', u'\\u501f\\u6b3e', u'\\u4e70', u'\\u7f8e\\u5143', u'\\u5177\\u4f53', u'\\u5efa\\u8bae', u'\\u5218\\u519b\\u6d1b']\n",
+        "[u'\\u7b2c\\u4e5d\\u5c4a', u'\\u4ea7\\u4e1a', u'\\u5e74\\u5ea6', u'\\u5927\\u4f1a', 'idc']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab', u'\\u514b\\u91cc\\u65af\\u6258\\u592b-\\u91d1 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u65b0\\u4e91', u'\\u4e1c\\u65b9', u'\\u91cd\\u5851', u'\\u8d62\\u4e91', u'\\u8ba1\\u7b97', u'\\u5468\\u4e0a', u'\\u5206\\u4eab', 'ibm']\n",
+        "[u'\\u5206\\u4eab', u'\\u4f46\\u658c \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5e94\\u7528', u'\\u5206', 'muzzik']\n",
+        "[u'\\u516c\\u6709', u'\\u4e91', u'\\u7ee7\\u7eed', u'\\u964d\\u4ef7', u'\\u865a\\u62df\\u673a', u'\\u5143', u'\\u5c0f\\u65f6', u'\\u5b58\\u50a8', u'\\u5143\\u6708', u'\\u8fd9\\u79cd', u'\\u8282\\u594f', u'\\u5e74', u'\\u540e', u'\\u5b9e\\u73b0', u'\\u865a\\u62df\\u673a', u'\\u5143', u'\\u5c0f\\u65f6', u'\\u786c\\u4ef6', u'\\u5382\\u5546', u'\\u53d7\\u5f97\\u4e86', u'\\u5ba2\\u6237', u'\\u62b5\\u6297', u'\\u6700\\u8fd1', u'\\u591a\\u5bb6', u'\\u505a\\u751f\\u610f', u'\\u7ea6', u'\\u65f6\\u95f4', u'\\u5ba2\\u6237', u'\\u51c6\\u5907', u'\\u516c\\u6709', u'\\u4e91', u'\\u6ca1\\u4ec0\\u4e48', u'\\u7279\\u522b', u'\\u6027\\u4ef7\\u6bd4', 'azure', 'rmb', 'rmb', 'gb', 'gb', 'roi', 'vmware', 'partner']\n",
+        "[]\n",
+        "[]\n",
+        "['data', 'science', 'skills', 'network']\n",
+        "['solved', 'add', 'two', 'numbers', 'come', 'join', 'fun', u'LeetCode']\n",
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+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
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+        "[u'\\u867e\\u86c4', u'\\u867e\\u86c4']\n",
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+        "[u'\\u4ea7\\u54c1', u'\\u83b7\\u5f97', u'\\u4e07\\u7f8e\\u5143', u'\\u76c8\\u5229', u'\\u4fe1\\u4e0d\\u4fe1', u'\\u884c\\u4e1a', u'\\u6570\\u636e', u'\\u6d4b\\u8bd5', u'\\u767e\\u4e07\\u6761', u'\\u7ebf\\u8def', u'\\u4e2d', u'\\u56de\\u6536', u'\\u8d44\\u4ea7', u'\\u9644\\u52a0', u'\\u76c8\\u5229', u'\\u63d0\\u9ad8', u'\\u751f\\u4ea7\\u7387', u'\\u8f7b\\u677e', u'\\u83b7\\u53d6', u'\\u4e07\\u7f8e\\u5143', u'\\u4ee5\\u4e0a', u'\\u76c8\\u5229', u'\\u7cfb\\u7edf', u'\\u7ec4\\u4ef6', u'\\u4fe1\\u606f', 'davar', 'system', u'\\u798f\\u7984\\u514b\\u7f51\\u7edc\\u66f4\\u61c2\\u884c']\n",
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+        "[u'\\u6211\\u8981', u'\\u7701\\u65f6\\u7701\\u529b', u'\\u8fd8\\u8981', u'\\u7ec8\\u8eab', u'\\u4fdd\\u4fee', u'\\u798f\\u7984\\u514b', u'\\u7f51\\u7edc', u'\\u6253\\u7ebf', u'\\u5de5\\u5177', u'\\u5b8c\\u5168\\u7b26\\u5408', u'\\u4e00\\u4f53\\u5f0f', u'\\u53cd\\u8f6c', u'\\u5200\\u7247', u'\\u578b', u'\\u63a5\\u7ebf\\u76d2', u'\\u5207\\u5272', u'\\u7aef\\u63a5', u'\\u4e94\\u4e2a', u'\\u94dc\\u7ebf', u'\\u65b9\\u4fbf', u'\\u4efb\\u6027', u'\\u5de5\\u5177', u'\\u4e86\\u89e3', u'\\u4e00\\u4e0b', 'impactor', u'\\u798f\\u7984\\u514b\\u7f51\\u7edc\\u66f4\\u61c2\\u884c']\n",
+        "[u'\\u9274\\u5b9a', u'\\u6d4b\\u8bd5\\u4eea', u'\\u5f3a\\u5927', u'\\u6545\\u969c', u'\\u6392\\u9664', u'\\u80fd\\u529b', u'\\u76f4\\u89c2', u'\\u754c\\u9762', u'\\u4f7f', u'\\u4e00\\u7ebf', u'\\u6280\\u672f\\u4eba\\u5458', u'\\u80fd\\u591f', u'\\u8bc6\\u522b', u'\\u6392\\u9664', u'\\u57fa\\u7840\\u8bbe\\u65bd', u'\\u95ee\\u9898', u'\\u6545\\u969c', u'\\u95ee\\u9898', u'\\u4e0a\\u62a5', u'\\u4e00\\u7ea7', u'\\u4e4b\\u524d', u'\\u7f51\\u7edc', u'\\u7535\\u7f06', u'\\u6d4b\\u8bd5\\u4eea', u'\\u80fd\\u591f', u'\\u56de\\u7b54', u'\\u6240\\u6709', u'\\u7c7b', u'\\u95ee\\u9898', u'\\u51cf\\u5c11', u'\\u95ee\\u9898', u'\\u9010\\u7ea7', u'\\u4e0a\\u62a5', u'\\u7387\\u8fbe', 'cableiq', 'cableiq', u'\\u5728\\u4eac\\u4e1c\\uff0c\\u53d1\\u73b0\\u5c0f\\u8d85\\u4eba']\n",
+        "[u'\\u521a\\u521a', u'\\u5165\\u9a7b', u'\\u5f00\\u542f', u'\\u7f8e\\u597d', u'\\u5bb6\\u5c45', u'\\u4e4b\\u65c5', u'\\u56f4\\u89c2', u'\\u571f\\u5df4\\u5154\\u88c5\\u4fee\\u5bb6\\u5c45']\n",
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+        "[u'\\u770b\\u770b', u'\\u62cd', u'\\u89c6\\u9891', u'\\u70b9\\u6b64', u'\\u64ad\\u653e', u'\\u62cd\\u6444', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u521a\\u53d1', u'\\u6bb5', u'\\u8d85', u'\\u597d\\u73a9', u'\\u89c6\\u9891', u'\\u70b9\\u6b64', u'\\u64ad\\u653e', u'\\u62cd\\u6444', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u770b\\u770b', u'\\u62cd', u'\\u89c6\\u9891', u'\\u70b9\\u6b64', u'\\u64ad\\u653e', u'\\u62cd\\u6444', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u521a\\u53d1', u'\\u6bb5', u'\\u8d85', u'\\u597d\\u73a9', u'\\u89c6\\u9891', u'\\u70b9\\u6b64', u'\\u64ad\\u653e', u'\\u62cd\\u6444', u'\\u7f8e\\u62cd']\n",
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+        "[u'\\u53ea', u'\\u60f3\\u8981', u'\\u80be', u'\\u8ba1\\u626c\\u9752\\u6625\\u8bed\\u68a6\\u540c\\u884c']\n",
+        "[u'\\u52b1\\u5fd7', u'\\u5b66\\u59d0', u'\\u840c\\u840c', u'\\u54d2', u'\\u8ba1\\u626c\\u9752\\u6625\\u8bed\\u68a6\\u540c\\u884c']\n",
+        "[u'\\u8003\\u671f', u'\\u71ac\\u591c', u'\\u5bf9\\u4e0d\\u8d77', u'\\u8003\\u671f', u'\\u4fe9', u'\\u5b57', u'\\u4eca\\u5929', u'\\u71ac\\u591c']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u59da\\u8d1d\\u5a1c']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u521a\\u521a', u'\\u5206\\u94b1', u'\\u8d2d\\u4e70', u'\\u8d85\\u503c', u'\\u793c\\u54c1', u'\\u73b0\\u5728', u'\\u6700\\u4f4e', u'\\u53ea', u'\\u9700\\u8981', u'\\u5143', u'\\u4e70', u'\\u6d41\\u91cf', u'\\u4ef0\\u671b', u'\\u661f\\u7a7a', u'\\u73a9\\u5076', u'\\u62a2\\u8d2d', 'baidu', u'\\u767e\\u5ea6\\u94b1\\u53051\\u5206\\u94b1\\u6d3b\\u52a8']\n",
+        "[u'\\u660e\\u660e', u'\\u56f0\\u5f97', u'\\u8981\\u6b7b', u'\\u8fd8\\u4f1a', u'\\u8f97\\u8f6c\\u96be\\u7720', u'\\u4e00\\u79cd', u'\\u4f53\\u9a8c']\n",
+        "[u'\\u5e2d\\u95f4', u'\\u8bf4', u'\\u5199\\u5b57', u'\\u95ee\\u9898', u'\\u5b66\\u751f', u'\\u65f6\\u4ee3', u'\\u5dc5\\u5cf0', u'\\u4e0d\\u5237\\u5267', u'\\u65f6\\u95f4', u'\\u7528\\u6765', u'\\u7ec3\\u5b57']\n",
+        "[]\n",
+        "[u'\\u65e9', u'\\u77e5\\u9053', u'\\u5f53\\u5e74', u'\\u4e56\\u4e56', u'\\u5357\\u5927', u'\\u4efb\\u6027', u'\\u603b\\u662f', u'\\u4ed8\\u51fa\\u4ee3\\u4ef7', u'\\u65e9', u'\\u77e5\\u9053', u'\\u5f53\\u5e74', u'\\u5c1d\\u8bd5', u'\\u4e00\\u4e0b', u'\\u5916', u'\\u63a8', u'\\u6015\\u9ebb\\u70e6', u'\\u4ed8\\u51fa\\u4ee3\\u4ef7', u'\\u5343\\u91d1\\u96be\\u4e70', u'\\u65e9', u'\\u77e5\\u9053']\n",
+        "[u'\\u6ee1\\u5c4f', 'bug']\n",
+        "[u'\\u6572\\u5feb', u'\\u5e78\\u597d', u'\\u4e25\\u91cd', u'\\u540e\\u679c', 'rm', 'rf']\n",
+        "[u'\\u5b59\\u6960', u'\\u4e00\\u5757', u'\\u7ea2\\u5e03', u'\\u5357\\u6ce5\\u6e7e', u'\\u4e32', u'\\u771f\\u662f']\n",
+        "[u'\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u521a\\u521a', u'\\u4e2d\\u6587', u'\\u9ad8\\u6e05', u'\\u7248\\u5e26', u'\\u76ee\\u5f55', u'\\u63a8\\u8350', 'java', 'part', u'\\u5fae\\u76d8 \\u4e0b\\u8f7d\\u4e86\"Head First']\n",
+        "[]\n",
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+        "[]\n",
+        "['hellodarknessmyoldfriend']\n",
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+        "[u'\\u5f00', u'\\u5b8c\\u4f1a', u'\\u7f8e', u'\\u4e00\\u4e0b', 'away']\n",
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+        "[]\n",
+        "[u'\\u62ef\\u6551']\n",
+        "[u'\\u65f6\\u95f4', u'\\u65c5\\u884c\\u8005', u'\\u59bb\\u5b50', u'\\u7b49\\u5f85', u'\\u4e00\\u79cd', u'\\u7231', u'\\u5206\\u4eab', u'\\u81ea\\u7231', u'\\u4fe1\\u4efb', u'\\u65e0\\u6761\\u4ef6', u'\\u4fe1\\u4efb', u'\\u77e5\\u4e4e\\u65e5\\u62a5 App\\uff09']\n",
+        "['morning']\n",
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+        "['shot', 'sony', 'dsc', 'rx']\n",
+        "['shot', 'sony', 'dsc', 'rx']\n",
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+        "['anything']\n",
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+        "[u'\\u770b\\u4e66', u'\\u55bd', u'\\u5510\\u5de7', 'boy']\n",
+        "[u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u6709\\u8da3', u'\\u7f51\\u7ad9', 'best', 'things']\n",
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+        "[u'\\u5708', u'\\u5c0f', 'bat']\n",
+        "[u'\\u6295\\u7ed9', u'\\u52d2\\u5e03\\u6717', u'\\u8a79\\u59c6\\u65af', u'\\u4eb2\\u4eec', u'\\u53c2\\u52a0', u'2015\\u5b89\\u8e0fNBA\\u5168\\u660e\\u661f\\u6295\\u7968']\n",
+        "[]\n",
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+        "[u'\\u5199', u'\\u597d', u'\\u5934\\u75bc', 'ppt']\n",
+        "[u'\\u6512', u'\\u4e00\\u5e74', u'\\u4eba\\u54c1', u'\\u5c0f', u'\\u5b87\\u5b99', u'\\u7206\\u53d1']\n",
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+        "[u'\\u54c8\\u54c8\\u54c8']\n",
+        "[]\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
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+        "[u'\\u4eca\\u5e74\\u51ac\\u5929', u'\\u4e00\\u573a', u'\\u96ea', u'\\u6ca1\\u89c1', u'\\u4eca\\u5929', u'\\u4e0d\\u6765']\n",
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+        "[u'\\u505a', u'\\u5e73\\u53f0', u'\\u5ba3\\u8bb2', u'\\u4e00\\u5f20', u'\\u7167\\u7247', u'\\u54ea\\u91cc\\u627e']\n",
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+        "['life', 'donuts']\n",
+        "[u'\\u74e3', u'\\u540c\\u884c', u'\\u8c46\\u74e3', u'\\u89c2\\u5f71', u'\\u62a5\\u544a']\n",
+        "[u'\\u4e70', u'\\u80a1\\u7968', u'\\u80af', u'\\u662f\\u4e0d\\u662f', u'\\u4e8f', u'\\u66f9\\u7559', u'\\u66f4\\u65b0', u'\\u5f20', u'\\u6570\\u636e', u'\\uff0d', u'\\uff0d', u'\\uff0d', u'\\uff0d', u'\\u4ee5\\u4e0b', u'\\u539f', u'\\u7b54\\u6848', u'\\uff0d', u'\\uff0d', u'\\uff0d', u'\\uff0d', u'\\u89c9\\u5f97', u'\\u95ee\\u9898', u'\\u6211\\u8981', u'\\u7b54\\u4e00\\u7b54', u'\\u73b0\\u5728', u'\\u524d', u'\\u51e0\\u540d', u'\\u7b54\\u6848', u'\\u8bef\\u5bfc', u'\\u65b0\\u624b', u'\\u7b54\\u6848', u'\\u7279\\u522b', u'\\u957f', u'\\u8bf4', u'\\u4e00\\u4e0b', u'\\u7b54', u'\\u9898', u'\\u6570\\u636e', u'\\u5206\\u4eab', 'liu', 'yr', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5143', u'\\u4ee5\\u5185', u'\\u9ad8\\u903c\\u683c', u'\\u793c\\u7269', u'\\u63a8\\u8350']\n",
+        "[u'\\u9047\\u5230', u'\\u5408\\u9002', u'\\u4eba', u'\\u96be']\n",
+        "[u'\\u5149\\u5f71', u'\\u4e2d', u'\\u5973\\u4eba']\n",
+        "[u'\\u5199\\u7ed9', u'\\u5e74', u'\\u4e00\\u5c01', u'\\u8fdf\\u5230', u'\\u5e74\\u7ec8\\u603b\\u7ed3']\n",
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+        "[u'\\u5206\\u4eab', u'\\u7070\\u9e3d\\u5b50\\u94f6\\u6c34 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5236\\u4f5c', u'\\u56fe\\u8868', u'\\u7cbe\\u7f8e', u'\\u6587\\u6863', u'\\u963f\\u6587', u'\\u53d1\\u5e03', u'\\u540e', u'\\u5df2\\u7ecf', u'\\u79f0\\u5f97\\u4e0a', u'\\u505a', u'\\u56fe\\u8868', u'\\u795e\\u5668', u'\\u719f\\u77e5', u'\\u4e4b\\u5916', u'\\u9690\\u85cf', u'\\u4e00\\u4e9b', u'\\u7b80\\u5355', u'\\u5f3a\\u5927', u'\\u529f\\u80fd', u'\\u8be6\\u89c1', u'\\u4ee5\\u4e0b', u'\\u6559\\u7a0b', u'\\u6559\\u7a0b', u'\\u4e2d', u'\\u63d0\\u53ca', u'\\u94fe\\u63a5', u'\\u653e\\u5728', u'\\u5206\\u4eab', 'excel', 'simon', 'office', 'power', 'view', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u51fa\\u8272\\u5b8c\\u6210', u'\\u5206\\u949f', u'\\u5de6\\u53f3', u'\\u82f1\\u8bed', u'\\u81ea\\u6211\\u4ecb\\u7ecd', u'\\u5206\\u4eab', 'whether', 'article', 'grabbed', 'people', 'turns', 'follower', u'B_arenziah\\uff1aI was worried', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u7231', u'\\u9648', u'\\u51ef\\u65cb', u'\\u6d77\\u4f26', u'\\u83f2\\u820d\\u5c14', u'\\u89e3\\u5bc6', u'\\u7231\\u60c5', u'\\u51fa\\u8f68', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e']\n",
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+        "[u'\\u82f1\\u8bed\\u8bed\\u6cd5', u'\\u4e2d', u'\\u8fc7\\u53bb', u'\\u65f6\\u6001', u'\\u73b0\\u5728', u'\\u5b8c\\u6210', u'\\u65f6\\u6001', u'\\u533a\\u522b', u'\\u82f1\\u8bed', u'\\u65f6\\u6001', u'\\u770b\\u8fc7', u'\\u8fd9\\u7ec4', u'\\u53e5\\u5b50', u'\\u4e4b\\u540e', u'\\u4e00\\u4e0b\\u5b50', u'\\u8bb0\\u4f4f', u'\\u73b0\\u5728', u'\\u65f6', u'\\u8fc7\\u53bb', u'\\u65f6', u'\\u5206\\u4eab', 'flowercold', 'make', 'love', 'everyday', 'made', 'love', 'wit', u'\\u77e5\\u4e4e']\n",
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+        "[u'\\u6027\\u80fd', u'\\u4e0d\\u597d', u'\\u52a0', u'\\u673a\\u5668']\n",
+        "['thanks', 'mozilla', 'got', 'flame', 'development', 'reference', 'work']\n",
+        "['celebrated', 'new', 'year', 'friends', 'pangu']\n",
+        "['celebrated', 'new', 'year', 'friends', 'pangu']\n",
+        "['first', 'results', 'running', 'firefoxos', 'hardware', 'platform']\n",
+        "['silicon', 'valley', 'disruptive', 've', 'taken', 'job', 'done', 'anywhere', 'internet', 'produced', 'land', 'crunch', 'one', 'city', u'ejfinneran']\n",
+        "['app', 'doesn', 'work', 'offline', 'app']\n",
+        "['anyone', 'know', 'cheap', 'phones', 'run', 'firefoxos', 'bought', 'china', 'taobao', u'\\u706b\\u72d0OS']\n",
+        "['je', 'suis', 'charlie']\n",
+        "[u'\\u671d\\u9633\\u95e8', 'seem', 'radio', 'receiver', 'transmitter', 'small', 'suitcase', 'chaoyangmen']\n",
+        "['updated', 'gauth', 'new', 'flat', 'style']\n",
+        "['great', 'interview', 'lennart', 'poettering', 'systemd', 'linux', 'voice']\n",
+        "['systemd', 'pull', 'container', 'images', 'docker', 'internet', 'update']\n",
+        "['also', 'working', 'rpi']\n",
+        "['sprawliest', 'distro', 'finds', 'new', 'focus', u'Fedora# 21 review: #Linux']\n",
+        "['got', 'node', 'coffee', 'script', 'running', 'firefoxos', 'background', 'service', 'runs', 'small', 'daemon', 'interact', 'main', 'system', 'application']\n",
+        "['rebuilding', 'firefoxos', 'need', 'good', 'internet', 'speed', 'downloading', 'gb', 'sourcecode', 'slow']\n",
+        "['ready', 'fosdem']\n",
+        "['abusing', 'contributors', 'ok']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "['omg', 'would', 'take', 'continuous', 'hours', 'year', 'days', 'hours', 'minutes', 'gameplay', 'complete', 'steam', 'library']\n",
+        "['rocket', 'app', 'container', 'release']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5fae\\u535a', u'\\u5e74\\u5ea6', u'\\u5173\\u952e\\u8bcd', u'\\u8bd5\\u8bd5', u'\\u5fae\\u535a\\u5173\\u952e\\u8bcd']\n",
+        "['must', 'joke']\n",
+        "[u'\\u56de\\u7b54', u'\\u57fa\\u56e0', u'\\u59d3\\u6c0f', 'yes', 'see', 'identifying', 'personal', 'genomes', 'surname', 'inference', u'\\u77e5\\u4e4e']\n",
+        "['strive', 'seek', 'find', 'yield', u'Skyfall']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u300e', u'\\u300f', 'time', 'pypy', 'welcome', 'pypy']\n",
+        "[u'\\u300e', u'\\u79fb\\u52a8', u'\\u7aef', u'\\u524d\\u7aef\\u5f00\\u53d1', u'\\u8c03\\u8bd5', u'\\u6c5f\\u6c34', u'\\u300f']\n",
+        "[u'\\u300e', u'\\u300f', 'goless', 'go', 'style', 'python', 'goless', 'documentation']\n",
+        "[u'\\u4efb\\u6027', u'\\u76d8\\u70b9', u'\\u5e74', u'\\u5f00\\u6e90', u'\\u6210\\u5c31', 'facebook', 'code']\n",
+        "[u'\\u300e', u'\\u5e74\\u7ec8\\u603b\\u7ed3', u'\\u7b97\\u6cd5', u'\\u6570\\u636e', u'\\u601d\\u8003', u'\\u7ed3\\u5c3e', u'\\u5f69\\u86cb', u'\\u300f']\n",
+        "[u'\\u5927\\u90e8\\u5206', u'\\u56fd\\u5916', u'\\u521b\\u4e1a', u'\\u516c\\u53f8', u'\\u6280\\u672f', u'\\u9009\\u578b', u'\\u300e', u'\\u7845\\u8c37', u'\\u4e00\\u7ebf', u'\\u521b\\u4e1a', u'\\u516c\\u53f8', u'\\u957f', u'\\u5fc3\\u91cc', u'\\u6709\\u4e2a', u'\\u8c31', u'\\u300f', 'python']\n",
+        "[u'\\u7f16\\u7a0b', u'\\u300e', u'\\u300f', 'goweb', 'astaxie', 'build', 'web', 'application', 'golang']\n",
+        "[u'\\u7f16\\u7a0b', u'\\u300e', u'\\u300f', 'go', 'web', 'astaxie', 'build', 'web', 'application', 'golang']\n",
+        "[u'\\u300e', u'\\u4e13\\u9898', u'\\u56de\\u987e', u'\\u518d\\u8c08', u'\\u8be6\\u8bba', u'\\u5e76\\u53d1', u'\\u7f16\\u7a0b', u'\\u6a21\\u578b', u'\\u5dee\\u5f02', u'\\uff0d', u'\\u8bb8\\u5f0f\\u4f1f', u'\\u4e03\\u725b\\u4e91', u'\\u5b58\\u50a8', u'\\u4e03\\u725b\\u4e91', u'\\u5b58\\u50a8', u'\\u300f', 'ecug', 'cerl', 'go', 'erlang', 'ceo']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u300e', u'\\u5de5\\u5177\\u7bb1', u'\\u8d44\\u6e90', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', u'\\u300f', 'lxml', 'python', 'lxml', 'xml']\n",
+        "[u'\\u300e', u'\\u300f', 'learn', 'git', 'branching']\n",
+        "[u'\\u6bd4\\u8f83', u'\\u4e2d\\u80af', u'\\u300e', u'\\u8457\\u540d', u'\\u9ed1\\u5ba2', u'\\u96f7\\u8499', u'\\u8bc4\\u4ef7', u'\\u6700', u'\\u91cd\\u8981', u'\\u51e0\\u79cd', u'\\u7f16\\u7a0b\\u8bed\\u8a00', u'\\u7a0b\\u5e8f', u'\\u5e08', u'\\u300f']\n",
+        "[u'\\u7f16\\u7a0b', u'\\u300e', u'\\u300f', 'go', 'web', 'astaxie', 'build', 'web', 'application', 'golang']\n",
+        "[]\n",
+        "[u'\\u5b9e\\u73b0', u'\\u660e\\u667a', u'\\u300e', u'\\u300f', 'gimg', 'go', 'leon', 'gimg']\n",
+        "[u'\\u6700\\u706b', u'\\u5f00\\u6e90', u'\\u9879\\u76ee', 'github', 'ios', 'cto', 'com']\n",
+        "[u'\\u751f\\u6210', u'\\u7535\\u5b50\\u4e66', u'\\u5de5\\u5177', u'\\u8d5e', u'\\u300e', u'\\u300f', 'html', 'github', 'build', 'software', 'better', 'together']\n",
+        "[u'\\u592a\\u8d5e', u'\\ud83d', u'\\udc4d', u'\\u4f7f\\u7528', u'\\u5de5\\u5177', u'\\u518d\\u4e5f', u'\\u4e0d\\u7528', u'\\u4e71', u'\\u641c', u'\\u300e', u'\\u300f', 'chrome', 'github', 'build', 'software', 'better', 'together']\n",
+        "[u'\\u5b89\\u5353', u'\\u5f00\\u6e90', u'\\u9879\\u76ee', u'\\u6c47\\u603b', 'trinea', 'android', 'open', 'project', 'github']\n",
+        "[u'\\u8d5e', u'\\ud83d', u'\\udc4d', u'\\u300e', u'\\u7f8e\\u56e2', u'\\u56fe\\u4e66\\u9986', u'\\u5b9e\\u8df5', u'\\u5929', u'\\u65f6\\u95f4', u'\\u518c', u'\\u56fe\\u4e66', u'\\u5171\\u4eab', u'\\u5165\\u5e93', u'\\u7f8e\\u56e2', u'\\u6280\\u672f', u'\\u56e2\\u961f', u'\\u300f']\n",
+        "[u'\\u4ece\\u96f6\\u5f00\\u59cb', u'\\u7cfb\\u5217', u'\\u300e', u'\\u300f', 'github', 'build', 'software', 'better', 'together']\n",
+        "[u'\\u4ee3\\u7801', u'\\u7edf\\u8ba1', u'\\u300e', u'\\u7b80\\u5355', u'\\u6e90\\u4ee3\\u7801', u'\\u7edf\\u8ba1', u'\\u5de5\\u5177', u'\\u5f00\\u53d1', u'\\u7ecf\\u9a8c', u'\\u5e93', u'\\u300f', 'sloc', 'open']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u300e', u'\\u7ec8\\u6781', u'\\u6307\\u5357', u'\\u300f', 'docker', 'dockerone']\n",
+        "[u'\\u4f7f\\u7528', u'\\u77a7\\u77a7', u'\\u300e', u'\\u300f', 'django', 'github', 'build', 'software', 'better', 'together']\n",
+        "[u'\\u5206\\u4eab', 'prakhar', 'algorithms', 'github']\n",
+        "['psdash']\n",
+        "[u'\\u5206\\u4eab', 'pycoder', 'weekly', 'top']\n",
+        "[u'\\u5b89\\u5353', u'\\u7cfb\\u5217', u'\\u8d44\\u6e90', u'\\u300e', u'\\u300f', 'github', 'build', 'software', 'better', 'together']\n",
+        "[u'\\u4e0d\\u9519', u'\\u300e', u'\\u5b9e\\u6548', u'\\u7f16\\u7a0b', u'\\u7f16\\u7a0b\\u8bed\\u8a00', u'\\u300f', 'go', 'go']\n",
+        "[u'\\u300e', u'\\u6280\\u672f', u'\\u6668\\u8bfb', u'\\u4e2d\\u6587', u'\\u793e\\u533a', u'\\u8bed\\u8a00', u'\\u6784\\u5efa', u'\\u8bed\\u8a00', u'\\u4e2d\\u6587\\u7f51', u'\\u8bed\\u8a00', u'\\u5b66\\u4e60', u'\\u56ed\\u5730', u'\\u300f', 'golang', 'go', 'go', 'go']\n",
+        "[u'\\u300e', u'\\u4f7f\\u7528', u'\\u642d\\u5efa', u'\\u65e5\\u5fd7', u'\\u5206\\u6790', u'\\u5e73\\u53f0', u'\\u8f69\\u8109', u'\\u5203', u'\\u535a\\u5ba2\\u56ed', u'\\u300f', 'elk', 'redis', 'nginx']\n",
+        "[u'\\u8bed\\u8a00', u'\\u7f16\\u7a0b', u'\\u5b89\\u5353\\u4e0a', u'\\u7cbe\\u54c1', u'\\u9605\\u8bfb', u'\\u65f6\\u5149', u'\\u670b\\u53cb', u'\\u5206\\u4eab', 'go', u'\\u597d\\u4e66\\u63a8\\u8350']\n",
+        "[u'\\u300e', u'\\u300f', 'jbake']\n",
+        "[u'\\u300e', u'\\u6570\\u636e', u'\\u540c\\u6b65', u'\\u7ecf\\u9a8c\\u603b\\u7ed3', u'\\u300f', 'postgresql', 'elasticsearch']\n",
+        "[u'\\u300e', u'\\u300f', 'syncing', 'postgres', 'elasticsearch', 'lessons', 'learned', 'gocardless', 'blog']\n",
+        "[u'\\u300e', u'\\u8fde\\u63a5\\u5668', u'\\u8d44\\u6e90', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', u'\\u300f', 'pyes', 'elasticsearch', 'python']\n",
+        "[u'\\u300e', u'\\u9996\\u9875', u'\\u4e2d\\u6587', u'\\u793e\\u533a', u'\\u8bed\\u8a00', u'\\u6784\\u5efa', u'\\u8bed\\u8a00', u'\\u4e2d\\u6587\\u7f51', u'\\u8bed\\u8a00', u'\\u5b66\\u4e60', u'\\u56ed\\u5730', u'\\u300f', 'golang', 'go', 'go', 'go']\n",
+        "[u'\\u300e', u'\\u300f', 'ferd', 'ca', 'awk', 'minutes']\n",
+        "[u'\\u6253\\u8f66', u'\\u4ebf', u'\\u7ea2\\u5305', u'\\u5feb\\u4e50', u'\\u9001', u'\\u80fd\\u7528', u'\\u7ea2\\u5305', u'\\u771f\\u8bda', u'\\u610f', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u4e50\\u661f\\u671f\\u4e94', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4ee3\\u7801', u'\\u8bc4\\u5ba1', u'\\u5de5\\u5177', u'\\u503c\\u5f97', u'\\u4e00\\u7528', 'facebook']\n",
+        "[u'\\u4f4e\\u5206\\u8fa8\\u7387', u'\\u56fe\\u50cf', u'\\u8f6c\\u6362', u'\\u9ad8\\u5206\\u8fa8\\u7387', u'\\u56fe\\u50cf', u'\\u300e', u'\\u300f', 'super', 'resolution', 'single', 'image']\n",
+        "[u'\\u6f02\\u4eae', u'\\u6a21\\u677f', u'\\u300e', u'\\u300f', 'blueplate', 'plugin']\n",
+        "[u'\\u539f\\u7406', u'\\u4ecb\\u7ecd', u'\\u300e', u'\\u300f', 'spark', 'github', 'build', 'software', 'better', 'together']\n",
+        "[u'\\u300e', u'\\u5e38\\u89c1\\u95ee\\u9898', u'\\u300f', 'alibaba', 'fastjson', 'wiki']\n",
+        "[u'\\u300e', u'\\u300f', 'alibaba', 'fastjson']\n",
+        "[u'\\u300e', u'\\u5e74', u'\\u6700', u'\\u70ed\\u95e8', u'\\u56fd\\u4eba', u'\\u5f00\\u53d1', u'\\u5f00\\u6e90', u'\\u8f6f\\u4ef6', u'\\u5f00\\u6e90', u'\\u4e2d\\u56fd', u'\\u793e\\u533a', u'\\u300f', 'top']\n",
+        "[u'\\u300e', u'\\u63a8\\u8350', u'\\u56fd\\u5916', u'\\u7a0b\\u5e8f\\u5458', u'\\u6574\\u7406', u'\\u7cfb\\u7edf\\u7ba1\\u7406\\u5458', u'\\u8d44\\u6e90', u'\\u5927\\u5168', u'\\u535a\\u5ba2', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', u'\\u300f']\n",
+        "[u'\\u300e', u'\\u300f', 'python', 'tips', 'traps']\n",
+        "[u'\\u300e', u'\\u4e2d', u'\\u6b63\\u786e', u'\\u4f7f\\u7528', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', u'\\u300f', 'python', 'unicode', 'python']\n",
+        "[u'\\u597d', u'\\u4e1c\\u897f', u'\\u300e', u'\\u300f', 'tiimgreen', 'github', 'cheat', 'sheet']\n",
+        "[u'\\u300e', u'\\u6162', u'\\u67e5\\u8be2', u'\\u5206\\u6790', u'\\u5de5\\u5177', u'\\u5b89\\u88c5', u'\\u4f7f\\u7528', u'\\u65b9\\u6cd5', u'\\u2013', u'\\u6559\\u7a0b', u'\\u7cfb\\u5217', u'\\u300f', 'mysqlsla', 'ttlsa', 'mysql']\n",
+        "[u'\\u300e', u'\\u300f', 'github', 'build', 'software', 'better', 'together']\n",
+        "[u'\\u300e', u'\\u300f', 'github', 'build', 'software', 'better', 'together']\n",
+        "[u'\\u300e', u'\\u5e74', u'\\u4e00\\u8d77', u'\\u8ffd\\u8fc7', u'\\u7f13\\u5b58', u'\\u5199\\u6cd5', u'\\u535a\\u5ba2', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', u'\\u300f']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u300e', u'\\u63a7\\u5236\\u53f0', u'\\u8c03\\u8bd5', u'\\u300f', 'chrome', 'javascript', 'segmentfault']\n",
+        "[u'\\u300e', u'\\u300f', 'github', 'build', 'software', 'better', 'together']\n",
+        "[u'\\u300e', u'\\u300f', 'github', 'build', 'software', 'better', 'together']\n",
+        "[u'\\u300e', u'\\u300f', 'dash', 'queueing', 'theory']\n",
+        "[u'\\u515a', u'\\u5fc5\\u5907', u'\\u300e', u'\\u300f', 'vim', 'github', 'build', 'software', 'better', 'together']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u524d\\u7aef\\u5f00\\u53d1', u'\\u7528\\u540e', u'\\u7aef\\u7528', u'\\u5f00\\u6e90', u'\\u4ee3\\u7801', u'\\u641c\\u7d22', u'\\u5de5\\u5177', u'\\u300e', u'\\u300f', 'react', 'go', 'etsy', 'hound']\n",
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+        "[u'\\u592a\\u591a\\u4e8b', u'\\u4e0d\\u987a', u'\\u6211\\u8981', u'\\u70e7\\u9999']\n",
+        "[u'\\u9b45\\u84dd\\u624b\\u673a']\n",
+        "['videos', 'shmoocon', 'held', 'washington', 'dc', 'january', 'shmooncon']\n",
+        "[u'\\u65b0\\u5e74\\u5feb\\u4e50']\n",
+        "[u'\\u7231', u'\\u4eba', u'\\u7231', u'\\u4eba', u'\\u68d2\\u68d2', u'\\u54d2']\n",
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+        "[]\n",
+        "[]\n",
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+        "[]\n",
+        "[]\n",
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+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[]\n",
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+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
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+        "[u'\\u65b0', u'\\u5b63\\u8282', u'\\u6709\\u6ca1\\u6709', u'\\u65b0', u'\\u966a', u'\\u5feb\\u6765', u'\\u624b\\u673a', u'\\u627e\\u70b9', u'\\u65b0', u'\\u5b9d\\u8d1d', u'\\u5c0f\\u733f', u'\\u641c\\u9898', 'app']\n",
+        "[u'\\u521a\\u521a', u'\\u53d1\\u77ed\\u4fe1', u'\\u544a', u'\\u53d1\\u7ea2\\u5305', u'\\u5374', u'\\u652f\\u4ed8', u'\\u5173\\u4e86', u'\\u4ed8\\u73b0\\u91d1', u'\\u6253\\u8f66', u'\\u6ef4\\u6ef4\\u6253\\u8f66 \\u4f60\\u6545\\u610f\\u7684\\u5427']\n",
+        "[u'\\u521a\\u521a', u'\\u767b\\u9646', u'\\u56fe\\u7247', u'\\u514d\\u8d39', u'\\u7d20\\u6750\\u7f51', u'\\u4e07\\u5f20', u'\\u56fe\\u7247\\u7d20\\u6750', u'\\u514d\\u8d39', u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u6211\\u521a', u'\\u5b9e\\u60e0', u'\\u91cc', u'\\u62a2', u'\\u4e00\\u4efd', u'\\u798f\\u5229', u'\\u96ea\\u989c', u'\\u4e13\\u4e1a', u'\\u4fee\\u7709', u'\\u5e78\\u8fd0', u'\\u5c0f\\u4f19\\u4f34', u'\\u5206\\u4eab', u'\\u8bd5\\u8bd5', 'app']\n",
+        "[u'\\u5206\\u4eab', u'\\u5de6', u'\\u5b89\\u897f', u'\\u897f', u'\\u6b4c\\u66f2', u'\\u4e00\\u76f4', u'\\u5206\\u4eab', u'\\u867e\\u7c73\\u97f3\\u4e50']\n",
+        "[u'\\u4eca\\u5e74', u'\\u4e3b\\u6253', u'\\u660e\\u661f', u'\\u8868\\u6f14', u'\\u65f6\\u95f4', u'\\u957f', u'\\u6fc0\\u60c5', u'\\u6f8e\\u6e43', u'\\u62fc', u'\\u89c6\\u9891', u'\\u7334\\u59c6', u'\\u72ec\\u5bb6', u'\\u8de8\\u5e74', u'\\u665a\\u4f1a', u'\\u8d85\\u6e05', u'\\u5168\\u573a', u'\\u4e2d\\u90e8', u'\\u9996\\u64ad', u'\\u5206\\u4eab', 'taylor', 'swift', 'elton', 'john', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u4e0d\\u9519', u'\\u5206\\u4eab', 'business', 'adventures', 'twelve', 'classic', 'tales', 'world', 'wall', 'street', 'english', 'edition', u'\\u4e9a\\u9a6c\\u900a\\uff09']\n",
+        "[u'\\u5de5\\u4f5c', u'\\u534a\\u5e74', u'\\u5c0f\\u7ed3', u'\\u4e00\\u4e0b', u'\\u4e00\\u5e2e', u'\\u6570\\u5b66', u'\\u80cc\\u666f', u'\\u4eba', u'\\u6df7', u'\\u4e00\\u8d77', u'\\u5929\\u5929', u'\\u75db\\u82e6', u'\\u51dd\\u7ec3', u'\\u6982\\u5ff5', u'\\u89e3\\u51b3', u'\\u62bd\\u8c61', u'\\u5b8c\\u5168', u'\\u63a5\\u53e3', u'\\u5c01', u'\\u4e0d\\u4f4f', u'\\u95ee\\u9898', u'\\u534a\\u5e74', u'\\u603b\\u5171', u'\\u52a0', u'\\u5199', u'\\u5343\\u884c', u'\\u4ee3\\u7801', u'\\u7ec8\\u4e8e', u'\\u77e5\\u9053', u'\\u6a21\\u677f', u'\\u7f16\\u7a0b', u'\\u8bbe\\u8ba1\\u6a21\\u5f0f', u'\\u4e1c\\u897f', u'\\u6709\\u7528', u'\\u4e0a\\u4e2a\\u6708', u'\\u6570\\u636e', u'\\u4f1a\\u8bae', u'\\u8f6c', u'\\u8f6c', u'\\u89c1\\u5230', u'\\u4eb2\\u7231', u'\\u7801\\u519c', u'\\u670b\\u53cb', u'\\u611f\\u89c9', u'\\u597d\\u591a']\n",
+        "[u'\\u6700\\u8fd1', u'\\u63a5\\u8fde', u'\\u6536\\u5230', u'\\u4e24\\u4e2a', u'\\u51c6', u'\\u9762\\u8bd5', u'\\u6bd5\\u4e1a', u'\\u5df2\\u4e45', u'\\u65e9\\u8fc7', u'\\u627e', u'\\u5de5\\u4f5c', u'\\u77e5\\u9053', u'\\u804c\\u4f4d', u'\\u5e72', 'ps', 'recruit', 'software', 'systems', 'engineering', 'roles', 'site', 'reliability', 'engineering', 'team', 'wanted', 'see', 'would', 'interested', 'connecting', 'live', 'discuss', 'detail']\n",
+        "[u'\\u200b', u'\\u200b', u'\\u63a8\\u51fa', u'\\u65b0\\u6b3e', u'\\u5927\\u578b\\u673a', u'\\u5206\\u4eab', 'ibm', u'\\u7f51\\u6613\\u8350\\u65b0\\u95fb\\uff09']\n",
+        "[u'\\u60f3', u'\\u8bf4', u'\\u7167\\u7247', u'\\u521b\\u4f5c', u'\\u4e0b\\u8f7d', u'\\u94fe\\u63a5', u'\\u6000\\u65e7', u'nice']\n",
+        "[u'\\u8774\\u8776', u'\\u98de\\u52a8', u'\\u55c5\\u4e00\\u9f3b', u'\\u85b0\\u8863\\u8349', u'\\u6d53\\u9999', u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u8774\\u8776', u'\\u7eb7\\u98de', u'\\u5c01\\u9762', u'\\u56fe', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u7537\\u795e', u'\\u7d50\\u5a5a', u'\\u5e74', u'\\u4f9d\\u820a', u'\\u9019\\u9ebc', u'\\u559c\\u6b61', u'\\u6770\\u502b', u'\\u6b4c', u'\\u6c92\\u6709', u'\\u6216\\u8a31', u'\\u59b3', u'\\u4ee3\\u8868', u'\\u6211\\u5011', u'\\u9752\\u6625', u'\\u795d\\u798f', u'\\u795d\\u798f', u'\\u795d\\u798f']\n",
+        "[u'\\u8c22\\u8c22', u'\\u4eb2\\u7231', u'\\u63d0\\u524d', u'\\u9001', u'\\u751f\\u65e5\\u793c\\u7269', u'\\u7172\\u673a', u'\\u4e2d']\n",
+        "[u'\\u767e\\u5ea6', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u89c6\\u9891', u'\\u7f51\\u7ad9', u'\\u5929\\u5929', u'\\u767d\\u9001', u'\\u521a\\u521a', u'\\u62a2', u'\\u4e00\\u5f20', u'\\u7279\\u6743', u'\\u5361', u'\\u767e\\u5ea6', u'\\u89c6\\u9891', u'\\u5168\\u90e8', u'\\u514d', u'\\u5e7f\\u544a', u'\\u5403', u'\\u8089', u'\\u559d\\u6c64', u'\\u524d', u'\\u4e24\\u4f4d', u'\\u4e2d\\u5956\\u7387', 'vip', 'pptv', 'pptv', u'\\u767e\\u5ea6\\u770b\\u89c6\\u9891\\u6ca1\\u5e7f\\u544a']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u521a\\u521a', u'\\u5206\\u94b1', u'\\u8d2d\\u4e70', u'\\u8d85\\u503c', u'\\u793c\\u54c1', u'\\u73b0\\u5728', u'\\u6700\\u4f4e', u'\\u53ea', u'\\u9700\\u8981', u'\\u5143', u'\\u4e70', u'\\u6d41\\u91cf', u'\\u4ef0\\u671b', u'\\u5fc3', u'\\u7a7a', u'\\u73a9\\u5076', u'\\u62a2\\u8d2d', 'baidu', u'\\u767e\\u5ea6\\u94b1\\u53051\\u5206\\u94b1\\u6d3b\\u52a8']\n",
+        "[u'\\u5c0f\\u4f19\\u4f34', u'\\u521a\\u521a', u'\\u5206\\u94b1', u'\\u8d2d\\u4e70', u'\\u8d85\\u503c', u'\\u793c\\u54c1', u'\\u73b0\\u5728', u'\\u6700\\u4f4e', u'\\u53ea', u'\\u9700\\u8981', u'\\u5143', u'\\u4e70', u'\\u6d41\\u91cf', u'\\u4ef0\\u671b', u'\\u5fc3', u'\\u7a7a', u'\\u73a9\\u5076', u'\\u62a2\\u8d2d', 'baidu', u'\\u767e\\u5ea6\\u94b1\\u53051\\u5206\\u94b1\\u6d3b\\u52a8']\n",
+        "[u'\\u559c\\u6b22', u'\\u542c\\u542c', u'\\u5206\\u4eab', 'john', 'denver', 'take', 'home', 'country', 'road', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
+        "[u'\\u9ed1\\u732b', u'\\u8b66\\u957f', u'\\u7b2c\\u96c6', u'\\u6d77\\u4e0a', u'\\u6c89\\u8239', u'\\u559c\\u6b22', u'\\u542c\\u542c', u'\\u5206\\u4eab', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
+        "[u'\\u9ed1\\u732b', u'\\u8b66\\u957f', u'\\u7b2c\\u96c6', u'\\u72ec\\u773c\\u9f99', u'\\u559c\\u6b22', u'\\u542c\\u542c', u'\\u5206\\u4eab', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u9886\\u57df\\u4e13\\u5bb6', u'\\u662f\\u5426', u'\\u9ad8\\u5371', u'\\u6295\\u7ed9', u'\\u5426', u'\\u9886\\u57df', u'\\u77e5\\u8bc6', u'\\u59cb\\u7ec8', u'\\u91cd\\u8981', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u597d\\u4e1c\\u897f\\u4f20\\u9001\\u95e8']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5b59\\u949f\\u79c0', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u6559\\u7a0b', u'\\u6ce8\\u91ca', u'\\u5168', u'\\u63a8\\u8350', u'\\u5fae\\u76d8', u'\\u6e7e\\u533a\\u8bc4\\u8bba']\n",
+        "[u'\\u5c0f\\u732a', u'\\u8d1d\\u8d1d\\u53e3']\n",
+        "[u'\\u8de8', u'\\u5e74', u'\\u5f85\\u4f1a\\u513f', u'\\u5947\\u8469', u'\\u5ba2\\u6237', u'\\u9875\\u9762', u'\\u4e0b\\u7ebf', u'\\u65b0\\u5e74', u'\\u8d3a\\u793c', u'\\u6492\\u82b1', 'via', 'twitter']\n",
+        "['happy', 'new', 'year', 'hello', 'via', 'twitter']\n",
+        "['rt', 'via', 'twitter', u'McFunkypants: 1024 +512 +256']\n",
+        "['liked', u'YouTube video']\n",
+        "[u'\\u5927\\u9646', u'\\u6d41\\u884c', u'\\u4e50\\u575b', u'\\u97e9\\u7ea2', u'\\u5b59\\u6960', u'\\u4e00\\u5bf9', u'\\u6807\\u5fd7\\u6027', u'\\u6d3b\\u5b9d', u'\\u6b4c\\u5531', u'\\u6280\\u672f', u'\\u4e00\\u6d41', u'\\u6b4c\\u58f0', u'\\u534a\\u70b9', u'\\u4eba\\u5473', u'\\u7075\\u6c14', u'\\u821e\\u53f0', u'\\u8868\\u6f14', u'\\u5f62', u'\\u66f4\\u662f', u'\\u96be\\u770b', u'\\u6d3b\\u8131\\u8131', u'\\u4e00\\u53f0', u'\\u53ea\\u4e3a', u'\\u8dd1', u'\\u5206\\u800c\\u751f', u'\\u9ad8', u'\\u914d\\u7f6e', u'\\u5b89\\u5353', u'\\u624b\\u673a', u'\\u5076\\u8c08', u'\\u7535\\u89c6', u'\\u5531\\u6b4c', u'\\u6bd4\\u8d5b', u'\\u8001\\u5b50', u'\\u4e0d\\u770b', 'rt', 'via', 'twitter', u'blogtd:']\n",
+        "['use', 'angularjs', u'egorkoshelko']\n",
+        "[u'\\u7f8e\\u56fd', u'\\u4eba', u'\\u5bff\\u53f8\\u5e97', u'\\u559c\\u7231', u'\\u7a0b\\u5ea6', u'\\u53d1', u'\\u6307', u'\\u5bff\\u53f8', u'\\u634f\\u6210', u'\\u5565\\u6837', u'\\u7206\\u6ee1', u'\\u5c06\\u6765', u'\\u60f3', u'\\u53d1\\u8d22', u'\\u5f00\\u4e2a', u'\\u5bff\\u53f8\\u5e97', u'\\u8058\\u4e2a', u'\\u8bf4', u'\\u82f1\\u8bed', u'\\u4e9a\\u6d32', u'\\u8001\\u5934', u'\\u7ad9', u'\\u634f', u'\\u5bff\\u53f8', u'\\u634f', u'\\u4e00\\u4e2a', u'\\u76d8\\u5b50', u'\\u91cc', u'\\u6401', u'\\u4e00\\u4e2a', u'\\u518d', u'\\u97a0\\u4e2a', u'\\u8eac', u'\\u8001\\u5934', u'\\u4e4b\\u524d', u'\\u6447', u'\\u7164\\u7403', u'\\u70e7', u'\\u9505\\u7089', u'\\u8bf4', u'\\u82f1\\u8bed', u'\\u7b11', 'rt', u'micakoum:']\n",
+        "[u'\\u74e3', u'\\u540c\\u884c', u'\\u8c46\\u74e3', u'\\u89c2\\u5f71', u'\\u62a5\\u544a']\n",
+        "['shekou', u'Shenzhen ']\n",
+        "['shekou', u'Shenzhen ']\n",
+        "[u'\\u7167\\u7247', 'mustafaseven']\n",
+        "[u'\\u6d77\\u5e95', u'\\u635e']\n",
+        "[u'\\u6d77\\u5e95', u'\\u635e']\n",
+        "['teenager', 'view', 'social', 'media', u'thatswattsup']\n",
+        "['rt', 'kiss', 'travel', 'time', 'read', 'escape', 'time', 'music', 'feel', 'time', u'matthaig1: How to stop time:']\n",
+        "[u'\\u676f\\u5177']\n",
+        "[u'\\u676f\\u5177']\n",
+        "[u'\\u6625\\u8327', 'shenzhen']\n",
+        "[u'\\u6625\\u8327', 'shenzhen']\n",
+        "['rt', 'never', 'perfectly', 'homoiconic', 'either', 'fx', 'cljx', 'finally', 'give', u\"chrishouser: Well, Clojure's\"]\n",
+        "['google', 'search', 'next', 'brain']\n",
+        "['awk', 'minutes']\n",
+        "[u'\\u4eca\\u5929', u'\\u51fa\\u73b0', u'\\u4e3b', u'\\u670d\\u52a1\\u5668', u'\\u786c\\u4ef6', u'\\u6545\\u969c', u'\\u5df2\\u7ecf', u'\\u6062\\u590d', u'\\u804a\\u5929', u'\\u60f3\\u8d77', u'\\u4e4c\\u9c81\\u6728\\u9f50', u'\\u6545\\u4e61', u'\\u66fe\\u7ecf', u'\\u65ad\\u7f51', u'\\u4e00\\u5e74', u'\\u660e\\u663e', u'\\u73b0\\u5728', u'\\u73af\\u5883', u'\\u8d8a\\u6765\\u8d8a', u'\\u8270\\u96be', u'\\u597d', u'\\u4f24\\u611f', u'\\u4e5f\\u8bb8', u'\\u5c06\\u6765', u'\\u4e92\\u8054\\u7f51', u'\\u65e0\\u6cd5', u'\\u907f\\u514d', u'\\u5c11\\u6570', u'\\u4eba', u'\\u7279\\u6743', 'rt', u'lgn21st:', u'VPNCloud', u'kgen']\n",
+        "[u'\\u770b\\u5230', u'\\u4e00\\u4e2a', u'\\u65e0\\u5948', u'\\u7280\\u5229', u'\\u8bc4\\u8bba', u'\\u5e72\\u8106', u'\\u5272\\u65ad', u'\\u6d77\\u5e95', u'\\u5149\\u7f06', u'\\u7b97\\u4e86', u'\\u4e00\\u4e86\\u767e\\u4e86', 'via', 'twitter']\n",
+        "['rt', 'read', 'scalability', 'postgresql', u'planetpostgres: Amit Kapila:']\n",
+        "[u'\\u9996\\u63a8', 'rt', 'heroku', 'web', 'server', u'JuanitoFatas: puma \\u73fe\\u5728\\u662f']\n",
+        "[u'\\u6240\\u6709', u'\\u5916\\u570b\\u5361', u'\\u5927\\u9678', u'\\u7121', u'\\u58bb', u'\\u4e0a\\u7db2', u'\\u9019\\u662f', u'\\u5361', u'\\u6280\\u8853', u'\\u7279\\u9ede', u'\\u6c7a\\u5b9a', u'\\u4e0d\\u8ad6', u'\\u5730\\u7406\\u4f4d\\u7f6e', u'\\u54ea\\u5361', u'\\u8207', u'\\u4e92\\u806f\\u7db2', u'\\u9023\\u63a5', u'\\u51fa\\u53e3', u'\\u6c38\\u9060', u'\\u8a3b', u'\\u518a', u'\\u570b', u'\\u5bb6', u'\\u5916\\u570b\\u5361\\u4f86', u'\\u4e2d\\u570b', u'\\u6c92', u'\\u58bb', u'\\u4e2d\\u570b\\u5361', u'\\u54ea\\u570b', u'\\u58bb', 'rt', 'sim', 'sim', 'sim', 'sim', 'sim', u'VinkySimon:']\n",
+        "[u'\\u5143\\u65e6', u'\\u8bfb\\u7269']\n",
+        "[u'\\u89c6\\u9891', u'\\u6df1\\u5733\\u534e\\u5f3a', u'\\u5317', u'\\u7eaa\\u5f55\\u7247', u'\\u7b2c\\u4e00\\u96c6', u'\\uff0d', u'\\u98ce\\u666f', u'\\u80cc\\u5f71', u'\\u5206\\u4eab', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u8bc4\\u8bba', u'\\u964d\\u9f99', u'\\u8fd0\\u884c', u'\\u65b9\\u5f0f', u'\\u5904\\u7406', u'\\u6d41\\u7a0b', u'\\u603b\\u7ed3', 'good', 'read', 'django']\n",
+        "[u'\\u5206\\u4eab', u'\\u5e9e\\u5927', u'\\u4f53\\u79ef', u'\\u786e\\u5b9e', u'\\u4f69\\u670d', u'\\u534e\\u4e3a\\u4e2d\\u56fd\\u533a \\u7684\\u6587\\u7ae0 ']\n",
+        "[u'\\u6ca1\\u5e26', u'\\u68af\\u5b50', u'\\u6000\\u7591', u'\\u773c\\u775b', u'\\u5de5\\u5177', u'\\u6d4b', u'\\u4e0b', u'\\u5899', u'\\u6d1e', 'facebook']\n",
+        "[u'\\u70e4\\u706b']\n",
+        "[]\n",
+        "[u'\\u518d', u'\\u5b66\\u4e60', u'\\u5b66\\u4e60']\n",
+        "[u'\\u56fd\\u5185', u'\\u516c\\u6709', u'\\u4e91', u'\\u8d44\\u6e90', u'\\u521b\\u5efa', u'\\u65f6', u'\\u53ea', u'\\u63a7\\u5236\\u53f0', u'\\u505a', u'\\u4f59\\u989d', u'\\u68c0\\u67e5', u'\\u670d\\u52a1', u'\\u5bf9\\u5916\\u5f00\\u653e', u'\\u7aef\\u53e3', u'\\u6539\\u52a8', u'\\u6ca1\\u94b1', u'\\u76f4\\u63a5', u'\\u521b\\u5efa', u'\\u8d44\\u6e90', u'\\u6210\\u529f', u'\\u4f59\\u989d', u'\\u51fa\\u73b0', u'\\u8d1f\\u6570', u'\\u7ee7\\u7eed', u'\\u521b\\u5efa', u'\\u8d44\\u6e90', 'openstack', 'api', 'api']\n",
+        "[u'\\u76f8\\u901a', u'\\u4e00\\u4e2a', u'\\u95ee\\u9898', u'\\u5173\\u673a', u'\\u6536\\u8d39', u'\\u516c\\u6709', u'\\u4e91', u'\\u8d85\\u5356', u'\\u95ee\\u9898', u'\\u8d85', u'\\u591a\\u5c11\\u500d']\n",
+        "['get', 'minutes', 'monthly', 'bill', 'free', 'domestic', 'phone', 'calls']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab', u'\\u6797\\u6c9b\\u6ee1 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u6628\\u5929', u'\\u9762', u'\\u4e00\\u4e2a', u'\\u56fd\\u5bb6', u'\\u67d0\\u8d85\\u7b97', u'\\u4e2d\\u5fc3', u'\\u8fc7\\u6765', u'\\u56fd\\u5bb6', u'\\u79d1\\u5927', u'\\u6bd5\\u4e1a', u'\\u7814\\u7a76\\u751f', u'\\u786e\\u5b9e', u'\\u6ef4']\n",
+        "[u'\\u5218\\u5bb6', u'\\u4e13\\u5bb6\\u56e2', u'\\u8bc4\\u8bba', u'\\u4e2d\\u56fd', u'\\u793e\\u533a', u'\\u6d3b\\u52a8', u'\\u9884\\u544a', u'\\u6280\\u672f\\u8bba\\u575b', u'\\u6df1\\u5733', u'\\u7ad9', 'openstack', 'openstack']\n",
+        "['openstack', 'chided', 'past', 'focused', 'race', 'add', 'features', 'juno', 'however', 'first', 'release', 'development', 'process', 'focused', 'stability', 'making', 'well', 'suited', 'enterprise', 'workloads', 'according', 'renski']\n",
+        "[u'\\u5b89\\u88c5', u'\\u547d\\u4ee4', u'\\u540e\\u53f0', u'\\u6267\\u884c', u'\\u5361', u'\\u9519\\u8bef', u'\\u63d0\\u793a', u'\\u540e\\u53f0', u'\\u6267\\u884c', u'\\u5b8c\\u5168', u'\\u95ee\\u9898', u'\\u8bd5', u'\\u597d\\u51e0\\u56de', u'\\u540e\\u53f0', u'\\u524d\\u53f0', u'\\u5dee\\u522b', 'devstack', 'nohup', 'stack', 'sh', 'vgcreate', 'stack', 'volumes', 'lvdriver', 'stdin', 'fdopen', 'invailable', 'arguement']\n",
+        "['router', 'diagnosis', 'score', 'using', 'rumate', u'HUAWEI']\n",
+        "[u'\\u62a5\\u540d', u'\\u6280\\u672f\\u8bba\\u575b', u'\\u6df1\\u5733', u'\\u7ad9', 'openstack']\n",
+        "[u'\\u725b', u'\\u903c', u'\\u540d\\u5b57', u'\\u4e0d\\u9519', u'\\u8bc4\\u8bba', u'\\u4e2d\\u56fd', u'\\u793e\\u533a', 'nubeliu', 'openstack', 'nubeliu', 'bringing', 'openstack', 'cloud', 'latin', 'america']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u5931\\u8d25', u'\\u6848\\u4f8b', u'\\u7ec4\\u4ef6', u'\\u73b0\\u72b6', 'openstack', 'ironic', 'neutron']\n",
+        "[u'\\u6df1\\u5733', u'\\u7fa4', 'openstack']\n",
+        "[]\n",
+        "[u'\\u8c03\\u8bd5', u'\\u4e24\\u5929', u'\\u7ec8\\u4e8e', u'\\u7ed3\\u70b9', u'\\u8dd1', u'\\u987a\\u4fbf', u'\\u63d0\\u4ea4', u'\\u4e24\\u4e2a', u'\\u7248\\u672c', u'\\u5e0c\\u671b', u'\\u5e2e\\u52a9', u'\\u540c\\u6837', u'\\u4f7f\\u7528', u'\\u573a\\u666f', u'\\u4f19\\u4f34', 'vmware', 'ceilome', 'agent', 'compute', 'patch', 'icehouse']\n",
+        "[u'\\u811a\\u8e0f\\u5b9e\\u5730', u'\\u6e90\\u7801', u'\\u91cc\\u9762', u'\\u85cf\\u6709', u'\\u70b8\\u5f39', u'\\u77e5\\u9053']\n",
+        "[u'\\u6295\\u7ed9', u'\\u8a79\\u59c6\\u65af', u'\\u54c8\\u767b', u'\\u4eb2\\u4eec', u'\\u53c2\\u52a0', u'2015\\u5b89\\u8e0fNBA\\u5168\\u660e\\u661f\\u6295\\u7968']\n",
+        "[u'\\u521a\\u521a', u'\\u767b\\u9646', u'\\u7cbe\\u54c1', u'\\u63d2\\u4ef6', u'\\u54cd\\u5e94', u'\\u5f0f', u'\\u6a21\\u677f', u'\\u540e\\u53f0', u'\\u6a21\\u677f', u'\\u5fae\\u4fe1', u'\\u5c0f\\u6e38\\u620f', u'\\u6e90\\u7801', 'jqueryfuns', 'jquery', 'html', 'bootstrap']\n",
+        "[u'\\u521a\\u521a', u'\\u4e0b\\u8f7d', u'\\u6846\\u67b6', u'\\u54cd\\u5e94', u'\\u5f0f', u'\\u591a\\u7528\\u9014', u'\\u7ba1\\u7406', u'\\u4e3b\\u9898', 'beyondadmin', 'bootstrap']\n",
+        "[u'\\u5df2', u'\\u6536\\u85cf', u'\\u63a8\\u8350', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u963f\\u91cc', u'\\u5206\\u5e03\\u5f0f', u'\\u5f00\\u653e', u'\\u6d88\\u606f', u'\\u670d\\u52a1', u'\\u539f\\u7406', u'\\u5b9e\\u8df5', u'\\u6c88\\u8be2', 'part', 'ons']\n",
+        "[u'\\u300e', u'\\u8212', u'\\u306e', u'\\u968f\\u60f3', u'\\u65e5\\u8bb0', u'\\xbb', u'\\u4e00\\u4e2a', u'\\u5f00\\u53d1', u'\\u89d2\\u5ea6\\u770b', u'\\u8d1f\\u8f7d', u'\\u5747\\u8861', u'\\u300f', 'lvs']\n",
+        "[u'\\u5355\\u7247\\u673a', u'\\u5185\\u90e8', u'\\u65f6\\u949f', u'\\u5916\\u90e8', u'\\u6676\\u632f', u'\\u76f8\\u6bd4', u'\\u51c6\\u5ea6', u'\\u76f8\\u5dee', u'\\u5355\\u7247\\u673a', u'\\u4ea7\\u751f', u'\\u65f6\\u95f4', u'\\u7528\\u5916', u'\\u6676\\u632f\\u624d\\u884c', u'\\u7cfb\\u5217', u'\\u6700\\u65b0', u'\\u51c6\\u5ea6', u'\\u4f5c', u'\\u4e32\\u53e3', u'\\u6ce2\\u7279\\u7387', u'\\u53d1\\u751f', u'\\u8bfb\\u53d6', u'\\u4f46\\u4f5c', u'\\u4ea7\\u751f', u'\\u5b9e\\u65f6', u'\\u65f6\\u949f', u'\\u5f88\\u5927', u'\\u8bef\\u5dee', u'\\u7279\\u6b64', u'\\u6ce8\\u610f', 'rc', 'stc', 'rc', 'ds']\n",
+        "[u'\\u5355\\u7247\\u673a', u'\\u6280\\u672f', u'\\u54ea\\u5bb6', u'\\u5f3a', u'\\u5e74', u'\\u5168\\u65b0', u'\\u89c6\\u9891', u'\\u8282\\u76ee', u'\\u521b\\u5ba2', u'\\u65f6\\u95f4', u'\\u8bf4\\u9053', u'\\u8bf4\\u9053']\n",
+        "[u'\\u521b\\u5ba2', u'\\u65f6\\u95f4', u'\\u7b2c\\u96c6', u'\\u5355\\u7247\\u673a', u'\\u6280\\u672f', u'\\u54ea\\u5bb6', u'\\u5f3a', u'\\u5206\\u4eab', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u5e7f\\u7535\\u603b\\u5c40', u'\\u6559', u'\\u6ee4\\u6ce2']\n",
+        "[u'\\u5e74', u'\\u4e0a\\u7ebf', u'\\u65b0', u'\\u89c6\\u9891', u'\\u675c\\u6d0b\\u5fae', u'\\u95ee\\u7b54', u'\\u521b\\u5ba2', u'\\u65f6\\u95f4', u'\\u54c1\\u8bfb', u'\\u7231\\u4e0a', u'\\u5355\\u7247\\u673a', u'\\u675c\\u6d0b', u'\\u5236\\u4f5c', u'\\u675c\\u6d0b', u'\\u76f4\\u64ad\\u95f4', u'\\u4e0b\\u7ebf', u'\\u66f4\\u65b0', u'\\u53e6\\u6709', u'\\u6559\\u5b66', u'\\u5f00\\u53d1', u'\\u675c', u'\\u8001\\u5e08', u'\\u7f16\\u7a0b', u'\\u5165\\u95e8', u'\\u5f3a\\u7535', u'\\u710a\\u63a5', u'\\u52aa\\u529b', u'\\u66f4\\u65b0', u'\\u5b8c\\u6210', u'\\u5de5\\u6b32\\u5584\\u5176\\u4e8b', u'\\u5b9e\\u8df5', u'\\u771f\\u77e5', u'\\u89c6\\u9891', u'\\u89e3\\u8bfb', u'\\u6570\\u636e', u'\\u624b\\u518c', u'\\u52a0\\u5feb', u'\\u66f4\\u65b0', u'\\u901f\\u5ea6', 'db', 'vip']\n",
+        "[u'\\u521b\\u5ba2', u'\\u65f6\\u95f4', u'\\u7b2c\\u96c6', u'\\u6284\\u88ad', u'\\u501f\\u9274', u'\\u5206\\u4eab', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u521b\\u5ba2', u'\\u65f6\\u95f4', u'\\u7b2c\\u96c6', u'\\u4e66\\u5e97', u'\\u672c\\u4e66', u'\\u5206\\u4eab', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u675c', u'\\u8001\\u5e08', u'\\u7f16\\u7a0b', u'\\u624b\\u8868', u'\\u6307\\u9488', u'\\u6982\\u5ff5', u'\\u4ecb\\u7ecd', u'\\u8bed\\u8a00', u'\\u6307\\u9488', u'\\u6982\\u5ff5']\n",
+        "[u'\\u521b\\u5ba2', u'\\u65f6\\u95f4', u'\\u7b2c\\u96c6', u'\\u521b\\u5ba2', u'\\u5f55\\u5236', u'\\u5b8c\\u6210', u'\\u6b63\\u5728', u'\\u4e0a\\u4f20']\n",
+        "[u'\\u521b\\u5ba2', u'\\u65f6\\u95f4', u'\\u7b2c\\u96c6', u'\\u521b\\u5ba2', u'\\u5206\\u4eab', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u521b\\u5ba2', u'\\u65f6\\u95f4', u'\\u7b2c\\u96c6', u'\\u6253\\u5370', u'\\u4e0d\\u706b', u'\\u5206\\u4eab', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u6253\\u5370', u'\\u4e0d\\u706b', u'\\u524d\\u6bb5\\u65f6\\u95f4', u'\\u4eba\\u4eec', u'\\u65b0\\u9c9c', u'\\u7269\\u6765', u'\\u5ba3\\u4f20', u'\\u73b0\\u5728', u'\\u7ec8\\u4e8e', u'\\u56de\\u5f52', u'\\u672c\\u6765', u'\\u5e94\\u7528', u'\\u90a3\\u672c', u'\\u6253\\u6837', u'\\u5b9a\\u5236', u'\\u4ea7\\u54c1', u'\\u4e2d', u'\\u4f7f\\u7528', u'\\u673a\\u5668', u'\\u65b9\\u9762', u'\\u5229\\u76ca', u'\\u6284\\u4f5c']\n",
+        "[u'\\u675c\\u6d0b\\u5fae', u'\\u95ee\\u7b54', u'\\u7b2c\\u96c6', u'\\u6ce8\\u518c', u'\\u793e\\u533a\\u8bba\\u575b', u'\\u5fae', u'\\u95ee\\u7b54', u'\\u7b2c\\u96c6', u'\\u6682', u'\\u6280\\u672f', u'\\u95ee\\u9898', u'\\u6ce8\\u518c', u'\\u8bba\\u575b', u'\\u65b9\\u6cd5', u'\\u8bd5\\u4e0b\\u955c', u'\\u6b22\\u8fce', u'\\u52a0\\u5fae\\u4fe1', u'\\u4e92\\u52a8', 'vip']\n",
+        "[u'\\u5b9e\\u8df5', u'\\u771f\\u77e5', u'\\u7b2c\\u96c6', u'\\u5355\\u7247\\u673a', u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u4e0b\\u8f7d', u'\\u90a3\\u5c31\\u662f\\u8bf4', u'\\u4e00\\u6b21', u'\\u5199\\u5165', u'\\u591a\\u4e2a', u'\\u82af\\u7247', u'\\u539f\\u56e0', u'\\u901a\\u4fe1', u'\\u51b2\\u7a81', u'\\u5355\\u7247\\u673a', u'\\u5382\\u5546', u'\\u6709\\u610f', u'\\u63a7\\u5236', u'\\u4e0b\\u8f7d', u'\\u6570\\u91cf', 'isp', u'\\u4f18\\u9177']\n",
+        "[u'\\u675c\\u6d0b', u'\\u5de5\\u4f5c\\u5ba4', u'\\u6bcf\\u5e74', u'\\u4f1a\\u6362', u'\\u4e00\\u6b21', u'\\u7814\\u53d1', u'\\u7406\\u5ff5', u'\\u5e7f\\u544a\\u8bed', u'\\u601d\\u8003', u'\\u4fee\\u6539', u'\\u6700\\u7ec8', u'\\u786e\\u5b9a', u'\\u5e74', u'\\u5e7f\\u544a\\u8bed', u'\\u5927\\u6709', u'\\u673a\\u667a', u'\\u521b\\u65b0', u'\\u4eba', u'\\u7b80\\u5355', u'\\u5b57', u'\\u8868\\u8fbe', u'\\u5de5\\u4f5c\\u5ba4', u'\\u672a\\u6765', u'\\u5e74', u'\\u65b9\\u5411', u'\\u5177\\u6709', u'\\u5b57\\u9762', u'\\u7406\\u5ff5', u'\\u54f2\\u5b66', u'\\u4e09\\u4e2a', u'\\u5c42\\u9762', u'\\u89e3\\u8bfb', u'\\u4e09\\u4e2a', u'\\u5c42\\u9762', u'\\u609f', u'\\u771f\\u6b63', u'\\u660e\\u767d', u'\\u4eba']\n",
+        "[u'\\u675c\\u6d0b', u'\\u5de5\\u4f5c\\u5ba4', u'\\u5e74', u'\\u5f00\\u542f', u'\\u673a\\u5668\\u4eba', u'\\u7814\\u53d1', u'\\u8fd9\\u53e5', u'\\u5e7f\\u544a\\u8bcd', u'\\u5171\\u6709', u'\\u884c\\u52a8', u'\\u7406\\u5ff5', u'\\u54f2\\u5b66', u'\\u4e09\\u4e2a', u'\\u5c42\\u9762', u'\\u542b\\u610f', u'\\u6bd4\\u8f83', u'\\u51c6\\u786e', u'\\u89e3\\u6790', u'\\u5f97\\u5230', u'\\u5c0f\\u8f66', u'\\u53f0', u'\\u4ec5\\u9650', u'\\u4eba\\u5f53', u'\\u6709\\u4eba', u'\\u7b54\\u51fa', u'\\u540e', u'\\u516c\\u5e03', u'\\u7b54\\u6848', u'\\u6d3b\\u52a8', u'\\u9664\\u5915', u'\\u7ed3\\u675f', u'\\u5e76\\u53d1', u'\\u7b54\\u6848', 'drs']\n",
+        "[u'\\u675c\\u6d0b', u'\\u5de5\\u4f5c\\u5ba4', u'\\u5e74', u'\\u5f00\\u542f', u'\\u673a\\u5668\\u4eba', u'\\u7814\\u53d1', u'\\u8fd9\\u53e5', u'\\u5e7f\\u544a\\u8bcd', u'\\u5171\\u6709', u'\\u884c\\u52a8', u'\\u7406\\u5ff5', u'\\u54f2\\u5b66', u'\\u4e09\\u4e2a', u'\\u5c42\\u9762', u'\\u542b\\u610f', u'\\u6bd4\\u8f83', u'\\u51c6\\u786e', u'\\u89e3\\u6790', u'\\u5f97\\u5230', u'\\u5c0f\\u8f66', u'\\u53f0', u'\\u4ec5\\u9650', u'\\u4eba\\u5f53', u'\\u6709\\u4eba', u'\\u7b54\\u51fa', u'\\u540e', u'\\u516c\\u5e03', u'\\u7b54\\u6848', u'\\u9664\\u5915', u'\\u65f6', u'\\u6ca1\\u4eba', u'\\u7b54\\u51fa', u'\\u6625\\u8282', u'\\u53d1\\u5e03', u'\\u65b0', u'\\u5e7f\\u544a\\u8bed', u'\\u89e3\\u91ca', u'\\u6b22\\u8fce', u'\\u53c2\\u4e0e', 'drs']\n",
+        "[u'\\u675c\\u6d0b\\u5fae', u'\\u95ee\\u7b54', u'\\u7b2c\\u96c6', u'\\u8f6f\\u4ef6', u'\\u6253\\u5f00', u'\\u51fa\\u9519', u'\\u89e3\\u51b3', u'\\u5206\\u4eab', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u5f3a\\u7535', u'\\u710a\\u63a5', u'\\u7b2c\\u96c6', u'\\u6b63\\u5728', u'\\u4f20\\u4e2d']\n",
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+        "[u'\\u8f7b\\u677e', u'\\u5b66\\u4e60', u'\\u4e09\\u6781\\u7ba1', u'\\u653e\\u5927', u'\\u7535\\u8def', u'\\u53ea', u'\\u5e94\\u8be5', u'\\u5143', u'\\u8f6c\\u5ea6', u'\\u6b63\\u786e', u'\\u76f8\\u4f4d']\n",
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+        "['business', 'insider', 'malaysia']\n",
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+        "[u'\\ubaa8', u'\\ub450', u'\\uac74', u'\\uac15', u'\\ud558', u'\\uc8f5', u'\\uc77c', u'\\ub9cc', u'\\ud558', u'\\ub2e4', u'\\ubcf4', u'\\ub2c8', u'\\ub2a6', u'\\uc5c8', u'\\ub124', u'\\uc694', u'\\uc0c8', u'\\ud574', u'\\ubcf5', u'\\ud130', u'\\uc9c0', u'\\uc138', u'\\uc694', u'\\u314e', u'\\u314e', u'\\u314e', 'cr', 'rain', 'oppa', 'instagram']\n",
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+        "[u'\\u200f', 'th', 'cube', 'star', 'audition', 'korea', 'cr', 'cubeaudition', 'twitter', u'RAIN-JIHOON# #Rain']\n",
+        "['hip', 'song', 'rainvk', 'maria', 'semyonova', u'Rain# #RAIN-JIHOON']\n",
+        "[u'\\u89c6\\u9891', u'\\u65b0', u'\\u5a31\\u4e50', u'\\u5728\\u7ebf', u'\\u8f6c\\u79fb', u'\\u4e8b\\u4e1a', u'\\u91cd\\u5fc3', u'\\u4e2d\\u56fd', u'\\u5206\\u4eab', 'smg', 'rain', u'RAIN-JIHOON# #Rain', u'\\u4f18\\u9177\\uff09']\n",
+        "['cdl', 'chong', 'dam', 'dong', 'cr', 'rain', 'oppa', 'instagram']\n",
+        "[u'\\u65e0\\u610f', u'\\u4e2d', u'\\u770b\\u5230', 'rain', 'cr', 'wenwen', 'instagram']\n",
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+        "[u'\\u8996\\u983b', u'\\u514b\\u62c9', u'\\u6200\\u4eba', u'\\u767c', u'\\u4f48', u'\\u8a18\\u8005', u'\\u6703', u'\\u9673', u'\\u9298\\u7ae0\\u5c0e', u'\\u6f14\\u8ac7', u'\\u8a8d\\u771f\\u8a18', u'\\u6240\\u6709\\u4eba', u'\\u53f0\\u8a5e', u'\\u8ce3\\u840c', u'\\u5408\\u4f5c\\u6109\\u5feb', u'\\u5206\\u4eab', 'rain', u'\\u514b\\u62c9\\u6200\\u4eba# #Rain', u'\\u571f\\u8c46\\uff09\\u539f\\u8996\\u983b']\n",
+        "[u'\\u8996\\u983b', u'\\u514b\\u62c9', u'\\u6200\\u4eba', u'\\u5a92\\u9ad4', u'\\u767c\\u5e03\\u6703', 'rain', 'edit', u'\\u514b\\u62c9\\u6200\\u4eba# #Rain']\n",
+        "[u'\\u8996\\u983b', u'\\u5929\\u661f', u'\\u5a1b\\u6a02', u'\\u50b3\\u5a92', u'\\u514b\\u62c9', u'\\u604b\\u4eba', u'\\u66dd\\u65b0', u'\\u5267\\u7167', u'\\u5510\\u5ae3', u'\\u4e0a\\u6f14', u'\\u4e11\\u5973', u'\\u7ffb\\u8eab', u'\\u604b\\u4e0a', u'\\u5206\\u4eab', 'rain', u'\\u514b\\u62c9\\u6200\\u4eba# #Rain', u'\\u4f18\\u9177']\n",
+        "[u'\\u7b2c\\u4e00\\u6b21', u'\\u5510\\u5ae3', u'\\u7b2c\\u4e8c\\u6b21', u'\\u514b\\u62c9', u'\\u604b\\u4eba', 'rain', u'\\u514b\\u62c9\\u604b\\u4eba# #Rain']\n",
+        "[u'\\u52d5\\u5716', u'\\u514b\\u62c9', u'\\u6200\\u4eba', u'\\u5a92\\u9ad4', u'\\u767c\\u5e03\\u6703', u'\\u8f49\\u81ea', 'rain', 'dc', u'\\u514b\\u62c9\\u604b\\u4eba##RAIN-JIHOON#']\n",
+        "[u'\\u52d5\\u5716', u'\\u514b\\u62c9', u'\\u604b\\u4eba', u'\\u5a92\\u9ad4', u'\\u767c\\u5e03\\u6703', u'\\ub864', u'\\ucf54', u'\\uadf8', u'\\ub9cc', 'cr', 'dc', u'\\u514b\\u62c9\\u604b\\u4eba# #Rain', u'']\n",
+        "[u'\\u8a9e\\u8a00', u'\\u4e0d\\u901a', u'\\u773c\\u795e', u'\\u8207', u'\\u5510\\u5ae3', u'\\u5c0d', u'\\u6232\\u5148', u'\\u5f8c', u'\\u5289\\u4ea6\\u83f2', u'\\u5510\\u5ae3', u'\\u5408\\u4f5c', u'\\u8b9a', u'\\u4e8c\\u4eba', u'\\u5c08\\u696d', u'\\u6f02\\u4eae', 'rain', u'\\u514b\\u62c9\\u6200\\u4eba# #Rain']\n",
+        "[u'\\u514b\\u62c9', u'\\u6200\\u4eba', u'\\u5a92\\u9ad4', u'\\u767c\\u5e03\\u6703', u'\\u5e74\\u6708\\u65e5', u'\\u6728', u'\\u4eba\\u7269', u'\\u5171\\u5f35', u'\\u6253\\u5305', u'\\u4e0b\\u8f09', 'diamond', 'lover', 'shanghai', 'press', 'conference', 'rain', 'tiffany', 'tang', u'\\u514b\\u62c9\\u604b\\u4eba# #RAIN-JIHOON']\n",
+        "[u'\\u514b\\u62c9', u'\\u6200\\u4eba', u'\\u5a92\\u9ad4', u'\\u767c\\u5e03\\u6703', u'\\u514b\\u62c9\\u604b\\u4eba# #RAIN-JIHOON']\n",
+        "[u'\\u5206\\u4eab', u'\\u5716\\u7247']\n",
+        "[u'\\u7535\\u89c6\\u5267', u'\\u514b\\u62c9', u'\\u604b\\u4eba', u'\\u539f\\u5716', u'\\u8f49\\u81ea', 'yoshimin', u'\\u514b\\u62c9\\u604b\\u4eba# ', u' #RAIN-JIHOON', u'\\u7535\\u89c6\\u5267-\\u514b\\u62c9\\u604b\\u4eba 4pic HQ', u' twitter)']\n",
+        "[u'\\u8f49\\u81ea', 'dc', u'RAIN-JIHOON# #Rain']\n",
+        "[u'\\u4e8b\\u4ef6', u'\\u5370\\u7eaa', u'\\u5a31\\u4e50', u'\\u4f20\\u5a92', u'\\u9996\\u6b21', u'\\u5408\\u4f5c', u'\\u6253\\u9020', u'\\u65b0', u'\\u5267\\u738b', u'\\u514b\\u62c9', u'\\u604b\\u4eba', u'\\u5177\\u6709', u'\\u4e0d\\u5c0f', u'\\u610f\\u4e49', 'dmg', 'rain']\n",
+        "[u'\\ube44', u'\\uac00', u'\\uc628', u'\\ub0a0', u'\\ube44', u'\\uac00', u'\\uc628', u'\\ub2e4', u'\\uace0', u'\\ud588', u'\\ub354', u'\\ub2c8', u'\\ub2e4', u'\\ub4e4', u'\\uc6b0', u'\\uc0b0', u'\\ucc59', u'\\uaca8', u'\\ub098', u'\\uc654', u'\\ub0d0', u'\\uba70', u'\\u314b', u'\\u314b', u'\\uc778', u'\\uc2a4', u'\\ud0c0', u'\\uadf8', u'\\ub7a8', u'\\ucc0d', u'\\uc2a4', u'\\ud0c0', u'\\uadf8', u'\\ub7a8', u'\\uce58', u'\\uacfc', u'\\ub3cc', u'\\ucd9c', u'\\uc785', u'\\uad50', u'\\uc815', u'\\ub3cc', u'\\ucd9c', u'\\uc785', u'\\uce58', u'\\uc544', u'\\uad50', u'\\uc815', u'\\uad50', u'\\uc815', u'\\uc0c1', u'\\ub2f4', u'\\uc815', u'\\uc9c0', u'\\ud6c8', 'rclinic', 'ins', 'daily', u'\\uc140\\uc2a4\\ud0c0\\uadf8\\ub7a8 ', u'\\uc140\\uce74 #\\ub9de\\ud314 ', u'\\uc5d0\\ud22c\\uc54c\\ub4dc\\uc11c\\uc6b8\\uce58\\uacfc ', u'\\uccad\\ub2f4\\ub3d9\\uce58\\uacfc #\\ub370\\uc77c\\ub9ac ', u'\\uc5bc\\uc2a4\\ud0c0\\uadf8\\ub7a8 ', u'\\uad50\\uc815\\uce58\\uacfc #rts\\uad50\\uc815 ', u'\\uac15\\ub0a8\\uce58\\uacfc #\\uc784\\ud50c\\ub780\\ud2b8 ', u'\\ube44 ']\n",
+        "[u'\\ub77c', u'\\uc774', u'\\ub178', u'\\uacfc', u'\\uac70', u'\\ud55c', u'\\uc228', 'bae', 'jw', 'instagram', u'\\uacf5\\ubaa8\\uc804#\\ub9ac\\ube59\\ud050\\ube0c', u'\\uba5c\\ub860 \\ud55c\\ubc88\\ub0a0\\ub9ac\\uace0\\U0001f622 ', u'\\ud68c\\uc0c1 \\uc911 #\\ube44#lovestory', u'\\ubc29\\ud559#\\uc790\\uae30\\uacc4\\ubc1c#\\uac74\\ucd95']\n",
+        "[u'\\u89c6\\u9891', u'\\u5929\\u661f', u'\\u5a31\\u4e50', u'\\u4f20\\u5a92', u'\\u514b\\u62c9', u'\\u604b\\u4eba', u'\\u80cc\\u540e', u'\\u62b1', u'\\u5510\\u5ae3', u'\\u5e78\\u798f', u'\\u7b11\\u5bb9', u'\\u751c', u'\\u5206\\u4eab', 'rain', 'rain', u'\\u514b\\u62c9\\u604b\\u4eba# #RAIN-JIHOON# ', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u89c6\\u9891', u'\\u5929\\u5929', u'\\u5a31\\u4e50', u'\\u5934\\u6761', u'\\u514b\\u62c9', u'\\u604b\\u4eba', u'\\u80cc\\u540e', u'\\u62b1', u'\\u5510\\u5ae3', u'\\u5e78\\u798f', u'\\u7b11\\u5bb9', u'\\u751c', u'\\u5206\\u4eab', 'rain', 'rain', u'\\u514b\\u62c9\\u604b\\u4eba# #RAIN-JIHOON# ', u'\\u571f\\u8c46\\u5a31\\u4e50\\uff09']\n",
+        "[u'\\u5371\\u96aa', u'\\u7d05\\u5507', u'\\u62cd', u'\\u651d', u'\\u82b1\\u7d6e', 'ysl', 'cf', 'ysl', 'dangerous', 'rouge', 'making', 'credit', 'rainvk', u'LoveRainSammi //']\n",
+        "[u'\\u897f\\u96c5\\u56fe\\u5e02', u'\\u9e1f\\u5927\\u84dd\\u9e6d', u'\\u539f\\u6765', u'\\u51f6\\u6b8b', u'\\u897f\\u96c5\\u56fe', u'\\u770b\\u5230', u'\\u5154\\u5b50', u'\\u51fa\\u5904']\n",
+        "[u'\\u897f\\u96c5\\u56fe\\u5e02', u'\\u9e1f\\u5927\\u84dd\\u9e6d', u'\\u539f\\u6765', u'\\u51f6\\u6b8b', u'\\u897f\\u96c5\\u56fe', u'\\u770b\\u5230', u'\\u5154\\u5b50', u'\\u51fa\\u5904']\n",
+        "[u'\\u767e\\u5ea6', u'\\u5143\\u65e6', u'\\u6e38\\u620f', u'\\u6c38\\u4e45', u'\\u5730\\u5740', 'logo']\n",
+        "[u'\\u5c0f\\u80d6', u'\\u961f\\u53cb', u'\\u4e2d\\u5956', u'\\u5149\\u73af', u'\\u4f5c\\u7528']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a']\n",
+        "[u'\\u4eba\\u54c1', u'\\u4eba\\u54c1', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u8de8\\u5e74', u'\\u7b54\\u8c22', u'\\u5361\\u5238', u'\\u62a2', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u4eba\\u54c1', u'\\u4eba\\u54c1', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u8de8\\u5e74', u'\\u7b54\\u8c22', u'\\u5361\\u5238', u'\\u62a2', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u5e2e\\u52a9', u'\\u6307\\u5357', u'\\u771f\\u7684', u'\\u6709\\u7528\\u5417', u'\\u73b0\\u5728', u'\\u73b0\\u5728', u'\\u76f8\\u7b26', u'\\u91cc\\u9762', u'\\u6709\\u4e2a', u'\\u903b\\u8f91', u'\\u662f\\u4e0d\\u662f', u'\\u6b7b\\u5faa\\u73af', u'\\u5ba2\\u670d', u'\\u6298\\u817e', u'\\u75af', u'\\u652f\\u4ed8\\u5b9d', u'\\u5927\\u81ea\\u7136\\u4fdd\\u62a4\\u534f\\u4f1a-\\u9a6c\\u4e91']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u97e9\\u5e9a']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'William\\u5a01\\u5ec9\\u9648\\u4f1f\\u9706']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u90d1\\u607a']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u674e\\u6668']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'M\\u9e7fM']\n",
+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0']\n",
+        "[u'\\u5f52\\u9690', u'\\u7530\\u56ed', u'\\u81ea\\u7531', u'\\u751f\\u6d3b', u'\\u5a1c\\u5a1c', u'\\u604b\\u96e8']\n",
+        "[u'\\u7b97\\u662f', u'\\u53c2\\u52a0', u'\\u5468\\u516d', u'\\u5927\\u4f1a', u'\\u9ebb\\u70e6', u'\\u56de\\u590d', u'\\u8c22\\u8c22', 'css', u'w3ctech']\n",
+        "[u'\\u8d77\\u4e2a', u'\\u65e9\\u6765', u'\\u60f3\\u591a\\u8981', u'\\u5f20\\u8d34', u'\\u7eb8', u'\\u7535\\u8111', u'\\u7a7a\\u5730', u'\\u592a', u'w3ctech']\n",
+        "[]\n",
+        "[u'\\u5e74', u'\\u6709\\u8da3', u'\\u4e00\\u5e74']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u7968\\u623f']\n",
+        "[u'\\u4f01\\u4e1a', u'\\u7cfb\\u7edf\\u96c6\\u6210', u'\\u8d44\\u8d28', u'\\u9700\\u8981', u'\\u4fe1\\u606f\\u7cfb\\u7edf', u'\\u9879\\u76ee\\u7ba1\\u7406', u'\\u5e08', u'\\u7cfb\\u7edf\\u96c6\\u6210', u'\\u9879\\u76ee\\u7ba1\\u7406', u'\\u5e08']\n",
+        "['dir', 'txt', 'echo', 'exist', 'copy', 'nul', 'else', 'copy', 'nul', 'pause', u'echo off for /f \"tokens=*\" %%a']\n",
+        "[u'\\u5220', u'\\u4ee5\\u540e', u'\\u611f\\u89c9\\u826f\\u597d', 'maven', 'resources', 'plugin']\n",
+        "[u'\\u7f51\\u7ad9', u'\\u4f7f\\u7528', 'web', 'font']\n",
+        "[u'\\u7ebf\\u4e0a', u'\\u6d3b\\u52a8', u'\\u7167\\u7247', u'\\u7206\\u7206', u'\\u542c\\u5230', u'\\u6700\\u7f8e', u'\\u4e00\\u53e5', u'\\u8bdd', u'\\u66fe', u'\\u5fc3\\u52a8', u'\\u90a3\\u53e5', u'\\u7ecf\\u5178']\n",
+        "['grep', 'sed', 'awk']\n",
+        "[u'\\u8bb0\\u5ff5', u'\\u96f7\\u96e8', u'\\u5fc3', u'\\u8bd5\\u542c', u'\\u97f3\\u4e50', u'\\u503e\\u542c', 'songtaste']\n",
+        "[u'\\u6d45\\u8c08', u'\\u79fb\\u52a8', u'\\u524d\\u7aef', u'\\u6700\\u4f73', u'\\u5b9e\\u8df5', u'\\u53f6\\u5c0f\\u9497', u'\\u535a\\u5ba2\\u56ed']\n",
+        "[u'\\u4e2d', u'\\u9879\\u76ee', u'\\u76ee\\u5f55', u'\\u6253\\u5370', u'\\u6bcf\\u4e2a', u'\\u6587\\u4ef6', u'\\u884c\\u6570', 'terminal', 'cd', 'find', 'name', 'name', 'name', 'mm', 'name', 'hpp', 'name', 'cpp', 'name', 'name', 'cc', 'print', 'xargs', 'wc']\n",
+        "['github', 'cheat', 'sheet', 'readme', 'zh', 'cn', 'md', 'master', 'tiimgreen', 'github', 'cheat', 'sheet']\n",
+        "[u'\\u4e13\\u6ce8', u'\\u62d6\\u52a8', 'desandro', 'draggabilly']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u5206\\u4eab', u'\\u4fe1\\u606f', u'\\u5e73\\u53f0', u'\\u521a\\u521a', u'\\u60f3\\u5230', 'ex']\n",
+        "[u'\\u8292\\u679c', u'\\u4e91', 'kodexplorer', u'\\u5728\\u7ebf\\u8d44\\u6e90\\u7ba1\\u7406']\n",
+        "['builtwith', 'technology', 'lookup']\n",
+        "[u'\\u5e74\\u7ec8', u'\\u77e5\\u8bc6', u'\\u5206\\u4eab', u'\\u5927\\u578b\\u9879\\u76ee', u'\\u67b6\\u6784', u'\\u535a\\u5ba2\\u56ed', 'liulun']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'RAIN-JIHOON']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u7231', u'\\u9a6c\\u514b', u'\\u611f\\u89c9', u'\\u4e0d\\u9519', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'RAIN-JIHOON']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'RAIN-JIHOON']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'RAIN-JIHOON']\n",
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+        "[u'\\u5f00\\u591a', u'\\u661f\\u9645', u'\\u5d29', 'chrome', 'table']\n",
+        "[u'\\u5927\\u6cd5', u'\\u597d', u'\\u5988\\u5988', u'\\u518d\\u4e5f', u'\\u62c5\\u5fc3', u'\\u6211\\u7528', u'\\u7ec8\\u7aef', 'cmder', 'window']\n",
+        "[u'\\u5356', u'\\u65b0\\u54c1', u'\\u559d', u'\\u4e60\\u60ef']\n",
+        "[u'\\u6628\\u665a', u'\\u9a91\\u8f66', u'\\u5907\\u80ce', u'\\u606d\\u559c', u'\\u9a91\\u884c', u'\\u670b\\u53cb', u'\\u8865']\n",
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+        "[u'\\u5168', u'\\u5077\\u8d70']\n",
+        "[u'\\u901a\\u52e4', u'\\u81ea\\u884c\\u8f66', u'\\u514d\\u8d39', u'\\u65e9\\u9910', u'\\u5757\\u94b1', u'\\u5305\\u5b50', u'\\u4e00\\u4e2a', u'\\u9992\\u5934', u'\\u4e00\\u676f', u'\\u8c46\\u6d46', u'\\u4e2d\\u9910', u'\\u516c\\u53f8', u'\\u8d1f\\u8d23', u'\\u665a\\u9910', u'\\u901a\\u5e38', u'\\u5757\\u94b1', u'\\u53ef\\u4e50', u'\\u5757\\u94b1', u'\\u8f6f', u'\\u767d\\u6c99', u'\\u5757\\u94b1', u'\\u603b\\u5171', u'\\u4e00\\u5929', u'\\u58d5', u'\\u4e00\\u5929', u'\\u591f', u'\\u5929', u'\\u7528\\u5f97\\u4e0a', u'\\u9ad8\\u5927', u'\\u82f9\\u679c', u'\\u5bb9\\u6613', u'Lucky_ZZX']\n",
+        "[u'\\u753b', 'canvas', 'drawimage', 'gif']\n",
+        "[u'\\u8f6c\\u5230', u'\\u4e0b', u'\\u4e4b\\u540e', u'\\u77e5\\u9053', u'\\u6f2b\\u6e38', u'\\u5168\\u90e8', u'\\u597d\\u53cb', u'\\u4e00\\u4e2a\\u6708', u'\\u804a', u'\\u8bb0\\u5f55', u'\\u591a\\u52a0', u'\\u4e00\\u4e2a', u'\\u6211\\u7279', u'\\u54ed', u'\\u4e00\\u4e2a\\u6708', u'\\u5757\\u94b1', u'\\u591f', u'\\u7279', u'\\u5962\\u4f88', u'\\u591a\\u52a0', u'\\u5757\\u94b1', u'\\u4e00\\u4e2a\\u6708', u'\\u771f', u'\\u5bb3\\u6015', u'\\u56fd\\u5185', u'\\u65e0\\u5e95\\u6d1e', 'window', 'qq', 'vip', 'svip']\n",
+        "[u'\\u4e00\\u65a4', u'\\u94c1\\u89c2\\u97f3', u'\\u4e0d\\u9519', u'\\u53ef\\u60dc', u'\\u53ea', u'\\u4e70', u'\\u5757\\u94b1', u'\\u4e00\\u4e2a', u'\\u813e\\u6c14', u'\\u4eba', u'\\u8001\\u677f', u'\\u4e00\\u76f4', u'\\u4e0d\\u8010\\u70e6', u'\\u8bf4', u'\\u5757\\u94b1', u'\\u8bf4', u'\\u8db3\\u591f', u'\\u559d', u'\\u534a\\u4e2a', u'\\u6709\\u65f6\\u5019', u'\\u771f\\u7684', u'\\u60f3', u'\\u53d1\\u813e\\u6c14', u'\\u4e0d\\u5356', u'\\u62c9', u'\\u9e21\\u5df4', u'\\u5012', u'\\u6211\\u7279', u'\\u6c42', u'\\u9001\\u7ed9', u'\\u4e70', u'\\u51e0\\u6b21', u'\\u5757\\u94b1', u'\\u4e70', u'\\u6709\\u4eba', u'\\u8bf4', u'\\u5927\\u4e2a\\u5b50', u'\\u4e00\\u70b9', u'\\u813e\\u6c14', u'\\u5fcd\\u7740', u'\\u771f\\u7684', u'\\u597d']\n",
+        "[u'\\u5988', u'\\u771f\\u7684', u'\\u53ea\\u80fd', u'\\u7528\\u6765', u'\\u6253\\u6e38\\u620f', u'\\u684c\\u9762\\u56fe\\u6807', u'\\u7a81\\u7136', u'\\u51fa\\u73b0', u'\\u4e00\\u4e2a', u'\\u4f20\\u5947', u'\\u79c1\\u670d', u'\\u7f51\\u9875', u'\\u5feb\\u6377\\u65b9\\u5f0f', u'\\u5c3c\\u739b', u'\\u6ce8\\u610f', u'\\u6211\\u8981', u'\\u54ed', u'\\u88c5', u'\\u5b89\\u5168\\u536b\\u58eb', u'\\u50cf\\u662f', u'\\u88f8\\u4f53', u'\\u5bb6\\u91cc', u'\\u88c5', u'\\u50cf\\u662f', u'\\u88f8\\u4f53', u'\\u5927\\u8857', 'window', 'xx']\n",
+        "[u'\\u4ee5\\u524d', u'\\u987a\\u98ce', u'\\u54e5\\u4eec', u'\\u8bf4', u'\\u670d\\u52a1', u'\\u987a\\u98ce', u'\\u597d', u'\\u5c3c\\u739b', u'\\u6025\\u4ef6', u'\\u6b7b', u'\\u98de', u'\\u4f3a\\u5019', u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u65b0\\u95fb', u'\\u5feb\\u9012', u'\\u5e74\\u5e95', u'\\u7528\\u5de5', u'\\u8352', u'\\u8f9e\\u804c', u'\\u666e\\u904d']\n",
+        "[u'\\u771f', u'\\u540e\\u7f00', u'\\u57df\\u540d', u'\\u56fd\\u5bb6', 'wang', u'Edi_Wang']\n",
+        "[u'\\u54c8\\u54c8\\u54c8', u'\\u7b97\\u4e86', u'\\u6298\\u817e', u'\\u5185\\u5b58', u'\\u8e0f\\u8e0f\\u5b9e\\u5b9e', u'\\u88c5', 'ss']\n",
+        "[u'\\u5e74', u'\\u6625\\u8282', u'\\u521d\\u4e00', u'\\u521d\\u4e03', u'\\u653e\\u5047', u'\\u8c03\\u4f11', u'\\u6ce8', u'\\u9664\\u5915', u'\\u653e\\u5047', u'\\u5171\\u5929', u'\\u661f\\u671f\\u65e5', u'\\u661f\\u671f\\u516d', u'\\u4e0a\\u73ed', u'\\u5475\\u5475', u'\\u4eca\\u5929', u'\\u95ee\\u8d77', u'\\u56de\\u5bb6', u'\\u77e5\\u9053']\n",
+        "[u'\\u4e0d\\u9519']\n",
+        "[]\n",
+        "[u'\\u756a\\u8304', u'\\u65f6\\u949f', u'\\u771f\\u7684', u'\\u5bb9\\u6613', u'\\u5206\\u5fc3', u'\\u4eba', u'\\u6709\\u6548']\n",
+        "[u'\\u4e0b', u'\\u6709\\u6ca1\\u6709', u'\\u7c7b\\u4f3c', u'\\u8fd9\\u79cd', u'\\u6587\\u6863', u'\\u5de5\\u5177', 'ex', 'windows', 'mac', 'dash']\n",
+        "[u'\\u597d', u'\\u4e1c\\u897f', u'\\u5c71\\u5be8', u'\\u7248', u'\\u4f5c\\u8005', u'\\u5141\\u8bb8', u'\\u4eff\\u5236', u'\\u7248', u'\\u53cd\\u6b63', u'\\u82cf\\u80e1', 'dash', 'win']\n",
+        "[u'\\u597d', u'\\u4e1c\\u897f']\n",
+        "[u'\\u65f6\\u95f4', u'\\u70b9', u'\\u4e0b\\u96e8', u'\\u96e8\\u58f0', u'\\u5600\\u55d2', u'\\u55d2', u'\\u597d', u'\\u5b89\\u9759', u'\\u7761\\u4e2a', u'\\u597d\\u89c9']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u6709\\u4eba', u'\\u8d5e\\u7f8e', u'\\u7167\\u7247', u'\\u62cd', u'\\u4e0d\\u9519', u'\\u514d\\u8d39', u'\\u6ee4\\u955c', 'vscocam']\n",
+        "[]\n",
+        "['rainy', 'night']\n",
+        "[u'\\u6da1\\u8f6e', u'\\u5355\\u5143', u'\\u6da1\\u8f6e', u'\\u589e\\u538b', u'\\u5f15\\u64ce', 'xx', 'pro']\n",
+        "[u'\\u8bd5\\u8bd5', u'\\u627e\\u56de', u'\\u8bef\\u5220', u'\\u7167\\u7247', 'wondershare', 'dr', 'fone', 'ios']\n",
+        "[u'\\u597d\\u8d35']\n",
+        "[u'\\u9a6c\\u592b\\u4eba', u'\\u957f\\u6c99', u'\\u5c0f\\u53ee\\u5f53', u'\\u8001\\u9a6c', u'\\u4e00\\u4e2a', u'\\u559c\\u6b22', u'\\u673a\\u5668\\u732b', u'\\u4eba', u'\\u4e00\\u8d77', u'\\u68a6', u'\\u53f1\\u54a4\\u6c5f\\u6e56\\u9a6c\\u592b\\u4eba']\n",
+        "[u'\\u5185\\u80ce', u'\\u6761', u'\\u5927\\u6d0b', u'\\u4e00\\u6839', u'\\u4e2d\\u8f74', u'\\u5927\\u6d0b', u'\\u5df2\\u7ecf', u'\\u591f', u'\\u5750', u'\\u4e00\\u4e2a\\u6708', u'\\u516c\\u4ea4\\u8f66', u'\\u8bdd', u'\\u8bf4', u'\\u65e5\\u672c', u'\\u81ea\\u884c\\u8f66', u'\\u914d\\u4ef6', u'\\u6da6', u'\\u8010\\u64cd']\n",
+        "[u'\\u70b9\\u5230', u'\\u5bb6', u'\\u5403\\u723d', u'\\u9a91\\u723d', u'\\u5e7f\\u5dde', u'\\u6b7b\\u98de', 'lzp']\n",
+        "[u'\\u8001\\u5e08', u'\\u8001\\u5e08', u'\\u770b\\u597d', u'\\u840c\\u54df', u'\\u88c5', u'\\u4e00\\u4e2a', u'\\u73a9\\u73a9', u'\\u7f57\\u6da6\\u53d1']\n",
+        "[u'\\u8fc5\\u96f7', u'\\u4f1a\\u5458', u'\\u684c\\u9762', u'\\u6765\\u4e2a', u'\\u6e38\\u620f', u'\\u5feb\\u6377\\u65b9\\u5f0f', u'\\u4e4b\\u524d', u'\\u4ee5\\u4e3a', u'\\u7535\\u8111', u'\\u4e2d\\u62db', u'\\u592a', u'\\u4e0b\\u9650', 'web']\n",
+        "[u'\\u6298\\u817e', u'\\u4e00\\u4e2a', u'\\u949f', u'\\u7b97\\u4e86', u'\\u76f4\\u63a5', u'\\u5220\\u9664', u'\\u6389', u'\\u865a\\u62df\\u673a', 'dammit']\n",
+        "[u'\\u55f7\\u55f7', u'\\u98d8\\u67d4', u'\\u81ea\\u4fe1', u'\\u889c\\u5b50', u'\\u7c98', u'\\u5230\\u624b']\n",
+        "[u'\\u4fee\\u8fc7', u'\\u624b\\u673a', u'\\u6700', u'\\u597d\\u73a9', u'\\u4e00\\u4e2a', u'\\u82f9\\u679c', u'\\u592b\\u59bb', u'\\u4e24', u'\\u5435\\u67b6', u'\\u6012', u'\\u7838', u'\\u624b\\u673a', u'\\u4e00\\u4e2a', u'\\u9ed1\\u8272', u'\\u6362\\u6210', u'\\u767d\\u8272', u'\\u53ef\\u60dc', u'\\u4fbf\\u5b9c', u'\\u5c4f\\u5e55', u'\\u540e\\u76d6', u'\\u952e', u'\\u7535\\u6e90\\u5f00\\u5173', u'\\u82b1', u'\\u5212\\u5f97\\u6765', u'\\u4e00\\u5e74', u'\\u524d', u'\\u4e8b', u'\\u53cd\\u6b63', u'\\u6ca1\\u591a\\u6536', u'\\u4e00\\u5206\\u94b1', u'\\u8001\\u4e61', 'home']\n",
+        "[u'\\u4e22', u'\\u5de5\\u4f5c', u'\\u5468\\u672b', u'\\u5929', u'\\u52a0\\u73ed', u'\\u505a', u'\\u4e00\\u5c0f\\u90e8\\u5206', u'\\u5de5\\u4f5c', u'\\u5468\\u65e5', u'\\u505a', u'\\u4e1c\\u897f', u'\\u6ee1\\u610f', u'\\u8981\\u91cd', u'\\u505a', u'\\u6280\\u672f', u'\\u6d3b\\u8be5', u'\\u8e22\\u6765\\u8e22\\u53bb']\n",
+        "[u'\\u597d', u'\\u5fae\\u4fe1', u'\\u5e10\\u53f7', u'\\u62ff\\u6765', u'\\u6d4b\\u8bd5', u'\\u6b21\\u6570', u'\\u592a\\u591a', u'\\u5c01', u'\\u676f', u'\\u5177', u'\\u5b89\\u5fc3\\u6d17\\u6f31\\u53bb\\u4e86']\n",
+        "[u'\\u7d2f', u'\\u6298\\u817e', u'\\u603b\\u5171', u'\\u8bdd\\u8d39', u'\\u5929', u'\\u65f6\\u95f4', u'\\u4eba', u'\\u5e2e\\u5fd9', u'\\u4e00\\u56e2\\u7cdf', u'\\u4e00\\u4e2a', u'\\u77e5\\u9053', u'\\u539f\\u7406', u'\\u5f04', u'\\u4e00\\u4e2a', u'\\u4e1c\\u897f', u'\\u778e', u'\\u649e', 'vagrant']\n",
+        "[u'\\u6211\\u7279', u'\\u65f6\\u95f4', u'\\u6d6a\\u8d39', u'\\u5f00\\u53d1', u'\\u73af\\u5883', u'\\u4e8b\\u60c5', u'\\u600e\\u4e48\\u56de\\u4e8b', u'\\u63a5\\u89e6', u'\\u642d\\u5efa', u'\\u73af\\u5883', u'\\u641e', u'\\u53d1\\u6bdb', u'\\u771f\\u7684', u'\\u6709\\u70b9', u'\\u5f31\\u667a', u'\\u6559\\u7a0b', u'\\u4e00\\u4e2a', u'\\u4e00\\u4e2a', u'\\u5b57\\u773c', u'\\u6263', 'linux']\n",
+        "[u'\\u5751', u'\\u597d', u'\\u6df1']\n",
+        "[u'\\u8001\\u5916', u'\\u505a', u'\\u6bd4\\u8f83', u'\\u8be6\\u7ec6', u'\\u4e00\\u4e2a', 'laravel', 'homestead', 'tutorial']\n",
+        "[u'\\u5df2\\u7ecf', u'\\u73a9\\u6b7b', u'\\u6211\\u7279', u'\\u8111\\u5b50\\u91cc', u'\\u88c5', u'\\u5c4e', u'\\u4e00\\u5929', u'\\u641e\\u4e0d\\u5b9a', u'\\u4e00\\u4e2a', u'\\u73af\\u5883']\n",
+        "[u'\\u6298\\u817e', u'\\u5c0f\\u65f6', u'\\u6700\\u540e', u'\\u82b1', u'\\u5206\\u949f', u'\\u88c5', u'\\u4e00\\u4e2a', u'\\u96c6\\u6210', u'\\u5305', u'\\u5b70\\u597d', u'\\u5b70\\u574f', u'\\u771f\\u7684', u'\\u77e5\\u9053', u'\\u53cd\\u6b63', u'\\u505a', u'\\u9879\\u76ee', u'\\u771f\\u7d2f', 'homestead']\n",
+        "[u'\\u53cd\\u6b63', u'\\u7279', u'\\u75c5', u'\\u5f53\\u65f6', u'\\u6298\\u817e', u'\\u914d\\u7f6e', u'\\u4e00\\u5929', u'\\u4e00\\u5929', u'\\u6d6a\\u8d39', u'\\u7528\\u6765', u'\\u6539\\u6539', u'\\u914d\\u7f6e', 'vim', 'vim', 'nginx']\n",
+        "[u'\\u865a\\u62df\\u673a', u'\\u542f\\u52a8', u'\\u5931\\u8d25', 'need', 'help', 'please', 'ex', 'vagrant']\n",
+        "[u'\\u603b\\u7b97', u'\\u7279\\u4e48', u'\\u505a\\u6210', u'\\u4e00\\u4ef6', u'\\u4e8b\\u60c5', u'\\u5927\\u6d0b', u'\\u4e70', u'\\u4e00\\u5e74', u'\\u8dd1', u'\\u5206\\u949f', u'\\u641e\\u5b9a', u'\\u666e', u'\\u901f\\u5ea6', u'\\u8d3c', u'\\u723d', 'bandwagon']"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "[u'\\u9762\\u57fa', u'Lucky_ZZX', u'\\u4e37\\u5e05\\u5f97\\u4e00\\u7b14_']\n",
+        "[u'\\u4e27\\u5c3d\\u5929\\u826f', u'\\u4eba', u'\\u505a', u'\\u5783\\u573e', u'\\u4e1c\\u897f', u'\\u7279\\u4e48', u'\\u547d', u'\\u4e0d\\u503c\\u94b1']\n",
+        "[u'\\u8d5e', u'\\u8bc4\\u8bba', u'\\u6f6e\\u6d41', u'\\u5976\\u7238', u'\\u53f0\\u6e7e', u'\\u8f66\\u53cb', u'\\u6b7b', u'\\u98de', 'father', 'tu']\n",
+        "[u'\\u642d\\u5efa', u'\\u5929', u'\\u6682\\u65f6', u'\\u51fa\\u73b0', u'\\u95ee\\u9898', u'\\u7248', u'\\u672c\\u5730', u'\\u8fde\\u63a5', u'\\u5de5\\u5177', u'\\u5c0f', u'\\u63a8\\u8350', u'\\u4e0b', u'\\u7701\\u94b1', u'\\u7701', u'\\u65f6\\u95f4', u'\\u7a0d\\u5fae', u'\\u5361', u'\\u63a5\\u53d7', u'\\u4e3b\\u8981', u'\\u4e00\\u5e74', u'\\u7528\\u8c37\\u6b4c', u'\\u51fa\\u73b0', u'\\u9a8c\\u8bc1\\u7801', 'bandwagon', 'vps', 'shadowsock', 'server', 'shadowock', 'python', 'win', 'gui']\n",
+        "[u'\\u5957', u'\\u4e70\\u4e2a', u'\\u5de6\\u53f3', u'Lucky_ZZX', u'\\u7535\\u7b52\\u732b']\n",
+        "[u'\\u73a9\\u610f', 'ss', 'scok']\n",
+        "[u'\\u597d\\u4e0d\\u5bb9\\u6613', u'\\u9f13\\u8d77\\u52c7\\u6c14', u'\\u8dd1\\u6b65', u'\\u4e0b\\u96e8', u'Lomo']\n",
+        "[u'\\u5899', u'\\u63a8\\u9001', u'\\u8bbf\\u95ee', u'\\u5947\\u602a', 'app']\n",
+        "[u'\\u7a81\\u7136', u'\\u542c\\u5230', u'\\u773c\\u6cea', u'\\u54d7\\u54d7']\n",
+        "[u'\\u559d', u'\\u53ef\\u53e3', u'\\u518d', u'\\u559d', u'\\u767e\\u4e8b', u'\\u77e5\\u9053', u'\\u767e\\u4e8b', u'\\u539f\\u6765', u'\\u7cd6\\u6c34', u'\\u987a\\u5e26', u'\\u6212\\u6389', u'\\u53ef\\u4e50']\n",
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+        "[u'\\u5206\\u4eab', u'\\u601d\\u60f3\\u6c47\\u805a\\u4eba\\u751f \\u7684\\u6587\\u7ae0']\n",
+        "[]\n",
+        "[]\n",
+        "['taobao', 'com']\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
+        "[]\n",
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+        "[u'\\u4e8c\\u8d27']\n",
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+        "[u'\\u4e2d', u'\\u6570\\u636e\\u7ed3\\u6784', u'\\u8be6\\u7ec6', u'\\u4ecb\\u7ecd', 'cassandra', 'bloomfilter']\n",
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+        "[u'\\u914d\\u7f6e', u'\\u9879', u'\\u5171\\u5b58', u'\\u673a\\u5668', u'\\u9700\\u8981', u'\\u9002\\u5f53', u'\\u914d\\u7f6e', u'\\u6570\\u503c', u'\\u8fc7\\u9ad8', u'\\u5bfc\\u81f4', u'\\u5171\\u5b58', u'\\u59cb\\u7ec8', u'\\u65e0\\u6cd5', u'\\u5206\\u914d', u'\\u5904\\u4e8e', u'\\u997f\\u6b7b', u'\\u72b6\\u6001', u'\\u9020\\u6210', u'\\u8d44\\u6e90', u'\\u6d6a\\u8d39', 'spark', 'locality', 'wait', 'hadoop', 'datanode', 'spark', 'worker', 'datanode', 'executor', 'task', u'Apache Spark']\n",
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+        "[u'\\u66f4\\u65b0', u'\\u5fae\\u535a', u'\\u5ba2\\u6237\\u7aef', u'\\u5168\\u65b0', u'\\u652f\\u6301', u'\\u2460', u'\\u65b0\\u589e', u'\\u4f1a\\u5458', u'\\u8d2d\\u4e70', u'\\u529f\\u80fd', u'\\u2461', u'\\u65b0\\u589e', u'\\u7efc\\u5408', u'\\u641c\\u7d22', u'\\u529f\\u80fd', u'\\u2462', u'\\u65b0\\u589e', u'\\u5c0f', u'\\u6e05\\u65b0', u'\\u80cc\\u666f\\u56fe', u'\\u5feb\\u6765', u'\\u4e00\\u8d77', u'\\u4f53\\u9a8c', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', 'ipad', 'ios', 'app', 'store']\n",
+        "[u'\\u6211\\u521a', u'\\u62cd', u'\\u4e00\\u6bb5', u'\\u70b9\\u5f00', u'\\u770b\\u770b', u'\\u5f55\\u5236', 'mv', u'\\u7f8e\\u62cd']\n",
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+        "[u'\\u5b8c\\u5168', u'\\u8d85\\u51fa', u'\\u9884\\u671f', 'tmd']\n",
+        "[u'\\u73b0\\u5728', u'\\u5c0f\\u670b\\u53cb', u'\\u6d6e\\u8e81', u'\\u559c\\u6b22', u'\\u4ea7\\u54c1', u'\\u6280\\u672f', u'\\u7537', u'\\u5e94\\u8be5', u'\\u811a\\u8e0f\\u5b9e\\u5730', 'bb']\n",
+        "[u'\\u524d\\u65b9', u'\\u8def']\n",
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+        "[u'\\u597d\\u542c']\n",
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+        "[u'\\u7206\\u6b7b', 'io', 'js', 'nw']\n",
+        "[u'\\u5c4c\\u4e1d']\n",
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+        "[u'\\u63a8\\u8350', u'\\u4e00\\u6b3e', u'\\u624b\\u673a', u'\\u63a7\\u5236', u'\\u7535\\u8111', u'\\u7535\\u5f71', u'\\u8fdb\\u5ea6', 'app']\n",
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+        "[u'\\u4e00\\u4e2a', u'\\u8f6f\\u4ef6', u'\\u5b89\\u88c5', u'\\u5148', u'\\u4e0b\\u8f7d', u'\\u5b89\\u88c5', u'\\u52a9\\u624b', u'\\u518d', u'\\u5b89\\u88c5', u'\\u597d', u'\\u9ebb\\u70e6', u'\\u8017\\u65f6', 'adobe']\n",
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+        "[u'\\u5c0f', u'\\u5217\\u503c', u'\\u53d8\\u4e3a', 'tips', 'null', 'update', 'wt', 'set', 'name', 'default', 'name']\n",
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+        "[]\n",
+        "[u'\\u7b11', u'\\u6b7b']\n",
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+        "['table', 'lock', 'protects', 'inappropriate', 'reads', 'writes', 'sessions', 'session', 'holding', 'lock', 'even', 'read', 'lock', 'perform', 'table', 'level', 'operations', 'drop', 'table']\n",
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+        "[u'\\u5206\\u4eab', u'\\u674e\\u822a\\u535a\\u58eb \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab', u'\\u6570\\u636e\\u5206\\u6790\\u7cbe\\u9009 \\u7684\\u6587\\u7ae0']\n",
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+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u300e', u'\\u4e92\\u8054\\u7f51', u'\\u6570\\u636e', u'\\u6cc4\\u6f0f', u'\\u4e8b\\u4ef6', u'\\u4ea4\\u4e92', u'\\u4fe1\\u606f', u'\\u56fe', u'\\u786c\\u4ef6', u'\\u65b0\\u95fb', u'\\u300f', 'cnbeta', 'cnbeta', 'com']\n",
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+        "[u'\\u56fe\\u7075', u'\\u5929\\u624d', u'\\u60b2\\u54c0', u'\\u5377\\u798f', u'\\u6f14\\u6280', u'\\u5927\\u8d5e']\n",
+        "[u'\\u5f97\\u5230', u'\\u4e00\\u4e2a', u'\\u4ee4\\u4eba\\u9707\\u60ca', u'\\u516b\\u5366', u'\\u6d88\\u606f', u'\\u6269\\u6563', u'\\u4e00\\u4e0b']\n",
+        "[u'\\u5fae\\u535a', u'\\u5b89\\u5168', u'\\u56e2\\u961f', u'\\u62db\\u4eba', u'\\u8be6\\u60c5', u'\\u4e00\\u4e2a', u'\\u6b22\\u8fce', u'\\u5404\\u8def', u'\\u5c0f\\u4f19\\u4f34', u'\\u79c1\\u4fe1', u'\\u54a8\\u8be2']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u59da\\u8d1d\\u5a1c']\n",
+        "[u'\\u6211\\u7279', u'\\u8d70', u'\\u662f\\u56e0\\u4e3a', u'\\u50bb', u'\\u903c', u'\\u81ea\\u4ee5\\u4e3a\\u662f', u'\\u62a5', u'\\u6f0f\\u6d1e', u'\\u8fd8\\u8981', u'\\u90ae\\u4ef6', u'\\u5185\\u5bb9', u'\\u590d\\u5236', u'\\u8fc7\\u53bb', u'\\u4e00\\u526f', u'\\u597d\\u50cf', u'\\u8001\\u5e08', u'\\u6559\\u8bad', u'\\u5b69\\u5b50', u'\\u5634\\u8138', u'\\u4e00\\u5206\\u949f\\u5220']\n",
+        "[u'\\u5b9e\\u5728', u'\\u4e0d\\u597d\\u610f\\u601d', u'\\u627e\\u9ebb\\u70e6', u'\\u6f0f\\u6d1e', u'\\u5475\\u5475']\n",
+        "[u'\\u4ee5\\u524d', u'\\u9047\\u5230', u'\\u5f00\\u5fc3', u'\\u4e8b\\u60c5', u'\\u9047\\u5230', u'\\u56f0\\u96be', u'\\u5fc3\\u91cc', u'\\u9a82\\u5a18', u'\\u4eca\\u5929', u'\\u5927\\u7237', u'\\u4e0d\\u723d', u'\\u9a82\\u5a18', u'\\u64cd', u'\\u5988', u'\\u4e00\\u5206\\u949f\\u5220']\n",
+        "[u'\\u5173\\u952e\\u65f6\\u523b', u'\\u53d1\\u73b0', u'\\u5361', u'\\u660e\\u5929', u'\\u5e0c\\u671b', u'\\u627e\\u5230', u'\\u5c0f\\u4f19\\u4f34', 'visa']\n",
+        "[u'\\u60f3', u'\\u534a\\u5929', u'\\u91cd\\u5927', u'\\u6d88\\u606f', u'\\u5148', u'\\u901a\\u77e5']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u0437', u'\\u309d', u'\\u2220', u'\\u98de\\u6765\\u5229\\u7bad']\n",
+        "[u'\\u4e0d\\u8db3', u'\\u767e\\u65e5', u'\\u7b79\\u529e', u'\\u4e00\\u4e2a', u'\\u76db\\u5927', u'\\u5178\\u793c', u'\\u771f\\u662f', u'\\u8003\\u9a8c', u'\\u6d3b\\u52a8', u'\\u7b56\\u5212', u'\\u6267\\u884c', u'\\u4eba\\u529b', u'\\u8d44\\u6e90\\u7ba1\\u7406', u'\\u6c11\\u4fd7', u'\\u4e71\\u4e03\\u516b\\u7cdf', u'\\u4e8b\\u60c5', u'\\u771f\\u662f', u'\\u538b\\u529b', u'\\u5c71']\n",
+        "[u'\\u5927\\u578b', u'\\u7535\\u5546', u'\\u649e\\u5e93', u'\\u626b', u'\\u73a9']\n",
+        "[u'\\u6b4c\\u8bcd', 'bang', 'bang']\n",
+        "[u'\\u5751\\u7239', 'hr']\n",
+        "[u'\\u4eca\\u5929', u'\\u5012\\u9709', u'\\u5230\\u5bb6', u'\\u4e0d\\u60f3', u'\\u8bf4', u'\\u5916\\u9762', u'\\u6e9c\\u8fbe', u'\\u4f1a\\u513f']\n",
+        "['test']\n",
+        "['ceshi']\n",
+        "['test']\n",
+        "[u'\\u611f\\u89c9', u'\\u6cb9', u'\\u4e0d\\u7981', u'\\u70e7', u'\\u539f\\u6765', u'\\u4e00\\u7bb1', u'\\u6cb9\\u80fd', u'\\u8dd1', u'\\u591a\\u516c\\u91cc', u'\\u73b0\\u5728', u'\\u51fa\\u5934', u'\\u5751\\u7239', u'\\u60c5\\u51b5', u'\\u8d8a\\u6765\\u8d8a', u'\\u4e25\\u91cd']\n",
+        "['test']\n",
+        "[u'\\u60ca\\u95fb', u'\\u670b\\u53cb', u'\\u7ed3\\u5a5a', u'\\u4e0d\\u7b97', u'\\u623f\\u8d37', u'\\u8fd9\\u662f']\n",
+        "[u'\\u51b3\\u5b9a', u'\\u5199', u'\\u4e00\\u4e2a', u'\\u65c5\\u884c', u'\\u89c4\\u5212', u'\\u4e1c\\u897f', u'\\u51fa\\u53bb\\u73a9', u'\\u4e00\\u6b21', u'\\u6d6a\\u8d39', u'\\u8fd9\\u4e48\\u4e45', u'\\u65f6\\u95f4', u'\\u7814\\u7a76', u'\\u884c\\u7a0b']\n",
+        "[u'\\u653e\\u5927', u'\\u653b\\u51fb', 'dns']\n",
+        "['test']\n",
+        "[u'\\u6570\\u5b57', u'\\u72fc\\u5382', u'\\u9e45\\u5382', u'\\u4e0d\\u80fd\\u4e0d\\u8981', u'\\u70ed\\u8877\\u4e8e', u'\\u7533\\u8bf7\\u4e13\\u5229']\n",
+        "['test']\n",
+        "[u'\\u53d1\\u73b0', u'\\u81ea\\u5e26', u'\\u95ea\\u56de', u'\\u6765\\u81ea', u'\\u672a\\u6765', u'\\u6280\\u80fd', u'\\u8bb0\\u4f4f', u'\\u5ab3\\u5987', u'\\u672a\\u6765', u'\\u5de5\\u4f5c', u'\\u5730\\u70b9', u'\\u5929\\u8d4b', u'\\u70b9', u'\\u552f\\u4e00', u'\\u7f3a\\u70b9', u'\\u63a7\\u5236', u'\\u9884\\u77e5', u'\\u9884\\u77e5', u'\\u6302', u'\\u9884\\u77e5', u'\\u5f69\\u7968', u'\\u53f7\\u7801']\n",
+        "[u'\\u6700\\u5751', u'\\u7239', u'\\u83ab\\u8fc7\\u4e8e', u'\\u770b\\u7740', u'\\u72fc\\u5382', u'\\u55f7\\u55f7', u'\\u53d1', u'\\u5e74\\u7ec8', u'\\u6e23\\u6d6a', u'\\u7a77', u'\\u5ef6\\u8fdf', u'\\u53d1']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u6021 \\u7684\\u6587\\u7ae0']\n",
+        "[]\n",
+        "[u'\\u7f8a\\u5e74', u'\\u5c0f\\u6d6a', u'\\u4e00\\u5982\\u65e2\\u5f80', u'\\u4e11']\n",
+        "[u'\\u6c42\\u7b7e']\n",
+        "[u'\\u7b2c\\u4e8c', u'\\u516b\\u7b7e', u'\\u3000', u'\\u4e2d\\u5e73', u'\\u7b7e', u'\\u3000', u'\\u8239\\u6cca', u'\\u6d54\\u9633', u'\\u6708\\u591c', u'\\u5929', u'\\u3000', u'\\u7435\\u7436', u'\\u4e00\\u66f2', u'\\u52a8\\u4eba', u'\\u601c', u'\\u3000', u'\\u76f8\\u601d', u'\\u4e24\\u5730', u'\\u5bc4', u'\\u3000', u'\\u767d\\u96ea', u'\\u6467\\u4eba', u'\\u9b13', u'\\u5dc5', u'\\u3000', u'\\u3000', u'\\u3000', u'\\u89e3\\u7b7e', u'\\u94fe\\u63a5', u'\\u6c42\\u7b7e\\u5566', u'\\u84dd\\u8272di\\u96ea\\u7403  ']\n",
+        "[u'\\u5206\\u4eab', u'\\u738b\\u5a01\\u5ec9 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u84bf\\u4fca\\u95f5']\n",
+        "[u'\\u66f4\\u65b0', u'\\u5fae\\u535a', u'\\u5ba2\\u6237\\u7aef', u'\\u5168\\u65b0', u'\\u652f\\u6301', u'\\u2460', u'\\u65b0\\u589e', u'\\u4f1a\\u5458', u'\\u8d2d\\u4e70', u'\\u529f\\u80fd', u'\\u2461', u'\\u65b0\\u589e', u'\\u7efc\\u5408', u'\\u641c\\u7d22', u'\\u529f\\u80fd', u'\\u2462', u'\\u65b0\\u589e', u'\\u5c0f', u'\\u6e05\\u65b0', u'\\u80cc\\u666f\\u56fe', u'\\u5feb\\u6765', u'\\u4e00\\u8d77', u'\\u4f53\\u9a8c', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', 'ipad', 'ios', 'app', 'store']\n",
+        "[u'\\u5206\\u4eab', u'_alert7_ \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab', u'_alert7_ \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u58f0\\u97f3', u'\\u611f\\u53d7', u'\\u751f\\u6d3b', u'echo\\u56de\\u58f0']\n",
+        "[u'\\u5206\\u4eab', u'\\u8096\\u955c\\u8f89_\\u5c0f\\u8096 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u8865\\u5929\\u6f0f\\u6d1e\\u54cd\\u5e94\\u5e73\\u53f0']\n",
+        "[u'\\u5206\\u4eab', u'\\u5965\\u5361\\u59c6\\u5243\\u5200 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u8d5e', u'\\u5934\\u50cf', u'\\u76f8\\u518c', u'\\u7167\\u7247', u'KINZHENGEN ']\n",
+        "[u'\\u5206\\u4eab', u'\\u5965\\u5361\\u59c6\\u5243\\u5200 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab', u'_alert7_ \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u563f\\u563f', u'\\u6211\\u7528', u'\\u5fae\\u535a', u'\\u8d26\\u53f7', u'\\u767b\\u5f55', u'\\u56fd\\u5185', u'\\u6700', u'\\u706b\\u7206', u'\\u8857\\u821e', u'\\u793e\\u533a', u'\\u8857\\u821e', u'\\u7231\\u597d\\u8005', u'\\u8bba\\u575b', u'\\u7f51\\u7ad9', u'\\u8857\\u821e', u'\\u821e\\u66f2', u'\\u89c6\\u9891', u'\\u5927\\u8d5b', u'\\u8d44\\u8baf', u'\\u5e94\\u6709\\u5c3d\\u6709', u'\\u5fae\\u535a', u'\\u8d26\\u53f7', u'\\u767b\\u5f55', u'\\u83b7\\u5f97', u'\\u989d\\u5916', u'\\u79ef\\u5206', u'\\u70b9\\u51fb', u'\\u767b\\u5f55', 'www', 'dancering', 'cn']\n",
+        "[u'\\u5206\\u4eab', u'\\u5965\\u5361\\u59c6\\u5243\\u5200 \\u7684\\u6587\\u7ae0']\n",
+        "['happy', 'families', 'alike', 'every', 'unhappy', 'family', 'unhappy', 'way']\n",
+        "[u'\\u54d2', u'\\u4eb2\\u5bc6', u'\\u5c0f\\u4f19\\u4f34', u'\\u7cbe\\u5f69', u'\\u65b0\\u5e74', u'\\u6211\\u8981', u'\\u613f\\u671b', u'\\u5b9e\\u73b0', u'\\u5feb\\u6765', u'\\u4e00\\u8d77', u'\\u8bb8\\u4e0b', u'\\u65b0', u'\\u4e00\\u5e74', u'\\u613f\\u671b', 'follow', 'heart', u'\\u6211\\u548c\\u5c0f\\u4f19\\u4f34\\u76842014', u'\\u5495\\u5495\\u662f\\u53ea\\u55b5Mm', u'\\u5c0f\\u5c0f\\u7406\\u79d1\\u751f_cumt', u'\\u6211\\u613f\\u4f3c\\u4e00\\u5757\\u4e94\\u82b1\\u8089']\n",
+        "[u'\\u8bfe\\u8868']\n",
+        "[u'\\u72d7', u'\\u6539', u'\\u5403\\u5c4e', u'\\u4eba\\u4e0d\\u6539', u'\\u672c\\u6027']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u674e\\u8363\\u6d69']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u7b2c\\u4e94\\u671f', u'\\u5fc3\\u76ee', u'\\u4e2d', u'\\u7b2c\\u4e00\\u540d', u'\\u6295\\u7ed9', u'\\u5f20\\u9753\\u9896', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u6211\\u662f\\u6b4c\\u624b', u'\\u6211\\u662f\\u6b4c\\u624b', u'\\u6211\\u662f\\u6b4c\\u624b']\n",
+        "[u'\\u5206\\u4eab', u'\\u601d\\u60f3\\u805a\\u7126 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u6211\\u521a', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u8de8\\u5e74', u'\\u7b54\\u8c22', u'\\u5361\\u5238', u'\\u592a', u'\\u5e78\\u8fd0', u'\\u8bd5\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u62a2', u'\\u5065\\u5eb7', u'\\u7ea2\\u5305', u'\\u5143', u'\\u4e09\\u7532', u'\\u540d\\u533b', u'\\u5065\\u5eb7', u'\\u54a8\\u8be2', u'\\u8d2b\\u56f0', u'\\u513f\\u7ae5', u'\\u5f69\\u7968', u'\\u649e\\u5927\\u8fd0', u'\\u597d\\u4e8b', u'\\u89c1\\u8005\\u6709\\u4efd', u'\\u4eba\\u54c1', u'\\u597d', u'\\u4efb\\u6027', u'\\u901f', u'\\u6233', u'\\u4e00\\u5143\\u4e49\\u8bca\\u533b\\u8d77\\u6765', u'\\u7231\\u52a0\\u9910']\n",
+        "[u'\\u60f3', u'\\u4e00\\u4e0b', u'\\u611f\\u5192', u'\\ud83d', u'\\ude37', u'\\u5403\\u996d', u'\\ud83c', u'\\udf82', u'\\u559d', u'\\u591a\\u9152', u'\\u8def\\u4e0a', u'\\u5439', u'\\u5439\\u98ce', u'\\ud83c', u'\\udf43', u'\\u5bbf\\u820d', u'\\u7761', u'\\u665a', u'\\u5fc3\\u70e6\\u610f\\u4e71', u'\\u7761\\u4e0d\\u7740', u'\\u4e0d\\u76d6', u'\\u597d', u'\\u88ab\\u5b50', u'\\u534a\\u591c', u'\\u722c\\u8d77\\u6765', u'\\u627e\\u6c34', u'\\u559d', u'\\u2615', u'\\u4e0a\\u706b', u'\\u6cbb', u'\\u4f5c', u'\\u4e24\\u5929', u'\\u4e0d\\u597d', u'\\u5403\\u836f']\n",
+        "[u'\\u516d\\u70b9\\u534a', u'\\u8d77\\u5e8a', u'\\u73b0\\u5728', u'\\u505a', u'\\u4e8b', u'\\u5403\\u996d', u'\\u4e0d\\u73a9', u'\\u5fae\\u535a', u'\\u770b\\u4e0d\\u5230', u'\\u5434\\u5c11\\u6770']\n",
+        "[u'\\u516d\\u70b9\\u534a', u'\\u8d77\\u5e8a', u'\\u73b0\\u5728', u'\\u505a', u'\\u4e8b', u'\\u5403\\u996d', u'\\u4e0d\\u73a9', u'\\u5fae\\u535a', u'\\u770b\\u4e0d\\u5230']\n",
+        "[u'\\u505a', u'\\u706b', u'\\u7403\\u8ff7', u'\\u597d', u'\\u7d2f', u'\\u62bd\\u51fa', u'\\u65f6\\u95f4', u'\\u770b\\u573a', u'\\u7403', u'\\u540a\\u6253', u'\\u6574\\u4e2a', u'\\u4eba', u'\\u5fc3\\u60c5', u'\\u4e0d\\u597d', u'\\u5f66', u'\\u541b', u'\\u4f9d\\u7136', u'\\u7231', u'\\u706b\\u7bad']\n",
+        "[u'\\u7f3a', u'\\u4eba\\u54c1']\n",
+        "[u'\\u4e00\\u5b9a', u'\\u4f4e\\u8c03', u'\\u6512', u'\\u4eba\\u54c1']\n",
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+        "[u'\\u4e00\\u4e2a', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u5f00\\u6e90', u'\\u5feb\\u901f', u'\\u6d4f\\u89c8', u'\\u8986\\u76d6', u'\\u5185\\u5bb9', u'\\u5b9e\\u5728', u'\\u592a', u'\\u70b9', u'\\u771f\\u7684', u'\\u7ec4\\u5408', u'\\u5f00\\u62d3\\u5e02\\u573a', u'\\u76f8\\u4fe1', u'\\u65e0\\u654c\\u4e8e\\u5929\\u4e0b']\n",
+        "[u'\\u5f00\\u6e90', u'\\u505a', u'\\u4e00\\u4e9b', u'\\u4e0e\\u4f17\\u4e0d\\u540c', u'\\u4e8b\\u60c5', u'\\u65e0\\u8bba\\u662f', u'\\u8d62\\u5229', u'\\u8d62\\u5229', u'\\u503c\\u5f97', u'\\u5c1d\\u8bd5']\n",
+        "['docker', 'project', 'whirlwind', 'year', 'review']\n",
+        "[u'\\u67b6\\u6784\\u8bbe\\u8ba1', u'\\u6307\\u5357', u'\\u7ffb\\u8bd1', u'\\u8fdb\\u5ea6', u'\\u6bcf\\u5929', u'\\u901f\\u5ea6', u'\\u8ba1\\u7b97', u'\\u9700\\u8981', u'\\u4e24\\u5468', u'\\u65f6\\u95f4', u'\\u5b8c\\u6210', u'\\u6700\\u8fd1', u'\\u4e00\\u5468', u'\\u5de5\\u4f5c', u'\\u5929', u'\\u6548\\u7387', u'\\u9ad8', u'\\u8fc7\\u5e74', u'\\u7ffb\\u8bd1', u'\\u4e24\\u672c', u'\\u4e66\\u8981', u'\\u6ce1\\u6c64', 'openstack', 'openstack']\n",
+        "[u'\\u718a', u'\\u6bd4\\u7279']\n",
+        "[u'\\u591a\\u5e74', u'\\u517b\\u6210', u'\\u4e00\\u4e2a', u'\\u4e0d\\u597d', u'\\u6bdb\\u75c5', u'\\u770b\\u597d', u'\\u672c\\u4e66', u'\\u51e0\\u5e74', u'\\u4e0b\\u6765', u'\\u8bfb', u'\\u4e00\\u90e8\\u5206', u'\\u4e66\\u592a\\u591a', u'\\u9020\\u6210', u'\\u6076\\u6027\\u5faa\\u73af', u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u4e0d\\u597d', u'\\u5730\\u65b9', u'\\u4e2d\\u5b66', u'\\u65f6', u'\\u8bfe\\u7a0b', u'\\u5c0f\\u65f6', u'\\u5207\\u6362', u'\\u4e00\\u6b21', u'\\u6570\\u5b66', u'\\u82f1\\u8bed', u'\\u5386\\u53f2', u'\\u7269\\u7406', u'\\u6539\\u6539', u'\\u6076\\u4e60', u'\\u5b66\\u5b66', u'\\u66fe\\u56fd\\u85e9', u'\\u4e00\\u6b21', u'\\u53ea', u'\\u672c\\u4e66', u'\\u8bfb', u'\\u5b8c', u'\\u4e66']\n",
+        "[u'\\u9ad8', u'\\u53ef\\u7528', u'\\u6307\\u5bfc', u'\\u624b\\u518c', u'\\u4e2d\\u6587\\u7248', u'\\u6765\\u81ea', u'\\u793e\\u533a', u'\\u53e6\\u4e00\\u540d', u'\\u6210\\u5458', u'\\u5229\\u7528', u'\\u5468\\u672b', u'\\u65f6\\u95f4', u'\\u7ffb\\u8bd1', u'\\u5e0c\\u671b', u'\\u7528\\u5904', u'\\u5b98\\u65b9', u'\\u53d1\\u5e03', u'\\u5df2\\u7ecf', u'\\u901a\\u77e5', u'\\u7ef4\\u62a4\\u8005', u'\\u4e0b\\u5468', u'\\u66f4\\u65b0', u'\\u7c97\\u964b', u'\\u9884\\u89c8\\u7248', u'\\u63a7\\u5236', u'\\u8282\\u70b9', u'\\u9ad8', u'\\u53ef\\u7528', u'\\u6709\\u5f85', u'\\u63d0\\u9ad8', 'openstack']\n",
+        "[u'\\u4eca\\u5929', u'\\u8ba4\\u771f', u'\\u4e00\\u904d', u'\\u57fa\\u91d1\\u4f1a', u'\\u524d', u'\\u51e0\\u5929', u'\\u53d1\\u5e03', u'\\u62a5\\u544a', u'\\u524d\\u9014', u'\\u4e00\\u7247', u'\\u5927\\u597d', u'\\u53ea', u'\\u9700\\u8981', u'\\u9009\\u62e9', u'\\u5373\\u53ef', u'\\u5efa\\u8bae', u'\\u6240\\u6709', u'\\u641e', u'\\u865a\\u62df\\u5316', u'\\u5bb9\\u5668', u'\\u7ba1\\u7406\\u5de5\\u5177', u'\\u4eba\\u4eec', u'\\u9605\\u8bfb', 'linux', 'open', 'cloud', 'guide', 'iaas', 'paas', 'nfv', 'sdn', 'cluster', u'\\u9648\\u6c99\\u514b', u'OpenStack\\u4e2d\\u56fd\\u793e\\u533a']\n",
+        "[u'\\u6781\\u6743', u'\\u5e74\\u4ee3']\n",
+        "[u'\\u6781\\u6743', u'\\u5e74\\u4ee3']\n",
+        "[u'\\u4eba\\u751f', u'\\u6709\\u4f55\\u610f\\u4e49']\n",
+        "[u'\\u4eba\\u751f', u'\\u6709\\u4f55\\u610f\\u4e49']\n",
+        "[u'\\u4eba\\u751f', u'\\u6709\\u4f55\\u610f\\u4e49']\n",
+        "[u'\\u641e\\u4e86\\u4e2a', u'\\u535a\\u5ba2', u'\\u6837\\u5f0f', u'\\u4e1a\\u4f59', u'\\u6c34\\u5e73', u'\\u4f24\\u4e0d\\u8d77', 'jekyll', 'archive']\n",
+        "['upload', 'sinapicext']\n",
+        "[u'\\u6700\\u8fd1', u'\\u601d\\u8003', u'\\u5199', u'\\u535a\\u5ba2', u'\\u662f\\u5426', u'\\u597d', u'\\u4e3b\\u610f', u'\\u6a21\\u7248', u'\\u65e0\\u6240\\u8c13', u'\\u8272\\u5f69', u'\\u654f\\u611f', u'\\u4eba', u'\\u514b\\u9686', u'\\u540c\\u5b66', u'\\u7edf\\u8ba1', u'\\u4ee3\\u7801', u'\\u61d2\\u5f97', u'\\u6539', u'\\u65e0\\u6240\\u8c13', u'\\u6587\\u7ae0', u'\\u539f\\u539f\\u672c\\u672c', u'\\u642c', u'\\u8fc7\\u53bb', u'\\u63d0\\u9192', u'\\u540e', u'\\u65e0\\u52a8\\u4e8e\\u8877', u'\\u4eba', u'\\u6709\\u70b9', 'jekyll', 'push', 'github']\n",
+        "[u'\\u59d4\\u5458\\u4f1a', u'\\u5224\\u5b9a', u'\\u5224\\u5b9a', u'\\u67e5\\u770b', u'\\u8be6\\u60c5', u'\\u9a9a\\u6270\\u4ed6\\u4eba']\n",
+        "[u'\\u6d4b\\u8bd5']\n",
+        "[u'\\u7ef4\\u4e5f\\u7eb3', u'\\u4e00\\u4ef6', u'\\u9189', u'\\u4e8b\\u60c5', u'\\u5403', u'\\u7206\\u8d5e', u'\\u725b\\u6392', u'\\u4e2d\\u5348', u'\\u4e0b\\u5348', u'\\u8fde\\u53bb', u'\\u4e24\\u6b21', u'\\u80a5\\u7626', u'\\u53ef\\u53e3', u'\\u5b9c\\u4eba', u'\\u9189\\u8d5e', u'\\u8001\\u677f\\u5a18', u'\\u9001', u'\\u917f\\u9020', u'\\u7ea2\\u9152', u'\\u9080\\u8bf7', u'\\u8de8\\u5e74', u'\\u559d', u'\\u9999\\u69df', u'\\u7f8e\\u5473', u'\\u5e78\\u798f', 'happy', 'steak', 'point']\n",
+        "[u'\\u5199\\u51fa', u'\\u957f\\u6587', u'\\u5b66\\u62d4', 'professionel']\n",
+        "['keyboard', 'amazing', 'let', 'customize', 'style', 'thru', u'TouchPal for iOS8']\n",
+        "['keyboard', 'amazing', 'let', 'customize', 'style', 'thru', u'TouchPal for iOS8']\n",
+        "['keyboard', 'amazing', 'let', 'customize', 'style', 'thru', u'TouchPal for iOS8']\n",
+        "['keyboard', 'amazing', 'let', 'customize', 'style', 'thru', u'TouchPal for iOS8']\n",
+        "['keyboard', 'amazing', 'let', 'customize', 'style', 'thru', u'TouchPal for iOS8']\n",
+        "['keyboard', 'amazing', 'let', 'customize', 'style', 'thru', u'TouchPal for iOS8']\n",
+        "['keyboard', 'amazing', 'let', 'customize', 'style', 'thru', u'TouchPal for iOS8']\n",
+        "['keyboard', 'amazing', 'let', 'customize', 'style', 'thru', u'TouchPal for iOS8']\n",
+        "[u'\\u5206\\u4eab', u'\\u8bfb\\u4e66 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u6726\\u6726\\u80e7\\u80e7', u'\\u6002', u'\\u6389', u'\\u8f70\\u8f70\\u70c8\\u70c8', u'\\u6302\\u6389', u'\\u6002\\u86cb', u'\\u5b89\\u7a33', u'\\u95ed\\u4e0a\\u773c']\n",
+        "[u'\\u6726\\u6726\\u80e7\\u80e7', u'\\u6002', u'\\u6389', u'\\u8f70\\u8f70\\u70c8\\u70c8', u'\\u6302\\u6389', u'\\u6002\\u86cb', u'\\u5b89\\u5fc3', u'\\u95ed\\u4e0a\\u773c']\n",
+        "[u'\\u56fe', u'\\u770b\\u51fa', u'\\u4e0a\\u73ed', u'\\u65e5\\u5b50', u'\\u4eca\\u5929', u'\\u516c\\u91cc', u'\\u7ee7\\u7eed']\n",
+        "[u'\\u56fd\\u8db3', u'\\u8d62']\n",
+        "[u'\\u6253\\u9053\\u56de\\u5e9c']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u4e92\\u8054\\u7f51\\u5206\\u6790\\u6c99\\u9f99']\n",
+        "[u'\\u6253\\u8f66', u'\\u4ebf', u'\\u7ea2\\u5305', u'\\u5feb\\u4e50', u'\\u9001', u'\\u80fd\\u7528', u'\\u7ea2\\u5305', u'\\u771f\\u8bda', u'\\u610f', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u4e50\\u661f\\u671f\\u4e94', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[]\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u9001', u'\\u5143\\u7fa4', u'\\u7ea2\\u5305', 'kpi']\n",
+        "[u'\\u4eba\\u751f', u'\\u82e6\\u77ed', u'\\u6211\\u7528', 'python']\n",
+        "[u'\\u4e0a\\u53f0', u'\\u6267\\u653f', u'\\u76ee\\u7684', u'\\u6536\\u7a0e']\n",
+        "[u'\\u7b14\\u8bb0\\u672c', u'\\u5916', u'\\u63a5\\u663e\\u793a\\u5668', u'\\u8bbe\\u7f6e', u'\\u4e3a\\u4e3b', u'\\u5c4f\\u5e55', u'\\u540e', u'\\u518d', u'\\u52a0\\u4e2a', u'\\u72ec\\u7acb', u'\\u952e\\u76d8', u'\\u4f53\\u9a8c']\n",
+        "[]\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
+        "[u'\\u65b0\\u5e74\\u5feb\\u4e50', u'\\u5e74', u'\\u52a0\\u6cb9']\n",
+        "[u'\\u84c4\\u52bf\\u5f85\\u53d1', u'\\u4e00\\u5e74', 'best', 'web', 'technologies', 'tools']\n",
+        "['browserify', 'webpack', 'users']\n",
+        "[u'\\u9009\\u9879\\u5361', u'\\u5c5e\\u6027', u'\\u9009\\u62e9\\u5668', u'\\u76f8\\u90bb', u'\\u5144\\u5f1f', u'\\u9009\\u62e9\\u5668', u'\\u5e94\\u7528', 'pure', 'css', 'tab']\n",
+        "[u'\\u517b\\u6210', u'\\u826f\\u597d', u'\\u7f16\\u7801', u'\\u4e60\\u60ef', u'\\u4e86\\u89e3', u'\\u5e38\\u7528', u'\\u5b9e\\u8df5', u'\\u65b9\\u5f0f', 'useful', 'javascript', 'tips', 'tricks', 'best', 'practices']\n",
+        "[u'\\u6d6e\\u5938', u'\\u81ea\\u7136']\n",
+        "[u'\\u6709\\u610f\\u601d', 'visualizing', 'algorithms']\n",
+        "[]\n",
+        "[u'\\u5199', u'\\u4e1c\\u897f', u'\\u5199', u'\\u603b\\u7ed3', u'\\u5e73\\u65f6', u'\\u8bb0\\u5f55', u'\\u771f', u'\\u4ed6\\u5988\\u7684', u'\\u75db\\u82e6']\n",
+        "[u'\\u9009\\u62e9\\u5668', u'\\u4ecb\\u7ecd', u'\\u6d4f\\u89c8\\u5668', u'\\u517c\\u5bb9', u'\\u6d4b\\u8bd5']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u6a21\\u5757', u'\\u52a0\\u8f7d', u'\\u89c4\\u8303']\n",
+        "[u'\\u4ece\\u96f6\\u5f00\\u59cb', u'\\u7cfb\\u5217']\n",
+        "[]\n",
+        "[u'\\u6709\\u610f\\u601d']\n",
+        "['css', 'th', 'dimension']\n",
+        "[u'\\u7ed8\\u5236', u'\\u592a\\u9633\\u7cfb', u'\\u597d', u'\\u505a', u'\\u4e00\\u4e9b', u'\\u597d\\u73a9', u'\\u4e1c\\u897f', 'css']\n",
+        "[u'\\u5199\\u5f97', u'\\u8d8a\\u6765\\u8d8a\\u5c11', u'\\u5927\\u90e8\\u5206', u'\\u65f6\\u95f4', u'\\u778e', u'\\u5199\\u5199', u'\\u778e', u'\\u62bd\\u65f6\\u95f4', u'\\u597d\\u597d\\u5b66\\u4e60', u'\\u4e00\\u4e0b', u'\\u5b9e\\u8df5', u'\\u65b9\\u5f0f', 'css']\n",
+        "['single', 'responsibility', 'principle']\n",
+        "['stress']\n",
+        "[]\n",
+        "[u'\\u4e00\\u7ec4', u'\\u7ebd\\u7ea6', u'\\u591c\\u666f', u'\\u771f\\u7684', u'\\u597d\\u7f8e']\n",
+        "[u'\\u4e00\\u6b3e', u'\\u7ba1\\u7406', u'\\u540e\\u53f0', u'\\u754c\\u9762']\n",
+        "['nested', 'dependencies']\n",
+        "[u'\\u5934\\u6655', u'\\u6655', u'\\u72b6\\u6001', u'\\u665a\\u4e0a', u'\\u626b', u'\\u6ca1\\u8bfb', u'\\u4e00\\u4e9b', u'\\u4e1c\\u897f']\n",
+        "[u'\\u6536', u'\\u6536\\u5fc3']\n",
+        "[u'\\u8d76\\u7d27', u'\\u5199', u'\\u51e0\\u884c', u'\\u4ee3\\u7801', u'\\u538b', u'\\u538b\\u60ca']\n",
+        "[u'\\u9f20\\u6807', u'\\u9ad8\\u7ea7']\n",
+        "[u'\\u8001\\u7801', u'\\u519c', u'\\u6280\\u672f', u'\\u7406\\u60f3', u'\\u6c11\\u5de5', u'\\u7cbe\\u54c1', u'\\u5c0f\\u767d\\u6da8', u'\\u59ff\\u52bf']\n",
+        "[]\n",
+        "[u'\\u5e74', u'\\u6700\\u8fd1', u'\\u5173\\u6ce8', u'\\u65b0', u'\\u6280\\u672f', u'\\u843d\\u5730', u'\\u5e94\\u7528', u'\\u9879\\u76ee', u'\\u91cc']\n",
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+        "[u'\\u300e', u'\\u65e0\\u9898', u'\\u7206\\u8868', u'\\u300f', u'\\u5438', u'\\u4e24\\u53e3', u'\\u5589\\u5499', u'\\u4e0d\\u884c', u'\\u9000\\u56de', u'\\u5ba4\\u5185', u'\\u7f8e\\u597d', u'\\u5ba3\\u4f20', u'\\u9876', u'\\u6614\\u65e5', u'\\u4eba\\u95f4\\u5929\\u5802', u'\\u53d8\\u4e3a', u'\\u4eca\\u65e5', u'\\u96fe', u'\\u973e', u'\\u4ed9\\u5883', u'\\u5927\\u56fd', u'\\u6307\\u65e5\\u53ef\\u5f85', 'vpn']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u6028\\u6c14', u'\\u649e\\u94c3', u'\\u5b8c\\u7ed3', u'\\u756a\\u5916', u'\\u63a8\\u8350', 'txt', u'\\u5fae\\u76d8', u'cn\\u4e09\\u6708']\n",
+        "[u'\\u6d77\\u5c9b', u'\\u4e4b\\u524d', u'\\u5148', u'\\u5b66\\u4f1a', u'\\u6e38\\u6cf3']\n",
+        "[u'\\u6d77\\u5c9b', u'\\u4e4b\\u524d', u'\\u5148', u'\\u5b66\\u4f1a', u'\\u6e38\\u6cf3']\n",
+        "[u'\\u6211\\u521a', u'\\u8682\\u8702', u'\\u7a9d', u'\\u65c5\\u6e38', u'\\u653b\\u7565', u'\\u91cc', u'\\u770b\\u5230', u'\\u7bc7\\u6587\\u7ae0', u'\\u4e0d\\u9519', u'\\u7231\\u73a9', u'\\u4eba', u'\\u770b\\u5427', 'app']\n",
+        "[u'\\u5076\\u9047', u'\\u51e0\\u4e2a', u'\\u8fbe', u'\\u4eba', u'\\u63a8\\u8350', u'\\u5e97', u'\\u8d70\\u8d70\\u505c\\u505c', u'\\u5c0f', u'\\u60c5\\u8c03', u'\\u5bf9\\u8c61']\n",
+        "[]\n",
+        "['marry']\n",
+        "[u'\\u770b\\u770b', u'\\u62cd', u'\\u7cd6\\u679c', u'\\u751c\\u7f8e', u'\\u70b9\\u6b64', u'\\u64ad\\u653e', u'\\u5f55\\u5236', 'mv', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u7f8e', u'\\u62cd\\u62cd', u'\\u6bb5', u'\\u89c6\\u9891', u'\\u6b22\\u8fce', u'\\u56f4\\u89c2', u'\\u70b9\\u6b64', u'\\u64ad\\u653e', u'\\u62cd\\u6444', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u7537\\u4eba', u'\\u63a7\\u5236', u'\\u597d', u'\\u901f\\u5ea6', u'\\u9a7e\\u6821', u'\\u6559\\u7ec3', u'\\u5982\\u662f\\u8bf4']\n",
+        "[u'\\u9500\\u4ef6', u'\\u6cd5\\u56fd', u'\\u8fdb\\u53e3', u'\\u96f6\\u98df', u'\\u4e54\\u6155', 'truf']\n",
+        "[u'\\u767e\\u8349', u'\\u5473', u'\\u575a\\u679c', u'\\u793c\\u76d2', u'\\u4e00\\u8d77', u'\\u888b\\u88c5']\n",
+        "[u'\\u65b0\\u5e74', u'\\u8d2d', u'\\u81ea\\u7136', u'\\u5802', u'\\u5316\\u5986\\u54c1', u'\\u5957\\u88c5', u'\\u81ea\\u7136', u'\\u5802', u'\\u96ea\\u57df', u'\\u7cbe']\n",
+        "[u'\\u65b0\\u5e74', u'\\u8d2d', u'\\u81ea\\u7136', u'\\u5802', u'\\u5bb6\\u65cf', u'\\u4e4b\\u9996\\u971c', u'\\u6e05\\u900f', u'\\u65e0', 'bb', 'bb']\n",
+        "[u'\\u5e74', u'\\u5f00\\u5fc3', u'\\u70e6\\u607c', u'\\u5df2', u'\\u968f\\u98ce\\u800c\\u53bb', u'\\ud83c', u'\\udf43', u'\\u5e74', u'\\u4f9d\\u7136', u'\\u6000\\u7740', u'\\u611f\\u6069', u'\\u5fc3', u'\\u8fce\\u63a5', u'\\u4e00\\u5929', u'\\u5230\\u6765', u'\\u2600', u'\\u62e5\\u62b1', u'\\u9633\\u5149', u'\\u62e5\\u62b1', u'\\u81ea\\u5df2', u'\\ud83d', u'\\ude4f', u'\\ud83d', u'\\ude4f', u'\\ud83d', u'\\ude4f', u'\\u5e74', u'\\u5929\\u5929', u'\\u5f00\\u5f00\\u5fc3\\u5fc3', u'\\u53ea\\u4f1a', u'\\u8c29\\u9a82', u'\\u4eba', u'\\u9a82\\u4eba', u'\\u89c1\\u9b3c', u'\\u4f9d\\u7136', u'\\u6c92\\u5fc3', u'\\u6c92', u'\\u80ba', u'\\ud83d', u'\\ude1c', u'\\ud83d', u'\\ude04', u'\\ud83d', u'\\ude03', u'\\ud83d', u'\\ude04']\n",
+        "[u'\\u76d7', u'\\u53f7']\n",
+        "[u'\\u652f\\u4ed8\\u5b9d', u'\\u73a9', u'\\u9017', u'\\u7ea2\\u5305', u'\\u968f\\u4fbf', u'\\u731c', u'\\u5143', u'\\u4e00\\u8d77', u'\\u73a9\\u5427']\n",
+        "['new', 'ideas', 'big', 'small', 'came', 'people', 'everywhere', 'millions', 'people', 'worked', 'together', 'make', 'reality', 'thanks', 'letting', 'us', 'part', 'wait', 'see', 'next', 'year', 'kickstarter']\n",
+        "[u'\\u9519', u'\\u76f8\\u4fe1', u'\\u575a\\u6301']\n",
+        "['angellist', 'excellent', 'year', 'online', 'investing', 'recruiting']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u59da\\u8d1d\\u5a1c']\n",
+        "['branto']\n",
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+        "[u'\\u521a\\u521a', u'\\u5165\\u9a7b', u'\\u6c42', u'\\u59d1\\u5a18', u'\\u5173\\u6ce8', u'\\u7f8e\\u4e3d\\u8bf4']\n",
+        "[u'\\u5206\\u4eab', u'low_accepted \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
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+        "[u'\\u9001\\u5f20', u'\\u8d3a\\u5361', u'\\u5c0f\\u4f19\\u4f34', u'\\u795d', u'\\u65b0\\u5e74\\u5feb\\u4e50', u'\\u559c\\u6c14', u'\\u7f8a\\u7f8a', u'\\u5f00\\u5356', u'\\u514d\\u8d39', u'\\u9886\\u4e86', u'\\u4e00\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u4e70', u'\\u6700', u'\\u7f8a', u'\\u5e74\\u8d27', u'\\u6700', u'\\u53ef\\u7231', u'\\u8d76\\u7d27', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u7ea2\\u5305', u'\\u6700\\u9ad8', u'\\u5143', u'\\u7ea2\\u7c73', u'\\u7ea2\\u7c73', u'\\u795e', u'\\u4ef7\\u683c', u'\\u5143\\u8d77', u'\\u73b0\\u8d27', u'\\u76f4\\u63a5', u'\\u4e70', u'\\u5c0f\\u8681', u'\\u667a\\u80fd', u'\\u6444\\u50cf\\u673a', u'\\u5143', u'\\u5168\\u573a', u'\\u914d\\u4ef6', u'\\u6298', 'note', u'\\u5c0f\\u7c73\\u5e74\\u8d27', u'\\u5c0f\\u7c73\\u624b\\u673a ']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
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+        "[u'\\u5fae\\u535a\\u53f7', u'\\u5df2', u'\\u6d59\\u6c5f', u'\\u536b\\u89c6', u'\\u5954\\u8dd1', u'\\u5144\\u5f1f', u'\\u680f\\u76ee\\u7ec4', u'\\u62bd\\u9009', u'\\u573a\\u5916', u'\\u4e8c\\u7b49\\u5956', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u83b7\\u5f97', u'\\u5956\\u91d1', u'\\u4e07', u'\\u5956\\u54c1', u'\\u82f9\\u679c', u'\\u7b14\\u8bb0\\u672c\\u7535\\u8111', u'\\u4e00\\u53f0', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646', u'\\u5144\\u5f1f', u'\\u780d\\u6b7b']\n",
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+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
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+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
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+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
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+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
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+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
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+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
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+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
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+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
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+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb']\n",
+        "[u'\\u4eca\\u5929\\u4e0b\\u5348', u'\\u7a81\\u7136', u'\\u9501', u'\\u8d26\\u53f7', u'\\u53d1\\u73b0', u'\\u65f6\\u95f4', u'\\u6709\\u4eba', u'\\u8d26\\u53f7', u'\\u53d1\\u9001', u'\\u5927\\u91cf', u'\\u6240\\u8c13', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u4e2d\\u5956', u'\\u4fe1\\u606f', u'\\u4eba', u'\\u8bf7', u'\\u76f8\\u4fe1', u'\\u5df2\\u7ecf', u'\\u5220\\u9664', u'\\u76f8\\u5173', u'\\u4fe1\\u606f', u'\\u4fee\\u6539', u'\\u8d26\\u53f7', u'\\u5b89\\u5168', u'\\u4fe1\\u606f', u'\\u719f\\u6089', u'\\u4eba', u'\\u77e5\\u9053', u'\\u5e73\\u65f6', u'\\u8bf4\\u8bdd', u'\\u53d1\\u9001', u'\\u8fd9\\u79cd', u'\\u5947\\u602a', u'\\u63a8\\u5e7f', u'\\u4fe1\\u606f', u'\\u62b1\\u6b49', u'\\u5e26\\u6765', u'\\u56f0\\u6270', u'']\n",
+        "[u'\\u611f\\u8c22', u'\\u601d\\u8003', u'\\u76f8\\u5f53', u'\\u6df1\\u5165', u'\\u7280\\u5229', 'sprite', u'DDDBear \\u4f9b\\u7a3f\\uff0c\\u5bf9 CSS']\n",
+        "[u'\\u5e74', u'\\u7b2c\\u4e00\\u5929', u'\\u904e\\u5f97', u'\\u958b\\u68ee']\n",
+        "['shanghai', 'new', 'year', 'crush', 'kills']\n",
+        "[u'\\u6709\\u5929', u'\\u8f49\\u884c', u'\\u505a', u'\\u5409\\u4ed6\\u624b', u'\\u524d\\u62dc\\u4ec1', u'\\u7403\\u5458', u'\\u7ed3\\u675f', u'\\u804c\\u4e1a\\u751f\\u6daf', u'\\u8f6c\\u884c', u'\\u505a', u'\\u5409\\u4ed6\\u624b']\n",
+        "[u'\\u8001\\u9e45\\u6c64']\n",
+        "[u'\\u665a\\u4e0a', u'\\u542c', u'\\u8bf4', u'\\u4e0d\\u9519', u'\\u770b\\u5230', u'\\u96c6', u'\\u4e0d\\u6127', u'\\u795e\\u5267', u'\\u9ed1\\u5e2e', u'\\u8983', u'\\u6b22\\u559c', u'\\u5851\\u9020\\u6210', u'\\u8001\\u8c0b\\u6df1\\u7b97', u'\\u624b\\u4e0b', u'\\u516d\\u4e2a', u'\\u4eba', u'\\u56db\\u4e2a', u'\\u8b66\\u5bdf', u'\\u5367\\u5e95', u'\\u4e00\\u4e2a', u'\\u5bf9\\u624b', u'\\u9ed1\\u5e2e', u'\\u5367\\u5e95', u'\\u4e00\\u4e2a', u'\\u5fe0\\u5fc3', u'\\u50bb\\u50bb\\u7684', u'\\u6cf0\\u62f3', u'\\u738b', u'\\u95f9', 'tm', 'tvb', u'\\u4f7f\\u5f92\\u884c\\u8005']\n",
+        "[u'\\u8d8a\\u96be', u'\\u8d8a', u'\\u7231', u'\\u8d85\\u7ea7', u'\\u597d\\u542c', u'Camen_CJ']\n",
+        "[u'\\u505a', u'\\u6570\\u636e\\u5206\\u6790', u'\\u524d', u'\\u627e\\u574f', u'\\u6570\\u662f', u'\\u86ee\\u6709\\u610f\\u601d', u'\\u8bdd\\u9898', u'\\u627e\\u574f\\u6570']\n",
+        "[u'\\u8003', u'\\u574f\\u6570', u'\\u82f1\\u8bed', u'\\u8bf4', u'\\u60f3', u'\\u534a\\u5929', u'\\u5934\\u7eea', u'\\u4e00\\u4e2a', u'\\u5355\\u8bcd', 'outlier', 'get']\n",
+        "[u'\\u6307\\u6570', u'\\u5df2\\u7ecf', u'\\u98d9\\u5230', 'bmi']\n",
+        "[u'\\u638f', u'\\u5fc3\\u638f', u'\\u80ba', u'\\u8bf4', u'\\u77eb\\u60c5', u'\\u54e5\\u4eec', u'\\u4eca\\u5929', u'\\u518d', u'\\u77eb\\u60c5', u'\\u4e00\\u628a']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u52a0\\u73ed', u'\\u4e2d', u'\\u4eca\\u5929', u'\\u56de', u'\\u5bb6', u'\\u8282\\u594f']\n",
+        "[u'\\u5b8c\\u5168', u'\\u56de\\u5bb6', u'\\u8ff9\\u8c61', u'\\u903c', u'\\u75af', 'lexus']\n",
+        "['happens', 'put', 'boy', 'front', 'girl', 'ask', 'slap', 'children', 'react', 'subject', 'violence', 'women', 'video', 'shot']\n",
+        "[u'\\u56fd\\u4ea7', u'\\u826f\\u5fc3', u'\\u753b\\u6c5f\\u6e56\\u4e4b\\u4e0d\\u826f\\u4eba']\n",
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+        "[u'\\u8fdf\\u5230', u'\\u2299', u'\\u2299']\n",
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+        "[u'\\u7761\\u6210', u'\\u732a']\n",
+        "[u'\\u4e0a\\u5468', u'\\u4e9a\\u9a6c\\u900a', u'\\u4e70', u'\\u51e0\\u672c\\u4e66', u'\\u8fd9\\u5468', u'\\u6ca1\\u6536', u'\\u5dee\\u8bc4']\n",
+        "[u'\\u53d1\\u73b0\\u81ea\\u5df1', u'\\u559c\\u6b22', u'\\u4e00\\u9996', u'\\u77e5\\u9053', u'\\u6b4c', u'\\u4e00\\u573a', u'\\u5c0f\\u4f17', u'\\u7535\\u5f71', u'\\u4e00\\u672c', u'\\u4e0d\\u591a\\u89c1', u'\\u4e66', u'\\u611f\\u89c9', u'\\u771f', u'\\u5bfb\\u5e38', u'\\u7a81\\u7136', u'\\u4e00\\u5929', u'\\u8bb8\\u591a', u'\\u4eba', u'\\u559c\\u6b22', u'\\u610f\\u8bc6', u'\\u666e\\u901a\\u4eba']\n",
+        "[u'\\u4e00\\u8d77', u'\\u53d1\\u8d22', u'\\u5feb\\u7528', u'\\u652f\\u4ed8\\u5b9d', u'\\u94b1\\u5305', u'\\u4e70', u'\\u5f69\\u7968', u'\\u81ea\\u52a8', u'\\u5151\\u5956', u'\\u7701\\u65f6\\u7701\\u529b']\n",
+        "[u'\\u6709\\u58f0', u'\\u5c0f\\u8bf4', u'\\u597d\\u8d35', u'\\u597d\\u8d35', u'\\u5927\\u97f3\\u5e0c\\u58f0', u'\\u97f5\\u5f8b', u'\\u4e4b\\u7f8e', u'\\u5165\\u95e8', u'\\u6307\\u5357', u'\\u4e00\\u76f4', u'\\u60f3', u'\\u542c', u'\\u4e24\\u4f4d', u'\\u91d1\\u55d3\\u5b50', u'\\u6717\\u8bfb', u'\\u7248\\u672c', u'\\u4e9a\\u9a6c\\u900a', u'\\u7ffb\\u7ffb', u'\\u6bcf\\u672c', 'audiobook', 'three', 'musketeers', 'john', 'lee', 'simon', 'vance', 'rmb']\n",
+        "['fifty', 'shades', 'grey']\n",
+        "[u'\\u603b\\u6709', u'\\u4e00\\u523b', u'\\u89c9\\u5f97', u'\\u8d85\\u7ea7', u'\\u5e78\\u798f']\n",
+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u66f2', u'\\u597d\\u542c', u'\\u771f\\u5fc3', u'\\u597d\\u542c', u'\\u5206\\u4eab', 'maria', 'confidence', u'\\u867e\\u7c73\\u97f3\\u4e50']\n",
+        "[u'\\u767d\\u6bdb', u'\\u653e\\u5f00', u'\\u6211\\u5bb6', u'\\u5e08\\u59b9', u'\\u753b\\u6c5f\\u6e56\\u4e4b\\u4e0d\\u826f\\u4eba']\n",
+        "[u'\\u5927\\u5b66', u'\\u770b\\u8fc7', u'\\u4e24\\u904d', u'\\u6b63\\u5728', u'\\u4e2d\\u56fd', u'\\u6559\\u80b2', u'\\u7eaa\\u5f55\\u7247', u'\\u51fa\\u8def', 'bbc', u'\\u5168\\u7403\\u7eaa\\u5f55\\u7247\\u5feb\\u9012\\u7ad9', u'\\u817e\\u8baf\\u89c6\\u9891']\n",
+        "[u'\\u518d\\u89c1', u'\\u5355\\u8eab', u'\\ud83d', u'\\udc36', u'\\u518d\\u89c1']\n",
+        "[u'\\u516c\\u53f8', u'\\u65b0\\u6765', u'\\u4e00\\u4e2a', u'\\u4e2d\\u5348', u'\\u4e00\\u8d77', u'\\u5403\\u996d', u'\\u8bf4', u'\\u540e', u'\\u8bb0\\u5f97', u'\\u4efb\\u6027', u'\\u53ea\\u80fd', u'\\u5c11\\u5e74', u'\\u5934', u'\\u7a7a', u'\\u60b2\\u5207', 'account', 'manager']\n",
+        "[u'\\u4f2a', u'\\u968f\\u673a', u'\\u903c\\u6b7b', u'\\u771f', u'\\u968f\\u673a', u'\\u73a9\\u5bb6', u'\\u903c\\u6b7b', u'\\u6e38\\u620f', u'\\u8bbe\\u8ba1', u'\\u54c8\\u54c8\\u54c8']\n",
+        "[u'\\u6628\\u5929', u'\\u4e0a\\u73ed', u'\\u4e00\\u5929', u'\\u9171\\u6cb9', u'\\u6127\\u759a', u'\\u611f', u'\\u4eca\\u5929', u'\\u52a0\\u6cb9']\n",
+        "[u'\\u65b0\\u4e66']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u770b\\u7a77\\u6e38', u'\\u65e5\\u5b50', u'\\u611f\\u53d7', u'\\u7a77', u'\\u5c31\\u522b', u'\\u6d6a', u'\\u6ee1\\u6ee1', u'\\u6b63', u'\\u80fd\\u91cf', 'tm']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u770b\\u7a77\\u6e38', u'\\u65e5\\u8bb0', u'\\u611f\\u53d7', u'\\u7a77', u'\\u5c31\\u522b', u'\\u6d6a', u'\\u6ee1\\u6ee1', u'\\u6b63', u'\\u80fd\\u91cf', 'tm']\n",
+        "[u'\\u8f6c\\u8eab', u'\\u8fc7\\u53bb', u'\\u4e00\\u6b21', u'\\u9009\\u62e9', 'hope', 'everything', 'goes', 'fine']\n",
+        "[u'\\u5218\\u5f3a', u'\\u4e1c', u'\\u60f3', u'\\u627e\\u4e2a', u'\\u5973\\u670b\\u53cb', u'\\u65b0\\u95fb', 'html', 'tricks']\n",
+        "[u'\\u5206\\u4eab', u'\\u6b4c\\u66f2', u'\\u9996\\u6b4c', u'\\u6380\\u5f00', u'\\u79c1\\u623f', u'\\u8bb0\\u5fc6', u'\\u5206\\u4eab', 'children', 'long', 'farewell', u'\\u867e\\u7c73\\u97f3\\u4e50']\n",
+        "[u'\\u6b63\\u5728', u'\\u5947\\u8469', u'\\u8bf4', u'\\u516b\\u5f3a', u'\\u4e89\\u9738', u'\\u7b2c\\u4e8c\\u573a', u'\\u8d3e\\u73b2', u'\\u8be5\\u4e0d\\u8be5', u'\\u6b7b', u'\\u5206\\u4eab', u'\\u4e00\\u8d77', u'\\u770b\\u5427']\n",
+        "[u'\\u6700\\u8fd1', u'\\u6709\\u70b9', u'\\u65e0\\u804a', u'\\u597d\\u51e0', u'\\u96c6', 'cosmos', 'spacetime', 'odyssey']\n",
+        "[u'\\u8fdb\\u573a', u'\\u7535\\u5f71']\n",
+        "[u'\\u65e0\\u804a', 'ted']\n",
+        "['dare', 'disagree', 'good', 'disagreement', 'central', 'progress', 'illustrates', 'sometimes', 'counterintuitively', 'best', 'partners', 'aren', 'echo', 'chambers', 'great', 'research', 'teams', 'relationships', 'businesses', 'allow', 'people', 'deeply', 'disagree']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u7edf\\u8ba1', u'\\u601d\\u7ef4', u'\\u7a0b\\u5e8f\\u5458', u'\\u6570\\u5b66', u'\\u6982\\u7387', u'\\u7edf\\u8ba1', u'\\u63a8\\u8350', 'pdf', u'\\u5fae\\u76d8', u'hbyido']\n",
+        "[u'\\u91d1\\u878d', u'\\u5de8\\u9cc4', u'\\u7d22\\u7f57\\u65af', u'\\u5ba3\\u5e03', u'\\u9000\\u4f11', u'\\u4e00\\u751f', u'\\u5949\\u732e\\u7ed9', u'\\u54f2\\u5b66', u'\\u4e8b\\u4e1a', u'\\u7231\\u597d\\u8005', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e\\u65e5\\u62a5 App\\uff09']\n",
+        "[u'\\u4e24\\u4e2a', u'\\u4e00\\u6a21\\u4e00\\u6837', u'\\u7897', u'\\u4e00\\u53f7', u'\\u7897', u'\\u9897', u'\\u6c34\\u679c\\u7cd6', u'\\u9897', u'\\u5de7\\u514b\\u529b\\u7cd6', u'\\u4e8c\\u53f7', u'\\u7897', u'\\u6c34\\u679c\\u7cd6', u'\\u5de7\\u514b\\u529b\\u7cd6', u'\\u5404\\u9897', u'\\u73b0\\u5728', u'\\u968f\\u673a', u'\\u9009\\u62e9', u'\\u4e00\\u4e2a\\u7897', u'\\u6478', u'\\u4e00\\u9897', u'\\u7cd6', u'\\u53d1\\u73b0', u'\\u6c34\\u679c\\u7cd6', u'\\u8bf7\\u95ee', u'\\u8fd9\\u9897', u'\\u6c34\\u679c\\u7cd6', u'\\u6765\\u81ea', u'\\u4e00\\u53f7', u'\\u7897', u'\\u6982\\u7387']\n",
+        "['deviation', 'mean']\n",
+        "['illusory', 'superiority']\n",
+        "[u'\\u4e24', u'\\u67e5\\u8be2', u'\\u8bed\\u53e5', u'\\u533a\\u522b', u'\\u597d\\u50cf', u'\\u627e\\u5230', u'\\u7b54\\u6848', 'select', 'foo', 'bar', 'foo', 'id', 'bar', 'foo', 'id', 'select', 'foo', 'join', 'bar', 'foo', 'id', 'bar', 'foo', 'id', 'quora']\n",
+        "['inside', 'sql', 'querying', 'itzik', 'ben', 'gan', 'sql', 'server', 'internals', 'kalen', 'delaney', 'query', 'optimizer', 'benjamin', 'nevarez']\n",
+        "[u'\\u521a\\u521a', u'\\u4e0b\\u8f7d', u'\\u8c46\\u4e01', u'\\u6587\\u6863', 'introduction', 'computation', 'programming', 'using', 'python']\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u8c22\\u8c22', u'\\u7ebd\\u7ea6', u'\\u62d0\\u4e2a', u'\\u7687\\u5e1d', u'\\u56de', u'\\u73b0\\u4ee3', u'\\u7504', u'\\u5b1b', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
+        "[u'\\u6b63\\u5728', u'\\u9886\\u53d6', u'\\u5347\\u7ea7', u'\\u798f\\u5229', u'\\u5927\\u724c', u'\\u660e\\u661f', u'\\u7b7e\\u540d', u'\\u793c', u'\\u7efc\\u827a', u'\\u95e8\\u7968', u'\\u767e\\u4e07', u'\\u73b0\\u91d1', u'\\u5238', u'\\u5347', u'\\u7b49\\u7ea7', u'\\u4eab', u'\\u7279\\u6743', u'\\u8d70\\u4e0a', u'\\u4eba\\u751f', u'\\u5dc5\\u5cf0', u'\\u9886\\u53d6', 'macbook', 'iphone', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u6536\\u85cf', u'\\u5206\\u4eab']\n",
+        "[u'\\u521a\\u521a', u'\\u9884\\u7ea6', u'\\u5c0f\\u7c73', u'\\u624b\\u673a', u'\\u82f1\\u5bf8', u'\\u5927\\u5c4f', u'\\u65d7\\u8230\\u673a', u'\\u9ad8\\u901a', u'\\u9a81\\u9f99', u'\\u5904\\u7406\\u5668', u'\\u914d\\u5408', u'\\u5185\\u5b58', u'\\u73a9\\u6e38\\u620f', u'\\u7279\\u522b', u'\\u723d', u'\\u652f\\u6301', u'\\u53cc\\u5361', u'\\u53cc\\u5f85', u'\\u652f\\u6301', u'\\u79fb\\u52a8', u'\\u8054\\u901a', u'\\u518d', u'\\u4f7f\\u7528', u'\\u4e24\\u90e8', u'\\u624b\\u673a', u'\\u7889\\u5821', u'\\u4ec5\\u5143', u'\\u9996\\u53d1', u'\\u5e0c\\u671b', u'\\u4e70', u'\\u4e00\\u53f0', u'\\u5206\\u4eab', u'\\u9884\\u7ea6', u'\\u5730\\u5740', 'gb', u'\\u5c0f\\u7c73Note']\n",
+        "[u'\\u7ec8\\u4e8e', 'myo']\n",
+        "[u'\\u57ab\\u5b50', u'\\u5df2\\u6536', u'\\u5df2\\u7ecf', u'\\u5c0f\\u4f19\\u4f34', u'\\u9886\\u8d70', u'JobDeer']\n",
+        "['sdfsdf']\n",
+        "[u'\\u6807\\u9898', u'\\u6700\\u5927', u'\\u5b57\\u7b26', u'\\u6570', u'\\u9650\\u5236', u'\\u95ee\\u9898', u'\\u6d4b\\u8bd5', u'\\u8fd9\\u6b21', u'\\u9650\\u5236', u'\\u5b57\\u7b26', u'\\u8db3\\u591f', u'\\u54c8\\u54c8\\u54c8\\u54c8', u'\\u54c8\\u54c8\\u54c8', u'\\u518d\\u6b21', u'\\u8f93\\u5165', u'\\u4e2a\\u5b57\\u7b26', u'\\u8bc4\\u8bba', u'\\u5c16\\u62ec\\u53f7', 'lhy']\n",
+        "[u'\\u6807\\u9898', u'\\u6700\\u5927', u'\\u5b57\\u7b26', u'\\u6570', u'\\u9650\\u5236', u'\\u95ee\\u9898', u'\\u6d4b\\u8bd5', u'\\u8fd9\\u6b21', u'\\u9650\\u5236', u'\\u5b57\\u7b26', u'\\u8db3\\u591f', u'\\u54c8\\u54c8\\u54c8\\u54c8', u'\\u54c8\\u54c8\\u54c8', u'\\u518d\\u6b21', u'\\u8f93\\u5165', u'\\u4e2a\\u5b57\\u7b26', u'\\u8bc4\\u8bba', u'\\u4f60\\u597d', 'lhy']\n",
+        "[u'\\u6807\\u9898', u'\\u6700\\u5927', u'\\u5b57\\u7b26', u'\\u6570', u'\\u9650\\u5236', u'\\u95ee\\u9898', u'\\u6d4b\\u8bd5', u'\\u8fd9\\u6b21', u'\\u9650\\u5236', u'\\u5b57\\u7b26', u'\\u8db3\\u591f', u'\\u54c8\\u54c8\\u54c8\\u54c8', u'\\u54c8\\u54c8\\u54c8', u'\\u518d\\u6b21', u'\\u8f93\\u5165', u'\\u4e2a\\u5b57\\u7b26', u'\\u8bc4\\u8bba', u'\\u5218', 'lhy']\n",
+        "[u'\\u6807\\u9898', u'\\u6700\\u5927', u'\\u5b57\\u7b26', u'\\u6570', u'\\u9650\\u5236', u'\\u95ee\\u9898', u'\\u6d4b\\u8bd5', u'\\u8fd9\\u6b21', u'\\u9650\\u5236', u'\\u5b57\\u7b26', u'\\u8db3\\u591f', u'\\u54c8\\u54c8\\u54c8\\u54c8', u'\\u54c8\\u54c8\\u54c8', u'\\u518d\\u6b21', u'\\u8f93\\u5165', u'\\u4e2a\\u5b57\\u7b26', u'\\u8bc4\\u8bba', 'lhy', 'ceshi']\n",
+        "[u'\\u89c6\\u9891', u'\\u96c5\\u601d', u'\\u53e3\\u8bed', u'\\u8003\\u8bd5', u'\\u6d41\\u7a0b', u'\\u4ecb\\u7ecd', u'\\u65b0\\u4e1c\\u65b9', u'\\u5728\\u7ebf', u'\\u7f51\\u7edc\\u8bfe\\u5802']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u6570\\u636e', u'\\u65f6\\u4ee3', u'\\u7ef4\\u514b\\u6258', u'\\u8fc8\\u5c14', u'\\u820d\\u6069', u'\\u4f2f\\u683c', u'\\u63a8\\u8350', 'pdf', u'\\u5fae\\u76d8', u'\\u53f2\\u5b66\\u7406\\u8bba\\u9648\\u65b0']\n",
+        "[u'\\u6765\\u8bf4', u'\\u771f\\u662f', u'\\u4e00\\u4e2a', u'\\u9ad8\\u5927', u'\\u7f16\\u7a0b', u'\\u5e73\\u53f0', u'\\u53ea', u'\\u53ef\\u60dc', u'\\u5c11', u'\\u652f\\u6301', u'\\u53ea\\u80fd', u'\\u521b\\u5efa', u'\\u4e00\\u4e2a', u'\\u8fd9\\u662f', u'\\u5e2e\\u52a9', u'\\u5b66\\u751f', u'\\u515a', u'\\u53d1\\u6325', u'\\u5f00\\u6e90', u'\\u601d\\u60f3', u'\\u771f\\u5fc3', u'\\u559c\\u6b22', 'cloud', 'ide', 'coder', 'java', 'free', 'edition', 'private', 'workspace', 'ui']\n",
+        "[u'\\u6c14\\u8005', u'\\u5fc5\\u6709', u'\\u6109\\u8272', u'\\u6109\\u8272', u'\\u5fc5\\u6709\\u5a49\\u5bb9', u'\\u548c\\u989c\\u60a6\\u8272', u'\\u5185\\u5fc3', u'\\u6df1\\u7231', u'\\u5916', u'\\u8868\\u73b0', u'\\u4e00\\u8f88\\u5b50', u'\\u957f', u'\\u603b\\u8be5', u'\\u62e9', u'\\u4e00\\u6696\\u4eba', u'\\u76f8\\u62e5', u'\\u6e29\\u6696', u'\\u76f8\\u5411', u'\\u6e29\\u67d4', u'\\u76f8\\u5f85']\n",
+        "[u'\\u6027\\u7f13', u'\\u5b9a\\u5c5e', u'\\u5927\\u624d', u'\\u6709\\u667a\\u800c\\u6c14', u'\\u65af\\u4e3a', u'\\u5927\\u667a']\n",
+        "[u'\\u4e0a\\u4f20', u'\\u5f20', u'\\u7167\\u7247', u'\\u4e13\\u8f91', u'\\u9ed8\\u8ba4', u'\\u4e13\\u8f91']\n",
+        "[u'\\u4e0a\\u4f20', u'\\u5f20', u'\\u7167\\u7247', u'\\u5fae', u'\\u76f8\\u518c']\n",
+        "['google', 'understands']\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u4e8c\\u70ae', u'\\u624b', u'\\u9e7f\\u9f0e\\u8bb0', u'\\u7504', u'\\u5b1b', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u672a', u'\\u5220\\u51cf', u'\\u7248', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u65e5\\u8bb0', u'\\u770b\\u5f85', u'\\u4f59\\u79c0\\u534e', u'\\u8bd7', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', 'app']\n",
+        "[u'\\u7b2c\\u4e00\\u6b21', u'\\u6dd8', u'\\u4e16\\u754c', u'\\u4e70', u'\\u4e1c\\u897f', u'\\u987a\\u5229', u'\\u53d1\\u8d27', u'\\u5f88\\u5feb', u'\\u6b63\\u54c1', u'\\u4ee5\\u540e', u'\\u6d77\\u6dd8', u'\\u6dd8', u'\\u4e16\\u754c', u'\\u6dd8', u'\\u4e16\\u754c']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u7b11\\u54c8\\u54c8', u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u7b11\\u54c8\\u54c8', u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u7b11\\u54c8\\u54c8', u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u7b11\\u54c8\\u54c8', u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
+        "[u'\\u606d\\u559c', u'\\u5df2', u'\\u83b7\\u5f97', u'\\u4eca\\u65e5', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u70b9\\u51fb', u'\\u767b\\u9646']\n",
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+        "['run', 'loops']\n",
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+        "[]\n",
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+        "[]\n",
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+        "[]\n",
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+        "[]\n",
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+        "[]\n",
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+        "[u'\\u81ea\\u62cd', u'\\u795e\\u5668', u'\\u7b2c\\u4e00', u'\\u5f39', u'\\u6211\\u80fd', u'\\u8bf4', u'\\u8001\\u4e2d\\u9752', u'\\u4e09\\u4ee3', u'\\u90b1\\u6625\\u6b66', u'JackpGao']\n",
+        "[u'\\u7b2c\\u4e09\\u65b9', u'\\u7b2c\\u4e09\\u65b9']\n",
+        "[]\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u6295\\u7ed9', u'\\u8bf7', u'\\u7ed9\\u51fa', u'\\u660e\\u786e', u'\\u5efa\\u8bae', u'\\u9009\\u9879', u'\\u8868\\u6001', 'tb', u'\\u738b\\u738b\\u738b\\u9756\\u96ef']\n",
+        "[u'\\u5fae\\u535a', u'\\u7b49\\u7ea7', u'\\u5347\\u7ea7', u'\\u60ca\\u559c', u'\\u6210\\u957f', u'\\u793c', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u5c0f\\u4f19\\u4f34', u'\\u901f\\u6765', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
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+        "[u'\\u53d1\\u94b1', u'\\u6b63\\u5728', u'\\u53d1\\u7ea2\\u5305', u'\\u603b\\u5171', u'\\u5143', u'\\u73b0\\u91d1', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6700\\u5f3a\\u5927\\u8111\\u5468\\u7d2b\\u5349']\n",
+        "[u'\\u5929', u'\\u964d', u'\\u7ea2\\u5305', u'\\u4e00\\u5927', u'\\u6ce2', u'\\u6211\\u521a', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u518d', u'\\u62a2', u'\\u673a\\u4f1a', u'\\u55bd', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u5468\\u7d2b\\u5349', u'\\u6700\\u5f3a\\u5927\\u8111']\n",
+        "[u'\\u652f\\u4ed8\\u5b9d', u'\\u73a9', u'\\u9017', u'\\u7ea2\\u5305', u'\\u968f\\u4fbf', u'\\u731c', u'\\u5143', u'\\u4e00\\u8d77', u'\\u73a9\\u5427']\n",
+        "[u'\\u4eba\\u54c1', u'\\u4eba\\u54c1', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u62a2', u'\\u4e00\\u8d77\\u53d1\\u7ea2\\u5305\\u5427', u'\\u6765\\u53bb\\u4e4b\\u95f4']\n",
+        "[u'\\u82cd\\u5929', u'\\u8d50', u'\\u5973\\u670b\\u53cb', u'\\u963f\\u95e8']\n",
+        "[u'\\u89d2\\u5ea6', u'\\u5bf9\\u5f97\\u8d77', u'\\u59d1\\u5a18', u'\\u4eca\\u5e74', u'\\u8d35\\u59d3']\n",
+        "['hello']\n",
+        "[u'\\u8de8\\u5e74', u'\\u5929\\u4e0a\\u6389', u'\\u7ea2\\u5305', u'\\u5171\\u540c', u'\\u9001\\u51fa', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u60f3', u'\\u901f\\u6765', u'\\u62bd', u'\\u8de8', u'\\u5e74', u'\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u6211\\u521a', u'\\u7ea2\\u5305', u'\\u91cc', u'\\u62bd\\u5230', u'\\u6e56\\u5357\\u536b\\u89c6', u'\\u8de8\\u5e74', u'\\u7b54\\u8c22', u'\\u5361\\u5238', u'\\u592a', u'\\u5e78\\u8fd0', u'\\u8bd5\\u8bd5', u'\\u6e56\\u5357\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6e56\\u5357\\u536b\\u89c6']\n",
+        "[u'\\u54c7\\u585e', u'\\u8de8\\u5e74', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u5954\\u8dd1\\u54272015', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'\\u6d59\\u6c5f\\u536b\\u89c6\\u8de8\\u5e74\\u6f14\\u5531\\u4f1a', u'\\u5fae\\u535a\\u7535\\u89c6']\n",
+        "[u'\\u5c71\\u897f', u'\\u53d1\\u6539\\u59d4', u'\\u697c\\u9876', u'\\u591a\\u4eba', u'\\u6b32', u'\\u96c6\\u4f53', u'\\u8df3\\u697c', u'\\u4e00\\u5e55', u'\\u5206\\u4eab', u'\\u51e4\\u51f0\\u7f51\\u56f4\\u89c2\\uff09']\n",
+        "[u'\\u5c1d\\u8bd5', 'influxdb', 'grafana']\n",
+        "[u'\\u5df2', u'\\u6536\\u85cf', u'\\u63a8\\u8350', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u505a\\u51fa', u'\\u8270\\u96be', u'\\u6289\\u62e9', 'ted', 'ruthchang']\n",
+        "[u'\\u6b63\\u5728', u'\\u6709\\u4efd', u'\\u770b\\u770b', u'\\u6211\\u80fd', u'\\u9886\\u5230', u'\\u51c6\\u5907', u'\\u8fc7\\u51ac', u'\\u4fdd\\u62a4', u'\\u6696', u'\\u6696', u'\\u54d2', u'\\u9886\\u5427', u'\\u9886\\u9632\\u5bd2\\u4fdd\\u6696\\u8d39']\n",
+        "[u'\\u6b63\\u5728', u'\\u6709\\u4efd', u'\\u770b\\u770b', u'\\u6211\\u80fd', u'\\u9886\\u5230', u'\\u51c6\\u5907', u'\\u8fc7\\u51ac', u'\\u4fdd\\u62a4', u'\\u6696', u'\\u6696', u'\\u54d2', u'\\u9886\\u5427', u'\\u9886\\u9632\\u5bd2\\u4fdd\\u6696\\u8d39']\n",
+        "[u'\\u5206\\u4eab', u'TimYang \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5199', u'\\u97f3\\u4e50', u'\\u793e\\u4ea4', u'\\u7f51\\u7ad9', 'ting', 'semantic', 'ui', 'next']\n",
+        "[u'\\u54d2', u'\\u4eb2\\u5bc6', u'\\u5c0f\\u4f19\\u4f34', u'\\u7cbe\\u5f69', u'\\u65b0\\u5e74', u'\\u6211\\u8981', u'\\u627f\\u5305', u'\\u9c7c\\u5858', u'\\u5973\\u7968', u'\\u613f\\u671b', u'\\u5b9e\\u73b0', u'\\u5feb\\u6765', u'\\u4e00\\u8d77', u'\\u8bb8\\u4e0b', u'\\u65b0', u'\\u4e00\\u5e74', u'\\u613f\\u671b', u'\\u6211\\u548c\\u5c0f\\u4f19\\u4f34\\u76842014', u'\\u80e1\\u5b81lslnglxl', u'\\u674e\\u950b_', u'\\u67f3\\u70df\\u5806\\u96ea']\n",
+        "[u'\\u674e\\u5609\\u8bda', u'\\u91cd\\u7ec4', u'\\u957f\\u5b9e', u'\\u9ec4', u'\\u91ca\\u653e', u'\\u5371\\u9669', u'\\u4fe1\\u53f7', u'\\u4eba\\u6c11\\u5e01', u'\\u8d44\\u4ea7', u'\\u66b4\\u8dcc', u'\\u5e74', u'\\u65b0\\u5e74', u'\\u91cd\\u78c5', u'\\u65b0\\u95fb', u'\\u674e\\u5609\\u8bda', u'\\u5ba3\\u5e03', u'\\u91cd\\u7ec4', u'\\u8bb0', u'\\u9ec4\\u57d4', u'\\u957f\\u6c5f', u'\\u5b9e\\u4e1a', u'\\u4e07\\u4ebf', u'\\u8d44\\u4ea7', u'\\u6570\\u5341\\u5e74', u'\\u79ef\\u7d2f', u'\\u5927\\u5200\\u9614\\u65a7', u'\\u80cc\\u540e', u'\\u6df1\\u523b', u'\\u76ee\\u7684', u'\\u674e\\u5609\\u8bda', u'\\u79c1\\u6709\\u5316', u'\\u4e0a\\u5e02\\u516c\\u53f8', u'\\u5927\\u5c40', u'\\u8fdb\\u519b', u'\\u6b27\\u6d32', u'\\u5c24\\u5176', u'\\u82f1', u'\\u5206\\u4eab', u'\\u51e4\\u51f0\\u8d22\\u7ecf\\uff09']\n",
+        "[u'\\u5e0c\\u671b', u'\\u7801\\u519c', u'\\u65e5\\u62a5', u'\\u5217\\u8868', u'\\u540e\\u9762', u'\\u94fe\\u63a5', u'\\u5f53\\u524d', u'\\u63a8\\u8350', u'\\u5185\\u5bb9', u'\\u76f4\\u63a5', u'\\u4fdd\\u5b58', u'\\u7528\\u6237', u'\\u540e\\u7eed', u'\\u9605\\u8bfb', u'\\u6d41', u'\\u4e00\\u76f4', u'\\u65b9\\u4fbf', 'pocket', 'pocket', 'twitter', 'feed', u'developerWorks \\u63d0\\u4e2a\\u610f\\u89c1']\n",
+        "[u'\\u5fae\\u535a', u'\\u6d3b\\u52a8', u'\\u7968\\u9009', u'\\u4e2d\\u6295', u'\\u5fc3\\u76ee', u'\\u4e2d', u'\\u7231\\u8c46', u'\\u738b', u'\\u73de\\u4e39\\u79bb', u'\\u5b9d\\u5ea7', u'\\u4e00\\u6b65', 'king', 'queen', 'ta', 'king', 'quuen', u'2014\\u5fae\\u535a\\u4e4b\\u591c']\n",
+        "[u'\\u5fae\\u535a', u'\\u6d3b\\u52a8', u'\\u7968\\u9009', u'\\u4e2d\\u6295', u'\\u5fc3\\u76ee', u'\\u4e2d', u'\\u7231\\u8c46', u'\\u6768\\u5e42', u'\\u5b9d\\u5ea7', u'\\u4e00\\u6b65', 'king', 'queen', 'ta', 'king', 'quuen', u'2014\\u5fae\\u535a\\u4e4b\\u591c']\n",
+        "[u'\\u5feb\\u4f86', u'\\u6295', u'\\u5fc3\\u4e2d', u'\\u6700\\u4f73', u'\\u7d93\\u5178', u'\\u53e4\\u88dd\\u5287', u'\\u611b\\u8c46', u'\\u62f1', u'\\u4e0a\\u53e4', u'\\u88dd', u'\\u7537\\u5973', u'\\u795e', u'\\u6295\\u7968', u'\\u6233', u'\\u65b0\\u6d6a', u'\\u53f0\\u7063', u'\\u4e2d\\u5929\\u7d93\\u5178\\u53e4\\u88dd\\u5287\\u5927\\u8cde']\n",
+        "[u'\\u5f20\\u4e07\\u5e74', u'\\u8f76\\u4e8b', 'wiki']\n",
+        "[u'\\u4e2d\\u56fd\\u65e5\\u62a5', u'\\u674e\\u514b\\u5f3a', u'\\u8fbe\\u6c83\\u65af', u'\\u670b\\u53cb\\u5708', u'\\u592a', u'\\u9017\\u4e50']\n",
+        "[u'\\u7206\\u83ca', 'foreign', 'vpn', 'service', 'unavailable', 'china', 'html', 'vpn', 'gfw']\n",
+        "[u'\\u89c6\\u9891', u'\\u5fae\\u8f6f', u'\\u5168\\u606f', u'\\u900f\\u955c', u'\\u6280\\u672f', u'\\u65b0\\u95fb', u'\\u89c6\\u9891']\n",
+        "[u'\\u804b\\u54d1', u'\\u6252\\u624b', u'\\u7a9d', u'\\u7aef', u'\\u73b0\\u573a', u'\\u7f34\\u83b7', u'\\u6570\\u5341', u'\\u6346', u'\\u73b0\\u91d1', u'\\u5206\\u4eab', u'\\u8eab\\u4f53', u'\\u6b8b\\u75be', u'\\u5fc3\\u7406', u'\\u6b8b\\u75be', u'\\u51e4\\u51f0\\u7f51\\u56f4\\u89c2']\n",
+        "['beijing', 'yanqing', 'national', 'geography', 'park']\n",
+        "['baihe', 'north', 'beijing', 'taken', 'dec']\n",
+        "[]\n",
+        "[u'\\u63d0\\u73b0', u'\\u73b0\\u91d1', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u62a2\\u5230', u'\\u53c2\\u52a0', u'\\u5143', u'\\u6dd8', u'\\u5145\\u503c\\u5361', u'\\u9001', u'\\u4e0d\\u505c', u'\\u5e78\\u8fd0', u'\\u8f6c\\u76d8', u'\\u62bd\\u5956', u'\\u6d3b\\u52a8', u'\\u8bd5\\u8bd5', u'\\u529b', u'\\u4e8c\\u6dd8\\u7f51', u'\\u65b0', u'\\u7528\\u6237\\u6ce8\\u518c', u'\\u9001\\u4e8c', u'\\u6dd8', u'\\u5145\\u503c\\u5361']\n",
+        "[u'\\u5206\\u4eab', u'\\u505a', u'\\u7a0b\\u5e8f', u'\\u733f', u'\\u8001\\u5a46', u'\\u5e94\\u8be5', u'\\u6ce8\\u610f', u'\\u4e00\\u4e9b', u'\\u4e8b\\u60c5', u'\\u7a0b\\u5e8f', u'\\u5e08', u'\\u521d\\u6b65', u'\\u4e86\\u89e3', u'\\u914d', u'\\u7535\\u8111', u'\\u4fee', u'\\u7535\\u8111', u'\\u88c5', u'\\u7cfb\\u7edf', u'\\u627e', u'\\u7a0b\\u5e8f', u'\\u733f\\u6765', u'\\u5e72', u'\\u7a0b\\u5e8f', u'\\u733f', u'\\u6cb9\\u5634\\u6ed1\\u820c', u'\\u59b9\\u5b50', u'\\u60f3', u'\\u5927\\u5b66', u'\\u56db\\u5e74', u'\\u7a0b\\u5e8f', u'\\u733f', u'\\u94bb', u'\\u4e0d\\u5c11\\u6b21', u'\\u59b9\\u5b50', u'\\u5bbf\\u820d', u'\\u4e00\\u53bb', u'\\u4e0b\\u5348', u'\\u8bf4', u'\\u88c5', u'\\u7cfb\\u7edf', u'\\u592a\\u6162', u'\\u6682\\u4e14', u'\\u4fe1']\n",
+        "[u'\\u5206\\u4eab', u'\\u5fae\\u8f6f', u'\\u6536\\u8d2d', u'\\u7f16\\u7a0b\\u8bed\\u8a00', u'\\u7a0b\\u5e8f', u'\\u5e08', u'\\u7f16\\u7a0b\\u8bed\\u8a00', u'\\u5e7f\\u6cdb\\u5e94\\u7528', u'\\u7edf\\u8ba1', u'\\u79d1\\u5b66', u'\\u9886\\u57df', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u9886\\u57df', u'\\u5904\\u4e8e', u'\\u9886\\u5148\\u5730\\u4f4d', u'\\u6700\\u8fd1', u'\\u53d1\\u5e03', u'\\u7f16\\u7a0b\\u8bed\\u8a00', u'\\u6392\\u540d', u'\\u4e2d', u'\\u5217\\u4e3a', u'\\u6392\\u5728', u'\\u7b2c\\u4f4d', 'redmond']\n",
+        "[u'\\u89c1\\u5230', u'\\u7ea2\\u5305', u'\\u624b\\u75d2', u'\\u670b\\u53cb', u'\\u5ba2\\u6c14', u'\\u571f\\u8c6a', u'\\u53d1\\u7ea2\\u5305', u'\\u62a2', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u5662', u'\\uffe3', u'\\u76bf', u'\\uffe3', u'\\u5c0f\\u6d6a\\u7684\\u7ea2\\u5305', u'\\u5c0f\\u6d6a']\n",
+        "['clear', 'icewater']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u9065\\u611f\\u6280\\u672f', u'\\u6c34\\u5229', u'\\u884c\\u4e1a', u'\\u65b0', u'\\u5e94\\u7528', u'\\u63a8\\u8350', 'envi', 'wrf', u'\\u5fae\\u76d8', u'ENVI-IDL\\u4e2d\\u56fd']\n",
+        "[u'\\u54c7\\u585e', u'\\u4eba\\u54c1', u'\\u7206\\u53d1', u'\\u62bd\\u5230', u'\\u4e00\\u8d77', u'\\u9001\\u7ed9', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u4e00\\u8bd5', u'\\u6700\\u5f3a\\u5927\\u8111', u'\\u6700\\u5f3a\\u5927\\u8111\\u5b59\\u8679\\u70e8', u'\\u91d1\\u5178\\u7231\\u4e0a\\u6709\\u673a']\n",
+        "[u'\\u521a\\u521a', u'\\u767b\\u9646', u'\\u56fe\\u7247', u'\\u514d\\u8d39', u'\\u7d20\\u6750\\u7f51', u'\\u4e07\\u5f20', u'\\u56fe\\u7247\\u7d20\\u6750', u'\\u514d\\u8d39', u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u5206\\u4eab', u'\\u52a0\\u62ff\\u5927\\u5927\\u6559\\u6388 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u89c6\\u9891', u'\\u7cbe\\u5f69\\u89c6\\u9891', u'\\u5206\\u4eab', u'\\u4f18\\u9177\\uff09']\n",
+        "[u'\\u7f51\\u7edc', u'\\u6309\\u94ae', u'\\u7d20\\u6750', u'\\u514d\\u8d39', u'\\u4e0b\\u8f7d', u'\\u7ea2\\u52a8', u'\\u4e2d\\u56fd', u'\\u591a\\u4e07\\u5f20', u'\\u8bbe\\u8ba1', u'\\u7d20\\u6750', u'\\u514d\\u8d39', u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab']\n",
+        "[]\n",
+        "[u'\\u9876', u'\\u63a8\\u8350', u'\\u89c2\\u770b', u'\\u89c6\\u9891', u'\\u90e8\\u843d', u'\\u51b2\\u7a81', u'\\u672c\\u795e\\u9635', u'\\u56fd\\u5916', u'\\u8d85\\u8fc7', u'\\u4e07', u'\\u70b9\\u51fb', u'\\u5206\\u4eab', 'coc', u'\\u4f18\\u9177']\n",
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+        "['awesome']\n",
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+        "[u'\\u6293\\u5305', u'\\u5229\\u5668', 'ios', 'charles']\n",
+        "[u'\\u8bbe\\u7f6e', 'input', 'placeholder', 'style']\n",
+        "[u'\\u5b98\\u65b9', u'\\u6587\\u6863', u'\\u5730\\u5740', 'remote', 'debugging', 'android', 'chrome']\n",
+        "['handlerbars', 'js', 'check', 'list', 'empty']\n",
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+        "[]\n",
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+        "[]\n",
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+        "[]\n",
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+        "['open', 'say', 'hello']\n",
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+        "[]\n",
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+        "[u'\\u6709\\u4eba', u'\\u8bf4', u'\\u5171\\u4ea7\\u4e3b\\u4e49', u'\\u6700\\u7ec8', u'\\u76ee\\u7684', u'\\u5171\\u540c\\u5bcc\\u88d5', u'\\u65e0\\u4ea7\\u9636\\u7ea7', u'\\u6d88\\u706d', u'\\u65e0\\u4ea7\\u9636\\u7ea7', u'\\u542c', u'\\u50cf\\u662f', u'\\u81ea\\u5bab', u'\\u610f\\u601d', u'\\u5b9e\\u5728', u'\\u77e5\\u9053', u'\\u7406\\u89e3', u'\\u989d\\u6ef4', u'\\u795e']\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9', 'test']\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9']\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9']\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9']\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9']\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9']\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9']\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9']\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9']\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9']\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9']\n",
+        "[u'\\u5206\\u4eab', u'\\u5185\\u5bb9']\n",
+        "[u'\\u8d5e', u'\\u5fae\\u535a', u'\\u914d\\u56fe', u'\\u7167\\u7247', u'\\u51cc\\u5efa\\u98ce']\n",
+        "[u'\\u5fc3\\u597d', u'\\u7d2f', u'\\u8bfb', u'\\u4e0b\\u53bb', u'\\u597d', u'\\u60f3', u'\\u5230\\u6b64\\u4e3a\\u6b62']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u4f60\\u5e38', u'\\u5750', u'\\u51fa\\u79df\\u8f66', u'\\u4e13\\u8f66', u'\\u6295\\u7ed9', u'\\u4e13\\u8f66', u'\\u670d\\u52a1', u'\\u4f53\\u9a8c', u'\\u66f4\\u597d', u'\\u4e9b', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u5317\\u4eac\\u8ba4\\u5b9a\\u4e13\\u8f66\\u975e\\u6cd5']\n",
+        "[u'\\u603b\\u662f', u'\\u4e60\\u60ef', u'\\u8bf4', u'\\u8c22\\u8c22', u'\\u5bf9\\u4e0d\\u8d77', u'\\u6ca1\\u4e8b', u'\\u6ca1\\u5173\\u7cfb', u'\\u8fd8\\u597d', u'\\u633a', u'\\u597d', u'\\u597d\\u50cf', u'\\u4e91\\u6de1\\u98ce', u'\\u83ab\\u540d', u'\\u611f\\u89e6', u'\\u6765\\u81ea', u'\\u72f7', u'\\u4ecb', u'\\u53c2\\u4e0e', u'\\u7f51\\u6613', 'lofter']\n",
+        "[u'\\u5fae\\u535a', u'\\u603b\\u662f', u'\\u5237\\u51fa', u'\\u4e00\\u6761', u'\\u65b0', u'\\u5269\\u4e0b', u'\\u6628\\u5929', u'\\u4eca\\u5929']\n",
+        "[u'\\u4ee5\\u524d', u'\\u8001\\u7237\\u5b50', u'\\u770b\\u51ac\\u6355', u'\\u7eaa\\u5f55\\u7247', u'\\u8001\\u7237\\u5b50', u'\\u8bf4\\u5934', u'\\u9c7c', u'\\u8d35', u'\\u7096\\u6c64', u'\\u8bf4', u'\\u770b\\u770b', u'\\u4e70\\u6761', u'\\u6700\\u5c0f', u'\\u9c7c', u'\\u60f3', u'\\u505a', u'\\u4e8b', u'\\u73b0\\u5728', u'\\u505a', u'\\u9057\\u61be', u'\\u5206\\u4eab', u'\\u7f51\\u6613', u'\\u56fe\\u96c6', u'\\u6c88\\u9633', u'\\u51ac\\u6355', u'\\u8282', u'\\u518d\\u73b0', u'\\u8fbd\\u4ee3', u'\\u6e14\\u730e', u'\\u76db\\u666f']\n",
+        "[u'\\u5206\\u4eab', u'Hunter_wyg ']\n",
+        "[u'\\u590f\\u5929', u'\\u7167\\u7247', u'\\u5927\\u5927\\u7684', u'\\u80cc\\u5f71', u'\\u65f6\\u95f4', u'\\u771f', u'\\u6539\\u53d8', 'hunter', 'wyg', u'\\u7814\\u7a76\\u8005July']\n",
+        "[u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\u91cc\\u9762', u'\\u6700', u'\\u6253\\u52a8', u'\\u613f\\u610f', u'\\u90a3\\u53e5', u'\\u5341\\u5e74', u'\\u6211\\u8981', u'\\u9ed8\\u7b19', u'\\u4e00\\u8f88\\u5b50', u'\\u5c48\\u670d\\u4e8e', u'\\u73b0\\u5b9e', u'\\u6e29\\u6696', u'\\u559c\\u6b22', u'\\u8427\\u7b71', u'\\u539f\\u5219']\n",
+        "[u'\\u597d\\u559d', u'\\u5151\\u5b8c', u'\\u6770\\u514b', u'\\u4e39\\u5c3c', u'\\u559d', u'\\u8111\\u6b8b', u'\\u4e00\\u6b21', 'rio', u'lizzie67', u'\\u5fae\\u7b11\\u7684\\u5154\\u5154\\u8475']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u8001\\u4eba', u'\\u8bf4', u'\\u4e0d\\u9519', u'\\u542c', u'\\u542c', u'\\u603b', u'\\u611f\\u89c9', u'\\u77e5\\u9053', u'\\u542c', u'\\u77e5\\u9053', 'take', 'church', 'need', 'doctor']\n",
+        "[u'\\u6563\\u6563\\u5fc3', u'lizzie67 \\u597d\\u70ed\\u95f9\\u554a\\u2026\\u2026']\n",
+        "['lizzie']\n",
+        "[u'\\u4eca\\u5929', u'\\u5929\\u7a7a', u'\\u4fdd\\u6301', u'\\u5fc3\\u60c5\\u6109\\u5feb', 'hunter', 'wyg', u'lizzie67']\n",
+        "[u'\\u6211\\u525b', u'\\u62cd', u'\\u4e00\\u6bb5', u'\\u8996\\u983b', u'\\u9ede\\u958b', u'\\u770b\\u770b', u'\\u901a\\u904e', u'\\u9304', u'\\u88fd', u'\\u7f8e\\u62cd']\n",
+        "[u'\\u7a0b\\u5e8f', u'\\u733f', u'\\u6700\\u5e94', u'\\u7f51\\u7ad9', u'\\u60f3', u'\\u6210\\u4e3a', u'\\u4f18\\u79c0', u'\\u7a0b\\u5e8f', u'\\u733f', u'\\u4e00\\u5b9a', u'\\u5929\\u5206', u'\\u5927\\u795e', u'\\u4ea4\\u6d41', u'\\u591a\\u52a0\\u7ec3\\u4e60', u'\\u6b63\\u786e', u'\\u65b9\\u6cd5', u'\\u4e0b\\u9762', u'\\u4e00\\u4e9b', u'\\u7528\\u6237', u'\\u63a8\\u8350', u'\\u56fd\\u5916', u'\\u7f51\\u7ad9', u'\\u5e7f\\u5927', u'\\u7a0b\\u5e8f', u'\\u733f', u'\\u5e0c\\u671b', u'\\u5b66\\u4e60', u'\\u7f16\\u7a0b', u'\\u670b\\u53cb', u'\\u5206\\u4eab', u'\\u5206\\u4eab', 'quora', u'\\u4f2f\\u4e50\\u5934\\u6761']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u8865\\u5929\\u6f0f\\u6d1e\\u54cd\\u5e94\\u5e73\\u53f0']\n",
+        "[u'\\u5347', u'\\u7b49\\u7ea7', u'\\u798f\\u5229', u'\\u4eab', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u60f3\\u60f3', u'\\u6709\\u70b9', u'\\u5c0f', u'\\u6fc0\\u52a8', u'\\u5c0f\\u4f19\\u4f34', u'\\u513f\\u4eec', u'\\u901f\\u6765', u'\\u56f4\\u89c2', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u7406\\u89e3', u'\\u7f13\\u51b2\\u533a', u'\\u6ea2\\u51fa', u'\\u6f0f\\u6d1e', u'\\u5229\\u7528', 'cto', 'com']\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
+        "[u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u6765\\u88ad', u'\\u4e00\\u53f7', u'\\u4e13\\u8f66', u'\\u7ea2\\u5305', u'\\u62a2', u'\\u7ea2\\u5305', u'\\u8bf7', u'\\u6253\\u8f66', u'\\u4f7f\\u7528', u'\\u5bd2\\u6d41', u'\\u6765\\u88ad', u'\\u65e5\\u5b50', u'\\u5584\\u5f85', u'\\u4e00\\u6761', u'\\u8def\\u4e0a', u'\\u70b9']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u6211\\u9519']\n",
+        "[u'\\u6c42', u'\\u4ea7\\u54c1', u'\\u6280\\u672f', u'\\u8fd0\\u8425', u'\\u5e74\\u524d', u'\\u7b7e\\u7ea6', u'\\u5e74', u'\\u540e', u'\\u5165\\u804c', u'\\u5750\\u6807', u'\\u676d\\u5dde', u'\\u804c\\u4f4d', u'\\u5217\\u8868', u'\\u8d5e']\n",
+        "[u'\\u5de5\\u724c', u'\\u9189']\n",
+        "[u'\\u5e74', u'\\u7b2c\\u4e00\\u5b63\\u5ea6', u'\\u8054\\u60f3', u'\\u7ecf\\u9500\\u5546', u'\\u5956\\u52b1', u'\\u8ba1\\u5212', u'\\u5df2', u'\\u84dd\\u7ffc', u'\\u53d1\\u5e03', u'\\u5206', u'\\u57fa\\u7840', u'\\u5956\\u52b1', u'\\u589e\\u503c', u'\\u5956\\u52b1', u'\\u5956\\u52b1', u'\\u8ba1\\u5212', u'\\u9002\\u7528', u'\\u671f', u'\\u5e74\\u6708\\u65e5', u'\\u5e74\\u6708\\u65e5', u'\\u8be6\\u60c5', u'\\u767b\\u9646', u'\\u7cbe\\u82f1', u'\\u5802', u'\\u7f51\\u7ad9', u'\\u67e5\\u770b', u'\\u67e5\\u8be2', 'system']\n",
+        "[u'\\u5e74', u'\\u7b2c\\u4e00\\u5b63\\u5ea6', u'\\u8054\\u60f3', u'\\u4ea7\\u54c1', u'\\u7ecf\\u9500\\u5546', u'\\u5956\\u52b1', u'\\u8ba1\\u5212', u'\\u5956\\u52b1', u'\\u8ba1\\u5212', u'\\u9002\\u7528', u'\\u671f\\u5185', u'\\u8fde\\u7eed', u'\\u4e24\\u4e2a', u'\\u9500\\u552e', u'\\u7cfb\\u7edf', u'\\u4e2d', u'\\u6210\\u529f', u'\\u7533\\u62a5', u'\\u9500\\u552e', u'\\u9002\\u7528', u'\\u6e20\\u9053', u'\\u4e3b\\u673a', u'\\u53f0\\u6570', u'\\u5927\\u4e8e', u'\\u7b49\\u4e8e', u'\\u4e0b\\u8868\\u4e2d', u'\\u76f8\\u5e94', u'\\u76ee\\u6807', u'\\u53f0\\u6570', u'\\u9002\\u7528', u'\\u6e20\\u9053', u'\\u786c\\u76d8', u'\\u9500\\u552e', u'\\u5927\\u4e8e', u'\\u7b49\\u4e8e', u'\\u4e3b\\u673a', u'\\u9500\\u552e', u'\\u76ee\\u6807', u'\\u500d', u'\\u5373\\u53ef', u'\\u83b7\\u5f97', u'\\u5bf9\\u5e94', u'\\u5956\\u91d1', u'\\u8be6\\u60c5']\n",
+        "[u'\\u5e74', u'\\u7b2c\\u4e00\\u5b63\\u5ea6', u'\\u8054\\u60f3', u'\\u4ea4\\u6362\\u673a', u'\\u4ea7\\u54c1', u'\\u7ecf\\u9500\\u5546', u'\\u5956\\u52b1', u'\\u8ba1\\u5212', u'\\u5df2', u'\\u53d1\\u5e03', u'\\u84dd\\u8272', u'\\u7cbe\\u82f1', u'\\u5802', u'\\u5956\\u52b1', u'\\u8ba1\\u5212', u'\\u9002\\u7528', u'\\u671f\\u5185', u'\\u84dd\\u8272', u'\\u7cbe\\u82f1', u'\\u5802\\u4e0a', u'\\u6210\\u529f', u'\\u6ce8\\u518c', u'\\u7ecf\\u9500\\u5546', u'\\u5956\\u52b1', u'\\u8ba1\\u5212', u'\\u9002\\u7528', u'\\u671f\\u5185', u'\\u9500\\u552e', u'\\u7cfb\\u7edf', u'\\u4e2d', u'\\u6210\\u529f', u'\\u7533\\u62a5', u'\\u9500\\u552e', u'\\u9002\\u7528', u'\\u4ea7\\u54c1', u'\\u5373\\u53ef', u'\\u83b7\\u5f97', u'\\u6bcf\\u53f0', u'\\u5143', u'\\u4eba\\u6c11\\u5e01', u'\\u5956\\u52b1', u'\\u91d1\\u989d', u'\\u8be6\\u60c5']\n",
+        "[u'\\u539f\\u578b\\u5236\\u4f5c\\u5de5\\u5177']\n",
+        "[u'\\u53ef\\u89c6\\u5316', u'\\u7f51\\u9875', u'\\u5de5\\u5177', u'\\u505a']\n",
+        "[]\n",
+        "[u'\\u65b9\\u5f0f']\n",
+        "[u'\\u611f\\u89c9', u'\\u597d\\u7528', u'\\u4e00\\u4e2a', u'\\u4eba', 'asana']\n",
+        "[u'\\u642d\\u5efa', u'\\u56fe\\u4e2a', u'\\u5fc3\\u5b89', u'\\u505a\\u4e2a', u'\\u5b58\\u6863', 'redmine']\n",
+        "[u'\\u4e09\\u4e2a', u'\\u4f7f\\u7528', u'\\u592a', u'\\u5206\\u88c2']\n",
+        "['magnet', 'xt', 'urn', 'btih', 'df', 'ede', 'dn', 'oreilly', 'introducing', 'elixir', 'getting', 'started', 'functional', 'programming', 'epub', 'innocent', 'baby', 'tr', 'udp', 'fopen', 'demonii', 'com', 'fannounce', u'Elixir']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u89d2\\u5ea6', u'\\u770b\\u5f85', u'\\u764c\\u75c7']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u6b63\\u786e', u'\\u8c03\\u6574', u'\\u540e\\u89c6\\u955c', u'\\u65b9\\u6cd5', u'\\u660e\\u5929', u'\\u8bd5\\u8bd5', u'\\u6d88\\u706d\\u76f2\\u533a']\n",
+        "[u'\\u675c\\u7edd\\u76f2\\u533a']\n",
+        "[]\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[]\n",
+        "[u'\\u7f51\\u901f', u'\\u771f\\u8ba9\\u4eba', u'\\u5d29\\u6e83', u'\\u4e00\\u5230', u'\\u665a\\u4e0a']\n",
+        "[u'\\u8bf4\\u6d3b', u'\\u53ca\\u65f6\\u884c\\u4e50', u'\\u79fb\\u6c11', u'\\u79fb\\u6c11']\n",
+        "[]\n",
+        "[u'\\u4e00\\u4e2a', u'\\u7a81\\u7136', u'\\u800c\\u53d1', u'\\u60f3\\u6cd5', u'\\u505a', u'\\u73b0\\u5728', u'\\u72b6\\u6001', u'\\u9700\\u8981', u'\\u4e00\\u5e74', u'\\u575a\\u6301', u'\\u4e0b\\u6765']\n",
+        "['magnet', 'xt', 'urn', 'btih', 'dbd', 'da', 'ff', 'dn', 'breaking', 'bad', 'complete', 'season', 'extras', 'bluray', 'tr', 'http', 'ftth', 'info', 'fannounce', 'tr', 'udp', 'fopen', 'demonii', 'com']\n",
+        "[]\n",
+        "[u'\\u4eca\\u5e74', u'\\u8981\\u5b66', 'haskell', 'erlang']\n",
+        "[u'\\u901f\\u62a5', u'\\u5e74', u'\\u6708\\u520a', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', u'\\u94fe\\u63a5', u'\\u73af\\u5883', u'\\u4e0b', u'\\u4e0b\\u8f7d']\n",
+        "[u'\\u541b\\u5e08', u'\\u4e0a\\u9762', 'twitter', 'fo']\n",
+        "[u'\\u5185\\u5fc3', u'\\u6709\\u592a\\u591a', u'\\u9ed1\\u6697']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4e0a\\u699c', u'\\u4fdd\\u536b\\u841d\\u535c2']\n",
+        "[u'\\u4eca\\u5929', u'\\u516c\\u53f8', u'\\u5e74\\u4f1a', u'\\u9ad8\\u5174']\n",
+        "[u'\\u542c', u'\\u5b8c', u'\\u97f3\\u4e50\\u4f1a', u'\\u5403\\u996d']\n",
+        "[u'\\u7f8e\\u5e1d', u'\\u4e61\\u9547', u'\\u6c11\\u8425\\u4f01\\u4e1a', u'\\u5458\\u5de5', u'\\u5e78\\u798f\\u751f\\u6d3b']\n",
+        "[u'\\u6302\\u6389', u'\\u4e00\\u4e2a', u'\\u95ee\\u9898', u'\\u9177\\u58f3', 'vfork', 'coolshell', 'cn']\n",
+        "[u'\\u77e5\\u4e4e', u'\\u5927\\u91cf', u'\\u8bfb', u'\\u5e74', u'\\u76ee\\u524d', u'\\u9ad8', u'\\u81ea\\u6211', u'\\u6307\\u6d89', u'\\u6027', u'\\u8bcd\\u6c47', u'\\u4e00\\u79cd', u'\\u4f53\\u9a8c', u'\\u5206\\u4eab', 'international', 'community', 'chinese', 'used', 'acro', u'NeOPSTEP\\uff1aZhihu is not an', u'\\u77e5\\u4e4e']\n",
+        "['ted', 'day', 'blog']\n",
+        "[u'\\u4ece\\u5bb9', u'\\u975e\\u6709', u'\\u7ea6', u'\\u6de1\\u8584', u'\\u76f8\\u5fd8']\n",
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+        "['morning', u'Meilin\\u6885\\u7433']\n",
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+        "['morning', u'Meilin\\u6885\\u7433']\n",
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+        "['morning', u'Meilin\\u6885\\u7433']\n",
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+        "['morning', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko']\n",
+        "[u'\\u65e9\\u65e9', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u65e9\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u8bed', u'\\u98de\\u96e8', u'\\u8fb0', u'\\u65e9', u'\\u5b89\\u5b89', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "[u'Meilin\\u6885\\u7433 Morning']\n",
+        "['morning', u'Isabella\\u9648\\u504c\\u6797', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko', u'Element-Z']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u65e9\\u54df', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants']\n",
+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "[u'\\u8bed', u'\\u98de\\u96e8', u'\\u8fb0', u'\\u65e9', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['gorgeous', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko', u'MIMIEUX Morning']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u65e9', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "[u'\\u8bed', u'\\u98de\\u96e8', u'\\u8fb0\\u8fb0', u'\\u65e9', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['day', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko Morning! Have a nice']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u65e9', u'\\u5b89\\u5b89', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u65e9\\u5b89', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants']\n",
+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "[u'\\u8bed', u'\\u98de\\u96e8', u'\\u8fb0', u'\\u65e9', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['day', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko Morning & Have a nice']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u65e9', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "['morning', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko']\n",
+        "[u'\\u8bed', u'\\u98de\\u96e8', u'\\u8fb0', u'\\u65e9', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u5468\\u516d', u'\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u5468\\u516d', u'\\u65e9', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "[u'Meilin\\u6885\\u7433 Morning\\uff01']\n",
+        "[u'\\u8bed', u'\\u98de\\u96e8', u'\\u8fb0', u'\\u5468\\u516d', u'\\u65e9', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['morning', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u65e9', u'\\u54af', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u65e5\\u65e9', u'\\u54af', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "[u'\\u96e8\\u8fb0', u'\\u8bed\\u98de', u'\\u65e9\\u65e9', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['sunday', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko Morning']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u5468', u'\\u4e00\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u5468', u'\\u4e00\\u65e9', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "[u'\\u96e8\\u8fb0\\u8bed', u'\\u98de\\u65e9', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['morning', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u65e9\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u65e9\\u65e9', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "['love', u'Meilin\\u6885\\u7433 Morning']\n",
+        "[u'\\u96e8\\u8fb0\\u8bed', u'\\u98de\\u98de', u'\\u65e9', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['day', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko Morning & Have a nice']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u65e9', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "[u'\\u96e8\\u8fb0\\u8bed', u'\\u98de\\u65e9', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['morning', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u65e9', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "[u'Meilin\\u6885\\u7433 Morning Sugar!']\n",
+        "[u'\\u96e8\\u8fb0\\u8bed', u'\\u98de\\u65e9', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['pretty', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko Morning']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u65e9\\u65e9', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "[u'\\u96e8\\u8fb0', u'\\u8bed\\u98de', u'\\u65e9\\u5b89', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['morning', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u5468\\u516d', u'\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u5468\\u516d', u'\\u65e9', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "[u'\\u96e8\\u8fb0\\u8bed', u'\\u98de\\u98de', u'\\u65e9\\u5b89', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['morning', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko']\n",
+        "[u'\\u795d\\u798f', u'\\u4e1c\\u5c3c', u'\\u5927\\u6728', u'\\u541b', u'\\u5468\\u6770\\u4f26\\u7ed3\\u5a5a']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u65e5\\u65e9', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "[u'Meilin\\u6885\\u7433 Morning\\uff01']\n",
+        "[u'\\u96e8\\u8fb0\\u8bed', u'\\u98de\\u65e9', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "[u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko Morning Sunday!']\n",
+        "[u'\\u4ea4\\u8b66', u'\\u4fdd\\u62a4', u'\\u8fc7\\u8def', u'\\u5b66\\u751f', u'\\u649e', u'\\u4ea4\\u8b66', u'\\u4fdd\\u62a4', u'\\u8fc7\\u8def', u'\\u5b66\\u751f', u'\\u649e\\u8bed', u'\\u6b7b', u'\\u65e9', u'\\u4ea4\\u8b66\\u4fdd\\u62a4\\u8fc7\\u8def\\u5b66\\u751f\\u88ab\\u649e']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u51f9', u'\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u65e9\\u51f9', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "[u'\\u96e8\\u8fb0\\u8bed', u'\\u98de\\u5468', u'\\u4e00\\u65e9', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['morning', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u65e9', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "[u'\\u96e8\\u8fb0\\u8bed', u'\\u98de\\u65e9', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['morning', u'Isabella\\u9648\\u504c\\u6797', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'Element-Z', u'NuyAko']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u5468\\u4e09', u'\\u65e9\\u54df', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u5468\\u4e09', u'\\u65e9\\u54df', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "['beautiful', u'Meilin\\u6885\\u7433 Morning']\n",
+        "[u'\\u8bed\\u98de', u'\\u98de\\u96e8', u'\\u8fb0', u'\\u65e9', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['day', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko Morning & have a nice']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u65e9\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e']\n",
+        "[u'\\u65e9\\u65e9', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "[u'\\u96e8\\u8fb0\\u8bed', u'\\u98de\\u98de', u'\\u65e9\\u5b89', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['morning', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u65e9', u'\\u5468\\u4e94', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u65e9', u'\\u5468\\u4e94', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants']\n",
+        "[u'\\u96e8\\u8fb0\\u8bed', u'\\u98de\\u65e9', u'\\u5289\\u96e8\\u8fb0sally', u'\\u8a9e\\u98dbTeresa']\n",
+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "['pretty', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko Morning']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u5468\\u516d', u'\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u5468\\u516d', u'\\u65e9', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "[u'\\u96e8\\u8fb0', u'\\u8bed\\u98de', u'\\u5468\\u516d', u'\\u65e9', u'cy\\u95ee\\u65e9', u'\\u5289\\u96e8\\u8fb0sally', u'\\u8a9e\\u98dbTeresa']\n",
+        "['morning', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
+        "[u'\\u65e5\\u65e9', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "[u'\\u96e8\\u8fb0\\u8bed', u'\\u98de\\u65e9', u'\\u5289\\u96e8\\u8fb0sally', u'\\u8a9e\\u98dbTeresa']\n",
+        "[u'Isabella\\u9648\\u504c\\u6797', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko', u'Element-Z Morning Sunday!']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u65e9\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e']\n",
+        "[u'\\u65e9', u'cy\\u95ee\\u65e9', u'\\u7a7a\\u60f3\\u7279\\u6444\\u5154\\u7537\\u90ce', u'whitemass', u'lcfeva', u'\\u5de5\\u53e3\\u7684\\u4f20\\u8bf4', u'realwenxue', u'ZaZen', u'winjustice', u'\\u56e7\\u56e7\\u51b0\\u6dc7\\u6dcb', u'\\u8c22\\u8def\\u9065\\u77e5\\u9a6c\\u529b', u'\\u5c0f\\u5c0f\\u7684\\u68a7\\u6850\\u554a\\u554a\\u554a', u'\\u6885\\u5dddPants ']\n",
+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "[u'\\u96e8\\u8fb0', u'\\u8bed\\u98de', u'\\u65e9\\u65e9', u'\\u5289\\u96e8\\u8fb0sally', u'\\u8a9e\\u98dbTeresa']\n",
+        "['morning', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko']\n",
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+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "[u'\\u96e8\\u8fb0', u'\\u8bed\\u98de', u'\\u65e9\\u65e9', u'\\u5289\\u96e8\\u8fb0sally', u'\\u8a9e\\u98dbTeresa']\n",
+        "['day', u'Isabella\\u9648\\u504c\\u6797', u'Element_Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko Morning & have a nice']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u51f9', u'\\u65e9', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
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+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "[u'\\u8bed\\u98de', u'\\u98de\\u96e8', u'\\u8fb0', u'\\u65e9\\u5b89', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['day', u'Isabella\\u9648\\u504c\\u6797', u'Element-Z', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko Morning & have a nice']\n",
+        "[u'\\u98db', u'\\u98dd', u'\\u975e\\u83f2\\u970f', u'\\u5a54', u'\\u7dcb', u'\\u5983', u'\\u65e9', u'\\u54af', 'lucifaeriey', u'cy\\u95ee\\u65e9', u'\\u6728\\u6728\\u866b\\u5de5X', u'\\u98db_-_Pair', u'\\u864e\\u72fc\\u5c4c', u'\\u5154\\u5b50o1', u'\\u732a\\u5934\\u52a0o1', u'\\u6211\\u670b\\u53cb\\u5f88\\u5c11\\u5566', u'\\u9752\\u8749\\u5c11\\u5973', u'\\u94b1\\u5148\\u751f\\u5bb6\\u7684\\u6d3e\\u5927\\u5154', u'\\u55b5\\u5c0f\\u59d0\\u7684\\u5a07\\u7f9e ']\n",
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+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "[u'\\u96e8\\u8fb0', u'\\u8bed\\u98de', u'\\u65e9\\u65e9', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['nice', 'day', u'Isabella\\u9648\\u504c\\u6797', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko', u'Element-Z Morning & Have a']\n",
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+        "['morning', u'Meilin\\u6885\\u7433']\n",
+        "[u'\\u96e8\\u8fb0\\u8fb0', u'\\u8bed\\u98de', u'\\u98de\\u65e9', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['morning', u'Isabella\\u9648\\u504c\\u6797', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko', u'Element-Z']\n",
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+        "['babe', u'Meilin\\u6885\\u7433 Morning']\n",
+        "[u'\\u96e8\\u8fb0\\u8bed', u'\\u98de\\u65e9', u'\\u8a9e\\u98dbTeresa', u'\\u5289\\u96e8\\u8fb0sally']\n",
+        "['morning', u'Isabella\\u9648\\u504c\\u6797', u'Yvonne\\u821e\\u52a8\\u7684\\u53f6\\u5b50', u'NuyAko', u'Element-Z']\n",
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+        "['test']\n",
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+        "[u'\\u4e4b\\u524d', u'\\u6d4b\\u8bd5', u'\\u7248\\u672c', u'\\u63d0\\u5347', u'\\u503c', u'\\u63d0\\u9192', u'\\u5207\\u6362', u'\\u81f3\\u540e', u'\\u5982\\u56fe', u'\\u8fd9\\u6b21', u'\\u63d0\\u5347', u'\\u673a\\u5668\\u914d\\u7f6e', u'\\u5355\\u6838', u'\\u6027\\u80fd', u'\\u8d85\\u4e4e', u'\\u60f3\\u8c61', u'\\u8e6d', u'\\u8e6d', u'\\u6da8', u'\\u5b8c\\u6210', u'\\u8bf7\\u6c42', u'\\u6570', u'\\u5927\\u5e45', u'\\u63d0\\u5347', 'phpng', 'php', 'rps', 'rps', 'master', 'rps', 'linode', 'rps', u'Laruence']\n",
+        "[u'\\u654f\\u6377', u'\\u4e00\\u4e2a', u'\\u65b0', u'\\u73a9\\u6cd5', u'\\u5206\\u5f00', u'\\u56fa\\u5b9a', u'\\u56e2\\u961f', u'\\u6280\\u672f\\u9aa8\\u5e72', u'\\u7cbe\\u795e\\u9886\\u8896', u'\\u8f6e\\u6362', u'\\u8d1f\\u8d23', u'\\u56e2\\u961f', u'\\u7ba1\\u7406', u'\\u6742\\u52a1', u'\\u56e2\\u961f', u'\\u91cc', u'\\u6280\\u672f', u'\\u6700\\u5f3a', u'\\u4eba', u'\\u7ba1\\u7406', u'\\u4e2d', u'\\u91ca\\u653e\\u51fa\\u6765', 'team', 'leader', 'scrum', 'master', 'team', 'leader', 'scrum', 'master']\n",
+        "[u'\\u5199', u'\\u65b0', u'\\u6587\\u7ae0', u'\\u6709\\u4eba', u'\\u6c47\\u603b', u'\\u7801\\u519c', u'\\u5468\\u520a', u'\\u60f3\\u5230', u'\\u5206\\u4eab', u'\\u7b80\\u4e66 \\uff09']\n",
+        "[u'\\u7b80', u'\\u4e66\\u4e0a', u'\\u770b\\u5230', u'\\u6587\\u7ae0', u'\\u5199', u'\\u597d', u'\\u8bc4\\u8bba', u'\\u6587\\u7ae0', u'\\u5f52\\u6863', u'\\u679c\\u51bb\\u60f3']\n",
+        "[u'\\u56de\\u590d', u'\\u6bcf\\u5929', u'\\u5e0c\\u671b', u'\\u770b\\u5230', u'\\u591a\\u4e00\\u70b9', u'\\u6587\\u7ae0', u'\\u679c\\u51bb', u'\\u60f3', u'\\u56de\\u590d', u'\\u7b80', u'\\u4e66\\u4e0a', u'\\u770b\\u5230', u'\\u6587\\u7ae0', u'\\u5199', u'\\u597d', u'\\u8bc4\\u8bba', u'\\u6587\\u7ae0', u'\\u5f52\\u6863', 'nginx', 'lua', 'lua', 'allanjs', u'\\u679c\\u51bb\\u60f3:\\u5fc5\\u987b\\u652f\\u6301,', u'AllanJS:\\u8c22\\u8c22\\u652f\\u6301\\u3002', u'\\u679c\\u51bb\\u60f3']\n",
+        "[u'\\u4f7f\\u7528', u'\\u6269\\u5c55', u'\\u5199\\u8fc7', u'\\u6e38\\u620f', u'\\u8bc4\\u8bba', u'\\u4e2d', u'\\u8868\\u8fbe\\u5f0f', 'lua', 'nginx', 'lua', u'\\u679c\\u51bb\\u60f3']\n",
+        "[u'\\u56de\\u590d', u'\\u4ed4\\u7ec6', u'\\u6559\\u7a0b', u'\\u89c9\\u5f97', u'\\u5b66\\u5f97', u'\\u6df1\\u5165', u'\\u679c\\u51bb', u'\\u60f3', u'\\u56de\\u590d', u'\\u4f7f\\u7528', u'\\u5199', u'\\u6e38\\u620f', u'\\u903b\\u8f91', u'\\u6269\\u5c55', u'\\u6c42', u'\\u4ea4\\u6d41', u'\\u4f7f\\u7528', u'\\u6269\\u5c55', u'\\u5199\\u8fc7', u'\\u6e38\\u620f', u'\\u8bc4\\u8bba', u'\\u4e2d', u'\\u8868\\u8fbe\\u5f0f', 'lua', 'allanjs', 'lua', 'nginx', 'allanjs', 'lua', 'nginx', 'lua', u'\\u679c\\u51bb\\u60f3: \\u5475\\u5475.', u'\\u679c\\u51bb\\u60f3']\n",
+        "[]\n",
+        "['posted', 'photo', 'instagram']\n",
+        "['weather', 'look', 'like']\n",
+        "[u'\\u6ce8\\u518c', u'\\u6709\\u70b9', u'\\u610f\\u601d', u'\\u6709\\u7528', u'\\u624b\\u673a', u'\\u968f\\u8eab\\u542c', u'\\u5185\\u5bb9', u'\\u592a', u'\\u4e30\\u5bcc', u'\\u60f3', u'\\u542c', u'\\u968f\\u624b', u'\\u5f55', u'\\u4e00\\u6bb5', u'\\u7535\\u53f0', u'\\u8d76\\u7d27', u'\\u8bd5\\u8bd5', u'\\u559c\\u9a6c\\u62c9\\u96c5', u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', 'app', u'\\u559c\\u9a6c\\u62c9\\u96c5', u'\\u559c\\u9a6c\\u62c9\\u96c5\\u597d\\u58f0\\u97f3']\n",
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+        "[u'\\u6d4b\\u8bd5']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u521d\\u6b65', u'\\u8bc4\\u4f30', u'\\u4e00\\u4e0b', u'\\u4f7f\\u7528', u'\\u6a21\\u62df', u'\\u4e00\\u4e0b', u'\\u6a21\\u677f', u'\\u6784\\u5efa', u'\\u67e5\\u8be2', 'twirl', 'mybatis', 'sql', 'sql']\n",
+        "[u'\\u5c1d\\u8bd5', u'\\u4e00\\u4e0b', u'\\u98ce\\u683c', u'\\u4e2d', u'\\u751f\\u6210', u'\\u62a5\\u544a', u'\\u5931\\u8d25', u'\\u6362', u'\\u540d\\u5b57', 'scalatest', 'bdd', 'sbt', 'html', 'html']\n",
+        "[u'\\u662f\\u5426', u'\\u96c6\\u7fa4', u'\\u65b9\\u6848', 'maxscale', 'mysql']\n",
+        "[u'\\u53ef\\u6076', u'\\u63d2\\u4ef6', u'\\u95ee\\u9898', u'\\u4e00\\u5927\\u5806', u'\\u5347\\u7ea7', u'\\u6700\\u65b0', u'\\u7248\\u672c', u'\\u95ee\\u9898', u'\\u5207\\u6362', 'eclipse', 'git', 'idea']\n",
+        "[u'\\u52a0\\u901f', u'\\u4e0b\\u8f7d', u'\\u4f9d\\u8d56', u'\\u5e93', u'\\u901f\\u5ea6', 'sbt']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u5c0f\\u5de7', 'mitmproxy', 'http', 'proxy']\n",
+        "['nginx', 'cache']\n",
+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u4e0a\\u6d77', u'\\u5916\\u6ee9', u'\\u8e29\\u8e0f', u'\\u4e8b\\u6545', u'\\u81f4\\u4eba', u'\\u6b7b\\u4ea1']\n",
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+        "[u'\\u5988\\u86cb', u'\\u4e24\\u4e2a', u'\\u7b2c\\u4e09\\u6b21', u'\\u6da8\\u7a0e', u'\\u4ee5\\u540e', u'\\u8bf4\\u52a0', u'\\u4e00\\u767e\\u5757', u'\\u94b1\\u6cb9', u'\\u76f4\\u63a5', u'\\u8bf4\\u52a0', u'\\u4e00\\u767e\\u5757', u'\\u94b1\\u7a0e', u'\\u597d', u'\\u4eca', u'\\u8bc4\\u5a92', u'\\u71c3\\u6cb9\\u7a0e', u'\\u5df2', u'\\u56fd\\u9645', u'\\u63a5\\u8f68']\n",
+        "[u'\\u4e00\\u4e2a', u'\\u4eba', u'\\u98df\\u5802', u'\\u5b64\\u72ec', u'\\u5403', u'\\u665a\\u996d']\n",
+        "[u'\\u8d5e', u'\\u8bc4\\u8bba', u'\\u5218\\u672a\\u9e4f', u'\\u9003\\u51fa', u'\\u8096\\u7533\\u514b', u'\\u770b\\u4e0d\\u89c1', u'\\u7262\\u7b3c', u'\\u4e0b', u'\\u67cf\\u62c9\\u56fe', u'\\u6d1e\\u7a74', 'mind', 'hacks']\n",
+        "[u'\\u53e4\\u8010']\n",
+        "[u'\\u594b\\u6597', u'\\u6539\\u53d8\\u547d\\u8fd0', u'\\u4e00\\u5473', u'\\u7fa1\\u6155', u'\\u7edd\\u6d3b', u'\\u7edd\\u62db', u'\\u6052\\u4e45', u'\\u52aa\\u529b', u'\\u5b8c\\u5168', u'\\u62e5\\u6709', u'\\u4e00\\u4e2a', u'\\u7b80\\u5355', u'\\u52a8\\u4f5c', u'\\u7ec3', u'\\u51fa\\u795e\\u5165\\u5316', u'\\u7edd\\u62db', u'\\u4e00\\u4ef6', u'\\u5e73\\u51e1', u'\\u5c0f\\u4e8b', u'\\u505a\\u5230', u'\\u7089\\u706b\\u7eaf\\u9752', u'\\u7edd\\u6d3b']\n",
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+        "[u'\\u66fe', u'\\u8bf4', u'\\u6c38\\u8fdc', u'\\u653e\\u5f03', u'\\u5e0c\\u671b']\n",
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+        "[u'\\u671f\\u76fc', u'\\u7206\\u53d1', u'\\u4e00\\u5929', u'\\u65e9\\u65e5', u'\\u5230\\u6765', u'\\u4e3a\\u6b64', u'\\u6bcf\\u5929', u'\\u52e4\\u594b', u'\\u8f6c\\u53d1', u'\\u597d\\u8fd0', u'\\u7ec8\\u7a76\\u4f1a', u'\\u5230\\u6765', 'rp', u'8090\\u53a8\\u623f\\u9769\\u547d']\n",
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+        "[u'\\u4e16\\u754c', u'\\u5145\\u6ee1', u'\\u5e7b\\u60f3', u'\\u73b0\\u5b9e', u'\\u9760\\u8fd1']\n",
+        "[u'\\u4ec0', u'\\u9ebd', u'\\u4e0d\\u65ad', u'\\u5931\\u671b', u'\\u540e', u'\\u7ee7\\u7eed', u'\\u524d\\u884c', u'\\u4e00\\u79cd', u'\\u53eb\\u505a', u'\\u5e0c\\u671b', u'\\u4e1c\\u897f']\n",
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+        "[u'\\u7231\\u60c5', u'\\u6e38\\u620f', u'\\u96c5\\u96c5', u'\\u4e00\\u9897', u'\\u771f\\u5fc3']\n",
+        "[u'\\u8df3\\u821e', u'\\u7b49\\u4e8e', u'\\u8046\\u542c', u'\\u5fc3\\u58f0']\n",
+        "[u'\\u5feb\\u4e50', u'\\u5e78\\u798f', u'\\u9ebd', u'\\u76f8\\u4f3c', u'\\u5feb\\u4e50', u'\\u5e78\\u798f']\n",
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+        "[u'\\u7533\\u901a', u'\\u5357\\u660c', u'\\u5206\\u516c\\u53f8', u'\\u5feb\\u9012', u'\\u5458', u'\\u5b58\\u5728', u'\\u79c1\\u81ea', u'\\u541e', u'\\u5feb\\u9012', u'\\u5acc\\u7591', u'\\u5feb\\u9012', u'\\u5458', u'\\u79c1\\u81ea', u'\\u7b7e\\u6536', u'\\u5ba2\\u6237', u'\\u81f4\\u7535', u'\\u8be2\\u95ee', u'\\u7406\\u7531', u'\\u642a\\u585e', u'\\u6700', u'\\u641e\\u7b11', u'\\u8bf4', u'\\u7533\\u901a', u'\\u5355\\u53f7', u'\\u4f4d', u'\\u8c03\\u76ae', u'\\u56f4\\u89c2', u'\\u4e00\\u4e0b', u'\\u6c5f\\u897f', u'\\u5934\\u6761\\u65b0\\u95fb', u'\\u7533\\u901a\\u5feb\\u9012\\u5b98\\u5fae', u'\\u5706\\u901a\\u901f\\u9012', u'\\u5929\\u5929\\u5feb\\u9012\\u5b98\\u5fae', u'\\u987a\\u4e30\\u901f\\u8fd0\\u5b98\\u5fae', u'\\u90ae\\u653fEMS\\u5728\\u7ebf', u'\\u97f5\\u8fbe\\u5feb\\u9012', u'\\u5357\\u660c\\u665a\\u62a5', u'\\u6c5f\\u897f\\u6668\\u62a5', u'NTV\\u65b0\\u95fb\\u8bf4\\u62a5', u'\\u5357\\u660c\\u5e2e\\u5fd9\\u56e2']\n",
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+        "[u'\\u6b63\\u5728', u'\\u770b\\u88c2\\u5fc3', u'\\u88c2\\u5fc3', u'\\u817e\\u8baf\\u89c6\\u9891']\n",
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+        "['robust', 'safe', 'programming']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u642d', u'\\u75db\\u4e0d\\u6b32\\u751f', 'testbed']\n",
+        "[u'\\u73af\\u7403\\u65c5\\u884c', u'\\u5bb6', u'\\ud83d', u'\\udc4d']\n",
+        "[u'\\u79d1\\u5b66', u'\\u89c6\\u89d2', u'\\u4e0b', u'\\u5386\\u53f2', u'\\u601d\\u8003', u'\\u79d1\\u5b66\\u4e3b\\u4e49', u'\\u4eba\\u6587\\u4e3b\\u4e49', u'\\u6587\\u660e\\u4e4b\\u5149']\n",
+        "['two', 'ways', 'constructing', 'software', 'design', 'one', 'make', 'simple', 'obviously', 'deficiencies', 'make', 'complicated', 'obvious', 'deficiencies', 'first', 'method', 'far', 'difficult', 'tony', 'hoare']\n",
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+        "[u'\\u574f\\u5934', u'\\u5f00\\u653e\\u5f0f', u'\\u529e\\u516c', u'\\u73af\\u5883', u'\\u641e\\u7cdf', u'\\u5206\\u4eab', 'google', u'TECH2IPO\\uff09']\n",
+        "[u'\\u65f6\\u95f4', u'\\u7ba1\\u7406', u'\\u771f\\u76f8', u'\\u4e92\\u8054\\u7f51', u'\\u6570\\u636e\\u4e2d\\u5fc3', u'\\u4e2d\\u6587', u'\\u4e92\\u8054\\u7f51', u'\\u6570\\u636e', u'\\u7814\\u7a76', u'\\u8d44\\u8baf\\u4e2d\\u5fc3']\n",
+        "[u'\\u725b\\u4eba', u'\\u666e\\u901a\\u4eba', u'\\u533a\\u522b', u'\\u5728\\u4e8e', u'\\u601d\\u7ef4', u'\\u65b9\\u5f0f', u'\\u4ea7\\u54c1', u'\\u7ecf\\u7406']\n",
+        "[u'\\u6211\\u521a', u'\\u8d60\\u9001', u'\\u6735', u'\\u9c9c\\u82b1', u'\\u83b7\\u5f97', u'\\u7231\\u6155', u'\\u503c', u'\\u611f\\u89c9', u'\\u840c\\u840c', u'\\u54d2', u'\\u996d\\u5708', u'\\u4eb2\\u4eec', u'\\u9001\\u82b1', u'\\u5e94\\u63f4', u'\\u674e\\u6668']\n",
+        "[u'\\u6295', u'\\u8bba\\u6587', u'\\u8003\\u8bd5', u'\\u4e0d\\u5230', u'\\u6700\\u540e', u'\\u4e00\\u5206\\u949f', u'\\u603b', u'\\u60f3', u'\\u68c0\\u67e5', u'\\u96be', u'\\u68c0\\u67e5', u'\\u7ea0\\u7ed3', u'\\u4e2d']\n",
+        "[u'\\u8fd9\\u662f', u'\\u8282\\u594f', u'\\u4e0a\\u5f39', u'\\u4f7f\\u7528', u'\\u641c\\u72d7', u'\\u62fc\\u97f3\\u8f93\\u5165', u'\\u6cd5', u'\\u6253\\u5b57', u'\\u66f4\\u5feb', u'\\u51c6\\u786e', u'\\u70b9\\u51fb', u'\\u4e0b\\u8f7d\\u5b89\\u88c5', 'qq']\n",
+        "[u'\\u5f02\\u5e38', u'\\u5904\\u7406', u'\\u5206\\u6790', 'mysql', 'shutdown', u'mysql \\u5206\\u4eab']\n",
+        "[u'\\u65e5\\u5fd7', u'\\u5206\\u6790', u'\\u795e\\u5668', 'mysql', 'mysqlsla', u'mysql \\u5206\\u4eab']\n",
+        "[u'\\u5347', u'\\u7b49\\u7ea7', u'\\u798f\\u5229', u'\\u4eab', u'\\u53d8', u'\\u8eab', u'\\u571f\\u8c6a', u'\\u60f3\\u60f3', u'\\u6709\\u70b9', u'\\u5c0f', u'\\u6fc0\\u52a8', u'\\u5c0f\\u4f19\\u4f34', u'\\u513f\\u4eec', u'\\u901f\\u6765', u'\\u56f4\\u89c2', u'\\u9886\\u53d6', u'\\u5fae\\u535a\\u7b49\\u7ea7\\u4e13\\u4eab\\u793c']\n",
+        "[u'\\u300e', u'\\u6280\\u672f', u'\\u4eba', u'\\u653b\\u7565', u'\\u8bbf\\u8c08', u'\\u56db\\u5341', u'\\u5218\\u777f\\u6c11', u'\\u6570\\u636e\\u5e93', u'\\u6218\\u56fd\\u65f6\\u4ee3', u'\\u73a9', u'\\u653f\\u6cbb', u'\\u5f00\\u6e90', u'\\u529b\\u91cf', u'\\u4e28', u'\\u6280\\u672f', u'\\u5927\\u725b\\u4eec', u'\\u5b66\\u4e60', u'\\u6570\\u636e', u'\\u4e28', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u4e28', u'\\u79fb\\u52a8', u'\\u5f00\\u53d1', u'\\u4e28', u'\\u8f6f\\u4ef6\\u5f00\\u53d1', u'\\u6d4b\\u8bd5', u'\\u4e28', u'\\u5168\\u7403', u'\\u524d\\u6cbf\\u6280\\u672f', u'\\u62a2\\u5148', u'\\u5b66', u'\\u300f', 'powered', 'edusoho']\n",
+        "[u'\\u4e4b\\u524d', u'\\u5206\\u4eab', u'\\u4e00\\u7bc7', u'\\u4f7f\\u7528', 'mysqlsla', u'mysql \\u5206\\u4eab']\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u5929\\u751f', u'\\u5b8c\\u7f8e', u'\\u62d0\\u4e2a', u'\\u7687\\u5e1d', u'\\u56de', u'\\u73b0\\u4ee3', u'\\u7504', u'\\u5b1b', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
+        "[u'\\u6211\\u7528', u'\\u53d1\\u73b0', u'\\u4e00\\u4e2a', u'\\u7ed9\\u529b', u'\\u5546\\u54c1', u'\\u534e\\u4e3a', u'\\u8363\\u8000', u'\\u624b\\u673a', u'\\u516b\\u6838', u'\\u4e07', u'\\u50cf\\u7d20', u'\\u5bf8\\u5927\\u5c4f', u'\\u8363\\u8000', u'\\u8054\\u901a', u'\\u7248\\u53cc', u'\\u7f51\\u7248', u'\\u53cc', u'\\u9009', u'\\u8363\\u8000', u'\\u79fb\\u52a8', u'\\u767d\\u8272', u'\\u6807\\u914d', u'\\u56fd\\u7f8e', u'\\u4ef7', 'huawei', 'plus', 'plus', u'\\u56fd\\u7f8e\\u5206\\u4eab\\u5b9d']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u63a8\\u8350', u'\\u4e00\\u9996', u'\\u6b4c\\u66f2', u'\\u771f\\u7684', u'\\u597d\\u542c', u'\\u5206\\u4eab', u'\\u542c\\u542c', u'\\u597d', u'\\u8d8a', u'\\u542c', u'\\u8d8a', u'\\u6709\\u5473', u'\\u534e\\u4e3a\\u97f3\\u4e50', u'\\u60f3\\u4f60\\u60f3\\u5230\\u68a6\\u91cc\\u5934', u'\\u65b9\\u5b63\\u60df']\n",
+        "[u'\\u597d']\n",
+        "[u'\\u5206\\u4eab', u'\\u65b9\\u5b63\\u60df']\n",
+        "[u'\\u514d\\u8d39', u'\\u4e0a\\u7f51', u'\\u884c\\u4e3a', u'\\u7ba1\\u7406\\u8f6f\\u4ef6', u'\\u9996\\u9009', u'\\u4e00\\u673a', u'\\u5b89\\u88c5', u'\\u76d1\\u63a7', u'\\u5168\\u7f51', 'wfilter', 'free']\n",
+        "[u'\\u641e', u'\\u4e00\\u5929', u'\\u53cd\\u5411', u'\\u4ee3\\u7406', u'\\u95ee\\u9898']\n",
+        "[u'\\u5206\\u4eab', u'\\u88f8\\u67aa \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5e7f\\u4e1c', u'\\u7a0b\\u5e8f\\u5458', u'\\u52a0\\u5229\\u798f\\u5c3c\\u4e9a']\n",
+        "[u'\\u5931\\u8d25', u'\\u53ef\\u6015', u'\\u53ef\\u6015', u'\\u5931\\u8d25', u'\\u59a5\\u534f', u'\\u53d8\\u5f97', u'\\u4e0d\\u6562', u'\\u518d', u'\\u5c1d\\u8bd5']\n",
+        "[u'\\u592a\\u7ed9\\u529b', u'\\u6709\\u5956', u'\\u6d3b\\u52a8', u'\\u4e2d', u'\\u83b7\\u5f97', u'\\u63d0\\u4f9b', u'\\u559c\\u7231', u'\\u7cbe\\u54c1', u'\\u660e\\u661f', u'\\u4ea7\\u54c1', u'\\u901a\\u7528', u'\\u8d2d\\u7269\\u5238', u'\\u4ef6', u'\\u539f\\u521b', u'\\u8f6c\\u53d1', u'\\u5e26\\u6709', u'\\u5fae\\u535a', u'\\u5373\\u53ef', u'\\u53c2\\u4e0e', u'\\u62bd\\u5956', u'\\u60ca\\u559c', u'\\u597d\\u793c', u'\\u8d62', u'\\u62bd\\u5956', u'\\u6700\\u4f73\\u94f6\\u5e55\\u60c5\\u4fa3', u'\\u6700\\u4f73\\u94f6\\u5e55\\u60c5\\u4fa3', u'\\u559c\\u7231\\u7cbe\\u54c1']\n",
+        "[u'\\u6b63\\u5728', u'\\u542c', u'\\u8521\\u5065\\u96c5', u'\\u5355\\u66f2', u'\\u547c\\u5438', u'\\u542c\\u542c']\n",
+        "[u'\\u5723\\u7ecf', u'\\u7b2c\\u4e00\\u904d', u'\\u8bfb\\u6bd5']\n",
+        "[u'\\u6c11\\u56fd', u'\\u4eba', u'\\u51fa\\u6ca1', u'\\u5929\\u6d25', u'\\u8336\\u697c']\n",
+        "[u'\\u771f\\u96be\\u7528', 'rtx']\n",
+        "[u'\\u5bb6\\u7535', u'\\u4e92\\u8054\\u7f51', u'\\u5bb6\\u7535', u'\\u6982\\u5ff5', 'skg']\n",
+        "[u'\\u5bf9\\u5f97\\u8d77', u'\\u8fd9\\u996d']\n",
+        "[u'\\u65f6\\u95f4', u'\\u6761\\u4ef6', u'\\u95ee\\u9898', u'\\u5468\\u4e94', u'\\u4e0b\\u5348', u'\\u53d1\\u73b0', 'sql']\n",
+        "[u'\\u4eca\\u5929', u'\\u670b\\u53cb\\u5708', u'\\u597d\\u591a', u'\\u5c06\\u519b', u'\\u4ed9\\u901d', u'\\u59da\\u8d1d\\u5a1c', u'\\u53d7', u'\\u5173\\u6ce8', u'\\u80bf', u'\\u8fd9\\u6709', u'\\u53ef\\u6bd4\\u6027']\n",
+        "[u'\\u53d1\\u51fa', u'\\u65b0\\u82bd', u'\\u5e26\\u56de\\u5bb6', u'hejing_\\u8fdf\\u5230\\u5343\\u5e74']\n",
+        "[u'\\u8d85', u'\\u597d\\u73a9', u'\\u6b3e', u'\\u795e\\u5947', u'\\u5b57\\u7b26', u'\\u56fe\\u6848', u'\\u8bcd\\u6c47', u'\\u4e91', u'\\u751f\\u6210', u'\\u5de5\\u5177', u'\\u68a6\\u60f3', u'\\u5929\\u7a7a', u'\\u5c71\\u8fb9', u'\\u5c0f\\u6eaa', u'\\u535a\\u5ba2\\u56ed']\n",
+        "[u'\\u8001\\u677f', u'\\u8bf7\\u53d1', u'\\u5e74\\u7ec8\\u5956', u'\\u5206\\u4eab', u'\\u7f8e\\u62cd\\uff09']\n",
+        "[]\n",
+        "[u'\\u53eb\\u505a', u'\\u9738\\u6c14']\n",
+        "[u'\\u5723\\u8bde', u'\\u732b']\n",
+        "[u'\\u8ba1\\u7b97', u'\\u4e03\\u725b', u'\\u6587\\u4ef6', u'\\u5177\\u6709', u'\\u52a8\\u6001', u'\\u5143', u'\\u7f16\\u7a0b', u'\\u80fd\\u529b', u'\\u613f\\u610f', u'\\u652f\\u6301', u'\\u9759\\u6001', u'\\u5143', u'\\u7f16\\u7a0b', 'etag']\n",
+        "[u'\\u53ef\\u4e50', u'\\u559d\\u591a\\u4f1a', u'\\u8170\\u9178\\u80cc\\u75db', u'\\u957f\\u671f', u'\\u559d', u'\\u9aa8\\u8d28', u'\\u758f\\u677e']\n",
+        "[u'\\u8bed\\u8a00', u'\\u503c\\u5f97', u'\\u5b66\\u4e60', 'haskell']\n",
+        "[u'\\u9ad8\\u6027\\u80fd', u'\\u6f5c\\u529b', u'\\u6df1\\u6df1', u'\\u5438\\u5f15', 'haskell']\n",
+        "[u'\\u9ad8\\u6027\\u80fd', u'\\u6f5c\\u529b', u'\\u6df1\\u6df1', u'\\u5438\\u5f15', u'\\u4e0d\\u4ecb\\u610f', u'\\u957f', u'\\u4e11\\u964b', 'haskell']\n",
+        "[u'\\u8c08', u'\\u5c0f\\u63d0\\u7434', u'\\u5851\\u9020', u'\\u5c0f\\u63d0\\u7434\\u5bb6', u'\\u4f7f\\u7528', u'\\u5de5\\u5177', u'\\u5851\\u9020', u'\\u7f16\\u7a0b\\u8bed\\u8a00', u'\\u65b9\\u9762', u'\\u5f71\\u54cd', u'\\u6f5c\\u79fb\\u9ed8\\u5316', u'\\u5851\\u9020', u'\\u601d\\u8003', u'\\u4e60\\u60ef', 'edsger', 'dijkstra', 'haskell']\n",
+        "['learn', 'haskell', 'functional', 'reusable', 'javascript']\n",
+        "[u'\\u65e0\\u7f18', u'\\u56db\\u5f3a', u'\\u4f46\\u56fd\\u8db3', u'\\u5df2\\u7ecf', u'\\u521b\\u9020', u'\\u4e09\\u5c4a', u'\\u4e9a\\u6d32\\u676f', u'\\u6700\\u597d', u'\\u6218\\u7ee9']\n",
+        "[u'\\u7236', 'perl', 'haskell', 'one', 'languages', 'mathematician', 'type', 'minded', 'people', 'love', 'sort', 'language', 'geniuses', 'geniuses', 'kind', 'like', 'haskell', 'know', 'hire', 'really', 'smart', 'people', 'program']\n",
+        "['performance', 'tricky', 'subject', 'write', 'ugly', 'code', 'search', 'speed', 'start', 'choosing', 'appropriate', 'algorithms', 'getting', 'code', 'work', 'correctly', 'performance', 'issues', 'profile', 'identify', 'problems', 'introduce', 'much', 'complexity', 'need']\n",
+        "['systems', 'already', 'exist', 'call', 'hardware', 'devices', 'recent', 'years', 'devices', 'become', 'software', 'running', 'general', 'purpose', 'computers']\n",
+        "['collection', 'custom', 'themes', 'emacs', 'themes', 'named', 'famous', 'programmers']\n",
+        "['haskell', 'ghc', 'stg', 'cmm', 'asm', 'illustrated', 'hardware', 'persons']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u53cd\\u601d', u'\\u6210\\u957f', u'\\u6210\\u719f']\n",
+        "[u'\\u5708\\u5708', u'\\u4e0d\\u9519', u'\\u968f\\u65f6\\u968f\\u5730', u'\\u53d1\\u73b0', u'\\u8eab\\u8fb9', u'\\u6709\\u8da3', u'\\u4eba\\u548c\\u4e8b', u'\\u4e00\\u5757', u'\\u73a9', u'\\u5730\\u5740', u'\\u5708\\u5708', u'\\u5b98\\u535a']\n",
+        "[u'\\u6211\\u521a', u'\\u6ce8\\u518c', u'\\u4e00\\u4e2a', u'\\u5e10\\u53f7', u'\\u624b\\u673a', u'\\u626b\\u63cf', u'\\u4e00\\u4e0b', u'\\u9152\\u6807', u'\\u4e86\\u89e3', u'\\u8fd9\\u74f6', u'\\u8461\\u8404\\u9152', u'\\u8d44\\u6599', u'\\u8bb0\\u5f55', u'\\u54c1\\u9152', u'\\u5fc3\\u5f97', u'\\u7ea6', u'\\u9189', u'\\u529f\\u80fd', u'\\u5e2e', u'\\u9152', u'\\u4f1a\\u53cb', u'\\u7ed3\\u8bc6', u'\\u65b0', u'\\u670b\\u53cb', u'\\u63a8\\u8350', u'\\u4e0b\\u8f7d', u'\\u4e00\\u4e2a', u'\\u8bd5\\u8bd5', 'dr', 'wine', 'app', u'dr.wine \\u9152\\u535a\\u58eb']\n",
+        "[u'\\u51c6\\u5907', u'\\u5199\\u4e2a', u'\\u535a\\u5ba2', u'\\u597d\\u4e0d\\u597d']\n",
+        "[u'\\u4eca\\u5929', u'\\u4e00\\u65e9', u'\\u819d\\u76d6', u'\\u75bc']\n",
+        "[u'\\u4eca\\u5e74', u'\\u6bd5\\u4e1a']\n",
+        "[u'\\u7b2c\\u4e00\\u53d1', 'go', 'go', 'go']\n",
+        "[u'\\u963f\\u91cc', u'\\u6548\\u679c', u'\\u8fd8\\u597d', u'\\u629b\\u5f03', 'dns', 'exdns', u'a\\u52a0\\u4e2aa\\u662f\\u4e3a\\u4e86\\u6392\\u540d\\u9760\\u524d', u'lidashuang']\n",
+        "[]\n",
+        "[u'\\u597d', u'\\u6b8b\\u5fcd', u'\\u4e00\\u4e2a\\u4e2a', u'\\u6253\\u7535\\u8bdd', u'\\u90e8\\u95e8', u'\\u4eba', u'\\u56de\\u53bb', u'\\u660e\\u5929', u'\\u52a0\\u73ed']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u660e\\u786e', u'\\u8eab\\u9ad8', u'\\u4e00\\u76f4', u'\\u4ee5\\u4e3a']\n",
+        "[u'\\u89c9\\u5f97', u'\\u5341\\u4e03\\u5c81', u'\\u901d\\u53bb', u'\\u8d44\\u683c', u'\\u8bf4', u'\\u75af\\u72c2', u'\\u6709\\u7406']\n",
+        "[u'\\u5e74', u'\\u5ffd\\u7565', u'\\u6b3e', u'\\u725b', u'\\u903c', u'\\u4ea7\\u54c1', u'\\u6c2a', u'\\u6c2a\\u661f\\u5e74\\u8d27']\n",
+        "[u'\\u6210\\u529f', u'\\u53c2\\u4e0e', u'\\u8001\\u5468', u'\\u53d1\\u7ea2\\u5305', u'\\u6d3b\\u52a8', u'\\u6bcf\\u5929', u'\\u4e09\\u6b21', u'\\u673a\\u4f1a', u'\\u5343\\u4e07\\u5143', u'\\u8c6a\\u793c', u'\\u5143', u'\\u5f69\\u7968', u'\\u7ea2\\u5305', u'\\u6700\\u9ad8', u'\\u8d62', u'\\u4e07', u'\\u5fc3\\u52a8', u'\\u9519\\u8fc7', u'\\u5feb\\u53bb', 'air', 'mac', 'iphone', u'360\\u611f\\u6069\\u5e74\\u8d27']\n",
+        "[u'\\u5143\\u65e6']\n",
+        "[u'\\u89c9\\u5f97', u'\\u5973', u'\\u6c49\\u5b50', u'\\u5c0f\\u5b69\\u5b50', u'\\u4e4b\\u95f4', u'\\u8f6c\\u6362', u'\\u4eba', u'\\u61c2\\u5f97', u'\\u6e29\\u67d4', u'\\u61c2\\u5f97', u'\\u9762\\u524d', u'\\u8bf4\\u8bdd', u'\\u76f4\\u6765\\u76f4\\u53bb', u'\\u505a', u'\\u5973', u'\\u6c49\\u5b50', u'\\u4e00\\u679a', u'\\u61c2', u'\\u4eba\\u60c5\\u4e16\\u6545', u'\\u5c0f\\u5b69\\u5b50', u'\\u4e00\\u4e2a', u'\\u77e5\\u9053', u'\\u627e\\u4eba', u'\\u804a\\u5929', u'\\u804a\\u5929', u'\\u77e5\\u9053', u'\\u4ea4\\u670b\\u53cb', u'\\u987a\\u5176\\u81ea\\u7136', u'\\u7a81\\u7136', u'\\u53d1\\u73b0', u'\\u60f3', u'\\u627e', u'\\u4eba', u'\\u8bf4\\u8bdd', u'\\u4eba']\n",
+        "[u'\\u6bcf\\u4e2a', u'\\u4eba', u'\\u8f68\\u9053', u'\\u820d\\u53cb', u'\\u6bcf\\u5929', u'\\u62b1', u'\\u7535\\u8bdd', u'\\u7537\\u53cb', u'\\u804a\\u5929', u'\\u95fa\\u871c', u'\\u8fdc', u'\\u4e8b\\u60c5', u'\\u505a', u'\\u7537\\u751f', u'\\u7537\\u751f', u'\\u670b\\u53cb', u'\\u6253\\u4e2a\\u62db\\u547c', u'\\u4e00\\u8d77', u'\\u73a9\\u513f', u'\\u90a3\\u79cd', u'\\u5973\\u751f', u'\\u670b\\u53cb', u'\\u65f6\\u95f4\\u63a8\\u79fb', u'\\u8bdd\\u9898', u'\\u8d8a\\u6765\\u8d8a\\u5c11', u'\\u4e00\\u53ea', u'\\u5b64\\u72ec', u'\\u6d41\\u6d6a', u'\\u732b']\n",
+        "[u'\\u7a81\\u7136', u'\\u89c9\\u5f97', u'\\u5de5\\u7a0b\\u7855\\u58eb', u'\\u5b66\\u672f', u'\\u7855\\u58eb', u'\\u5dee\\u8ddd', u'\\u5931\\u53bb', u'\\u592a\\u591a', u'\\u673a\\u4f1a', u'\\u9519\\u5931', u'\\u4e1c\\u4eac\\u5927\\u5b66', u'\\u7559\\u5b66', u'\\u673a\\u4f1a', u'\\u9519\\u5931', u'\\u76f4\\u63a5', u'\\u8bfb\\u535a', u'\\u9519\\u5931', u'\\u77e5\\u9053', u'\\u9690\\u5f62', u'\\u673a\\u4f1a', u'\\u552f\\u6709', u'\\u7ee7\\u7eed', u'\\u52aa\\u529b', u'\\u524d\\u884c', u'\\u5f25\\u8865']\n",
+        "[u'\\u6bcf\\u4e2a', u'\\u4eba', u'\\u8ffd\\u6c42', u'\\u68a6', u'\\u68a6\\u91cc', u'\\u52c7\\u6c14', u'\\u5766\\u767d', u'\\u524d\\u884c']\n",
+        "[u'\\u5c81', u'\\u6210\\u4e3a', u'\\u60f3', u'\\u6210\\u4e3a', u'\\u4eba', u'\\u6b65\\u5c65', u'\\u4e0d\\u505c']\n",
+        "[u'\\u751f\\u65e5\\u5feb\\u4e50', u'\\u5988\\u5988', u'\\u7238\\u7238', u'\\u8f9b\\u82e6', u'\\u60f3\\u5bb6']\n",
+        "[u'\\u751f\\u65e5\\u5feb\\u4e50', u'\\u6084\\u6084\\u7684', u'\\u4e00\\u5e74', u'\\u8d70', u'\\u5988\\u5988', u'\\u7238\\u7238', u'\\u8f9b\\u82e6', u'\\u60f3\\u5bb6']\n",
+        "[u'\\u5e0c\\u671b', u'\\u65b0', u'\\u4e00\\u5e74', u'\\u7231', u'\\u7231', u'\\u5e78\\u798f', u'\\u5065\\u5eb7', u'\\u5feb\\u5feb\\u4e50\\u4e50']\n",
+        "[u'\\u8f6c', u'\\u5206\\u4eab']\n",
+        "['think', 'something', 'turns', 'pretty', 'good', 'go', 'something', 'else', 'wonderful', 'dwell', 'long', 'figure', 'next']\n",
+        "[u'\\u5e74', u'\\u5e74', u'\\u5e74', u'\\u4e00\\u5e74', u'\\u841d\\u535c', u'\\u767d\\u83dc', u'\\u597d', u'\\u9999\\u751c', u'\\u6885', u'\\u521d\\u7efd', u'\\u674f\\u82b1', u'\\u5929', u'\\u6f47\\u6f47', u'\\u5bd2\\u98ce', u'\\u9001\\u6625', u'\\u6536\\u62fe', u'\\u7eb8\\u7b14', u'\\u65b0\\u5e74']\n",
+        "[u'\\u4eca\\u5929', u'\\u5e74', u'\\u7b2c\\u4e00\\u573a', u'\\u96ea']\n",
+        "[u'\\u6b22\\u8fce', u'\\u9884\\u8d2d', u'\\u5f00\\u53d1', u'\\u7535\\u89c6', u'\\u6e38\\u620f\\u673a', 'android']\n",
+        "[u'\\u6ee1\\u6ee1\\u7684', u'\\u5f20\\u4f1f', u'\\u89c6\\u611f', u'\\u674e\\u4f73\\u822a\\u6c42\\u5a5a\\u674e\\u665f']\n",
+        "[u'\\u518d\\u5b66', 'yaml']\n",
+        "[u'\\u521a\\u6362', u'\\u68a6\\u5e7b', u'\\u661f\\u7a7a', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u9e23\\u6881', u'\\u6d77\\u6218', u'\\u68d2\\u5b50', u'\\u771f\\u80fd', u'\\u56fd\\u5bb6', u'\\u5386\\u53f2', u'\\u7be1\\u6539', u'\\u6ca1\\u53d8', 'yy']\n",
+        "[u'\\u5206\\u4eab', u'\\u5fae\\u535a\\u5c0f\\u79d8\\u4e66 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u62bd\\u5956', u'\\u4efb\\u6027', u'\\u4e09\\u7b49\\u5956', 'iphone']\n",
+        "[u'\\u60ca\\u5446', u'\\u5fae\\u4f1a', u'\\u9886\\u53d6', u'\\u5206\\u949f', u'\\u8bdd\\u8d39', u'\\u6253\\u7535\\u8bdd']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u5fae\\u535a', u'\\u6d3b\\u52a8', u'\\u7968\\u9009', u'\\u4e2d\\u6295', u'\\u5fc3\\u76ee', u'\\u4e2d', u'\\u7231\\u8c46', u'\\u9648\\u51b0\\u79bb', u'\\u5b9d\\u5ea7', u'\\u4e00\\u6b65', 'king', 'queen', 'kiki', 'ta', 'king', 'quuen', u'\\u5fae\\u535aKing\\u548cQueen']\n",
+        "[u'\\u5206\\u4eab', u'\\u6708\\u5149\\u535a\\u5ba2 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u9189', u'\\u79fb\\u52a8', u'\\u4ea4', u'\\u7535\\u8d39', u'\\u90d1\\u5dde', u'\\u5750\\u5730\\u94c1', u'\\u624b\\u673a', u'\\u4fe1\\u53f7', u'\\u3000', u'\\u3000']\n",
+        "[]\n",
+        "[u'\\u8fc5\\u96f7', u'\\u667a\\u80fd', u'\\u786c\\u4ef6', u'\\u65b0\\u54c1', u'\\u4eae\\u76f8', u'\\u5012\\u8ba1\\u65f6', u'\\u5206\\u4eab', u'\\u673a\\u4f1a', u'\\u83b7\\u5f97', u'\\u5185\\u6d4b', u'\\u8d44\\u683c', u'\\u7ea6', u'\\u6709\\u6211\\u5c31\\u597d']\n",
+        "[u'\\u521a\\u5230', u'\\u5730\\u94c1\\u7ad9', u'\\u5730\\u94c1', u'\\u5f00\\u8d70', u'\\u8fde\\u7eed', u'\\u5929']\n",
+        "[u'\\u89c6\\u9891', u'\\u529b\\u52a9', u'\\u5317\\u4eac\\u7535\\u89c6\\u53f0', u'\\u6253\\u9020', u'\\u4e2d\\u56fd', u'\\u5e7f\\u7535', u'\\u884c\\u4e1a', u'\\u9996\\u4e2a', u'\\u4e91', u'\\u5e73\\u53f0', u'\\u5206\\u4eab', 'emc', u'\\u4f18\\u9177\\uff09']\n",
+        "['test']\n",
+        "[u'\\u6dd8\\u5b9d', u'\\u5185\\u90e8', u'\\u5206\\u4eab', u'\\u8df3\\u51fa', u'\\u5927\\u5751', u'\\u6570\\u636e\\u5e93', u'\\u8d44\\u8baf', 'mysql', 'iteye']\n",
+        "[u'\\u559c\\u6b22', u'\\u53d1\\u597d', u'\\u56fe', u'\\u4eba', u'\\u54c1\\u5473', u'\\u4e0d\\u574f', u'\\u82f9\\u679c', u'\\u5b98\\u65b9', u'\\u63a8\\u8350', u'\\u6700\\u7f8e', u'\\u56fe\\u7247', u'\\u793e\\u533a', u'\\u5e94\\u7528', u'\\u5e0c\\u671b', u'\\u9047\\u5230', u'\\u731b\\u51fb', u'\\u94fe\\u63a5', u'\\u627e', u'Weico\\u5fae\\u53ef\\u62cd']\n",
+        "[u'\\u8bc4\\u4ef7', u'\\u9ea6\\u4e50\\u4ed5\\u6b4c', u'\\u57ce\\u5821', u'\\u6ee1\\u610f\\u54e6', u'\\u8bb0\\u5f97', u'\\u8fd9\\u662f', u'\\u4e60\\u60ef\\u6027', u'\\u597d\\u8bc4', u'\\u7f8e\\u56e2']\n",
+        "[u'\\u5343\\u5143\\u7ea7', u'\\u65b0', u'\\u529b\\u91cf', u'\\u9b45\\u84ddNote']\n",
+        "[u'\\u521a\\u521a', u'\\u9884\\u7ea6', u'\\u7ea2\\u7c73', u'\\u624b\\u673a', u'\\u6027\\u4ef7\\u6bd4', u'\\u592a\\u5f3a', u'\\u91c7\\u7528', u'\\u65b0\\u4e00\\u4ee3', u'\\u4f4d', u'\\u9ad8\\u901a', u'\\u5904\\u7406\\u5668', u'\\u652f\\u6301', u'\\u53cc', u'\\u53cc\\u5361', u'\\u53cc\\u5f85', u'\\u4ec5\\u5143', u'\\u5e0c\\u671b', u'\\u5f00\\u653e', u'\\u8d2d\\u4e70', u'\\u80fd\\u591f', u'\\u987a\\u5229', u'\\u4e70', u'\\u5206\\u4eab', u'\\u9884\\u7ea6', u'\\u5730\\u5740', u'\\u6211\\u7231\\u7ea2\\u7c73\\u624b\\u673a', u'\\u7ea2\\u7c73\\u624b\\u673a']\n",
+        "[u'\\u5206\\u4eab', u'\\u5fae\\u535a\\u5c0f\\u79d8\\u4e66 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u571f\\u8c6a', u'\\u516c\\u53f8', u'\\u5e74', u'\\u767d\\u83dc', u'\\u53d1', u'\\u5206\\u4eab', 'iphone', u'\\u4eca\\u65e5\\u5934\\u6761 )']\n",
+        "[u'\\u521a\\u521a', u'\\u6210\\u529f', u'\\u9884\\u7ea6', u'\\u7ea2\\u7c73', u'\\u624b\\u673a', u'\\u559c\\u6b22', u'\\u652f\\u6301', u'\\u53cc\\u5361', u'\\u53cc\\u5f85', u'\\u4ee5\\u540e', u'\\u90e8\\u624b\\u673a', u'\\u542f\\u7528', u'\\u751f\\u6d3b', u'\\u53f7\\u7801', u'\\u5de5\\u4f5c', u'\\u53f7\\u7801', u'\\u652f\\u6301', u'\\u53cc', u'\\u7f51\\u7edc', u'\\u642d\\u914d', u'\\u4f4d', u'\\u9ad8\\u901a', u'\\u5904\\u7406\\u5668', u'\\u73a9', u'\\u5728\\u7ebf', u'\\u6e38\\u620f', u'\\u9ad8\\u6e05', u'\\u89c6\\u9891', u'\\u4e00\\u5b9a', u'\\u723d\\u7206', u'\\u5206\\u4eab', u'\\u7ea2\\u7c73\\u624b', u'\\u6211\\u7231\\u7ea2\\u7c73\\u624b\\u673a']\n",
+        "[u'\\u592e\\u89c6', u'\\u66dd\\u5149', u'\\u6dd8\\u5b9d', u'\\u4eac\\u4e1c', u'\\u53f7\\u5e97', u'\\u5047\\u8d27', u'\\u4e09\\u661f', u'\\u624b\\u673a', u'\\u6b63\\u54c1', u'\\u7387\\u4e3a', u'\\u5206\\u4eab', u'\\u4e00\\u70b9\\u8d44\\u8baf']\n",
+        "[u'\\u514d\\u8d39', u'\\u8d62', u'\\u7acb\\u5373', u'\\u4e0b\\u8f7d', u'\\u90ae\\u7bb1', u'\\u5927\\u5e08', u'\\u624b\\u5feb', u'\\u624b\\u6162', u'\\u65e0', u'\\u6d3b\\u52a8', u'\\u5730\\u5740', 'iphone', u'\\u90ae\\u7bb1\\u5927\\u5e08\\u63a8\\u8350\\u4eba\\u8ba1\\u5212']\n",
+        "[]\n",
+        "[u'\\u7279\\u6b8a', u'\\u5524\\u9192', u'\\u95f9\\u949f', u'\\u63d0\\u4f9b', u'\\u793e\\u4f1a\\u5316', u'\\u53eb\\u9192', u'\\u670d\\u52a1', u'\\u5229\\u7528', u'\\u4eba', u'\\u4eba', u'\\u4e4b\\u95f4', u'\\u5173\\u7cfb', u'\\u53eb\\u9192', u'\\u51b0\\u51b7', u'\\u673a\\u68b0', u'\\u5b64\\u72ec', u'\\u5206\\u4eab', u'GuruDigger\\uff09']\n",
+        "[u'\\u62cd', u'\\u5e2e\\u52a9', u'\\u5b66\\u4e60', u'\\u62cd\\u6444', u'\\u6280\\u5de7', u'\\u5206\\u4eab', u'GuruDigger\\uff09']\n",
+        "[u'\\u7535\\u5b50\\u9f3b', u'\\u7b5b\\u67e5', u'\\u76d1\\u6d4b', u'\\u4e73\\u817a\\u764c', u'\\u5206\\u4eab', 'doggie', u'GuruDigger\\uff09']\n",
+        "[u'\\u8c31', u'\\u9879\\u76ee', u'\\u5bfb\\u627e', u'\\u6280\\u672f', u'\\u4eba\\u624d', u'\\u4ea7\\u54c1', u'\\u4e00\\u53e5', u'\\u8bdd', u'\\u4ecb\\u7ecd', u'\\u95f2\\u6563', u'\\u8d44\\u91d1', u'\\u7406\\u8d22', u'\\u5ba2\\u6237', u'\\u9700\\u8981', u'\\u8d44\\u91d1', u'\\u501f\\u6b3e\\u4eba', u'\\u63d0\\u4f9b', u'\\u91d1\\u878d\\u4fe1\\u606f', u'\\u4e2d\\u4ecb', u'\\u670d\\u52a1', u'\\u62e5\\u6709', u'\\u4e00\\u652f', u'\\u6d59\\u5546', u'\\u6838\\u5fc3', u'\\u878d\\u5408', u'\\u4e92\\u8054\\u7f51', u'\\u91d1\\u878d', u'\\u5b9e\\u4e1a', u'\\u653f\\u5e9c', u'\\u80cc\\u666f', u'\\u7ecf\\u8425', u'\\u7ba1\\u7406', u'\\u56e2\\u961f', u'\\u4eba\\u6c11\\u5e01', u'\\u4ea7\\u54c1', u'\\u4e0a\\u7ebf', u'\\u73b0\\u5728', u'\\u5bfb\\u627e', u'\\u8c31', u'\\u6280\\u672f', u'\\u4eba\\u624d', u'\\u4e0a\\u6d77', u'\\u670b\\u53cb', u'\\u5174\\u8da3', u'\\u968f\\u65f6', u'\\u8054\\u7cfb']\n",
+        "[u'\\u521a\\u6362', u'\\u68a6\\u5e7b', u'\\u661f\\u7a7a', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u521a\\u6362', u'\\u98ce\\u8f7b\\u4e91\\u6de1', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u524d\\u7aef', u'\\u82b1\\u540d\\u518c', u'\\u6dfb\\u52a0', u'\\u540d\\u7247', u'\\u6b22\\u8fce', u'\\u6536\\u85cf', u'\\u524d\\u7aef\\u4e71\\u7096']\n",
+        "[u'\\u5206\\u4eab', u'\\u5988\\u5988\\u7231\\u5403\\u897f\\u74dc']\n",
+        "[u'\\u9014\\u725b', u'\\u6570\\u636e\\u4e2d\\u5fc3', u'\\u5206\\u5e03\\u5f0f', u'\\u6570\\u636e\\u5e93', u'\\u540c\\u6b65']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u4e2d', u'\\u91d1', u'\\u5728\\u7ebf', u'\\u7f51\\u7ad9', u'\\u6295\\u8d44\\u8005', u'\\u9996\\u9009', u'\\u8d22\\u7ecf', u'\\u7f51\\u7ad9']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u4e2d', u'\\u91d1', u'\\u5728\\u7ebf', u'\\u7f51\\u7ad9', u'\\u6295\\u8d44\\u8005', u'\\u9996\\u9009', u'\\u8d22\\u7ecf', u'\\u7f51\\u7ad9']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u4e2d', u'\\u91d1', u'\\u5728\\u7ebf', u'\\u7f51\\u7ad9', u'\\u6295\\u8d44\\u8005', u'\\u9996\\u9009', u'\\u8d22\\u7ecf', u'\\u7f51\\u7ad9']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u4e2d', u'\\u91d1', u'\\u5728\\u7ebf', u'\\u7f51\\u7ad9', u'\\u6295\\u8d44\\u8005', u'\\u9996\\u9009', u'\\u8d22\\u7ecf', u'\\u7f51\\u7ad9']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u4e2d', u'\\u91d1', u'\\u5728\\u7ebf', u'\\u7f51\\u7ad9', u'\\u6295\\u8d44\\u8005', u'\\u9996\\u9009', u'\\u8d22\\u7ecf', u'\\u7f51\\u7ad9']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u4e2d', u'\\u91d1', u'\\u5728\\u7ebf', u'\\u7f51\\u7ad9', u'\\u6295\\u8d44\\u8005', u'\\u9996\\u9009', u'\\u8d22\\u7ecf', u'\\u7f51\\u7ad9']\n",
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+        "['io', 'js', 'coming']\n",
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+        "['cheer', 'keep', 'coding']\n",
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+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
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+        "['avira', 'oem', 'solution']\n",
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+        "[u'\\u7ee7\\u7eed', u'\\u8d70']\n",
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+        "[]\n",
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+        "['end', 'three', 'days', 'good', 'night']\n",
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+        "[u'\\u73a9\\u610f', 'ansible']\n",
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+        "[u'Tower\\u5e74\\u7ec8\\u5927\\u76d8\\u70b9']\n",
+        "[u'\\u65e9\\u5b89']\n",
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+        "[u'\\u6740', u'\\u65f6\\u95f4', u'\\u5355\\u5237', u'\\u5fae\\u535a', u'\\u591f', u'\\u5c0f\\u6e38\\u620f', u'\\u6ee1\\u8db3', u'\\u65b0\\u7248', u'\\u9002\\u914d', u'\\u7cbe\\u5f69', u'\\u9891\\u9053', u'\\u805a\\u5408', u'\\u5185\\u5bb9', u'\\u4f9b', u'\\u56f4\\u89c2', u'\\u731b', u'\\u6233', u'\\u94fe\\u63a5', u'\\u4e0b\\u8f7d', 'weico', 'iphone', 'plus', 'weico']\n",
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+        "[u'\\u5f69\\u7a0b', 'tower']\n",
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+        "[u'\\u5468\\u8fb9', u'\\u7eaa\\u5ff5\\u54c1', u'tower']\n",
+        "[u'\\u770b\\u8fc7', u'\\u5c5e\\u6027', u'\\u540c\\u597d']\n",
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+        "[u'\\u814a\\u516b', u'\\u4eca\\u5e74', u'\\u559d', u'\\u814a\\u516b\\u7ca5', u'\\u6392\\u961f', u'\\u540c\\u4e00', u'\\u6253\\u8f66', u'\\u8d26\\u6237', u'\\u96c6\\u9f50', u'\\u79cd', u'\\u814a\\u516b', u'\\u7ea2\\u5305', u'\\u5151\\u6362', u'\\u81b3', u'\\u9b54\\u5e08', u'\\u7116', u'\\u70e7\\u7f50', u'\\u4e00\\u4e2a', u'\\u51d1\\u9f50', u'\\u8bf7', u'\\u795e\\u901f', u'\\u6652', u'\\u622a\\u56fe', u'\\u79c1\\u4fe1', u'\\u5b98\\u5fae', u'\\u63d0\\u4f9b', u'\\u4fe1\\u606f', u'\\u5feb\\u62a2', 'happy', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
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+        "[u'\\u5e74\\u7ec8', u'\\u7ee9\\u6548', u'\\u7406\\u60f3', u'\\u798f\\u5229', u'\\u5956\\u91d1', u'\\u5168', u'\\u6ce1\\u6c64', u'\\u70e6\\u8e81', u'\\u5f00\\u4e2a', u'\\u7ea2\\u5305', u'\\u8bd5\\u8bd5', u'\\u8bf4\\u4e0d\\u5b9a', u'\\u4e2d', u'\\u9886\\u53d6', u'\\u7ea2\\u5305', u'\\u5fae\\u76d8\\u5e74\\u7ec8\\u5956']\n",
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+        "[u'\\u767e\\u53d1\\u767e\\u4e2d', u'\\u6253\\u8f66', u'\\u9001\\u4e2a', u'\\u5927\\u7ea2\\u5305', u'\\u62a2', u'\\u6709\\u94b1', u'\\u4efb\\u6027', u'\\u8bf4', u'\\u592a', u'\\u70ed\\u95e8', u'\\u62a2', u'\\u4e0d\\u5230', u'\\u6253\\u8f66', u'\\u62a2\\u70b9', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'2014\\u4eac\\u4e1c\\u6570\\u805a\\u6c47  ']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u94b1', u'\\u627f\\u541b', u'\\u767e\\u5ea6', u'\\u6570\\u636e', u'\\u8d28\\u91cf', u'\\u4fdd\\u969c', u'\\u65b9\\u6848', u'\\u63a2\\u7d22', u'\\u63a8\\u8350', 'pdf', u'\\u5fae\\u76d8', u'100\\u4e2a\\u597d\\u6848\\u4f8b']\n",
+        "[u'\\u5168\\u5c40', u'\\u89c6\\u91ce', u'\\u7cfb\\u7edf', u'\\u601d\\u7ef4', u'\\u518d', u'\\u9886\\u57df', u'\\u8fc7\\u5206', u'\\u94bb\\u725b\\u89d2\\u5c16', u'\\u5728\\u5b9e\\u8df5\\u4e2d', u'\\u5b66\\u4e60', u'\\u975e', u'\\u518d', u'\\u94bb\\u7814', u'\\u4e2d', u'\\u5b66\\u4e60', u'\\u94bb\\u7814', u'\\u9700\\u8981', u'\\u4f7f\\u7528']\n",
+        "[u'\\u6700\\u8fd1', u'\\u6280\\u672f', u'\\u4e66\\u7c4d', u'\\u60f3\\u8981', u'\\u62ff\\u5230', u'\\u4e66\\u7c4d', u'\\u914d\\u5957', u'\\u6e90\\u4ee3\\u7801', u'\\u770b\\u4e0d\\u4e0b\\u53bb', u'\\u61d2']\n",
+        "[u'\\u70b9\\u5b88', u'\\u76f4\\u64ad', u'\\u514b\\u62c9\\u604b\\u4eba# #Rain']\n",
+        "[u'\\u5206\\u4eab', u'Rain', u'Michely221 \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u7f16\\u7a0b', u'\\u9650', u'\\u5434\\u79e6', u'\\u535a\\u5ba2\\u56ed', 'linux', 'socket', 'linux']\n",
+        "[u'\\u7a0b\\u5e8f', u'\\u4e4b\\u540e', u'\\u4e0d\\u5199', u'\\u51fd\\u6570', u'\\u4e00\\u79cd', u'\\u60c5\\u51b5', u'\\u4e00\\u6bb5', u'\\u6709\\u610f\\u601d', u'\\u8ba8\\u8bba', 'socket', 'listen', 'accept']\n",
+        "[u'\\u5c0f\\u7ea2\\u4f1e', u'\\u5b9e\\u65f6', u'\\u76d1\\u6d4b', u'\\u592a', u'\\u5ffd\\u7565', u'\\u4e00\\u6b21', u'\\u4e00\\u6b21', u'\\u751f\\u6548']\n",
+        "[u'\\u4e34\\u8d70\\u524d', u'\\u505a', u'\\u4e00\\u4ef6', u'\\u597d\\u4e8b', u'\\u4e0d\\u7528\\u8c22']\n",
+        "[u'\\u76d1\\u63a7', u'\\u8fdb\\u7a0b', u'\\u5361\\u4f4f', u'\\u5bfc\\u81f4', u'\\u5185\\u5b58', u'\\u8017\\u5c3d', 'mine', 'blog']\n",
+        "[u'\\u5e74', u'\\u603b\\u652f\\u51fa']\n",
+        "[u'\\u5927\\u534a\\u591c', u'\\u53d1\\u90ae\\u4ef6', u'\\u4ee5\\u4e3a', u'\\u53d1\\u94b1']\n",
+        "[u'\\u5916\\u6302', u'\\u79fb\\u52a8\\u786c\\u76d8', u'\\u7535\\u8111', u'\\u4f11\\u7720', u'\\u540e', u'\\u518d\\u542f\\u52a8', u'\\u767e\\u5ea6', u'\\u4e91\\u76d8', u'\\u4e22', u'\\u51e0\\u5341', u'\\u4e1c\\u897f', u'\\u73b0\\u5728', u'\\u6b63\\u5728', u'\\u91cd\\u65b0', u'\\u540c\\u6b65', u'\\u597d\\u86cb', u'\\u75bc']\n",
+        "[u'\\u795d', u'\\u751f\\u65e5\\u5feb\\u4e50']\n",
+        "[u'\\u771f\\u771f\\u662f', u'\\u641e\\u4e0d\\u61c2', u'\\u53d1\\u5230', u'\\u79d8\\u5bc6', u'\\ud83d', u'\\ude02', u'\\u95ee', u'\\u4e00\\u4e2a', u'\\u95ee\\u9898', u'\\u8fdb\\u7a0b', u'\\u542f\\u52a8', u'\\u4e4b\\u521d', u'\\u8c03\\u7528', u'\\u6539\\u53d8', u'\\u6587\\u4ef6\\u521b\\u5efa', u'\\u63a9\\u819c', u'\\u505a', u'\\u95ee\\u9898', u'\\u5206\\u4eab', 'fork', 'daemon', 'umask', u'\\u65e0\\u79d8']\n",
+        "['calculate', 'packet', 'loss', 'binary', 'tcpdump', 'file']\n",
+        "[u'\\u5973\\u751f', u'\\u5b66', u'\\u7f16\\u7a0b', u'\\u96be', u'\\u601d\\u7ef4', u'\\u65b9\\u5f0f', u'\\u5b66\\u4e60', u'\\u65b9\\u5f0f', u'\\u9ad8\\u89c1', u'\\u7f16\\u8bd1\\u5668', u'\\u9519\\u8bef', u'\\u5973\\u751f', u'\\u7f16\\u8bd1\\u5668', u'\\u542c', u'\\u89e3\\u91ca', u'\\u5973\\u751f', u'\\u542c', u'\\u542c', u'\\u542c', u'\\u7f16\\u8bd1\\u5668', u'\\u5973\\u751f', u'\\u662f\\u4e0d\\u662f', u'\\u4e0d\\u7231', u'\\u80af\\u5b9a', u'\\u7a0b\\u5e8f\\u5458', u'\\u597d', u'\\u5206\\u4eab', u'\\u77e5\\u4e4e']\n",
+        "[u'\\u5f52\\u6765', 'poi']\n",
+        "[u'\\u4e0d\\u8bba\\u5982\\u4f55', u'\\u5df2', u'\\u8fc7\\u53bb', u'\\u9700\\u8981', u'\\u6c89\\u6dc0', u'\\u6c89\\u6dc0', u'\\u6c89\\u6dc0', u'\\u5c11', u'\\u5c11\\u5fae\\u535a', u'\\u5c11\\u77e5\\u4e4e', u'\\u5c11', u'\\u626f\\u6de1', u'\\u5b66\\u4e60', u'\\u770b\\u4e66', u'\\u601d\\u8003', u'\\u81f4', u'\\u65e9\\u5df2', u'\\u8fc7\\u53bb', 'qq']\n",
+        "[u'\\u6c5f\\u6e56', u'\\u518d\\u89c1']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u6bcf\\u6b21', u'\\u642c\\u5bb6', u'\\u4e00\\u79cd', u'\\u6240\\u6709', u'\\u4e1c\\u897f', u'\\u6254\\u6389', u'\\u51b2\\u52a8']\n",
+        "[u'\\u4e1c\\u897f', u'\\u642c', u'\\u4e00\\u6b21', u'\\u5bb6', u'\\u771f\\u7684', u'\\u8131', u'\\u5c42\\u76ae', u'\\u6e34\\u671b', u'\\u623f\\u5b50', u'\\u4e00\\u4e2a', u'\\u79f0\\u5f97\\u4e0a', u'\\u7a9d', u'\\u5730\\u65b9', u'\\u665a\\u5b89', u'\\u660e\\u5929', u'\\u4e00\\u6bb5', u'\\u65b0', u'\\u65c5\\u7a0b']\n",
+        "[u'\\u5165\\u804c', u'\\u51e0\\u5929', u'\\u611f\\u53d7', u'\\u6210\\u578b', u'\\u5de5\\u5177', u'\\u5806', u'\\u7ecf\\u4e0d\\u8d77', u'\\u63a8\\u6572', u'\\u539f\\u4ee5\\u4e3a', u'\\u77e5\\u9053', u'\\u5b9e\\u9645', u'\\u638c\\u63e1', u'\\u4e1c\\u897f', u'\\u6ca7\\u6d77\\u4e00\\u7c9f', u'\\u673a\\u4f1a', u'\\u5efa\\u7acb', u'\\u4e00\\u5957', u'\\u4f53\\u7cfb', u'\\u7cfb\\u7edf', u'\\u6210\\u957f', u'\\u597d\\u5904', u'\\u6210\\u500d', u'\\u6ca1\\u7a7a', u'\\u5237', u'\\u5fae\\u535a', u'\\u804a', 'sre', 'qq']\n",
+        "[u'\\u51c6\\u5907', u'\\u6254', u'\\u51e0\\u672c']\n",
+        "[u'\\u90dd\\u4e91', u'\\u6d3b\\u7740']\n",
+        "[u'\\u516c\\u53f8', u'\\u5bb6\\u91cc', u'\\u7535\\u8111', u'\\u6df7\\u7740', u'\\u9f20\\u6807', u'\\u6eda\\u8f6e', u'\\u65b9\\u5411', u'\\u5df2', u'\\u5b8c\\u5168', u'\\u6df7\\u4e71']\n",
+        "[u'\\u89e3\\u51b3', u'\\u4e00\\u4e2a', u'\\u95ee\\u9898', u'\\u77e5\\u9053', u'\\u89e3\\u51b3']\n",
+        "[u'\\u505c\\u7535', u'\\u505c', u'\\u70ed\\u6c34', u'\\u505c\\u7f51', u'\\u592a', u'\\u53ef\\u6015']\n",
+        "[u'\\u53d7\\u4e0d\\u4e86', u'\\u9b3c\\u5929\\u6c14', u'\\u55d3\\u5b50\\u75bc', u'\\u7edd\\u58c1', u'\\u5929\\u6c14']\n",
+        "['grafana']\n",
+        "[]\n",
+        "[u'\\u5e74', u'\\u6ca1\\u91cd', u'\\u505a', u'\\u7cfb\\u7edf', u'\\u73b0\\u5728', u'\\u5361', u'\\u8ddf\\u7fd4']\n",
+        "[u'\\u65b0', u'\\u4e00\\u5e74', u'\\u65b0', u'\\u8bb8\\u4e0b', u'\\u4e00\\u4e2a', u'\\u613f\\u671b', u'\\u68a6\\u60f3', u'\\u5f00\\u82b1', u'\\u597d\\u597d']\n",
+        "[u'\\u521a\\u6362', u'\\u98ce\\u8f7b\\u4e91\\u6de1', u'\\u5957\\u88c5', u'\\u597d', u'\\u6f02\\u4eae', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u5192\\u6ce1', u'\\u5192\\u6ce1', u'\\u5192\\u6ce1', u'\\u5192\\u6ce1', u'\\u5192\\u6ce1', u'\\u5192\\u6ce1', u'\\u5192\\u6ce1', u'\\u5192\\u6ce1', u'\\u5192\\u6ce1']\n",
+        "[u'\\u611f\\u89c9', u'\\u5fd9', u'\\u4e8b\\u8981', u'\\u505a', u'\\u76f8\\u4fe1', u'\\u7edd\\u4e0d\\u4f1a', u'\\u9ed8\\u9ed8\\u65e0\\u95fb']\n",
+        "[u'\\u5468\\u672b', u'\\u4e0e\\u975e', u'\\u5468\\u672b', u'\\u533a\\u522b']\n",
+        "[u'\\u56fe\\u8bf4', u'\\u620f\\u4f83', u'\\u4e92\\u8054\\u7f51', u'\\u672a\\u6765', u'\\u5927\\u4f6c', u'\\u54ed', u'\\u884c\\u4e1a\\u52a8\\u6001', u'\\u8d44\\u8baf', u'\\u5b98\\u7f51', 'dev', 'devstore']\n",
+        "[u'\\u71ac\\u591c', u'\\u662f\\u56e0\\u4e3a', u'\\u820d\\u4e0d\\u5f97', u'\\u7ed3\\u675f', u'\\u4e00\\u5929']\n",
+        "[u'\\u7a81\\u7136', u'\\u53d1\\u73b0', u'\\u6ce8\\u518c', u'\\u6dd8\\u5b9d', u'\\u8d26\\u53f7', u'\\u5df2\\u7ecf', u'\\u4e94\\u5e74', u'\\u7f51\\u8d2d', u'\\u5386\\u53f2', u'\\u4e24\\u5e74', u'\\u65e9', u'\\u51e0\\u5929', u'\\u67e5', u'\\u4e0b', u'\\u652f\\u4ed8\\u5b9d', u'\\u8d26\\u5355', u'\\u5241', u'\\u624b', u'\\u514b\\u5236']\n",
+        "[u'\\u559c\\u6b22', u'\\u9996\\u6b4c', u'\\u8282\\u594f\\u611f', u'\\u5206\\u4eab', u'\\u5355\\u66f2', u'\\u7f51\\u6613\\u4e91\\u97f3\\u4e50']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u63a8\\u8350', 'mongodb', 'win', 'zip', u'\\u5fae\\u76d8', u'\\u4e0a\\u5c71\\u82e5\\u6c34']\n",
+        "[u'\\u521a\\u521a', u'\\u66f4\\u65b0', u'\\u4f18\\u9177', u'\\u62cd\\u5ba2', u'\\u5ba2\\u6237\\u7aef', u'\\u7248\\u672c', u'\\u7f16\\u8f91', u'\\u540e', u'\\u89c6\\u9891', u'\\u4fdd\\u5b58', u'\\u672c\\u5730', u'\\u5168\\u9762', u'\\u63d0\\u5347', u'\\u89c6\\u9891', u'\\u4e0a\\u4f20', u'\\u901f\\u5ea6', u'\\u5c0f\\u4f19\\u4f34', 'android']\n",
+        "[u'\\u521a\\u521a', u'\\u66f4\\u65b0', u'\\u4f18\\u9177', u'\\u62cd\\u5ba2', u'\\u5ba2\\u6237\\u7aef', u'\\u7248\\u672c', u'\\u7f16\\u8f91', u'\\u540e', u'\\u89c6\\u9891', u'\\u4fdd\\u5b58', u'\\u672c\\u5730', u'\\u5168\\u9762', u'\\u63d0\\u5347', u'\\u89c6\\u9891', u'\\u4e0a\\u4f20', u'\\u901f\\u5ea6', u'\\u5c0f\\u4f19\\u4f34', 'android']\n",
+        "[u'\\u521a\\u521a', u'\\u66f4\\u65b0', u'\\u4f18\\u9177', u'\\u62cd\\u5ba2', u'\\u5ba2\\u6237\\u7aef', u'\\u7248\\u672c', u'\\u7f16\\u8f91', u'\\u540e', u'\\u89c6\\u9891', u'\\u4fdd\\u5b58', u'\\u672c\\u5730', u'\\u5168\\u9762', u'\\u63d0\\u5347', u'\\u89c6\\u9891', u'\\u4e0a\\u4f20', u'\\u901f\\u5ea6', u'\\u5c0f\\u4f19\\u4f34', 'android']\n",
+        "[u'\\u5206\\u4eab', u'\\u592e\\u89c6\\u65b0\\u95fb \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab', u'\\u674e\\u54f2bitfly']\n",
+        "[u'\\u7c73\\u996d', u'\\u996d', 'test']\n",
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+        "[]\n",
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+        "[u'\\u61d2', u'\\u6295\\u8d44', u'\\u878d\\u8d44', u'\\u4e07\\u7f8e\\u91d1', u'\\u9001', u'\\u5143', u'\\u5927\\u793c\\u5305', u'\\u8001\\u677f', u'\\u75af', u'\\u9001', u'\\u80be']\n",
+        "[u'\\u603b\\u662f', u'\\u61c2', u'\\u7231', u'\\u9047\\u89c1', u'\\u4e0d\\u8be5', u'\\u653e\\u5f03', u'\\u4eba', u'\\u61c2\\u5f97', u'\\u7231', u'\\u4ee5\\u540e', u'\\u5374', u'\\u79cd\\u4e0b', u'\\u65e0\\u610f', u'\\u4f24\\u5bb3', u'\\u9047\\u89c1', u'\\u4eba\\u624d', u'\\u771f\\u6b63', u'\\u8bfb\\u61c2', u'\\u7231', u'\\u542b\\u4e49', u'\\u9519\\u8fc7', u'\\u4eba', u'\\u771f\\u6b63', u'\\u4f53\\u4f1a', u'\\u5fc3\\u75db', u'\\u611f\\u89c9']\n",
+        "[u'\\u6709\\u65f6\\u5019', u'\\u89e3\\u91ca', u'\\u592a\\u591a', u'\\u603b', u'\\u611f\\u89c9', u'\\u63a9\\u76d6', u'\\u6211\\u4f1a', u'\\u9009\\u62e9', u'\\u4e00\\u53e5', u'\\u8bdd', u'\\u8bf4']\n",
+        "[u'\\u4e16\\u4e0a', u'\\u4eba', u'\\u5b64\\u72ec', u'\\u4e16\\u4eba', u'\\u4e4b\\u5fc3', u'\\u5bc2\\u5bde', u'\\u8d70\\u904d', u'\\u4eba\\u95f4', u'\\u5b64\\u72ec', u'\\u8def', u'\\u53f9', u'\\u4eba\\u95f4', u'\\u5bc2\\u5bde', u'\\u5f71', u'\\u6708\\u5149', u'\\u6b22\\u6b4c', u'\\u4e00\\u821e', u'\\u4e00\\u4e2a', u'\\u6700', u'\\u7f8e\\u597d', u'\\u5fc3\\u60c5', u'\\u4eab\\u53d7', u'\\u4e00\\u4e2a', u'\\u4eba\\u65f6', u'\\u90a3\\u79cd', u'\\u81ea\\u7531\\u81ea\\u5728', u'\\u4e16\\u754c']\n",
+        "[u'\\u5ba0\\u7269\\u72d7', u'\\u6570\\u6b21', u'\\u633d\\u6551', u'\\u5973\\u5b69', u'\\u751f\\u547d', u'\\u8d39\\u601d', u'\\u6765\\u8bf4', u'\\u4e00\\u6761', u'\\u540d\\u53eb', u'\\u9c81\\u6bd4', u'\\u62c9\\u5e03\\u62c9\\u591a', u'\\u730e\\u72ac', u'\\u65e9\\u5df2', u'\\u4eba\\u4e16', u'\\u8d39\\u601d', u'\\u60a3\\u6709', u'\\u4e00\\u79cd', u'\\u7f55\\u89c1', u'\\u7cd6\\u5c3f\\u75c5', u'\\u7279\\u6b8a', u'\\u8bad\\u7ec3', u'\\u9c81\\u6bd4', u'\\u55c5\\u89c9', u'\\u53d1\\u73b0', u'\\u8840\\u7cd6', u'\\u6c34\\u5e73', u'\\u65e0\\u6570\\u6b21', u'\\u633d\\u6551', u'\\u8d39\\u601d', u'\\u8d39\\u601d', u'\\u8840\\u7cd6', u'\\u6c34\\u5e73', u'\\u672a', u'\\u53ca\\u65f6\\u53d1\\u73b0', u'\\u7a81\\u7136', u'\\u53d1\\u4f5c', u'\\u9677\\u5165', u'\\u660f\\u8ff7']\n",
+        "['jules', 'verne', 'restaurant', 'sole', 'cusine', 'francaise', 'french', 'cusine', 'via', 'instagram', u'restaurant #michelin ']\n",
+        "['jules', 'verne', 'restaurant', 'sole', 'cusine', 'francaise', 'french', 'cusine', u'restaurant #michelin ']\n",
+        "['year', 'anniversary', 'restaurant', 'cusine', 'via', 'instagram', u'jules_verne #french_cusine ']\n",
+        "['year', 'anniversary', 'restaurant', 'cusine', u'jules_verne #french_cusine ']\n",
+        "[u'\\u5206\\u4eab', u'\\u674e\\u6668\\u5149\\u7684\\u5fae\\u535a \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab', u'\\u5434\\u519b\\u535a\\u58eb \\u7684\\u6587\\u7ae0']\n",
+        "[]\n",
+        "[u'\\u4eca\\u5929', u'\\u83b7\\u5f97', u'\\u514d\\u8d39', u'\\u7a7a\\u95f4', u'\\u597d\\u8fd0', u'\\u6307\\u6570', u'\\u9897\\u661f', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u65b0\\u6d6a\\u7f51', u'\\u65d7\\u4e0b', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u54c1\\u724c', u'\\u8d85\\u5927', u'\\u5b58\\u50a8\\u7a7a\\u95f4', u'\\u6d77\\u91cf', u'\\u8d44\\u6e90', u'\\u4e0b\\u8f7d', u'\\u624b\\u673a', u'\\u7535\\u8111', u'\\u6570\\u636e', u'\\u540c\\u6b65', u'\\u4eba\\u624b', u'\\u4e00\\u76d8', u'\\u5fae\\u529b', u'\\u65e0\\u9650', u'\\u4f53\\u9a8c', u'\\u5fae\\u76d8\\u7b7e\\u5230', u'\\u5fae\\u76d8']\n",
+        "[u'\\u5f3a\\u70c8\\u63a8\\u8350', u'\\u4e00\\u4e0b', u'\\u559c\\u6b22', u'\\u65f6\\u5c1a', u'\\u9b54\\u65b9', u'\\u597d\\u591a', u'\\u5962\\u4f88\\u54c1', u'\\u8d44\\u8baf', u'\\u4f53\\u9a8c', u'\\u4e0b', u'\\u4e0b\\u8f7d', u'\\u5730\\u5740', 'app']\n",
+        "[u'\\u521a\\u521a', u'\\u542c\\u8bf4', u'\\u5c0f\\u7c73', u'\\u53d1\\u5e03', u'\\u82f1\\u5bf8', u'\\u5927\\u5c4f', u'\\u65d7\\u8230\\u673a', u'\\u673a\\u8eab', u'\\u8d85\\u8584', u'\\u5c4f\\u5e55', u'\\u6548\\u679c', u'\\u8d85\\u597d', u'\\u523a\\u773c', u'\\u9633\\u5149', u'\\u4e0b', u'\\u770b\\u6e05', u'\\u5c4f\\u5e55', u'\\u6027\\u80fd', u'\\u4f9d\\u7136', u'\\u51fa\\u8272', u'\\u652f\\u6301', u'\\u53cc\\u5361', u'\\u53cc\\u5f85', u'\\u4e00\\u90e8', u'\\u624b\\u673a', u'\\u652f\\u6301', u'\\u79fb\\u52a8', u'\\u8054\\u901a', u'\\u592a\\u68d2\\u4e86', u'\\u9996\\u53d1', u'\\u4ec5\\u5143', u'\\u5df2', u'\\u6210\\u529f', u'\\u9884\\u7ea6', u'\\u5206\\u4eab', u'\\u5730\\u5740', u'\\u5c0f\\u7c73Note', u'\\u5c0f\\u7c73\\u624b\\u673a']\n",
+        "[u'\\u6210\\u529f', u'\\u9884\\u7ea6', u'\\u6709\\u5bf8', u'\\u5927\\u5c4f', u'\\u673a\\u8eab', u'\\u66f2\\u9762', u'\\u73bb\\u7483', u'\\u5e76\\u7528', u'\\u94dd\\u5408\\u91d1', u'\\u91d1\\u5c5e', u'\\u8fb9\\u6846', u'\\u575a\\u56fa', u'\\u673a\\u8eab', u'\\u5f27\\u5f62', u'\\u6536\\u8fb9', u'\\u8bbe\\u8ba1', u'\\u9ad8\\u5927', u'\\u4e07', u'\\u50cf\\u7d20', u'\\u76f8\\u673a', u'\\u652f\\u6301', u'\\u53cc\\u5361', u'\\u53cc\\u5f85', u'\\u53cc', u'\\u4ef7\\u683c', u'\\u4ec5\\u5143', u'\\u5e0c\\u671b', 'mm', u'\\u5c0f\\u7c73Note', u'\\u5c0f\\u7c73\\u624b\\u673a']\n",
+        "[u'\\u5fc3\\u5e73\\u6c14\\u548c', u'\\u518d', u'\\u52aa\\u529b', u'\\u4e00\\u4e0b', u'\\u505a', u'\\u5b8c', u'\\u9879\\u76ee', u'\\u5e74\\u524d', u'\\u63a5\\u65b0', u'\\u9879\\u76ee', u'\\u601d\\u8003', u'\\u603b\\u7ed3', u'\\u4e0b']\n",
+        "[u'\\u6570\\u636e\\u91cf', u'\\u5e72', u'\\u7559\\u5fc3', u'\\u4e00\\u4e2a', u'\\u5b9a\\u65f6', u'\\u4efb\\u52a1', u'\\u8dd1', u'\\u4e00\\u534a', u'\\u5185\\u5b58', u'\\u7206\\u6389', u'\\u95ee\\u9898', u'\\u7b2c\\u4e00\\u6b21', u'\\u6267\\u884c', u'\\u65f6', u'\\u8dd1', 'ps']\n",
+        "[u'\\u7814\\u7a76', u'\\u6280\\u672f', u'\\u4eba', u'\\u53ea\\u4e0d\\u8fc7', u'\\u5229\\u7528', u'\\u6280\\u672f', u'\\u77e5\\u8bc6', u'\\u6df7\\u53e3\\u996d\\u5403', u'\\u6280\\u672f', u'\\u4eba', u'\\u751f\\u6d3b', u'\\u66f4\\u597d', u'\\u6280\\u672f', u'\\u81ea\\u9ad8\\u81ea\\u5927', u'\\u8336\\u996d', u'\\u4e0d\\u9999', u'\\u5a01\\u80c1', u'\\u5065\\u5eb7', u'\\u503c\\u5f97']\n",
+        "[u'\\u5750', u'\\u4e00\\u5929', u'\\u5199', u'\\u5904\\u7406', u'\\u7528\\u6237', u'\\u95ee\\u9898', u'\\u6b64\\u523b', u'\\u660e\\u663e', u'\\u611f\\u89c9', u'\\u5927\\u8111', u'\\u5df2\\u7ecf', u'\\u8f6c\\u4e0d\\u52a8', 'ppt']\n",
+        "[u'\\u771f\\u7684', u'\\u5356']\n",
+        "[u'\\u6e56\\u5317', u'\\u4e0b\\u96ea']\n",
+        "[u'\\u5de5\\u827a', u'\\u592a\\u8d5e']\n",
+        "[u'\\u6df1\\u5733', u'\\u62db', u'\\u5f00\\u53d1', u'\\u5f85\\u9047', u'\\u4e0d\\u9519', u'\\u8bf7', u'\\u53d1\\u5230', u'\\u6b22\\u8fce', u'\\u5e2e\\u8f6c', 'python', 'web', 'cv', 'deepseery', 'gmail', 'com']\n",
+        "[u'\\u5feb\\u901f', u'\\u5907\\u6218', u'\\u9762\\u8bd5', u'\\u4e2d', u'\\u7b97\\u6cd5', u'\\u6570\\u636e']\n",
+        "[u'\\u5b9e\\u73b0', u'\\u52a0\\u5bc6', u'\\u89e3\\u5bc6', u'\\u65b9\\u6cd5', u'\\u96ea\\u72d0', u'\\u535a\\u5ba2', 'php', 'base']\n",
+        "[u'\\u5fae\\u4fe1', u'\\u81ea\\u5b9a\\u4e49', u'\\u83dc\\u5355', u'\\u7c7b\\u578b', u'\\u83b7\\u53d6', u'\\u8bbf\\u95ee', u'\\u7f51\\u9875', u'\\u5206\\u4eab', 'view', 'openid', u'\\u767e\\u5ea6\\u7ecf\\u9a8c']\n",
+        "[u'\\u56de\\u590d', u'\\u535a\\u6587', u'\\u518d\\u6b21', u'\\u82b1\\u5c55', u'\\u82b1\\u56ed', u'\\u5c0f\\u57ce', u'\\u56fe\\u6587', u'\\u5df4', u'\\u8bc4\\u8bba', u'\\u59d0\\u59d0', u'\\u52a0\\u6cb9', u'\\u4f1f\\u5927', u'\\u6bcd\\u4eb2', u'\\u73b0\\u5728', u'\\u73a9\\u513f', u'\\u6700', u'\\u6bcf\\u5929', u'\\u5237\\u7259', u'\\u6d17\\u8138', u'\\u6d17\\u6fa1', u'\\u4fdd\\u8bc1', u'\\u67e5\\u770b', u'\\u539f\\u6587', u'\\u50cf\\u8003\\u62c9\\u4e00\\u6837\\u6de1\\u5b9a_Yolanda', u'Yolanda \\u56de\\u590d', u'\\u5364\\u8089\\u554a\\u5364\\u8089']\n",
+        "[u'\\u300e', u'\\u670d\\u52a1', u'\\u5f00\\u53d1', u'\\u7ecf\\u9a8c', u'\\u4f18\\u96c5', u'\\u6d3b\\u7740', u'\\u5f00\\u53d1', u'\\u7ecf\\u9a8c', u'\\u5206\\u4eab', u'\\u79fb\\u52a8', u'\\u5f00\\u53d1\\u8005', u'\\u8bba\\u575b', u'\\u624b\\u673a', u'\\u7248', u'\\u300f', 'android', 'android', 'eoe', 'powered', 'discuz']\n",
+        "[u'\\u56fd\\u8db3', u'\\u4e86\\u89e3', u'\\u8fbe\\u5230', u'\\u5b66\\u795e', u'\\u7a0b\\u5ea6', u'\\u4e2d', u'\\u61c2\\u7403\\u5e1d']\n",
+        "[u'\\u9884\\u6d4b', u'\\u51a0\\u519b', u'\\u4e2d\\u56fd', u'\\u56db\\u5f3a', u'\\u4e2d\\u56fd', u'\\u4f0a\\u62c9\\u514b', u'\\u4e4c\\u5179\\u522b\\u514b', u'\\u65e5\\u672c', u'\\u6765\\u6d4b', u'\\u4e00\\u628a', u'2015\\u4e9a\\u6d32\\u676f']\n",
+        "[u'\\u4e13\\u5bb6', u'\\u79f0', u'\\u5e74\\u5185', u'\\u6709\\u671b', u'\\u53d1\\u73b0', u'\\u5730\\u7403', u'\\u7ec4\\u56fe', 'nasa']\n",
+        "[u'\\u300e', u'\\u6027\\u80fd', u'\\u6a21\\u5f0f', u'\\u4f0a\\u7538\\u56ed', u'\\u5f00\\u6e90', u'\\u793e\\u533a', u'\\u5c0f\\u65f6', u'\\u6eda\\u52a8', u'\\u66f4\\u65b0', u'\\u5f00\\u6e90', u'\\u8d44\\u8baf', u'\\u65e0\\u4f11', u'\\u300f', 'google', 'android', 'linux']\n",
+        "[u'\\u56fd\\u8db3', u'\\u8eab\\u4f53\\u7d20\\u8d28', u'\\u888b\\u9f20', u'\\u8d62\\u7403', u'\\u8c31', u'\\u5929\\u7ffb\\u5730\\u8986\\u6168\\u800c\\u6177', u'\\u56fd\\u811a', u'\\u8bf4', u'\\u6fb3\\u5927\\u5229\\u4e9a', u'\\u4e00\\u6218']\n",
+        "[u'\\u7ec8\\u4e8e', u'\\u5927\\u62db', u'\\u300e', u'\\u6027\\u80fd', u'\\u4f18\\u5316', u'\\u5178\\u8303', u'\\u80e1\\u51ef', u'\\u300f', 'android']\n",
+        "[u'\\u300e', u'\\u5b66\\u4e60', u'\\u8d44\\u6599', u'\\u6574\\u7406', u'\\u5934\\u6761', u'\\u4f2f\\u4e50', u'\\u5728\\u7ebf', u'\\u300f', 'ios']\n",
+        "[u'\\u4e8b\\u60c5', u'\\u5c11\\u6b7b', u'\\u5c81', u'\\u5c11\\u5973', u'\\u4e3a\\u7236', u'\\u8ba8\\u85aa', u'\\u8df3\\u697c', u'\\u8eab\\u4ea1', u'\\u9aa8\\u7070', u'\\u5b89\\u653e', u'\\u70c8\\u58eb\\u9675\\u56ed']\n",
+        "[u'\\u5e0c\\u671b', u'\\u8fd9\\u6b21', u'\\u4e9a\\u6d32\\u676f', u'\\u6210\\u4e3a', u'\\u4e2d\\u56fd', u'\\u8db3\\u7403', u'\\u5206\\u6c34\\u5cad', u'\\u8f93\\u8d62', u'\\u9876', u'\\u4f17', u'\\u540d\\u5634', u'\\u5496', u'\\u6fc0\\u60c5', u'\\u529b\\u633a\\u56fd\\u8db3', u'\\u4e4c\\u8d3c', u'\\u5218', u'\\u6210', u'\\u5361\\u5e0c\\u5c14', 'ps']\n",
+        "[u'\\u513f\\u5b50', u'\\u8ba1\\u751f\\u529e', u'\\u5e72', u'\\u5efa\\u8bae', u'\\u7eaa\\u59d4', u'\\u4ecb\\u5165', u'\\u56fd\\u6c11\\u515a', u'\\u6297\\u65e5', u'\\u5c06\\u9886', u'\\u5f20\\u7075\\u752b', u'\\u9057\\u9aa8', u'\\u66dd', u'\\u57cb', u'\\u519c\\u5bb6', u'\\u540e\\u9662']\n",
+        "[u'\\u4e9a\\u6d32', u'\\u54ea\\u652f', u'\\u7403\\u961f', u'\\u9ad8\\u4eba\\u4e00\\u7b49', u'\\u56fd', u'\\u8db3', u'\\u771f\\u7684', u'\\u793a\\u5f31', u'\\u4e9a\\u6d32\\u676f', u'\\u672c\\u7530', u'\\u9999\\u5ddd', u'\\u5931\\u70b9', u'\\u65e5\\u672c', u'\\u70b9\\u7403', u'\\u963f\\u8054\\u914b', u'\\u51fa\\u5c40']\n",
+        "[u'\\u8fd9\\u6b21', u'\\u4e9a\\u6d32\\u676f', u'\\u4e5f\\u8bb8', u'\\u771f\\u7684', u'\\u4e2d\\u56fd', u'\\u8db3\\u7403', u'\\u62d0\\u70b9', u'\\u4e2d\\u7eaa\\u59d4', u'\\u8c08\\u56fd\\u8db3', u'\\u8fdb\\u6b65', u'\\u8db3\\u7403', u'\\u9886\\u57df', u'\\u5f3a\\u529b', u'\\u53cd\\u8150', u'\\u50ac\\u5316', u'\\u65b0\\u751f']\n",
+        "[u'\\u300e', u'\\u6307\\u9488', u'\\u6982\\u5ff5', u'\\u89e3\\u8bfb', u'\\u8d85', u'\\u8be6\\u7ec6', u'\\u300f']\n",
+        "[u'\\u7231\\u6570', u'\\u603b\\u88c1', u'\\u5168\\u4f53', u'\\u5458\\u5de5', u'\\u5185\\u90e8', u'\\u90ae\\u4ef6']\n",
+        "[u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u590d\\u64ad', u'\\u4e4b\\u540e']\n",
+        "[u'\\u4e00\\u8d77']\n",
+        "[u'\\u5e94\\u7528', u'\\u738b', u'\\u5185\\u5bb9', u'\\u4e3a\\u5bb6', u'\\u7231\\u6570', u'\\u526f\\u603b', u'\\u674e\\u57fa\\u4eae', u'\\u8c08', u'\\u5185\\u5bb9', u'\\u7ba1\\u7406']\n",
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+        "[]\n",
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+        "['hello']\n",
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+        "[u'\\u5367\\u69fd', u'\\u4eca\\u665a', u'\\u79c1\\u4fe1', u'\\u6d88\\u606f', u'\\u4e22\\u5931', u'\\u8bc4\\u8bba', u'\\u53d1\\u9001', u'\\u7f13\\u6162', u'\\u8bc4\\u8bba', u'\\u6d88\\u606f', u'\\u5237\\u65b0', u'\\u5931\\u8d25', u'\\u663e\\u793a', u'\\u592a\\u6162', 'move', 'id', 'peronal', 'card']\n",
+        "[u'\\u6392\\u8fdb', u'\\u524d', u'\\u70b9\\u8bc4', u'\\u6b3e\\u4e0a', u'\\u6700', u'\\u706b\\u7206', u'\\u56fd\\u4ea7', u'\\u5f00\\u6e90', u'\\u9879\\u76ee', u'\\u5206\\u4eab', 'sina', 'fastos', 'star', 'github', u'\\u4eca\\u65e5\\u5934\\u6761 )']\n",
+        "[u'\\u6392\\u8fdb', u'\\u524d', u'\\u70b9\\u8bc4', u'\\u6b3e\\u4e0a', u'\\u6700', u'\\u706b\\u7206', u'\\u56fd\\u4ea7', u'\\u5f00\\u6e90', u'\\u9879\\u76ee', u'\\u5206\\u4eab', 'sina', 'fastos', 'star', 'github', u'\\u4eca\\u65e5\\u5934\\u6761 )']\n",
+        "[u'\\u5947\\u602a', u'\\u5fae\\u4fe1', u'\\u670b\\u53cb\\u5708', u'\\u5e7f\\u544a', u'\\u6700\\u540e', u'\\u4e00\\u5f20', u'\\u56fe\\u7247', u'\\u65b0\\u6d6a', u'\\u4e91', u'\\u8ba1\\u7b97', u'\\u505a', u'\\u5e7f\\u544a', 'sae', 'logo', u'kobe', u'SAE\\u8fd0\\u8425\\u5c0f\\u864e']\n",
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+        "[]\n",
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+        "['welcome', 'back', 'motorola']\n",
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+        "[u'\\u4f60\\u5bb6', u'\\u706b\\u661f']\n",
+        "[u'\\u2299', u'\\ufe4f', u'\\u2299', u'\\uffe3', u'\\uffe3', 'lee', 'pace', 'elf', 'king', 'orlando', 'bloom', 'elf', 'prince']\n",
+        "[u'\\u7b11\\u8bdd', 'doctor', 'put', 'medicine', 'cup', 'dr', 'pepper', 'dr', 'morell']\n",
+        "[u'\\u5206\\u4eab', u'\\u81ea\\u5c39\\u53e3', u'\\u7f8a', u'\\u6cae\\u4e27', u'\\u8bf7\\u5ff5', u'\\u9b54\\u5492', u'\\u672c\\u5f71', u'\\u8bc4\\u4e3a', u'\\u5168\\u5267', u'\\u900f', u'\\u5f3a\\u70c8\\u5efa\\u8bae', u'\\u89c2\\u5f71', u'\\u540e', u'\\u518d', u'\\u54c1\\u8bc4', u'\\u5148', u'\\u6765\\u81ea', 'erfolg', 'fall', 'googly', 'googly', 'googly', 'caution', u'\\u5934\\u6761\\u535a\\u5ba2) -']\n",
+        "[u'\\u5deb\\u5e08', u'\\u970d\\u6bd4\\u7279', u'\\u4eba', u'\\u4e94\\u519b', u'\\u4e4b\\u6218', u'\\u674e', u'\\u4f69\\u65af', u'\\u970d\\u6bd4\\u7279', u'\\u5feb\\u901f', u'\\u95ee\\u7b54', u'\\u4e2d\\u6587\\u5b57\\u5e55', u'\\u4e3b', 'tuzihulu']\n",
+        "[u'\\u8d5e', u'\\u5934\\u50cf', u'\\u76f8\\u518c', u'\\u7167\\u7247', u'\\u738b\\u7237KENNLORD ']\n",
+        "[u'\\u5206\\u4eab', 'ain', 'mountain', 'high', 'enough', 'michael', 'mcdonald']\n",
+        "[]\n",
+        "[u'\\u80e1', u'\\u5494\\u5693', u'\\u5494\\u4e4e', u'\\u560e\\u4e4e', u'\\u5206\\u4eab', 'hokachaka', 'hogahoga', 'blue', 'swede']\n",
+        "['lee', 'pace', 'twitter', 'screenshot']\n",
+        "[u'\\u8981\\u6b7b', u'\\u8981\\u6b7b', u'\\u8981\\u6b7b', u'\\u7075\\u6307', u'\\u795e\\u63a2', u'\\u7b2c\\u4e00\\u5b63', u'\\u53cc\\u8bed', u'\\u5b57\\u5e55', u'\\u753b\\u8d28', u'\\u4e3b', 'oceanborn']\n",
+        "[u'\\u4e0b', u'\\u793e\\u4ea4', u'\\u6050\\u60e7\\u75c7', u'\\u534e\\u5c71', u'\\u957f\\u7a7a', u'\\u9053', u'\\u6392', u'\\u7167\\u7247', u'\\u5927\\u54e5', u'\\u7d66\\u804a', u'\\u957f', u'\\u77e5\\u8bc6', u'\\u8d85\\u5e05', u'\\u8d85\\u5e05', u'\\u8d85\\u5e05', u'\\u8d85\\u5e05', u'\\u8d85\\u5e05', u'\\u58f0\\u97f3', u'\\u8d85', u'\\u597d\\u542c', u'\\u8d85', u'\\u597d\\u542c', 'miamia']\n",
+        "[u'\\u5206', u'\\u5e94\\u8be5', u'\\u5475\\u5475', u'\\u8ff7\\u604b', u'\\u8377\\u5c14\\u8499', u'\\u5e74\\u9f84', u'\\u597d\\u50cf', u'\\u77e5\\u9053', u'\\u4e3b', u'\\u4eea\\u5473', 'lee', 'pace']\n",
+        "[u'\\u6b63\\u8138', u'\\u8fd9\\u79cd', u'\\u4f9b', u'\\u4eba', u'\\u5c55\\u5f00', u'\\u8054\\u60f3', u'\\u8f6f\\u4ef6', u'\\u4e00\\u70b9', u'\\u4e0d\\u597d\\u73a9']\n",
+        "[u'\\u5206\\u4eab', 'soldier', 'girl', 'sweet', 'consequences', 'falling', 'lang', 'lang']\n",
+        "['screenshot']\n",
+        "[u'\\u53d1\\u8868', u'\\u6587\\u7ae0']\n",
+        "[u'\\u5b98', u'\\u7f51\\u4e0a', u'\\u622a\\u53d6', u'\\u58c1\\u7eb8', u'\\u5c04\\u7bad', u'\\u5c0f\\u6e38\\u620f', u'\\u51c6\\u5934', u'\\u4e0d\\u597d']\n",
+        "['ring', 'right']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u9ebb\\u7f8e', u'\\u59d0\\u59d0', u'\\u6559', u'\\u624b\\u653e', u'\\u5973\\u4eba', u'\\u60f3\\u8981', u'\\u63a8\\u8350', u'\\u5fae\\u76d8', u'dhysrhkkjff352']\n",
+        "[u'\\u5206\\u4eab', u'\\u8bfb\\u4e66\\u7b14\\u8bb0', u'\\u6b27\\u6d32', u'\\u7a46\\u65af\\u6797', u'\\u5316', u'\\u897f\\u65b9', u'\\u8870\\u843d', 'america', 'alone', u'GK\\u540c\\u4eba\\u4e8e\\u91ce \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u5468\\u62a5', u'\\u5929\\u53d1', u'\\u6700\\u597d', u'\\u6295\\u7ed9', u'\\u5468\\u65e5', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u597d\\u4e1c\\u897f\\u4f20\\u9001\\u95e8']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u5b9e\\u6218', u'\\u914d\\u5957', u'\\u4ee3\\u7801', u'\\u63a8\\u8350', 'rar', u'\\u5fae\\u76d8', u'hiphop\\u601d\\u5bc6\\u8fbe']\n",
+        "[u'\\u773c\\u775b', u'\\u8212\\u670d', u'\\u5e0c\\u671b', u'\\u706b\\u5f71', u'\\u592a\\u7cbe\\u5f69', u'\\u7761']\n",
+        "[u'\\u5341\\u5927', u'\\u5f00\\u6e90', u'\\u70b9\\u8bc4', u'\\u732e\\u7ed9', u'\\u6df1\\u6c34', u'\\u533a', u'\\u4e2d\\u5c0f\\u4f01\\u4e1a', 'erp', 'cio']\n",
+        "[u'\\u65b0\\u5e74', u'\\u6700', u'\\u5e78\\u8fd0', u'\\u6700\\u7ea2', u'\\u8de8\\u5e74', u'\\u9001', u'\\u7ea2\\u5305', u'\\u4e2d', u'\\u62bd\\u5230', u'\\u5143', u'\\u73b0\\u91d1', u'\\u8bd5\\u8bd5', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u8de8\\u5e74', u'\\u536b\\u89c6\\u8de8\\u5e74\\u96f6\\u70b9\\u7ea2\\u5305', u'angelababy', u'\\u4e1c\\u65b9\\u536b\\u89c6\\u756a\\u8304\\u53f0']\n",
+        "[u'\\u4eca\\u5929', u'\\u83b7\\u5f97', u'\\u514d\\u8d39', u'\\u7a7a\\u95f4', u'\\u597d\\u8fd0', u'\\u6307\\u6570', u'\\u9897\\u661f', u'\\u8bd5\\u8bd5', u'\\u624b\\u6c14', u'\\u65b0\\u6d6a\\u7f51', u'\\u65d7\\u4e0b', u'\\u4e91', u'\\u5b58\\u50a8', u'\\u54c1\\u724c', u'\\u8d85\\u5927', u'\\u5b58\\u50a8\\u7a7a\\u95f4', u'\\u6d77\\u91cf', u'\\u8d44\\u6e90', u'\\u4e0b\\u8f7d', u'\\u624b\\u673a', u'\\u7535\\u8111', u'\\u6570\\u636e', u'\\u540c\\u6b65', u'\\u5fae\\u529b', u'\\u65e0\\u9650', u'\\u4f53\\u9a8c', u'\\u5fae\\u76d8\\u7b7e\\u5230', u'\\u5fae\\u76d8']\n",
+        "[u'\\u300e', u'\\u300f', 'zd']\n",
+        "[u'\\u5206\\u4eab', u'\\u901a\\u4fe1\\u4e16\\u754c\\u5468\\u520a \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab', u'\\u901a\\u4fe1\\u4e16\\u754c\\u5468\\u520a \\u7684\\u6587\\u7ae0']\n",
+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u82f1\\u7279\\u5c14\\u5546\\u7528\\u9891\\u9053']\n",
+        "[u'\\u4ece\\u6d41', u'\\u611f\\u5230', u'\\u8ba1\\u7b97\\u673a\\u75c5\\u6bd2', u'\\u6c99\\u76d2', u'\\u9003\\u907f', u'\\u6280\\u672f', u'\\u6f2b\\u8c08']\n",
+        "[u'\\u6362\\u4e2a', u'\\u601d\\u8def', u'\\u89e3\\u51b3', u'\\u79fb\\u52a8', u'\\u4e92\\u8054\\u7f51', u'\\u65f6\\u4ee3', u'\\u5b89\\u5168', u'\\u95ee\\u9898']\n",
+        "[u'\\u6362\\u4e2a', u'\\u601d\\u8def', u'\\u89e3\\u51b3', u'\\u79fb\\u52a8', u'\\u4e92\\u8054\\u7f51', u'\\u65f6\\u4ee3', u'\\u5b89\\u5168', u'\\u95ee\\u9898']\n",
+        "[u'\\u79fb\\u52a8', u'\\u5b89\\u5168', u'\\u4f01\\u4e1a', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u53d1\\u5c55']\n",
+        "[u'\\u730e\\u8c79', u'\\u79fb\\u52a8', u'\\u5b89\\u5168', u'\\u62a5\\u544a', u'\\u7f51\\u94f6', u'\\u5b89\\u5168', u'\\u906d\\u9047', u'\\u4e25\\u91cd', u'\\u6311\\u6218']\n",
+        "[u'\\u5916\\u5a92', u'\\u82f9\\u679c', u'\\u63a5\\u53d7', u'\\u4e2d\\u56fd', u'\\u5b89\\u5168', u'\\u5ba1\\u67e5']\n",
+        "[u'\\u730e\\u8c79', u'\\u79fb\\u52a8', u'\\u5b89\\u5168', u'\\u62a5\\u544a', u'\\u7f51\\u94f6', u'\\u5b89\\u5168', u'\\u906d\\u9047', u'\\u4e25\\u91cd', u'\\u6311\\u6218']\n",
+        "[u'\\u7eff\\u76df', u'\\u79d1\\u6280', u'\\u56db\\u6b3e', u'\\u4ea7\\u54c1', u'\\u5165\\u56f4', u'\\u7535\\u4fe1', u'\\u96c6\\u91c7']\n",
+        "[u'\\u5929\\u878d\\u4fe1', u'\\u4ece\\u5bb9\\u5e94\\u5bf9', 'topwaf', 'owasp', 'top']\n",
+        "[u'\\u56fd\\u5bb6', u'\\u7f51\\u4fe1', u'\\u529e', u'\\u53d7', u'\\u4e2d\\u56fd', u'\\u653b\\u51fb', u'\\u8bf4\\u6cd5', u'\\u7eaf\\u5c5e', u'\\u6c61\\u8511', 'outlook']\n",
+        "[u'\\u5168\\u56fd', u'\\u7535\\u5546', u'\\u76d1\\u63a7', u'\\u5e73\\u53f0', u'\\u5e74\\u5185', u'\\u4e0a\\u7ebf', u'\\u5c06\\u4eae', u'\\u9ed1\\u540d\\u5355']\n",
+        "[u'\\u5e74', u'\\u4e2d\\u56fd', u'\\u6570\\u636e\\u5b89\\u5168', u'\\u4e94\\u5927', u'\\u53d1\\u5c55\\u8d8b\\u52bf', u'\\u9884\\u6d4b']\n",
+        "[u'\\u8fde\\u63a5\\u7ebf', u'\\u53d1\\u8d77', u'\\u7f51\\u7edc\\u653b\\u51fb', 'usb']\n",
+        "[u'\\u5b89\\u5168', u'\\u673a\\u5236', u'\\u72ec\\u5bb6', u'\\u6df1\\u5ea6', u'\\u63ed\\u79d8', 'windows']\n",
+        "[u'\\u6ce8\\u5165', u'\\u6f0f\\u6d1e', u'\\u6570\\u91cf', u'\\u5927\\u5e45', u'\\u53cd\\u5f39', u'\\u521b', u'\\u4e09\\u5e74', u'\\u65b0\\u9ad8', 'sql']\n",
+        "[u'\\u4f01\\u4e1a', u'\\u5b89\\u5168', u'\\u9ed1\\u6d1e', u'\\u5b89\\u5168\\u8f6f\\u4ef6', u'\\u8bef\\u62a5', u'\\u6bcf\\u5e74', u'\\u4f01\\u4e1a', u'\\u9020\\u6210', u'\\u4e07\\u7f8e\\u5143', u'\\u635f\\u5931']\n",
+        "[u'\\u4e91\\u9501\\u7248', u'\\u66f4\\u65b0', u'\\u516c\\u544a', 'windows']\n",
+        "[u'\\u4e60\\u8fd1\\u5e73', u'\\u4e3b\\u6301', u'\\u653f\\u6cbb\\u5c40', u'\\u4f1a\\u8bae', u'\\u5ba1\\u8bae', u'\\u56fd\\u5bb6', u'\\u5b89\\u5168', u'\\u6218\\u7565', u'\\u7eb2\\u8981']\n",
+        "[u'\\u6587\\u4ef6', u'\\u66dd', u'\\u7f8e\\u56fd', u'\\u8f66\\u8f86', u'\\u884c\\u9a76', u'\\u6570\\u636e', u'\\u906d', u'\\u53f8\\u6cd5\\u90e8', u'\\u76d1\\u63a7']\n",
+        "[u'\\u7ef4\\u57fa', u'\\u89e3\\u5bc6', u'\\u8c37\\u6b4c', u'\\u7f8e\\u56fd\\u653f\\u5e9c', u'\\u63d0\\u4f9b', u'\\u7528\\u6237', u'\\u90ae\\u4ef6', u'\\u4fe1\\u606f']\n",
+        "[u'\\u571f\\u8c6a', u'\\u5e73\\u5b89', u'\\u4ebf\\u5143', u'\\u63a8', u'\\u514d\\u8d39', 'wifi']\n",
+        "[u'\\u963f\\u91cc', u'\\u4e91', u'\\u63a8\\u51fa', u'\\u7ea7', u'\\u9ad8\\u9632', u'\\u670d\\u52a1', u'\\u66fe', u'\\u62b5\\u5fa1', u'\\u53f2\\u4e0a', u'\\u6700\\u5927', u'\\u653b\\u51fb']\n",
+        "[u'\\u79fb\\u52a8', u'\\u5b89\\u5168', u'\\u62a5\\u544a', u'\\u4f2a', u'\\u57fa\\u7ad9', u'\\u77ed\\u4fe1', u'\\u7834', u'\\u4ebf', u'\\u5317\\u4eac', u'\\u6210', u'\\u91cd\\u707e\\u533a']\n",
+        "[u'\\u5b89\\u5168', u'\\u884c\\u4e1a', u'\\u56db\\u5927', u'\\u542f\\u793a', u'\\u5b89\\u5168', u'\\u89c6\\u91ce', 'github']\n",
+        "[u'\\u73af\\u7403\\u65f6\\u62a5', u'\\u9632\\u706b\\u5899', u'\\u5e26\\u7ed9', u'\\u4e2d\\u56fd', u'\\u4e92\\u8054\\u7f51', u'\\u5f71\\u54cd', u'\\u5b89\\u5168', u'\\u89c6\\u91ce']\n",
+        "[u'\\u762b\\u75ea', u'\\u6ca1\\u9519', u'\\u5e72', u'\\u5b89\\u5168', u'\\u89c6\\u91ce', 'facebook', 'lizard', 'squad']\n",
+        "[u'\\u77e5\\u9053', u'\\u521b\\u5b87', u'\\u8d75\\u4f1f\\u53d7', u'\\u65b0', u'\\u4fa8\\u62a5', u'\\u4e13\\u8bbf', u'\\u5b89\\u5168', u'\\u89c6\\u91ce', 'ceo']\n",
+        "[u'\\u4e2d\\u56fd', u'\\u5f00\\u542f', u'\\u7f51\\u7edc\\u5b89\\u5168', u'\\u5143\\u5e74', u'\\u5b89\\u5168', u'\\u89c6\\u91ce']\n",
+        "[u'\\u738b\\u5bb6\\u8000', u'\\u9662\\u58eb', u'\\u652f\\u6301', u'\\u56fd\\u4ea7', u'\\u5e73\\u53f0', u'\\u4fdd\\u969c', u'\\u6211\\u56fd', u'\\u5730\\u7406', u'\\u4fe1\\u606f\\u5b89\\u5168', u'\\u5b89\\u5168', u'\\u89c6\\u91ce', 'gis']\n",
+        "[u'\\u5916\\u5a92', u'\\u4e2d\\u56fd', u'\\u5b98\\u5458', u'\\u6253\\u9020', u'\\u5b89\\u5168', u'\\u624b\\u673a', u'\\u8f6f\\u786c\\u4ef6', u'\\u56fd\\u4ea7\\u5316', u'\\u5b89\\u5168', u'\\u89c6\\u91ce']\n",
+        "[u'\\u5730\\u4e0b', u'\\u9ed1\\u5e02', u'\\u62a5\\u544a', u'\\u518d\\u8bbf', u'\\u4fc4\\u7f57\\u65af', u'\\u5730\\u4e0b', u'\\u7f51\\u7edc', u'\\u4e16\\u754c', u'\\u5b89\\u5168', u'\\u89c6\\u91ce']\n",
+        "[u'\\u5468\\u9e3f\\u794e\\u5e74', u'\\u53d1\\u8a00', u'\\u62c6\\u5206', u'\\u5782\\u76f4', u'\\u516c\\u53f8', u'\\u652f\\u6301', u'\\u72ec\\u7acb', u'\\u4e0a\\u5e02', u'\\u5b89\\u5168', u'\\u89c6\\u91ce']\n",
+        "[u'\\u84dd\\u7259', u'\\u7784\\u51c6', u'\\u7269', u'\\u8054\\u7f51', u'\\u667a\\u80fd', u'\\u786c\\u4ef6', u'\\u6253\\u5f00', u'\\u5b89\\u5168', u'\\u5927\\u95e8', u'\\u5b89\\u5168', u'\\u89c6\\u91ce']\n",
+        "[u'\\u52a0\\u62ff\\u5927', u'\\u60c5\\u62a5\\u673a\\u6784', u'\\u6bcf\\u5929', u'\\u8ddf\\u8e2a', u'\\u6570\\u767e\\u4e07', u'\\u4e0a\\u4f20\\u4e0b\\u8f7d', u'\\u5b89\\u5168', u'\\u89c6\\u91ce']\n",
+        "[u'\\u4e2d\\u56fd\\u79fb\\u52a8', u'\\u643a\\u624b', u'\\u660e\\u671d', u'\\u4e07\\u8fbe', u'\\u4fdd\\u969c', u'\\u8bed\\u97f3', u'\\u901a\\u8bdd', u'\\u5b89\\u5168', u'\\u5b89\\u5168', u'\\u89c6\\u91ce', 'ims']\n",
+        "[u'\\u653b\\u51fb', u'\\u6b63\\u5728', u'\\u5a01\\u80c1', u'\\u6570\\u636e\\u4e2d\\u5fc3', u'\\u5e95\\u7ebf', u'\\u5b89\\u5168', u'\\u89c6\\u91ce', 'ddos']\n",
+        "[u'\\u7070\\u8272', u'\\u6570\\u636e', u'\\u7528\\u6237', u'\\u9690\\u79c1', u'\\u7f3a\\u4e4f', u'\\u4fdd\\u62a4', u'\\u6d3b\\u52a8', u'\\u5916\\u754c', u'\\u638c\\u63a7', u'\\u5b89\\u5168', u'\\u89c6\\u91ce']\n",
+        "[u'\\u91d1\\u878d', u'\\u521b\\u65b0', u'\\u915d\\u917f', u'\\u6570\\u636e\\u4e2d\\u5fc3', u'\\u53d8\\u9769', u'\\u8d5b\\u95e8\\u94c1\\u514b', u'\\u52a0\\u628a', u'\\u5b89\\u5168', u'\\u9501', u'\\u5b89\\u5168', u'\\u89c6\\u91ce']\n",
+        "[u'\\u5206\\u949f', u'\\u7834\\u89e3', u'\\u5168\\u7403', u'\\u6700', u'\\u5b89\\u5168', u'\\u624b\\u673a', u'\\u200b', u'\\u6f0f\\u6d1e', u'\\u62ab\\u9732', u'\\u5b89\\u5168', u'\\u89c6\\u91ce']\n",
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+        "[u'\\u5206\\u4eab', u'\\u89c6\\u9891']\n",
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+        "[u'\\u5206\\u4eab', u'\\u6587\\u7ae0', u'\\u9127\\u9326\\u6d69AnthonyKHTung']\n",
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+        "['hello']\n",
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+        "[u'\\u5206\\u4eab', u'\\u4e00\\u4e2a', u'\\u89c6\\u9891', u'\\u521b\\u610f', u'\\u914d\\u97f3', u'\\u6dee\\u79c0', u'\\u5e2e\\u5410\\u69fd', u'\\u590d\\u64ad', u'\\u5927\\u5934', u'\\u5a18\\u5a18', u'\\u4f20\\u5947', u'\\u6ee1\\u5c4f', u'\\u767d\\u82b1\\u82b1', u'\\u6b63\\u5f0f', u'\\u6539\\u540d', u'\\u5927\\u5934', u'\\u5a18\\u5a18', u'\\u5c0f\\u5934', u'\\u7687\\u5e1d', u'\\u5927\\u5934', u'\\u5a18\\u5a18', u'\\u5c0f', u'\\u5934', u'\\u965b\\u4e0b', u'\\u97e6\\u5983', u'\\u4f5c\\u6b79', u'\\u6211\\u7978', u'\\u8427', u'\\u8537', u'\\u57fa\\u60c5', u'\\u6e85\\u51fa', u'\\u706b\\u82b1', u'\\u6715', u'\\u840c', u'\\u4f1a\\u513f', u'\\u767e\\u5408', u'\\u4e0d\\u884c', u'\\u7709\\u6bdb', u'\\u5206\\u4eab', 'avi', 'flv', u'\\u6b66\\u5a9a\\u5a18\\u4f20\\u5947', u'\\u79d2\\u62cd', u'\\u79d2\\u62cd\\uff09']\n",
+        "[u'\\u521b\\u65b0', u'\\u5de5\\u573a', u'\\u6295\\u8d44', u'\\u7f51\\u7ad9', u'\\u633a', u'\\u6709\\u610f\\u601d', u'\\u505a', u'\\u4eba\\u624d', u'\\u62cd\\u5356', u'\\u5c0f\\u65f6', u'\\u5185\\u5e2e', u'\\u5e94\\u8058', u'\\u5bb6', u'\\u516c\\u53f8', u'JobDeer']\n",
+        "[u'\\u56fd\\u5185', u'\\u552f\\u72ec', u'\\u4e00\\u52a0', u'\\u88c5', u'\\u8fd9\\u662f', u'\\u9053\\u7406', 'nethunter', u'Kali Nethunter##\\u4e00\\u52a0']\n",
+        "[u'\\u521b\\u65b0', u'\\u5de5\\u573a', u'\\u6295\\u8d44', u'\\u7f51\\u7ad9', u'\\u633a', u'\\u6709\\u610f\\u601d', u'\\u505a', u'\\u4eba\\u624d', u'\\u62cd\\u5356', u'\\u5c0f\\u65f6', u'\\u5185\\u5e2e', u'\\u5e94\\u8058', u'\\u5bb6', u'\\u516c\\u53f8', u'JobDeer']\n",
+        "[u'\\u653e\\u5927', u'\\u8d85\\u503c', u'\\u8f6f\\u4ef6\\u5305', u'\\u552e\\u5356', u'\\u8d85\\u8fc7', u'\\u4e00\\u5b9a', u'\\u6570\\u91cf', u'\\u5373\\u53ef', u'\\u89e3\\u9501', 'macheist', 'mac', 'little', 'snitch', u'macheist']\n",
+        "[u'\\u521b\\u65b0', u'\\u5de5\\u573a', u'\\u6295\\u8d44', u'\\u7f51\\u7ad9', u'\\u633a', u'\\u6709\\u610f\\u601d', u'\\u505a', u'\\u4eba\\u624d', u'\\u62cd\\u5356', u'\\u5c0f\\u65f6', u'\\u5185\\u5e2e', u'\\u5e94\\u8058', u'\\u5bb6', u'\\u516c\\u53f8', u'JobDeer']\n",
+        "[u'\\u521b\\u65b0', u'\\u5de5\\u573a', u'\\u6295\\u8d44', u'\\u7f51\\u7ad9', u'\\u633a', u'\\u6709\\u610f\\u601d', u'\\u505a', u'\\u4eba\\u624d', u'\\u62cd\\u5356', u'\\u5c0f\\u65f6', u'\\u5185\\u5e2e', u'\\u5e94\\u8058', u'\\u5bb6', u'\\u516c\\u53f8', u'JobDeer']\n",
+        "[u'\\u521b\\u65b0', u'\\u5de5\\u573a', u'\\u6295\\u8d44', u'\\u7f51\\u7ad9', u'\\u633a', u'\\u6709\\u610f\\u601d', u'\\u505a', u'\\u4eba\\u624d', u'\\u62cd\\u5356', u'\\u5c0f\\u65f6', u'\\u5185\\u5e2e', u'\\u5e94\\u8058', u'\\u5bb6', u'\\u516c\\u53f8', u'JobDeer']\n",
+        "[u'\\u521b\\u65b0', u'\\u5de5\\u573a', u'\\u6295\\u8d44', u'\\u7f51\\u7ad9', u'\\u633a', u'\\u6709\\u610f\\u601d', u'\\u505a', u'\\u4eba\\u624d', u'\\u62cd\\u5356', u'\\u5c0f\\u65f6', u'\\u5185\\u5e2e', u'\\u5e94\\u8058', u'\\u5bb6', u'\\u516c\\u53f8', u'JobDeer']\n",
+        "[u'\\u521b\\u65b0', u'\\u5de5\\u573a', u'\\u6295\\u8d44', u'\\u7f51\\u7ad9', u'\\u633a', u'\\u6709\\u610f\\u601d', u'\\u505a', u'\\u4eba\\u624d', u'\\u62cd\\u5356', u'\\u5c0f\\u65f6', u'\\u5185\\u5e2e', u'\\u5e94\\u8058', u'\\u5bb6', u'\\u516c\\u53f8', u'JobDeer']\n",
+        "[u'\\u521b\\u65b0', u'\\u5de5\\u573a', u'\\u6295\\u8d44', u'\\u7f51\\u7ad9', u'\\u633a', u'\\u6709\\u610f\\u601d', u'\\u505a', u'\\u4eba\\u624d', u'\\u62cd\\u5356', u'\\u5c0f\\u65f6', u'\\u5185\\u5e2e', u'\\u5e94\\u8058', u'\\u5bb6', u'\\u516c\\u53f8', u'JobDeer']\n",
+        "[u'\\u521b\\u65b0', u'\\u5de5\\u573a', u'\\u6295\\u8d44', u'\\u7f51\\u7ad9', u'\\u633a', u'\\u6709\\u610f\\u601d', u'\\u505a', u'\\u4eba\\u624d', u'\\u62cd\\u5356', u'\\u5c0f\\u65f6', u'\\u5185\\u5e2e', u'\\u5e94\\u8058', u'\\u5bb6', u'\\u516c\\u53f8', u'JobDeer']\n",
+        "[u'\\u521b\\u65b0', u'\\u5de5\\u573a', u'\\u6295\\u8d44', u'\\u7f51\\u7ad9', u'\\u633a', u'\\u6709\\u610f\\u601d', u'\\u505a', u'\\u4eba\\u624d', u'\\u62cd\\u5356', u'\\u5c0f\\u65f6', u'\\u5185\\u5e2e', u'\\u5e94\\u8058', u'\\u5bb6', u'\\u516c\\u53f8', u'JobDeer']\n",
+        "[u'\\u521b\\u65b0', u'\\u5de5\\u573a', u'\\u6295\\u8d44', u'\\u7f51\\u7ad9', u'\\u633a', u'\\u6709\\u610f\\u601d', u'\\u505a', u'\\u4eba\\u624d', u'\\u62cd\\u5356', u'\\u5c0f\\u65f6', u'\\u5185\\u5e2e', u'\\u5e94\\u8058', u'\\u5bb6', u'\\u516c\\u53f8', u'JobDeer']\n",
+        "[u'\\u6b3a\\u9a97', u'\\u7528\\u6237', u'\\u771f\\u7684', u'\\u597d', u'\\u660e\\u660e', u'\\u524d', u'\\u60f9']\n",
+        "[u'\\u8fc5\\u96f7', u'\\u667a\\u80fd', u'\\u786c\\u4ef6', u'\\u65b0\\u54c1', u'\\u4eae\\u76f8', u'\\u5012\\u8ba1\\u65f6', u'\\u5206\\u4eab', u'\\u673a\\u4f1a', u'\\u83b7\\u5f97', u'\\u5185\\u6d4b', u'\\u8d44\\u683c', u'\\u7ea6', u'\\u6709\\u6211\\u5c31\\u597d']\n",
+        "[u'\\u7a0b\\u5e8f\\u5458', u'\\u7814\\u7a76\\u5458', u'{', u'\\u6d4b\\u8bd5', u'\\u5458', u'}', u'\\u7a0b\\u5e8f\\u5458', u'\\u6d4b\\u8bd5', u'\\u5458']\n",
+        "[u'\\u673a\\u5668', u'\\u90a3\\u5929', u'\\u8d4c', u'\\u4e00\\u628a', u'\\u8bd5\\u513f', u'\\u8bd5\\u513f', u'\\u5b58\\u5728', u'\\u4eba\\u5de5\\u667a\\u80fd', u'\\u771f\\u7684', u'\\u8bde\\u751f', 'eax', 'edx']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u9605\\u8bfb', u'\\u5168\\u6587', 'cve', 'last', 'week', 'major', 'zero', 'day', 'vulnerability', 'found', 'adobe', 'flash', 'player', 'weekend', 'adobe', 'released', 'update', 'fix', 'vulnerability', 'users', 'enabled', 'auto', 'updat']\n",
+        "[u'\\u9605\\u8bfb', u'\\u5168\\u6587', 'understanding', 'elf', 'wrote', 'elf', 'binary', 'run', 'prints', 'standard', 'output', 'quine', 'quine', 'md', 'sum', 'quine', 'quine', 'quine']\n",
+        "[u'\\u2022', u'\\u202f', u'\\u2022', u'\\u202f', u'\\u2022', u'\\u202f', u'\\u9605\\u8bfb', u'\\u5168\\u6587', 'home', 'insecurity', 'home', 'insecurity', 'alarm', 'false', 'alarms', 'sigint', 'logan', 'lamb', 'lamblmmo', 'va', 'models', 'methodology', 'ack', 'primi', 've', 'implementa', u'ornl.gov&Agenda% \\u2022\\u202f']\n",
+        "['defcon', 'home', 'insecurity']\n",
+        "['test']\n",
+        "[u'\\u5206\\u4eab', u'_alert7_ \\u7684\\u6587\\u7ae0']\n",
+        "['test']\n",
+        "['test']\n",
+        "['test']\n",
+        "['test']\n",
+        "['test']\n",
+        "['test']\n",
+        "['es', 'pentesters']\n",
+        "['powershell', 'code', 'repository']\n",
+        "['blackphone', 'silenttext', 'type', 'confusion', 'vulnerability']\n",
+        "['escaping', 'internet', 'explorer', 'sandbox']\n",
+        "['glibc', 'adventures', 'forgotten', 'chunks']\n",
+        "[u'\\u9605\\u8bfb', u'\\u5168\\u6587', 'real', 'case', 'study', 'xss', 'exif', 'headers', 'recently', 'found', 'reported', 'cross', 'site', 'scripting', 'vulnerability', 'tencent', 'real', 'case', 'xss', 'attack', 'exif', 'headers', 'vulerabi']\n",
+        "[u'\\u5723\\u7ecf', 'ssrf', 'cheatsheet', 'ssrf', 'bible', 'cheatsheet', 'questions', 'please', 'post', 'comments', 'revision', 'august', 'authors', u'ONsec_Lab']\n",
+        "['rt', 'security', 'risks', 'pcs', 'us', u'Dinosn: Java poses the biggest']\n",
+        "['rt', 'messaggi', 'dannosi', 'indirizzati', 'italofoni', 'con', 'allegati', 'che', 'installano', 'cbt', 'locker', u'assolini: Oggi una miriade di']\n",
+        "['hacking', 'tor', 'network', 'follow']\n",
+        "['rt', u'securityshell:']\n",
+        "['rt', 'web', 'application', 'firewall', 'php', 'perl', 'python', u'r_netsec: Shadow Daemon 1.0: A']\n",
+        "['rt', 'work', 'behind', 'scenes', 'modern', 'web', 'browsers', u'binitamshah: How Browsers']\n",
+        "['rt', 'peepdf', 'included', 'love', u'peepdf: If you like Viper by', u'botherder you have to know']\n",
+        "['rt', 'looking', 'new', 'colleagues', 'golang', 'fullsta', u'marketingstrategy, #csharp, ', u'detectify:', u'detectify is growing and']\n",
+        "['rt', 'bug', 'patched', 'blackphone', 'silent', 'text', 'app', u'e_kaspersky: Memory Corruption']\n",
+        "['rt', 'vulnerabilities', 'oracle', 'dsr', 'writeup', u'binitamshah: Security']\n",
+        "['rt', 'find', 'patchguard', 'pages', u'quequero: Windbg extension to']\n",
+        "['rt', 'crash', 'dumps', u'binitamshah: Hunting Zero Days']\n",
+        "['rt', 'competition', 'live', u'_RastaMouse:', u'VulnHub 2015 Birthday']\n",
+        "['rt', 'linux', u'0xAX: A minimal C runtime for']\n",
+        "['rt', 'russian', 'hacker', 'visit', 'amsterdam', 'costly', 'trip', 'inside', 'look', 'secret', 'service', u'nakashimae: For alleged']\n",
+        "['rt', 'challenge', 'write', u'cure53berlin: Cure53 XSSMas']\n",
+        "[u'\\u5bb6\\u91cc', u'\\u5929\\u7a7a']\n",
+        "[u'\\u5e74', u'\\u597d\\u597d', u'\\u89c4\\u5212', u'\\u4e00\\u4e0b']\n",
+        "[u'\\u4e00\\u5207\\u987a\\u5229']\n",
+        "[u'\\u9b3c', u'\\u5fae\\u62cd\\u91cc', u'\\u59b9\\u5b50', u'\\u597d\\u591a', u'\\u89c9\\u5f97', u'\\u5fae\\u62cd', u'\\u5f3a\\u5927', u'\\u7f8e\\u989c', u'\\u76f8\\u673a', u'\\u7231\\u5fae\\u62cd ']\n",
+        "[u'\\u6700\\u7f8e', u'\\u65f6\\u5149', u'\\u5e2e', u'\\u8bb0\\u4f4f', u'\\u91cd\\u8981', u'\\u65e5\\u5b50']\n",
+        "[u'\\u5408\\u80a5', u'\\u5468\\u65e5', u'\\u2103', u'\\u5c0f\\u96e8', u'\\u5317\\u98ce', u'\\u7ea7', u'\\u5468\\u4e00', u'\\u2103', u'\\u5c0f\\u96e8', u'\\u5317\\u98ce', u'\\u7ea7', u'\\u5468\\u4e8c', u'\\u2103', u'\\u5c0f\\u96e8', u'\\u5317\\u98ce', u'\\u7ea7', u'\\u53d1\\u5e03', u'\\u58a8\\u8ff9\\u5929\\u6c14']\n",
+        "[u'\\u5ba2\\u670d', u'\\u7535\\u8bdd', u'\\u5df2', u'\\u505c\\u673a', u'\\u8bc4\\u8bba', u'\\u5408\\u80a5', u'\\u7ad9', u'\\u9b45\\u65cf', u'\\u6388\\u6743', u'\\u670d\\u52a1', u'\\u4f53\\u9a8c', u'\\u4e2d\\u5fc3', u'\\u6b63\\u5f0f', u'\\u5f00\\u4e1a', u'\\u9b45\\u65cf', u'\\u6c47\\u5b98', u'\\u7f51', 'www', 'meizuhui', 'com']\n",
+        "[u'\\u56de', u'\\u590d\\u5408\\u80a5', u'\\u7ad9', u'\\u9b45\\u65cf', u'\\u6388\\u6743', u'\\u670d\\u52a1', u'\\u4f53\\u9a8c', u'\\u4e2d\\u5fc3', u'\\u6b63\\u5f0f', u'\\u5f00\\u4e1a', u'\\u9b45\\u65cf', u'\\u6c47\\u5b98', u'\\u7f51', 'www', 'meizuhui', 'com', u'FX\\u9648\\u9648: 111 (\\u8bc4\\u8bba\\u7ed9']\n",
+        "[u'\\u5927\\u8fde', u'\\u6587\\u5316', u'\\u60e0\\u6c11', u'\\u4e3e\\u63aa', u'\\u5927\\u8fde', u'\\u65b0', u'\\u56fe\\u4e66\\u9986', u'\\u6295\\u8d44', u'\\u8d85\\u8fc7', u'\\u4ebf\\u5143', u'\\u6c11\\u751f', u'\\u7236\\u6bcd\\u5b98', u'\\u820d\\u5f97', u'\\u82b1\\u94b1', u'\\u4f4d\\u4e8e', u'\\u666e\\u6e7e', u'\\u65b0\\u533a', u'\\u70ae\\u53f0\\u9547', u'\\u6bd7\\u90bb', u'\\u6c88\\u6d77', u'\\u9ad8\\u901f', u'\\u4ea4\\u901a', u'\\u597d', u'\\u4fbf\\u5229', u'\\u8bf4', u'\\u5927\\u8fde\\u5e02', u'\\u533a', u'\\u6765\\u56de', u'\\u516c\\u91cc', u'\\u60f3', u'\\u672c\\u4e66', u'\\u65e9\\u70b9', u'\\u517b\\u597d', u'\\u4f53\\u529b', u'\\u5e78\\u798f\\u5927\\u8fde', u'\\u5927\\u8fde\\u5308\\u5974 ']\n",
+        "[u'\\u7b2c\\u4e00\\u6b21', u'\\u542c', u'\\u5438\\u5f15', u'\\u6765\\u81ea', u'\\u8c46\\u74e3', u'\\u97f3\\u4e50', 'james', 'blunt', 'mind']\n",
+        "[u'\\u4efb\\u6027', u'\\u767d\\u5929', u'\\u7528\\u767d', u'\\u665a\\u4e0a', u'\\u9ed1']\n",
+        "[u'\\u63d0\\u95ee', u'\\u654f\\u6377', u'\\u5021\\u5bfc', u'\\u8003\\u8bc4', u'\\u56e2\\u961f', u'\\u7ee9\\u6548', u'\\u597d', u'\\u5b9e\\u8df5', u'\\u907f\\u514d', u'\\u6ee5\\u7afd\\u5145\\u6570', u'\\u90b5\\u680b', u'\\u5357\\u4eac\\u5927\\u5b66', u'\\u77e5\\u4e4e']\n",
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+        "[u'\\u592a\\u9633', u'\\u4e0a\\u73ed', u'\\u4eca\\u5929\\u5929\\u6c14', u'\\u6700\\u9ad8', u'\\u6c14', u'\\u6e29\\u5ea6', u'\\u6700\\u4f4e\\u6c14\\u6e29', u'\\u5ea6', 'january', 'fair']\n",
+        "[]\n",
+        "[]\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u5efa\\u8bae', u'\\u7535\\u89c6\\u53f0', u'\\u7acb\\u5373', u'\\u505c\\u64ad', u'\\u7535\\u89c6', u'\\u8fde\\u7eed\\u5267', u'\\u519c\\u6c11', u'\\u6295\\u7ed9', u'\\u53cd\\u5bf9', u'\\u505c\\u64ad', u'\\u519c\\u6c11', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u5218\\u8054\\u4f17']\n",
+        "[u'\\u6b63\\u5728', u'\\u4f7f\\u7528', u'\\u7231', u'\\u9a6c\\u514b', u'\\u611f\\u89c9', u'\\u4e0d\\u9519', u'\\u8bd5\\u8bd5']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u6b22\\u4e50', u'\\u8282\\u76ee', u'\\u671f\\u5f85', u'\\u7b2c\\u4e8c\\u5b63', u'\\u4e00\\u5668\\u5954\\u8dd1\\u5427\\u5144\\u5f1f', u'\\u624b\\u673aQQ\\u6d4f\\u89c8\\u5668']\n",
+        "[u'\\u652f\\u4ed8\\u5b9d', u'\\u73a9', u'\\u9017', u'\\u7ea2\\u5305', u'\\u968f\\u4fbf', u'\\u731c', u'\\u5143', u'\\u4e00\\u8d77', u'\\u73a9\\u5427']\n",
+        "[u'\\u4e50', u'\\u89c6\\u7f51', u'\\u53d1\\u73b0', u'\\u597d\\u5267', u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\u6b66\\u5a9a\\u5a18', u'\\u4f20\\u5947', u'\\u8c22\\u8c22', u'\\u7ebd\\u7ea6', u'\\u62d0\\u4e2a', u'\\u7687\\u5e1d', u'\\u56de', u'\\u73b0\\u4ee3', u'\\u7504', u'\\u5b1b', u'\\u5feb\\u6765', u'\\u8ffd\\u5267', u'\\u6d88\\u606f', u'\\u63d0\\u9192']\n",
+        "[u'\\u521a\\u521a', u'\\u4e0b\\u8f7d', u'\\u8c46\\u4e01', u'\\u6587\\u6863', u'\\u5218\\u5947', u'\\u8c4c\\u8c46\\u835a', u'\\u5206\\u5e03\\u5f0f', u'\\u8bbe\\u8ba1', u'\\u5b9e\\u73b0', u'\\u7ec8\\u7a3f', 'asbj', 'redis']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u845b\\u4eae', u'\\u63a8\\u8350', 'apm', 'pdf', u'\\u5fae\\u76d8', u'\\u7279\\u4ef7\\u841d\\u535c']\n",
+        "[u'\\u3082', u'\\u3046', u'\\u3082', u'\\u6016', u'\\u304f', u'\\u306a', u'\\u3044']\n",
+        "[u'\\u6700\\u8fd1', u'\\u7761\\u7720', u'\\u65f6\\u95f4', u'\\u8c03', u'\\u6210', u'\\u4e03\\u4e2a', u'\\u5c0f\\u65f6', u'\\u4f3c\\u6709', u'\\u5947\\u6548', u'\\u8001\\u5f97', u'\\u6491', u'\\u4e0d\\u52a8', u'\\u516d\\u5c0f\\u65f6', u'\\u7761\\u7720']\n",
+        "[u'\\u8d60', u'\\u5206\\u949f', u'\\u8bdd\\u8d39', u'\\u56fd\\u5185', u'\\u7535\\u8bdd', u'\\u514d\\u8d39', u'\\u547c']\n",
+        "[u'\\u7231', u'\\u50cf\\u662f', u'\\u7231', 'dear']\n",
+        "[u'\\u592e\\u89c6', u'\\u4e00\\u5207\\u90fd\\u662f', u'\\u7f8e\\u597d', u'\\u4e00\\u5929', u'\\u65e0', u'\\u8bf7', u'\\u57cb', u'\\u592e\\u89c6', u'\\u65b0\\u95fb', u'\\u91cc', u'\\u57ce\\u7ba1', u'\\u6253\\u4eba', u'\\u5b69\\u5b50', u'\\u4e0a\\u5f97\\u8d77', u'\\u5b66', u'\\u7a77\\u4eba', u'\\u770b\\u5f97\\u8d77', u'\\u75c5', u'\\u767e\\u59d3', u'\\u4f4f', u'\\u6bcf\\u6708', u'\\u5143', u'\\u5ec9\\u79df\\u623f', u'\\u5de5\\u8d44', u'\\u589e\\u957f', u'\\u5927\\u5b66\\u751f', u'\\u5c31\\u4e1a\\u7387', u'\\u8fbe\\u5230', u'\\u7269\\u4ef7', u'\\u6da8', u'\\u7f6a\\u72af', u'\\u843d\\u9a6c', u'\\u5b89\\u5c45\\u4e50\\u4e1a', u'\\u65b0\\u95fb\\u8054\\u64ad', u'\\u4e00\\u53e5', u'\\u5b9e\\u8bdd', u'\\u5317\\u4eac', u'\\u65f6\\u95f4', u'\\u4e03\\u70b9', u'\\u6574']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5fae\\u5fae\\u4e00\\u7b11', u'\\u503e\\u57ce', u'\\u63a8\\u8350', 'txt', u'\\u5fae\\u76d8', u'\\u7c73\\u5ba3\\u9676\\u9676']\n",
+        "[u'\\u6478', u'\\u8111\\u540e', u'\\u4e00\\u5757', u'\\u5c16\\u5c16', u'\\u9aa8\\u5934', u'\\u5929\\u751f', u'\\u53cd\\u9aa8']\n",
+        "[u'\\u4f7f\\u7528', u'\\u771f\\u5b9e', u'\\u53f7\\u7801', u'\\u7f51\\u8d2d', u'\\u4ea4\\u53cb', u'\\u79df\\u623f', u'\\u4e70\\u623f', u'\\u592a', u'\\u4e0b\\u8f7d', u'\\u963f\\u91cc', u'\\u5c0f\\u53f7', u'\\u514d\\u8d39', u'\\u751f\\u6210', u'\\u4e00\\u4e2a', u'\\u4e0d\\u7528', u'\\u5361', u'\\u624b\\u673a\\u53f7', u'\\u9690\\u85cf', u'\\u771f\\u5b9e', u'\\u53f7\\u7801', u'\\u4fdd\\u62a4', u'\\u9690\\u79c1', 'app', 'sim']\n",
+        "[u'\\u732e\\u7ed9', u'\\u4e00\\u6735', u'\\u9c9c\\u82b1', u'\\u613f', u'\\u4e00\\u8def', u'\\u8d70', u'\\u597d', u'\\u5929\\u5802', u'\\u91cc', u'\\u518d', u'\\u65e0', u'\\u75c5\\u75db', u'\\u6700', u'\\u77ed\\u6682', u'\\u82b1\\u6735', u'\\u6700', u'\\u957f\\u4e45', u'\\u7425\\u73c0', u'\\u59da\\u8d1d\\u5a1c']\n",
+        "[u'\\u5b69\\u5b50', u'\\u8d77\\u540d', u'\\u67e5', u'\\u4e94\\u884c', u'\\u516b\\u5b57', u'\\u6253\\u5206', u'\\u7528\\u5609\\u94ed', u'\\u5b9d\\u5b9d', u'\\u8d77\\u540d', u'\\u8f6f\\u4ef6', u'\\u4e0d\\u7528', u'\\u5609\\u94ed\\u8d77\\u540d', u'\\u5609\\u94ed\\u8d77\\u540d']\n",
+        "[u'\\u4e0b\\u8f7d', u'\\u5206\\u4eab', u'\\u5b59\\u949f\\u79c0', u'\\u64cd\\u4f5c\\u7cfb\\u7edf', u'\\u6559\\u7a0b', u'\\u6ce8\\u91ca', u'\\u5168', u'\\u63a8\\u8350', u'\\u5fae\\u76d8', u'\\u6e7e\\u533a\\u8bc4\\u8bba']\n",
+        "[u'\\u4e3b\\u9898', u'\\u9605\\u8bfb', u'\\u597d\\u4e66', u'\\u5171\\u4eab', u'\\u8c8c\\u4f3c', u'\\u7f51\\u7ad9', u'\\u559c\\u6b22', u'\\u8bfb\\u4e66', u'\\u5c24\\u5176', u'\\u7ae5\\u978b', u'\\u6709\\u7528', u'\\u6536\\u96c6', u'\\u597d', u'\\u7535\\u5b50\\u4e66', u'\\u8bfb\\u4e66', u'\\u4ee5\\u540e', u'\\u627e\\u4e66', u'\\u4e0d\\u6101', u'\\u770b\\u5427', u'\\u8bfb\\u8fdc', 'kindle']\n",
+        "[u'\\u53c2\\u4e0e', u'\\u53d1\\u8d77', u'\\u6295\\u7968', u'\\u60ca\\u60f6', u'\\u5e9e\\u9ea6\\u90ce', u'\\u4e00\\u6587', u'\\u540e', u'\\u89c9\\u5f97', u'\\u6295\\u7ed9', u'\\u5a92\\u4f53', u'\\u65e0\\u77e5', u'\\u6839\\u672c', u'\\u7406\\u89e3', u'\\u559c\\u6b22', u'\\u9009\\u9879', u'\\u8868\\u6001', u'\\u5b81\\u8d22\\u795e']\n",
+        "[u'\\u65e9\\u5b89']\n",
+        "[u'\\u5206\\u4eab', u'MachineLearning-ZJU \\u7684\\u6587\\u7ae0']\n",
+        "['journalist', 'immediately', 'set', 'obtain', 'important', 'facts', 'took', 'long', 'time', 'send', u'NEC']\n",
+        "['meanwhile', 'editor', 'getting', 'impatient', 'magazine', 'would', 'soon', 'go', 'press', u'NEC']\n",
+        "['sent', 'journalist', 'two', 'faxes', 'received', 'reply', u'NCE']\n",
+        "['sent', 'yet', 'another', 'fax', 'informing', 'journalist', 'reply', 'soon', 'would', 'fired']\n",
+        "[u'\\u9e4f\\u7a0b\\u4e07\\u91cc', u'\\u7ff1\\u7fd4', u'\\u4e5d\\u5929', u'\\u5143\\u65e6', u'\\u897f\\u6e56']\n",
+        "['article', 'arrived', 'editor', 'read', 'firstsentence', 'refused', 'publish', u'NCE']\n",
+        "['economical', 'age', 'capture', 'elephant', 'training', 'fifteen', 'twenty', 'years', u'NCE']\n",
+        "['elephants', 'like', 'one', 'master', 'dogs', 'capable', 'considerable', 'degree', 'personal', 'affection', u'NCE']\n",
+        "[u'\\u5206\\u4eab', u'\\u56fe\\u7247']\n",
+        "[u'\\u7b2c\\u5929', u'\\u80cc\\u8bf5', u'\\u8bcd\\u6c47', u'\\u7f8e\\u597d\\u751f\\u6d3b', u'\\u521b\\u9020', 'even', 'great', 'life', 'life', 'make', u'\\u4e50\\u8bcd']\n",
+        "[u'\\u7b2c\\u5929', u'\\u80cc\\u8bf5', u'\\u8bcd\\u6c47', u'\\u76f8\\u4fe1', u'\\u81ea\\u7531\\u81ea\\u5728', u'\\u76f8\\u4fe1', u'\\u5e0c\\u671b', u'\\u76f8\\u4fe1', u'\\u4f38\\u624b', u'\\u78b0\\u5230', u'\\u5929', u'\\u76f8\\u4fe1', u'\\u4e00\\u5b9a', u'\\u80cc', u'\\u5b8c', u'\\u6240\\u6709', u'\\u5355\\u8bcd', u'\\u4e50\\u8bcd']\n",
+        "[u'\\u7b2c\\u5929', u'\\u80cc\\u8bf5', u'\\u8bcd\\u6c47', u'\\u5355\\u8bcd', u'\\u4e0d\\u80cc', u'\\u4f55\\u4ee5', u'\\u95ef', u'\\u5929\\u4e0b', u'\\u4e50\\u8bcd']\n",
+        "[u'\\u8f6c', u'\\u5403\\u5976', u'\\u6c49\\u5b50', u'\\u4ea9', u'\\u571f\\u5730']\n",
+        "[u'\\u4e00\\u5343\\u4e2a', u'\\u788e\\u7247', u'\\u6a21\\u5757', u'\\u8d39\\u65f6', u'\\u4e00\\u5929', u'\\u62fc\\u6210', u'\\u4e00\\u5e45', u'\\u7f8e\\u4e3d', u'\\u753b\\u5377', u'\\u5e74', u'\\u5c0f', u'\\u957f\\u5047', u'\\u62fc\\u56fe', u'\\u4efb\\u6027']\n",
+        "['gentle', 'method', 'requires', 'patience', 'early', 'stages', 'produce', 'cherrful', 'good', 'tempered', 'elephant', 'give', 'many', 'years', 'loyal', 'service', u'NCE']\n",
+        "['first', 'essensial', 'training', 'elepant', 'assign', 'animal', 'single', 'mahout', 'entirely', 'reponsible', 'job', u'NCE']\n",
+        "[u'\\u7b2c\\u5929', u'\\u80cc\\u8bf5', u'\\u8bcd\\u6c47', u'\\u51ac\\u5929', u'\\u6625\\u5929', u'\\u8fd8\\u4f1a', u'\\u8fdc', u'\\u4eca\\u65e5', u'\\u76ee\\u6807', u'\\u5b8c\\u6210', u'\\u6210\\u529f', u'\\u8fd8\\u4f1a', u'\\u8fdc', 'winter', 'comes', 'spring', 'far', 'behind', u'\\u4e50\\u8bcd']\n",
+        "[u'\\u7b2c\\u5929', u'\\u80cc\\u8bf5', u'\\u8bcd\\u6c47', u'\\u5355\\u8bcd', u'\\u4e4b\\u8def', u'\\u4fee\\u8fdc', u'\\u4e50\\u8bcd', u'\\u966a', u'\\u4e00\\u8def', u'\\u4e50\\u8bcd']\n",
+        "['extremely', 'cases', 'must', 'probably', 'taken', 'grain', 'salt', 'underline', 'general', 'principle', 'relatinship', 'elephant', 'mahout', 'key', 'successful', 'training', u'NCE']\n",
+        "['earth', 'provides', 'ideal', 'conditions', 'even', 'taken', 'four', 'billions', 'years', 'plant', 'animal', 'life', 'evolve', u'NCE']\n",
+        "['planet', 'would', 'long', 'way', 'capable', 'supporting', 'life', u'NCE']\n",
+        "[u'\\u5206\\u4eab']\n",
+        "[u'\\u7b2c\\u5929', u'\\u80cc\\u8bf5', u'\\u8bcd\\u6c47', u'\\u5355\\u8bcd', u'\\u4e0d\\u80cc', u'\\u4f55\\u4ee5', u'\\u95ef', u'\\u5929\\u4e0b', u'\\u4e50\\u8bcd']\n",
+        "['human', 'endeavor', 'thought', 'would', 'unchanged']\n",
+        "['able', 'discover', 'lowly', 'forms', 'life', 'like', 'bacteria', 'another', 'planet', 'would', 'completely', 'change', 'view', u'NCE']\n",
+        "['daniel', 'goldin', 'nasa', 'observed', 'finding', 'life', 'elsewhere', 'would', 'change', 'everything', u'NCE']\n",
+        "['hope', 'always', 'realms', 'science', 'fiction', u'NCE']\n",
+        "[u'\\u4eba\\u95f4', u'\\u81ea\\u6709', u'\\u771f\\u60c5', u'\\u65ad\\u5976', u'\\u65e0\\u5948', u'\\u76f8\\u4fe1', u'\\u771f\\u7231', u'\\u5929', u'\\u633a\\u4f4f', u'\\u575a\\u633a', u'\\u7ea2\\u5305', u'\\u6696\\u5fc3', u'\\u966a\\u4f34', u'\\u62a2\\u70b9', 'ze', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66 \\u4e00\\u8def\\u633a\\u4f60\\uff01']\n",
+        "['guest', 'arrives', 'half', 'hour', 'soon', 'greatest', 'nuisance', u'NCE']\n",
+        "['friends', 'family', 'irritating', 'habit', u'NCE']\n",
+        "['thing', 'ask', 'come', 'half', 'hour', 'later', 'guests', u'NCE']\n",
+        "['therefore', 'forgiven', 'late', 'dinner', 'party', u'NCE']\n",
+        "['people', 'often', 'reproached', 'unpunctuality', 'fault', 'cutting', 'things', 'fine']\n",
+        "[u'\\u5c0f\\u8d22\\u795e', u'\\u9001', u'\\u5934\\u5f69', u'\\u6b22\\u5e86', u'\\u6253\\u8f66', u'\\u5e02\\u573a\\u4efd\\u989d', u'\\u7a33\\u5c45', u'\\u7b2c\\u4e00', u'\\u57ce\\u5e02', u'\\u5f20', u'\\u8ba2\\u5355', u'\\u5f20\\u5feb', u'\\u505a', u'\\u5feb\\u4e50', u'\\u5927\\u591a\\u6570', u'\\u6253\\u8f66', u'\\u9001', u'\\u8d85\\u5927', u'\\u7ea2\\u5305', u'\\u9886', u'\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66\\u7ea2\\u5305', u'\\u5feb\\u7684\\u6253\\u8f66']\n",
+        "[u'\\u5143\\u65e6', u'\\u9001', u'\\u597d', u'\\u793c', u'\\u606d\\u559c', u'\\u65b0\\u6d6a', u'\\u5fae\\u535a', u'\\u5df2', u'\\u7cfb\\u7edf', u'\\u786e\\u8ba4', u'\\u5954\\u8dd1', u'\\u5144\\u5f1f', u'\\u7b2c\\u4e00\\u5b63', u'\\u573a\\u5916', u'\\u6d3b\\u52a8', u'\\u4e8c\\u7b49\\u5956', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u767b\\u9646']\n",
+        "[u'\\u5143\\u65e6', u'\\u9001', u'\\u597d', u'\\u793c', u'\\u606d\\u559c', u'\\u65b0\\u6d6a', u'\\u5fae\\u535a', u'\\u5df2', u'\\u7cfb\\u7edf', u'\\u786e\\u8ba4', u'\\u5954\\u8dd1', u'\\u5144\\u5f1f', u'\\u7b2c\\u4e00\\u5b63', u'\\u573a\\u5916', u'\\u6d3b\\u52a8', u'\\u4e8c\\u7b49\\u5956', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u767b\\u9646']\n",
+        "[u'\\u5143\\u65e6', u'\\u9001', u'\\u597d', u'\\u793c', u'\\u606d\\u559c', u'\\u65b0\\u6d6a', u'\\u5fae\\u535a', u'\\u5df2', u'\\u7cfb\\u7edf', u'\\u786e\\u8ba4', u'\\u5954\\u8dd1', u'\\u5144\\u5f1f', u'\\u7b2c\\u4e00\\u5b63', u'\\u573a\\u5916', u'\\u6d3b\\u52a8', u'\\u4e8c\\u7b49\\u5956', u'\\u5e78\\u8fd0', u'\\u7528\\u6237', u'\\u8bf7', u'\\u767b\\u9646']\n",
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+        "[u'\\u9ea6\\u80af\\u9521', u'\\u903e', u'\\u4e03\\u6210', u'\\u4e2d\\u56fd', u'\\u6d88\\u8d39\\u8005', u'\\u8003\\u8651', u'\\u4f7f\\u7528', u'\\u4e92\\u8054\\u7f51', u'\\u94f6\\u884c', u'\\u79d1\\u6280']\n",
+        "[u'\\u4e2a\\u4eba\\u9690\\u79c1', u'\\u7f51\\u4e0a', u'\\u8d29\\u5356', u'\\u4e94\\u6bdb\\u94b1', u'\\u4e00\\u6761', u'\\u79d1\\u6280']\n",
+        "[u'\\u589e\\u957f', u'\\u505c\\u6ede', u'\\u5e72\\u513f\\u5b50', u'\\u589e\\u957f', u'\\u5feb\\u901f', 'fb', 'instagram', u'\\u79d1\\u6280']\n",
+        "[u'\\u65e5\\u671f', u'\\u6743', u'\\u9a7e\\u4e34', u'\\u80a1', u'\\u4e1c\\u65b9\\u8d22\\u5bcc']\n",
+        "[u'\\u5f53\\u5f53', u'\\u7545\\u9500\\u4e66', u'\\u7b2c\\u4e8c\\u540d', u'\\u4f55\\u4ee5', u'\\u7b19\\u7bab', u'\\u9ed8', u'\\u7545\\u9500\\u4e66']\n",
+        "[u'\\u5f53\\u5f53', u'\\u7545\\u9500\\u4e66', u'\\u7b2c\\u4e09\\u540d', u'\\u5168\\u4e16\\u754c', u'\\u8def\\u8fc7', u'\\u7545\\u9500\\u4e66']\n",
+        "[u'\\u6c28\\u7eb6', u'\\u6bd4\\u4ef7', u'\\u6307\\u6570', 'mdi', u'MDI']\n",
+        "[u'\\u6570\\u636e', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u5e73\\u53f0', u'\\u4e07\\u7f8e\\u5143', u'\\u8f6e', u'\\u878d\\u8d44', 'dato', u'\\u673a\\u5668\\u5b66\\u4e60']\n",
+        "[u'\\u804c\\u4e1a\\u8005', u'\\u5e73\\u5747', u'\\u6708\\u85aa', u'\\u8d85', u'\\u516b\\u5343', u'\\u5ac2', u'\\u4fdd\\u5065', u'\\u4e1a', u'\\u85aa\\u8d44', u'\\u6700\\u9ad8', u'\\u79d1\\u6280']\n",
+        "[u'\\u5e73\\u6c11\\u6124', u'\\u8c37\\u6b4c', u'\\u7845\\u8c37', u'\\u5c45\\u6c11', u'\\u63d0\\u4f9b', u'\\u514d\\u8d39', u'\\u516c\\u4ea4', u'\\u79d1\\u6280']\n",
+        "[u'\\u534e\\u4e1c', u'\\u805a\\u5408', u'\\u5f31\\u52bf', u'\\u76d8\\u6574', 'mdi', u'MDI']\n",
+        "[u'\\u521b\\u6295', u'\\u65e5\\u62a5', u'\\u6613\\u5230', u'\\u4ebf\\u5efa', u'\\u79df\\u8d41', u'\\u516c\\u53f8', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u83b7', u'\\u878d\\u8d44', u'\\u673a\\u5668\\u5b66\\u4e60']\n",
+        "[u'\\u79d1\\u65af\\u7279', u'\\u6d1b\\u82e5', u'\\u7092', u'\\u83b7', u'\\u4e07\\u7f8e\\u5143', u'\\u5929\\u4ef7', u'\\u8865\\u507f', u'\\u79d1\\u6280']\n",
+        "[u'\\u963f\\u91cc\\u5df4\\u5df4', u'\\u62df', u'\\u6295\\u8d44', u'\\u4ebf\\u7f8e\\u5143', u'\\u97e9\\u56fd', u'\\u5efa', u'\\u7269\\u6d41', u'\\u9879\\u76ee', u'\\u79d1\\u6280']\n",
+        "[u'\\u5e74', u'\\u4e2d\\u56fd', u'\\u6210\\u4e3a', u'\\u805a\\u5408', u'\\u6700\\u5927', u'\\u8fdb\\u53e3\\u56fd', 'mdi', u'MDI']\n",
+        "[u'\\u6570\\u636e', u'\\u673a\\u5668', u'\\u5b66\\u4e60', u'\\u5e73\\u53f0', u'\\u4e07\\u7f8e\\u5143', u'\\u8f6e', u'\\u878d\\u8d44', 'dato', u'\\u673a\\u5668\\u5b66\\u4e60']\n",
+        "[u'\\u4e09\\u661f', u'\\u8ba1\\u5212', u'\\u66dd\\u5149', u'\\u63a8\\u6b3e', u'\\u65b0\\u624b\\u673a', u'\\u65b0\\u5706\\u5c4f', u'\\u667a\\u80fd', u'\\u624b\\u8868', u'\\u79d1\\u6280']"
+       ]
+      }
+     ],
+     "prompt_number": 98
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "data = fw.weibo_predict_data.copy()\n",
+      "data['context_clean'] = pd.Series.from_csv('../data/predict_context_clean.csv')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 9
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import json\n",
+      "data.context_clean.map(lambda x:json.loads(x))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "ename": "ValueError",
+       "evalue": "No JSON object could be decoded",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-17-49b7c32554fd>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontext_clean\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/core/series.pyc\u001b[0m in \u001b[0;36mmap\u001b[0;34m(self, arg, na_action)\u001b[0m\n\u001b[1;32m   1948\u001b[0m                                      index=self.index).__finalize__(self)\n\u001b[1;32m   1949\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1950\u001b[0;31m             \u001b[0mmapped\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmap_f\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0marg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1951\u001b[0m             return self._constructor(mapped,\n\u001b[1;32m   1952\u001b[0m                                      index=self.index).__finalize__(self)\n",
+        "\u001b[0;32m/Users/Pro/canopy/lib/python2.7/site-packages/pandas/lib.so\u001b[0m in \u001b[0;36mpandas.lib.map_infer (pandas/lib.c:50573)\u001b[0;34m()\u001b[0m\n",
+        "\u001b[0;32m<ipython-input-17-49b7c32554fd>\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontext_clean\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;32m/Applications/Canopy.app/appdata/canopy-1.4.1.1975.macosx-x86_64/Canopy.app/Contents/lib/python2.7/json/__init__.pyc\u001b[0m in \u001b[0;36mloads\u001b[0;34m(s, encoding, cls, object_hook, parse_float, parse_int, parse_constant, object_pairs_hook, **kw)\u001b[0m\n\u001b[1;32m    336\u001b[0m             \u001b[0mparse_int\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mparse_float\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m \u001b[0;32mand\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    337\u001b[0m             parse_constant is None and object_pairs_hook is None and not kw):\n\u001b[0;32m--> 338\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0m_default_decoder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    339\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mcls\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    340\u001b[0m         \u001b[0mcls\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mJSONDecoder\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+        "\u001b[0;32m/Applications/Canopy.app/appdata/canopy-1.4.1.1975.macosx-x86_64/Canopy.app/Contents/lib/python2.7/json/decoder.pyc\u001b[0m in \u001b[0;36mdecode\u001b[0;34m(self, s, _w)\u001b[0m\n\u001b[1;32m    363\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    364\u001b[0m         \"\"\"\n\u001b[0;32m--> 365\u001b[0;31m         \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mraw_decode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_w\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    366\u001b[0m         \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_w\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    367\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mend\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+        "\u001b[0;32m/Applications/Canopy.app/appdata/canopy-1.4.1.1975.macosx-x86_64/Canopy.app/Contents/lib/python2.7/json/decoder.pyc\u001b[0m in \u001b[0;36mraw_decode\u001b[0;34m(self, s, idx)\u001b[0m\n\u001b[1;32m    381\u001b[0m             \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscan_once\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    382\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 383\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"No JSON object could be decoded\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    384\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+        "\u001b[0;31mValueError\u001b[0m: No JSON object could be decoded"
+       ]
+      }
+     ],
+     "prompt_number": 17
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "json.loads(data.context_clean[0])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "ename": "ValueError",
+       "evalue": "No JSON object could be decoded",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-18-6417c5c1f9dc>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontext_clean\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;32m/Applications/Canopy.app/appdata/canopy-1.4.1.1975.macosx-x86_64/Canopy.app/Contents/lib/python2.7/json/__init__.pyc\u001b[0m in \u001b[0;36mloads\u001b[0;34m(s, encoding, cls, object_hook, parse_float, parse_int, parse_constant, object_pairs_hook, **kw)\u001b[0m\n\u001b[1;32m    336\u001b[0m             \u001b[0mparse_int\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mparse_float\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m \u001b[0;32mand\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    337\u001b[0m             parse_constant is None and object_pairs_hook is None and not kw):\n\u001b[0;32m--> 338\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0m_default_decoder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    339\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mcls\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    340\u001b[0m         \u001b[0mcls\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mJSONDecoder\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+        "\u001b[0;32m/Applications/Canopy.app/appdata/canopy-1.4.1.1975.macosx-x86_64/Canopy.app/Contents/lib/python2.7/json/decoder.pyc\u001b[0m in \u001b[0;36mdecode\u001b[0;34m(self, s, _w)\u001b[0m\n\u001b[1;32m    363\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    364\u001b[0m         \"\"\"\n\u001b[0;32m--> 365\u001b[0;31m         \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mraw_decode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_w\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    366\u001b[0m         \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_w\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    367\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mend\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+        "\u001b[0;32m/Applications/Canopy.app/appdata/canopy-1.4.1.1975.macosx-x86_64/Canopy.app/Contents/lib/python2.7/json/decoder.pyc\u001b[0m in \u001b[0;36mraw_decode\u001b[0;34m(self, s, idx)\u001b[0m\n\u001b[1;32m    381\u001b[0m             \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscan_once\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0midx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    382\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 383\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"No JSON object could be decoded\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    384\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mend\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+        "\u001b[0;31mValueError\u001b[0m: No JSON object could be decoded"
+       ]
+      }
+     ],
+     "prompt_number": 18
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "json.loads(json.dumps(['\u674e','\u6668']))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 16,
+       "text": [
+        "[u'\\u674e', u'\\u6668']"
+       ]
+      }
+     ],
+     "prompt_number": 16
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "'2014-12-31'>'2014-12-30'"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 21,
+       "text": [
+        "True"
+       ]
+      }
+     ],
+     "prompt_number": 21
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "type(fw.weibo_predict_data.time)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 26,
+       "text": [
+        "pandas.core.series.Series"
+       ]
+      }
+     ],
+     "prompt_number": 26
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "data = fw.weibo_predict_data.copy()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 27
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "datetime.strptime(data.time[0],'%Y-%m-%d')+1"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "ename": "TypeError",
+       "evalue": "unsupported operand type(s) for +: 'datetime.datetime' and 'int'",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-36-024bc0ea9999>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdatetime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstrptime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'%Y-%m-%d'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;31mTypeError\u001b[0m: unsupported operand type(s) for +: 'datetime.datetime' and 'int'"
+       ]
+      }
+     ],
+     "prompt_number": 36
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "from datetime import datetime"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 32
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "pd.date_range('2014-12-01',30)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "ename": "AttributeError",
+       "evalue": "'DatetimeIndex' object has no attribute 'head'",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-39-be7e390843bd>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdate_range\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'2014-12-01'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m30\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;31mAttributeError\u001b[0m: 'DatetimeIndex' object has no attribute 'head'"
+       ]
+      }
+     ],
+     "prompt_number": 39
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.features_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>feature_name</th>\n",
+        "      <th>feature_type</th>\n",
+        "      <th>data_time</th>\n",
+        "      <th>parameters</th>\n",
+        "      <th>category</th>\n",
+        "      <th>feature_address</th>\n",
+        "      <th>usage</th>\n",
+        "      <th>description</th>\n",
+        "      <th>feature_shape</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 16,
+       "text": [
+        "Empty DataFrame\n",
+        "Columns: [feature_name, feature_type, data_time, parameters, category, feature_address, usage, description, feature_shape]\n",
+        "Index: []"
+       ]
+      }
+     ],
+     "prompt_number": 16
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "train_mask = (fw.weibo_train_data.time>='2014-07-01') & (fw.weibo_train_data.time<='2014-11-30')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 21
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "test_mask = (fw.weibo_train_data.time>='2014-12-01') & (fw.weibo_train_data.time<='2014-12-31')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 19
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "train = fw.weibo_train_data[train_mask]\n",
+      "test = fw.weibo_train_data[test_mask]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 23
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "len(train.uid)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 27,
+       "text": [
+        "1354048"
+       ]
+      }
+     ],
+     "prompt_number": 27
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "len(test.uid)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 26,
+       "text": [
+        "272702"
+       ]
+      }
+     ],
+     "prompt_number": 26
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "len(train.uid.unique())"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 29,
+       "text": [
+        "43843"
+       ]
+      }
+     ],
+     "prompt_number": 29
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "len(test.uid.unique())"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 30,
+       "text": [
+        "26169"
+       ]
+      }
+     ],
+     "prompt_number": 30
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "train_user = train.uid.unique?"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 35
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "train_user = train[~train.uid.duplicated()].uid"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 45
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "len(train_user)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 46,
+       "text": [
+        "43843"
+       ]
+      }
+     ],
+     "prompt_number": 46
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "test_user = test[~test.uid.duplicated()].uid"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 49
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "len(test_user)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 50,
+       "text": [
+        "26169"
+       ]
+      }
+     ],
+     "prompt_number": 50
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "commom = Series(list(set(train_user) & set(test_user)))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 51
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "commom"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 52,
+       "text": [
+        "0     d03e0df15118e15e511d638bb7e5fbf1\n",
+        "1     5645e2ec2c78fe734d5a24a7cf6caa11\n",
+        "2     7d6ecaf5d853c49c7f72187fadcd4e38\n",
+        "3     15eab19152e6eb97275c5d77fbc7d651\n",
+        "4     bdf9c266158d1ee5b53b70d622ffa136\n",
+        "5     c48d6ac438678922c098bca58da6bfc0\n",
+        "6     f4fa570fe0283a5a7d65f9cbdeda52da\n",
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+        "10    2589ea0a76552a36f9b40580fc6110ef\n",
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+        "13    4ee6b7afae14782d321e3d88ba580db9\n",
+        "14    12febc5ad6ab34f1ed32f41f228d37c7\n",
+        "...\n",
+        "24326    8cc775cc7735a60944c35fa44576f64c\n",
+        "24327    65ea718a7840e5499ac693d9bdd6dfce\n",
+        "24328    c6ac6fa90a3981ebead0426c4b1c1ed7\n",
+        "24329    cd4e6545d3c6ce02720bdef100afeb30\n",
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+        "24331    d0113d61368ce3ea71193d25aee0e325\n",
+        "24332    09a1241a6ec6bf9522fc3d07fc513ddf\n",
+        "24333    d361b130ce336414329e472a21fd2283\n",
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+        "24335    5385cfc73a8fda50cb29b7612ccd1316\n",
+        "24336    ffeaea408edaab9fd486aac63658824c\n",
+        "24337    9a64b8eaf5ffc5e0c01f2a5ed446cb2e\n",
+        "24338    011f480bf34fff6d217706876412ecd7\n",
+        "24339    3e2ebd294ba61ac4ad2e47fce8945892\n",
+        "24340    2070230b76d7c57d9de12cebe542081d\n",
+        "Length: 24341, dtype: object"
+       ]
+      }
+     ],
+     "prompt_number": 52
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "train_group = train.groupby('uid')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 54
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "train_avg = train_group.sum()/train_group.count()[['forward_count','comment_count','like_count']]"
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+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 55
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "train_avg = train_avg.applymap(lambda x:round(x))"
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+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 56
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
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+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 58
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+        "ffff39bf301adf32d06aae9dc70892fa            0            1         0\n",
+        "ffff5e493015a9240bd4d29de15ef55b            0            0         0\n",
+        "\n",
+        "[43843 rows x 3 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 60
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "test_feature= pd.merge(test,train_avg,left_on='uid',right_index=True,how=\"left\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 61
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "test_feature[test_feature.isnull().any(axis=1)]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>uid</th>\n",
+        "      <th>mid</th>\n",
+        "      <th>time</th>\n",
+        "      <th>forward_count</th>\n",
+        "      <th>comment_count</th>\n",
+        "      <th>like_count</th>\n",
+        "      <th>context</th>\n",
+        "      <th>forward_avg</th>\n",
+        "      <th>comment_avg</th>\n",
+        "      <th>like_avg</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>336    </th>\n",
+        "      <td> 3d4501278bb7556dc8a44cda5c8ac7b4</td>\n",
+        "      <td> fa1b9c168fe556f5d9a464abf5725bbb</td>\n",
+        "      <td> 2014-12-11</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u6211\u521a\u6362\u4e86\u201c\u60c5\u8ff7\u5b9d\u4e3d\u6765\u201d\u5957\u88c5\uff0c\u597d\u6f02\u4eae\uff0c\u4f60\u4eec\u90fd\u5feb\u6765\u8bd5\u8bd5\uff01 http://weibo.com/ho...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1343   </th>\n",
+        "      <td> a9554b5c5e709f5da72f44bc7b4b5c6f</td>\n",
+        "      <td> 30dfaa72a2dd6ff3bbfc5c1e736fb42b</td>\n",
+        "      <td> 2014-12-24</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u3010\u300aPython\u90a3\u4e9b\u4e8b\u513f\u300b\u8f6c\u53d1\u8d60\u4e66\u3011 (\u5206\u4eab\u81ea @\u4eca\u65e5\u5934\u6761 ) http://t.cn/Rz...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1344   </th>\n",
+        "      <td> a9554b5c5e709f5da72f44bc7b4b5c6f</td>\n",
+        "      <td> 01455bfb9d76cc52a07b95d677c6d2d9</td>\n",
+        "      <td> 2014-12-24</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u7a0b\u5e8f\u5458\uff0c\u5b66\u4e60\u4e2d\u3002 //\u3010\u300aPython\u90a3\u4e9b\u4e8b\u513f\u300b\u8f6c\u53d1\u8d60\u4e66\u3011http://t.cn/RzFBo...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1345   </th>\n",
+        "      <td> a9554b5c5e709f5da72f44bc7b4b5c6f</td>\n",
+        "      <td> 74f4dd1f93d3de2a7bcaaa2d84b4e8a2</td>\n",
+        "      <td> 2014-12-30</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>                \u4eca\u5e74\u5750\u98de\u673a\u6ca1\u5b89\u5168\u611f\u3002 \u6211\u5206\u4eab\u4e86http://t.cn/RZLmEpI</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1840   </th>\n",
+        "      <td> 3af8598985f900263bd48881c61295f4</td>\n",
+        "      <td> 95bf42a8cbf0825ac08047020cff5540</td>\n",
+        "      <td> 2014-12-19</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> \u65b0\u6d6a\u5fae\u535aAndroid\u5ba2\u6237\u7aefV3.3.5\u5168\u65b0\u5347\u7ea7\uff01\u652f\u6301\u5728\u7ebf\u4e3b\u9898\u4e0b\u8f7d\uff0c\u7cbe\u7f8e\u4e3b\u9898\u4e0d\u5bb9\u9519\u8fc7;\u5168\u65b0\u8bdd...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4219   </th>\n",
+        "      <td> 1a385581968fe04d03b444b0cf069b63</td>\n",
+        "      <td> 45c082361e10e832663ede7e65f0ec9d</td>\n",
+        "      <td> 2014-12-19</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u901a\u8fc7@\u5fae\u76d8 \u4e0b\u8f7d\u4e86@\u5409\u5409\u4e8e \u5206\u4eab\u7684\"introduction to tornado \u4e2d\u6587\u7ffb\u8bd1...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6119   </th>\n",
+        "      <td> 27275853ee967842ed2e6f080e8ecbdd</td>\n",
+        "      <td> 412e0144fcd599de5cc32c601837e400</td>\n",
+        "      <td> 2014-12-08</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>                              \u6211\u52d2\u4e2a\u53bb\uff0c\u597d\u4e45\u6ca1\u4e0a\u5fae\u535a\uff0c\u7adf\u7136\u4e11\u6210\u8fd9\u6837\u4e86\uff1f</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6138   </th>\n",
+        "      <td> 8320a743a2771fe8b78b6b90caa3660b</td>\n",
+        "      <td> 42679a96a9f2b1561256b8400eb74771</td>\n",
+        "      <td> 2014-12-31</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u6211\u521a\u53c2\u52a0\u4e86115\u7f51\u76d88TB\u7a7a\u95f4\u9a6c\u4e0a\u9886\uff0c\u6ce8\u518c\u5373\u83b7\u771f\u6b63\u65e0\u9650\u6c38\u4e45\u7a7a\u95f4\uff0c\u81ea\u52a8\u589e\u957f\uff0c\u5f15\u7206\u4e91\u65f6\u4ee3\uff0c\u901f\u5ea6\u6765...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6962   </th>\n",
+        "      <td> 194f5429ff872750b80fc99453967f11</td>\n",
+        "      <td> 5ece637be42432edaa089492d450a74c</td>\n",
+        "      <td> 2014-12-15</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>                                             \u518d\u6b21\u5192\u4e2a\u6ce1</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6963   </th>\n",
+        "      <td> 194f5429ff872750b80fc99453967f11</td>\n",
+        "      <td> 771f4c46dc1f456c076a68ddb21d6c31</td>\n",
+        "      <td> 2014-12-26</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>                           \u6211\u5206\u4eab\u4e86http://t.cn/RZPGBZr</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8632   </th>\n",
+        "      <td> 81e1ca8483a52afb86ca397be815671b</td>\n",
+        "      <td> a96209cdbe876be4288f88a17d478d36</td>\n",
+        "      <td> 2014-12-21</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u6211\u4e5f\u5f00\u901a\u4e86@\u7f51\u6613LOFTER\uff0c\u4ee5\u540e\u4f1a\u5728\u8fd9\u91cc\u5199\u5199\u6587\u7ae0\u3001\u53d1\u53d1\u56fe\u3002 \u6211\u7684LOFTER\u5730\u5740\uff1ahttp...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8649   </th>\n",
+        "      <td> d5b295efc4e1bf2a29df16b96056e19f</td>\n",
+        "      <td> b966ee196d2e2072627a3d7c107478d2</td>\n",
+        "      <td> 2014-12-06</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u5077\u5077\u544a\u8bc9\u4f60\u54df\uff01\u624b\u673a\u6dd8\u5b9d\u522e\u522e\u5361\u6d3b\u52a8\u8d85\u7ed9\u529b\u7684\u8bf4\uff0c\u5feb\u6765\u548c\u6211\u4e00\u8d77\u74dc\u52063000\u4e07\u5427\uff01\u4e2d\u4e86\u8bb0\u5f97\u8bf7\u6211\u5403\u5305\u8fa3...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8650   </th>\n",
+        "      <td> d5b295efc4e1bf2a29df16b96056e19f</td>\n",
+        "      <td> 22d88247c4d52d57e201be1855fefb4e</td>\n",
+        "      <td> 2014-12-07</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u5077\u5077\u544a\u8bc9\u4f60\u54df\uff01\u624b\u673a\u6dd8\u5b9d\u522e\u522e\u5361\u6d3b\u52a8\u8d85\u7ed9\u529b\u7684\u8bf4\uff0c\u5feb\u6765\u548c\u6211\u4e00\u8d77\u74dc\u52063000\u4e07\u5427\uff01\u4e2d\u4e86\u8bb0\u5f97\u8bf7\u6211\u5403\u5305\u8fa3...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8651   </th>\n",
+        "      <td> d5b295efc4e1bf2a29df16b96056e19f</td>\n",
+        "      <td> c4e7efb258567faee02556f6f39b1302</td>\n",
+        "      <td> 2014-12-08</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> #\u5927\u4e50\u900f\u514d\u8d39\u5206#\u6dd8\u5b9d\u53cc12\u524d\u7ebf\u62a5\u9053\uff0c\u6211\u6b63\u5728\u53c2\u52a0\u5927\u4e50\u900f\u514d\u8d39\u5206\u6d3b\u52a8\uff0c100%\u4e2d\u5956\uff01\u901f\u5ea6\u6765\u8ddf\u6211\u4e00\u8d77...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8652   </th>\n",
+        "      <td> d5b295efc4e1bf2a29df16b96056e19f</td>\n",
+        "      <td> 10700fe7b4fee6552e83347e57847129</td>\n",
+        "      <td> 2014-12-12</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u5404\u8def\u5927\u795e\u5feb\u6765\u5e2e\u6211\u5f00\u5f69\uff0c\u53d8\u8eab\u5343\u4e07\u5bcc\u7fc1\u5c31\u5dee\u4f60\u8fd9\u4e00\u6b65\u5566\uff01\u626b\u63cf\u4e8c\u7ef4\u7801\u6216\u731b\u6233\u94fe\u63a5\uff0c\u571f\u8c6a\u4e4b\u8def\uff0c\u8d70\u8d77\u6765\uff01 ...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8702   </th>\n",
+        "      <td> b0c66822bcedc3cfdde3b52f43bea8e3</td>\n",
+        "      <td> 8058612156daf26cbce6640e76ceb8c4</td>\n",
+        "      <td> 2014-12-11</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u5f00\u59cb\u538c\u5026\u4e86\u6bcf\u5929\u7684\u788e\u788e\u5ff5\uff0c\u5373\u4f7f\u8eab\u5904\u95f9\u5e02\u4e5f\u4f1a\u5b64\u72ec\u3002\u60f3\u8981\u8ddf\u522b\u4eba\u4e0d\u4e00\u6837\uff0c\u60f3\u8981\u591a\u70b9\u7a7a\u6c14\uff0c\u60f3\u8981\u4e00\u6b21\u6df1\u547c\u5438...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13614  </th>\n",
+        "      <td> 098c42f1db9412f945572dd0c48e9c29</td>\n",
+        "      <td> 05f3c47bf84a6feb1e1bf3b5bd3c1718</td>\n",
+        "      <td> 2014-12-12</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>                                      #\u4fdd\u536b\u841d\u535c2#\u6211\u4e0a\u699c\u5566\uff01</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15570  </th>\n",
+        "      <td> 84ac6bf8e8e0575d620dd3779d1c8f79</td>\n",
+        "      <td> 24476973d2afb6fa4b4c29c41aa2ddfc</td>\n",
+        "      <td> 2014-12-12</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> %23%E6%9D%A5%E8%87%AA%E4%B9%90%E6%8B%8D%E7%9A%...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15571  </th>\n",
+        "      <td> 84ac6bf8e8e0575d620dd3779d1c8f79</td>\n",
+        "      <td> 545daff25b9959b1668df677baf539d4</td>\n",
+        "      <td> 2014-12-12</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>                    \u5feb\u6765\u770b\u770b\u6211\u62cd\u7684\u89c6\u9891\uff1a\uff08\u6765\u81ea@\u4e50\u62cd\uff09\uff0c\u4e0b\u8f7d\u5730\u5740\uff1ahttp://</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15572  </th>\n",
+        "      <td> 84ac6bf8e8e0575d620dd3779d1c8f79</td>\n",
+        "      <td> bf116c9a5ddbfa05ff84ac7a10271c1e</td>\n",
+        "      <td> 2014-12-12</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> %23%E6%9D%A5%E8%87%AA%E4%B9%90%E6%8B%8D%E7%9A%...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15573  </th>\n",
+        "      <td> 84ac6bf8e8e0575d620dd3779d1c8f79</td>\n",
+        "      <td> 4320919d0e8a208753cd674317bee59b</td>\n",
+        "      <td> 2014-12-12</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>                    \u5feb\u6765\u770b\u770b\u6211\u62cd\u7684\u89c6\u9891\uff1a\uff08\u6765\u81ea@\u4e50\u62cd\uff09\uff0c\u4e0b\u8f7d\u5730\u5740\uff1ahttp://</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15574  </th>\n",
+        "      <td> 84ac6bf8e8e0575d620dd3779d1c8f79</td>\n",
+        "      <td> 09b3f542a2af92475b256d8a920f650a</td>\n",
+        "      <td> 2014-12-12</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> %23%E6%9D%A5%E8%87%AA%E4%B9%90%E6%8B%8D%E7%9A%...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15575  </th>\n",
+        "      <td> 84ac6bf8e8e0575d620dd3779d1c8f79</td>\n",
+        "      <td> bba997802d692038221eeba040272ae9</td>\n",
+        "      <td> 2014-12-12</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> %23%E6%9D%A5%E8%87%AA%E4%B9%90%E6%8B%8D%E7%9A%...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15576  </th>\n",
+        "      <td> 84ac6bf8e8e0575d620dd3779d1c8f79</td>\n",
+        "      <td> 0df3f2bf62801544bebbaced92af0464</td>\n",
+        "      <td> 2014-12-12</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> %23%E6%9D%A5%E8%87%AA%E4%B9%90%E6%8B%8D%E7%9A%...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15577  </th>\n",
+        "      <td> 84ac6bf8e8e0575d620dd3779d1c8f79</td>\n",
+        "      <td> 80fb7a5d8c2586ee311b2e4a67e355ed</td>\n",
+        "      <td> 2014-12-12</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> %23%E6%9D%A5%E8%87%AA%E4%B9%90%E6%8B%8D%E7%9A%...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15578  </th>\n",
+        "      <td> 84ac6bf8e8e0575d620dd3779d1c8f79</td>\n",
+        "      <td> 6eef5417670bc5a341a80a4c5b1b691d</td>\n",
+        "      <td> 2014-12-16</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>                                         #\u6765\u81ea\u4e50\u62cd\u7684\u5206\u4eab#</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16550  </th>\n",
+        "      <td> 452c48de889e8861693d0145729b9dff</td>\n",
+        "      <td> 250bd5e4f648d9691d27b4cbfbd8efd9</td>\n",
+        "      <td> 2014-12-24</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> #\u5feb\u7684\u6253\u8f66\u7ea2\u5305#\u8bf7\u53eb\u6211\u5723\u8bde\u8001\u4eba\uff0c\u7ed9\u5927\u5bb6\u53d1\u5723\u8bde\u793c\u7269\u55bd\uff01\u6253\u8f66\u5c31\u9001\u8d85\u5927\u7ea2\u5305\uff0c66\u4e2a\u7ea2\u5305\u4efb\u4f60\u62a2\uff01\u8981\u7684...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17902  </th>\n",
+        "      <td> b665954f21d15765896ca0183bdb302e</td>\n",
+        "      <td> d751e56a5588d0ddc5d110189f5aaaf8</td>\n",
+        "      <td> 2014-12-22</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>                           \u6211\u5206\u4eab\u4e86http://t.cn/Rzd1EL1</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27024  </th>\n",
+        "      <td> 6ff848d79729f56036dff72742b33d06</td>\n",
+        "      <td> 281df016130f988d2f4bc5a06bb46d05</td>\n",
+        "      <td> 2014-12-12</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>                                          @\u5c0f\u51b0 \u5c0f\u51b0\u8bc6\u4e66</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27109  </th>\n",
+        "      <td> 8397973290a96db9fa3d5b218e7d58b7</td>\n",
+        "      <td> d9ef5750b2cb3e55ff1fd635b04b88f5</td>\n",
+        "      <td> 2014-12-27</td>\n",
+        "      <td> 14</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> \u5927\u89c4\u6a21\u56fe\u50cf\u8bc6\u522b\u67b6\u6784\u8ba8\u8bba 1\uff1a\u901a\u8fc7\u79fb\u52a8\u8bbe\u5907\u62cd\u7167\uff0c\u5b9e\u65f6\u8bc6\u522b\u89c6\u91ce\u4e2d\u662f\u5426\u5305\u542b\u9884\u5148\u5f55\u5165\u6570\u636e\u5e93\u7684\u56fe\u50cf\uff1b\u5982...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1609015</th>\n",
+        "      <td> 1045ae771d0071ccea05344cd190ee13</td>\n",
+        "      <td> f832e6e9d02b4043d42eefd6685ed1ea</td>\n",
+        "      <td> 2014-12-15</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u300a010_BBC\u718a\u732b\u7f14\u9020\u8005.Panda.Maker.[\u590f\u672b\u79cb\u5b57\u5e55\u7ec4]\u300b\u5f88\u559c\u6b22\uff01\u90fd\u6765\u542c\u542c\u5427ht...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1609055</th>\n",
+        "      <td> 70e0717da66f9bec7955f4e50ef6bce2</td>\n",
+        "      <td> 968f0d315ed1119ca5e9deb16235fa05</td>\n",
+        "      <td> 2014-12-17</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u5feb\u6765\u5e2e\u6211#\u4e00\u8d77\u51b2\u676f\u4f18\u4e50\u7f8e#\uff0c\u70b9\u51fb\u4e00\u4e0b\u5c31\u80fd\u70b9\u4eae\u4e00\u4e2a\u56fe\u6807\u3002\u96c6\u9f504\u4e2a\u5c31\u80fd\u62bd\u5956\u5566\uff01\u62bd\u4e2d\u4e00\u7bb1\u5976\u8336\u8fd8\u80fd\u4e0a...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1609286</th>\n",
+        "      <td> e810af3b19947017c4577740df140202</td>\n",
+        "      <td> 736b3ecebcd45d307110f28b35c9440f</td>\n",
+        "      <td> 2014-12-10</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u90ed\u7ecf\u7406\uff0c\u90a3\u4e48\u591a\u5e74\uff0c\u4f60\u4e00\u76f4\u662f\u6211\u7684\u8d85\u8d8a\u76ee\u6807\uff0c\u7136\u540e\u5c31\u662f\u957f\u4e45\u7684\u8ff7\u60d8\u3002\u6211\u80fd\u505a\u4ec0\u4e48\uff0c\u4ec0\u4e48\u624d\u662f\u6211\u7684\uff1f\u751f\u6d3b\u548c...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1610291</th>\n",
+        "      <td> 89071646a1b50767ab36137abe5c19e8</td>\n",
+        "      <td> f60b75e74b0b680b1c240be2a62cb596</td>\n",
+        "      <td> 2014-12-23</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u6211\u5728\u4e50\u89c6\u7f51\u53d1\u73b0\u5f88\u591a\u597d\u5267\u54e6\uff0c&lt;&lt;\u6b66\u5a9a\u5a18\u4f20\u5947&gt;&gt;&lt;&lt;\u6ee1\u4ed3\u8fdb\u57ce&gt;&gt;&lt;&lt;\u7504\u5b1b\u4f20&gt;&gt;&lt;&lt;\u72d0\u4ed9&gt;&gt;&lt;&lt;\u6b66...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1612243</th>\n",
+        "      <td> f0a1e1b57a695c85fb16cf60cf133e53</td>\n",
+        "      <td> d4e37b85a4dd9ad7b2ac60eec609e1c5</td>\n",
+        "      <td> 2014-12-19</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>    \u540c\u6837\u662f\u8fdd\u7ae0\u505c\u8f66\u622a\u7136\u4e0d\u540c\u7684\u4e24\u79cd\u7ed3\u679c\uff0c\u80fdat@\u5e73\u5b89\u5317\u4eac\u5417 http://t.cn/R7nO1J5</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1612244</th>\n",
+        "      <td> f0a1e1b57a695c85fb16cf60cf133e53</td>\n",
+        "      <td> 2406a9bc77f881f85ca306a3b5cc8f94</td>\n",
+        "      <td> 2014-12-27</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>         [\u5f31]\u300e\u6cb3\u5357\u5973\u519c\u6c11\u5de5\u8ba8\u85aa\u547d\u4e27\u592a\u539f\u9f99\u57ce\u6d3e\u51fa\u6240\u300fhttp://t.cn/RZhzxp5</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1612411</th>\n",
+        "      <td> b69b03a53f81e9e8573983dbc8e67117</td>\n",
+        "      <td> 34204539fa37615f23dcb1bb0b034298</td>\n",
+        "      <td> 2014-12-24</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> #\u5feb\u7684\u6253\u8f66\u7ea2\u5305#\u8bf7\u53eb\u6211\u5723\u8bde\u8001\u4eba\uff0c\u7ed9\u5927\u5bb6\u53d1\u5723\u8bde\u793c\u7269\u55bd\uff01\u6253\u8f66\u5c31\u9001\u8d85\u5927\u7ea2\u5305\uff0c66\u4e2a\u7ea2\u5305\u4efb\u4f60\u62a2\uff01\u8981\u7684...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1612459</th>\n",
+        "      <td> d5cfa7265a32baa0a1a516fe580bfa0a</td>\n",
+        "      <td> 1bc383058170d5fc4458cf94c3133857</td>\n",
+        "      <td> 2014-12-31</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> #\u5954\u8dd1\u54272015# \u770b@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \uff0c\u9001@\u5feb\u7684\u6253\u8f66 #\u4e00\u4ebf\u8de8\u5e74\u7ea2\u5305#\uff01\u8981\u7684\u70b9\u8fd9\u91cc\uff1ah...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1612460</th>\n",
+        "      <td> d5cfa7265a32baa0a1a516fe580bfa0a</td>\n",
+        "      <td> 0bb44ed6efc6574697b8a62e5306f20a</td>\n",
+        "      <td> 2014-12-31</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> #\u5954\u8dd1\u54272015# \u770b@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \uff0c\u9001@\u5feb\u7684\u6253\u8f66 #\u4e00\u4ebf\u8de8\u5e74\u7ea2\u5305#\uff01\u8981\u7684\u70b9\u8fd9\u91cc\uff1ah...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1612461</th>\n",
+        "      <td> d5cfa7265a32baa0a1a516fe580bfa0a</td>\n",
+        "      <td> 32be221f306e6a56479de5af363405f9</td>\n",
+        "      <td> 2014-12-31</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> #\u5954\u8dd1\u54272015# \u770b@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \uff0c\u9001@\u5feb\u7684\u6253\u8f66 #\u4e00\u4ebf\u8de8\u5e74\u7ea2\u5305#\uff01\u8981\u7684\u70b9\u8fd9\u91cc\uff1ah...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1612462</th>\n",
+        "      <td> d5cfa7265a32baa0a1a516fe580bfa0a</td>\n",
+        "      <td> 903ae3a83f0cd708400559909097a90e</td>\n",
+        "      <td> 2014-12-31</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> #\u5954\u8dd1\u54272015# \u770b@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \uff0c\u9001@\u5feb\u7684\u6253\u8f66 #\u4e00\u4ebf\u8de8\u5e74\u7ea2\u5305#\uff01\u8981\u7684\u70b9\u8fd9\u91cc\uff1ah...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1613105</th>\n",
+        "      <td> cac66d56f7b04162e1e31f8cba4f6700</td>\n",
+        "      <td> e8dfe1bc9c992f7328a60c6b57c4ddef</td>\n",
+        "      <td> 2014-12-25</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>          \u8f6c\u673a\u9047\u4e0a\u4e86\u7f8e\u56fd\u6625\u8fd0\u7684\u6d3b\u52a8  \u6211\u5728\u8fd9\u91cc\uff1a  http://t.cn/8kk7nJq</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1613431</th>\n",
+        "      <td> 8850ff9c9ff0d884cf0339673393277e</td>\n",
+        "      <td> 06b183660fd6a2230d8f39ebcc883b93</td>\n",
+        "      <td> 2014-12-05</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u6211\u4eca\u5929\u5728#\u5fae\u76d8\u7b7e\u5230#\u83b7\u5f97\u4e86180M\u514d\u8d39\u7a7a\u95f4,\u597d\u8fd0\u6307\u65701\u9897\u661f,\u4f60\u4e5f\u6765\u8bd5\u8bd5\u624b\u6c14\u5427~@\u5fae\u76d8 \u65b0\u6d6a\u7f51...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1613753</th>\n",
+        "      <td> b57ead032049d7b226d85874241c41d4</td>\n",
+        "      <td> 08a6f8aec20b9b47593de1932095b656</td>\n",
+        "      <td> 2014-12-27</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> #\u4e00\u8d77\u53d1\u7ea2\u5305\u5427#\u5c81\u672b\u7ea2\u5305\u5b63\uff0c\u5929\u4e0a\u6389\u7ea2\u5305\uff0c\u4e0d\u6361\u767d\u4e0d\u6361\uff01\u6211\u5728@\u5218\u70e8 \u548c@\u6a80\u6728\u5e7b\u60f3 \u5171\u540c\u9001\u51fa\u7684\u7ea2\u5305...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1614070</th>\n",
+        "      <td> 8f5e28f74a6947b37ebaa557a774a49b</td>\n",
+        "      <td> 3f78dd5cea8d984ad1cb60389832c0bc</td>\n",
+        "      <td> 2014-12-01</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> #\u5927\u4e50\u900f\u514d\u8d39\u5206#\u6dd8\u5b9d\u53cc12\u524d\u7ebf\u62a5\u9053\uff0c\u6211\u6b63\u5728\u53c2\u52a0\u5927\u4e50\u900f\u514d\u8d39\u5206\u6d3b\u52a8\uff0c100%\u4e2d\u5956\uff01\u901f\u5ea6\u6765\u8ddf\u6211\u4e00\u8d77...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1614545</th>\n",
+        "      <td> 667ca478cf872c56643a6969e2f83562</td>\n",
+        "      <td> 601c6ffc66846c4816c224210040aa2a</td>\n",
+        "      <td> 2014-12-24</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>        \u300eExcel\u6570\u636e\u5206\u6790\u5b9e\u6218\uff08\u57fa\u7840\u7bc7\uff09- \u4e91\u8bfe\u5802\u300fhttp://t.cn/RzFOfVB</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1614546</th>\n",
+        "      <td> 667ca478cf872c56643a6969e2f83562</td>\n",
+        "      <td> 080b167e123295711160dc4baad6882f</td>\n",
+        "      <td> 2014-12-25</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> \u300e\u6570\u76df\u5723\u8bde\u5927\u793c\uff01\u4e0a\u6d77\u3001\u5317\u4eacDSM\u805a\u4f1a\u7cbe\u5f69PPT\u3001\u89c6\u9891\u5927\u5206\u4eab~ \u2013 \u6570\u76df -\u300fhttp://t...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1615300</th>\n",
+        "      <td> b5a98dade081dcc20c527521ec6745ff</td>\n",
+        "      <td> 5b170b7f2c851a68528f72dbee3815ef</td>\n",
+        "      <td> 2014-12-25</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u61c2\u4f60\u7684\u4eba\uff0c\u4f1a\u7528\u4f60\u6240\u9700\u8981\u7684\u65b9\u5f0f\u53bb\u7231\u4f60\u3002\u4e0d\u61c2\u4f60\u7684\u4eba\uff0c\u4f1a\u7528\u4ed6\u6240\u9700\u8981\u7684\u65b9\u5f0f\u53bb\u7231\u4f60\u3002\u4e8e\u662f\uff0c\u61c2\u4f60\u7684\u4eba\u5e38\u662f...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1615301</th>\n",
+        "      <td> b5a98dade081dcc20c527521ec6745ff</td>\n",
+        "      <td> 135b4639c518b4847972206ce8e5cda0</td>\n",
+        "      <td> 2014-12-25</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>    \u4e00\u79d2\u5c31\u6210\u4e3a\u4e86\u4e0b\u4e00\u79d2\u7684\u8fc7\u53bb\uff0c\u65e2\u7136\u5f88\u591a\u4e1c\u897f\u6ce8\u5b9a\u8981\u5931\u53bb\u7684\uff0c\u90a3\u4e48\uff0c\u6211\u4eec\u552f\u4e00\u53ef\u4ee5\u505a\u5230\u7684\u5c31\u662f\u4e0d\u8f7b\u6613\u5fd8\u8bb0\u3002</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1615302</th>\n",
+        "      <td> b5a98dade081dcc20c527521ec6745ff</td>\n",
+        "      <td> 9295c23f07d0b619c1e1cd577c52c10a</td>\n",
+        "      <td> 2014-12-29</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u3010\u8fd9\u4e2a\u4e16\u754c\u4e0a \u603b\u6709\u4e2a\u4eba \u6cbb\u5f97\u4e86\u4f60\u3011\u53ea\u8981\u770b\u5230\u4ed6,\u4f60\u7684\u574f\u813e\u6c14\u81ea\u7136\u6536\u655b\u8d77\u6765,\u53d8\u5f97\u9a6f\u5982\u7f94\u7f8a\u3002\u53ea\u8981\u770b\u5230...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1615303</th>\n",
+        "      <td> b5a98dade081dcc20c527521ec6745ff</td>\n",
+        "      <td> 7672228e6a4fa4e2436babec190bd1a0</td>\n",
+        "      <td> 2014-12-29</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> \u6211\u559c\u6b22\u5e76\u4e60\u60ef\u4e86\u5bf9\u53d8\u5316\u7684\u4e1c\u897f\u4fdd\u6301\u7740\u8ddd\u79bb\uff0c\u8fd9\u6837\u624d\u4f1a\u77e5\u9053\u4ec0\u4e48\u662f\u6700\u4e0d\u4f1a\u88ab\u65f6\u95f4\u629b\u5f03\u7684\u51c6\u5219\u3002\u6bd4\u5982\u7231\u4e00\u4e2a\u4eba...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1616736</th>\n",
+        "      <td> 4bcf3068ccda10cf59b5bb9c46c91cda</td>\n",
+        "      <td> 99c23691bef5ae8c223b0a6bf6d54a91</td>\n",
+        "      <td> 2014-12-12</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u5404\u8def\u5927\u795e\u5feb\u6765\u5e2e\u6211\u5f00\u5f69\uff0c\u53d8\u8eab\u5343\u4e07\u5bcc\u7fc1\u5c31\u5dee\u4f60\u8fd9\u4e00\u6b65\u5566\uff01\u626b\u63cf\u4e8c\u7ef4\u7801\u6216\u731b\u6233\u94fe\u63a5\uff0c\u571f\u8c6a\u4e4b\u8def\uff0c\u8d70\u8d77\u6765\uff01 ...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1616992</th>\n",
+        "      <td> a6f40f53d793446e43172abc7ac5395e</td>\n",
+        "      <td> 382d627672f400f430878d358e508bf1</td>\n",
+        "      <td> 2014-12-24</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> By restricting yourself to work on stuff you f...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1619466</th>\n",
+        "      <td> bbec66a0fafd1cab68a3957db617ef6c</td>\n",
+        "      <td> e9cecbeafc9409b0bc9bd79d6436a7c6</td>\n",
+        "      <td> 2014-12-14</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> @\u963f\u91cc\u4e91 \u7684\u90a3\u4e2abgp\u7f51\u7edc\u592a\u6e23\u4e86\uff0c\u81ea\u6d4b\u5728\u7528\u6237\u7f51\u7edc\u6bd4\u8f83\u5dee\u60c5\u51b5\uff0c\u8986\u76d6\u7387\u6bd4Google\u5dee\u4e86\u63a5\u8fd1\u4e00\u500d...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1620076</th>\n",
+        "      <td> fd48b61e77077189c8efbe920738d987</td>\n",
+        "      <td> 23fab2f937f24fcf097723107dfdbe87</td>\n",
+        "      <td> 2014-12-12</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> #HiCar\u7ea6\u5417#\u3010#HiCar\u7ea6\u5417#\u9884\u7ea6\u9001iPhone6\u30111\u5206\u94b1\u79d2\u6740\u4ef7\u503c599\u5143HiCar...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1620631</th>\n",
+        "      <td> 73b913c69cad2f841e16f2a18a293518</td>\n",
+        "      <td> 14f2530e6863f4559bc67a159b4b0b73</td>\n",
+        "      <td> 2014-12-13</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u55ef\uff0c\u597d\u5403\u3002\u987a\u4fbf\u53d1\u5fae\u535a\u6253\u4e2a\u6298\u3002@\u5927\u4e2a\u4e36\u840c @\u73bb\u7483\u7403\u534a\u900f\u660e @\u5371\u5927\u8def @\u7389\u6797\u4e32\u4e32\u9999\u9b4f\u516c\u6751\u5e97 ht...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1620632</th>\n",
+        "      <td> 23be83d0452f99a8b6b4f26400ac2725</td>\n",
+        "      <td> 980913abbc156f6cf051b0f2a95b2f4a</td>\n",
+        "      <td> 2014-12-23</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> \u878d\u91d1\u6240\u53cc\u65e6\u5e78\u8fd0\u7838\u86cb\u62bd\u5956\u6d3b\u52a8\uff0c100%\u4e2d\u5956\u6982\u7387\uff0c\u8fd8\u5728\u7b49\u4ec0\u4e48\uff01 http://t.cn/Rzk6y0l</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1625895</th>\n",
+        "      <td> 63e6c60939f812a6fff967ae19a332fa</td>\n",
+        "      <td> 1ad91f88007119607d745d38de4bd8f0</td>\n",
+        "      <td> 2014-12-19</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>                                            \u5fae\u535a\u5206\u4eab\u6d4b\u8bd5</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626042</th>\n",
+        "      <td> 91143c7a8dde1c68c3f5236dd238817d</td>\n",
+        "      <td> 30bd342f6285a2a31d352741be6beaa3</td>\n",
+        "      <td> 2014-12-01</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>                                      \u628a\u4e00\u5927\u6ce2\u82cd\u8001\u5e08\u88c5\u8fdb\u53e3\u888b\u91cc</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626676</th>\n",
+        "      <td> f0360d632c93dc4c73622b9ebbca235a</td>\n",
+        "      <td> f978b7a5be91e9ad60a66725df3b8e89</td>\n",
+        "      <td> 2014-12-01</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td> #\u5927\u4e50\u900f\u514d\u8d39\u5206#\u6dd8\u5b9d\u53cc12\u524d\u7ebf\u62a5\u9053\uff0c\u6211\u6b63\u5728\u53c2\u52a0\u5927\u4e50\u900f\u514d\u8d39\u5206\u6d3b\u52a8\uff0c100%\u4e2d\u5956\uff01\u901f\u5ea6\u6765\u8ddf\u6211\u4e00\u8d77...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>6073 rows \u00d7 10 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 89,
+       "text": [
+        "                                      uid                               mid  \\\n",
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+        "16550    452c48de889e8861693d0145729b9dff  250bd5e4f648d9691d27b4cbfbd8efd9   \n",
+        "17902    b665954f21d15765896ca0183bdb302e  d751e56a5588d0ddc5d110189f5aaaf8   \n",
+        "27024    6ff848d79729f56036dff72742b33d06  281df016130f988d2f4bc5a06bb46d05   \n",
+        "27109    8397973290a96db9fa3d5b218e7d58b7  d9ef5750b2cb3e55ff1fd635b04b88f5   \n",
+        "...                                   ...                               ...   \n",
+        "1609015  1045ae771d0071ccea05344cd190ee13  f832e6e9d02b4043d42eefd6685ed1ea   \n",
+        "1609055  70e0717da66f9bec7955f4e50ef6bce2  968f0d315ed1119ca5e9deb16235fa05   \n",
+        "1609286  e810af3b19947017c4577740df140202  736b3ecebcd45d307110f28b35c9440f   \n",
+        "1610291  89071646a1b50767ab36137abe5c19e8  f60b75e74b0b680b1c240be2a62cb596   \n",
+        "1612243  f0a1e1b57a695c85fb16cf60cf133e53  d4e37b85a4dd9ad7b2ac60eec609e1c5   \n",
+        "1612244  f0a1e1b57a695c85fb16cf60cf133e53  2406a9bc77f881f85ca306a3b5cc8f94   \n",
+        "1612411  b69b03a53f81e9e8573983dbc8e67117  34204539fa37615f23dcb1bb0b034298   \n",
+        "1612459  d5cfa7265a32baa0a1a516fe580bfa0a  1bc383058170d5fc4458cf94c3133857   \n",
+        "1612460  d5cfa7265a32baa0a1a516fe580bfa0a  0bb44ed6efc6574697b8a62e5306f20a   \n",
+        "1612461  d5cfa7265a32baa0a1a516fe580bfa0a  32be221f306e6a56479de5af363405f9   \n",
+        "1612462  d5cfa7265a32baa0a1a516fe580bfa0a  903ae3a83f0cd708400559909097a90e   \n",
+        "1613105  cac66d56f7b04162e1e31f8cba4f6700  e8dfe1bc9c992f7328a60c6b57c4ddef   \n",
+        "1613431  8850ff9c9ff0d884cf0339673393277e  06b183660fd6a2230d8f39ebcc883b93   \n",
+        "1613753  b57ead032049d7b226d85874241c41d4  08a6f8aec20b9b47593de1932095b656   \n",
+        "1614070  8f5e28f74a6947b37ebaa557a774a49b  3f78dd5cea8d984ad1cb60389832c0bc   \n",
+        "1614545  667ca478cf872c56643a6969e2f83562  601c6ffc66846c4816c224210040aa2a   \n",
+        "1614546  667ca478cf872c56643a6969e2f83562  080b167e123295711160dc4baad6882f   \n",
+        "1615300  b5a98dade081dcc20c527521ec6745ff  5b170b7f2c851a68528f72dbee3815ef   \n",
+        "1615301  b5a98dade081dcc20c527521ec6745ff  135b4639c518b4847972206ce8e5cda0   \n",
+        "1615302  b5a98dade081dcc20c527521ec6745ff  9295c23f07d0b619c1e1cd577c52c10a   \n",
+        "1615303  b5a98dade081dcc20c527521ec6745ff  7672228e6a4fa4e2436babec190bd1a0   \n",
+        "1616736  4bcf3068ccda10cf59b5bb9c46c91cda  99c23691bef5ae8c223b0a6bf6d54a91   \n",
+        "1616992  a6f40f53d793446e43172abc7ac5395e  382d627672f400f430878d358e508bf1   \n",
+        "1619466  bbec66a0fafd1cab68a3957db617ef6c  e9cecbeafc9409b0bc9bd79d6436a7c6   \n",
+        "1620076  fd48b61e77077189c8efbe920738d987  23fab2f937f24fcf097723107dfdbe87   \n",
+        "1620631  73b913c69cad2f841e16f2a18a293518  14f2530e6863f4559bc67a159b4b0b73   \n",
+        "1620632  23be83d0452f99a8b6b4f26400ac2725  980913abbc156f6cf051b0f2a95b2f4a   \n",
+        "1625895  63e6c60939f812a6fff967ae19a332fa  1ad91f88007119607d745d38de4bd8f0   \n",
+        "1626042  91143c7a8dde1c68c3f5236dd238817d  30bd342f6285a2a31d352741be6beaa3   \n",
+        "1626676  f0360d632c93dc4c73622b9ebbca235a  f978b7a5be91e9ad60a66725df3b8e89   \n",
+        "\n",
+        "               time  forward_count  comment_count  like_count  \\\n",
+        "336      2014-12-11              0              0           0   \n",
+        "1343     2014-12-24              0              0           0   \n",
+        "1344     2014-12-24              0              0           0   \n",
+        "1345     2014-12-30              0              0           0   \n",
+        "1840     2014-12-19              0              0           1   \n",
+        "4219     2014-12-19              0              0           0   \n",
+        "6119     2014-12-08              0              0           1   \n",
+        "6138     2014-12-31              0              0           0   \n",
+        "6962     2014-12-15              0              2           0   \n",
+        "6963     2014-12-26              0              0           0   \n",
+        "8632     2014-12-21              0              0           0   \n",
+        "8649     2014-12-06              0              0           0   \n",
+        "8650     2014-12-07              0              0           0   \n",
+        "8651     2014-12-08              0              0           0   \n",
+        "8652     2014-12-12              0              0           0   \n",
+        "8702     2014-12-11              0              0           0   \n",
+        "13614    2014-12-12              0              0           0   \n",
+        "15570    2014-12-12              0              0           0   \n",
+        "15571    2014-12-12              0              0           0   \n",
+        "15572    2014-12-12              0              0           0   \n",
+        "15573    2014-12-12              0              0           0   \n",
+        "15574    2014-12-12              0              0           0   \n",
+        "15575    2014-12-12              0              0           0   \n",
+        "15576    2014-12-12              0              0           0   \n",
+        "15577    2014-12-12              0              0           0   \n",
+        "15578    2014-12-16              0              0           0   \n",
+        "16550    2014-12-24              0              0           1   \n",
+        "17902    2014-12-22              0              0           0   \n",
+        "27024    2014-12-12              0              4           0   \n",
+        "27109    2014-12-27             14              0           2   \n",
+        "...             ...            ...            ...         ...   \n",
+        "1609015  2014-12-15              0              0           0   \n",
+        "1609055  2014-12-17              0              0           0   \n",
+        "1609286  2014-12-10              0              1           0   \n",
+        "1610291  2014-12-23              0              0           0   \n",
+        "1612243  2014-12-19              1              0           0   \n",
+        "1612244  2014-12-27              0              0           0   \n",
+        "1612411  2014-12-24              0              0           0   \n",
+        "1612459  2014-12-31              0              0           0   \n",
+        "1612460  2014-12-31              0              0           0   \n",
+        "1612461  2014-12-31              0              0           0   \n",
+        "1612462  2014-12-31              0              0           0   \n",
+        "1613105  2014-12-25              0              1           0   \n",
+        "1613431  2014-12-05              0              0           0   \n",
+        "1613753  2014-12-27              0              0           0   \n",
+        "1614070  2014-12-01              0              0           0   \n",
+        "1614545  2014-12-24              0              0           0   \n",
+        "1614546  2014-12-25              0              0           2   \n",
+        "1615300  2014-12-25              0              0           0   \n",
+        "1615301  2014-12-25              0              0           1   \n",
+        "1615302  2014-12-29              0              0           0   \n",
+        "1615303  2014-12-29              0              0           1   \n",
+        "1616736  2014-12-12              0              1           0   \n",
+        "1616992  2014-12-24              0              0           0   \n",
+        "1619466  2014-12-14              0              0           0   \n",
+        "1620076  2014-12-12              0              0           0   \n",
+        "1620631  2014-12-13              0              4           0   \n",
+        "1620632  2014-12-23              0              0           0   \n",
+        "1625895  2014-12-19              0              0           0   \n",
+        "1626042  2014-12-01              0              0           0   \n",
+        "1626676  2014-12-01              0              0           0   \n",
+        "\n",
+        "                                                   context  forward_avg  \\\n",
+        "336      \u6211\u521a\u6362\u4e86\u201c\u60c5\u8ff7\u5b9d\u4e3d\u6765\u201d\u5957\u88c5\uff0c\u597d\u6f02\u4eae\uff0c\u4f60\u4eec\u90fd\u5feb\u6765\u8bd5\u8bd5\uff01 http://weibo.com/ho...          NaN   \n",
+        "1343     \u3010\u300aPython\u90a3\u4e9b\u4e8b\u513f\u300b\u8f6c\u53d1\u8d60\u4e66\u3011 (\u5206\u4eab\u81ea @\u4eca\u65e5\u5934\u6761 ) http://t.cn/Rz...          NaN   \n",
+        "1344     \u7a0b\u5e8f\u5458\uff0c\u5b66\u4e60\u4e2d\u3002 //\u3010\u300aPython\u90a3\u4e9b\u4e8b\u513f\u300b\u8f6c\u53d1\u8d60\u4e66\u3011http://t.cn/RzFBo...          NaN   \n",
+        "1345                    \u4eca\u5e74\u5750\u98de\u673a\u6ca1\u5b89\u5168\u611f\u3002 \u6211\u5206\u4eab\u4e86http://t.cn/RZLmEpI          NaN   \n",
+        "1840     \u65b0\u6d6a\u5fae\u535aAndroid\u5ba2\u6237\u7aefV3.3.5\u5168\u65b0\u5347\u7ea7\uff01\u652f\u6301\u5728\u7ebf\u4e3b\u9898\u4e0b\u8f7d\uff0c\u7cbe\u7f8e\u4e3b\u9898\u4e0d\u5bb9\u9519\u8fc7;\u5168\u65b0\u8bdd...          NaN   \n",
+        "4219     \u901a\u8fc7@\u5fae\u76d8 \u4e0b\u8f7d\u4e86@\u5409\u5409\u4e8e \u5206\u4eab\u7684\"introduction to tornado \u4e2d\u6587\u7ffb\u8bd1...          NaN   \n",
+        "6119                                  \u6211\u52d2\u4e2a\u53bb\uff0c\u597d\u4e45\u6ca1\u4e0a\u5fae\u535a\uff0c\u7adf\u7136\u4e11\u6210\u8fd9\u6837\u4e86\uff1f          NaN   \n",
+        "6138     \u6211\u521a\u53c2\u52a0\u4e86115\u7f51\u76d88TB\u7a7a\u95f4\u9a6c\u4e0a\u9886\uff0c\u6ce8\u518c\u5373\u83b7\u771f\u6b63\u65e0\u9650\u6c38\u4e45\u7a7a\u95f4\uff0c\u81ea\u52a8\u589e\u957f\uff0c\u5f15\u7206\u4e91\u65f6\u4ee3\uff0c\u901f\u5ea6\u6765...          NaN   \n",
+        "6962                                                 \u518d\u6b21\u5192\u4e2a\u6ce1          NaN   \n",
+        "6963                               \u6211\u5206\u4eab\u4e86http://t.cn/RZPGBZr          NaN   \n",
+        "8632     \u6211\u4e5f\u5f00\u901a\u4e86@\u7f51\u6613LOFTER\uff0c\u4ee5\u540e\u4f1a\u5728\u8fd9\u91cc\u5199\u5199\u6587\u7ae0\u3001\u53d1\u53d1\u56fe\u3002 \u6211\u7684LOFTER\u5730\u5740\uff1ahttp...          NaN   \n",
+        "8649     \u5077\u5077\u544a\u8bc9\u4f60\u54df\uff01\u624b\u673a\u6dd8\u5b9d\u522e\u522e\u5361\u6d3b\u52a8\u8d85\u7ed9\u529b\u7684\u8bf4\uff0c\u5feb\u6765\u548c\u6211\u4e00\u8d77\u74dc\u52063000\u4e07\u5427\uff01\u4e2d\u4e86\u8bb0\u5f97\u8bf7\u6211\u5403\u5305\u8fa3...          NaN   \n",
+        "8650     \u5077\u5077\u544a\u8bc9\u4f60\u54df\uff01\u624b\u673a\u6dd8\u5b9d\u522e\u522e\u5361\u6d3b\u52a8\u8d85\u7ed9\u529b\u7684\u8bf4\uff0c\u5feb\u6765\u548c\u6211\u4e00\u8d77\u74dc\u52063000\u4e07\u5427\uff01\u4e2d\u4e86\u8bb0\u5f97\u8bf7\u6211\u5403\u5305\u8fa3...          NaN   \n",
+        "8651     #\u5927\u4e50\u900f\u514d\u8d39\u5206#\u6dd8\u5b9d\u53cc12\u524d\u7ebf\u62a5\u9053\uff0c\u6211\u6b63\u5728\u53c2\u52a0\u5927\u4e50\u900f\u514d\u8d39\u5206\u6d3b\u52a8\uff0c100%\u4e2d\u5956\uff01\u901f\u5ea6\u6765\u8ddf\u6211\u4e00\u8d77...          NaN   \n",
+        "8652     \u5404\u8def\u5927\u795e\u5feb\u6765\u5e2e\u6211\u5f00\u5f69\uff0c\u53d8\u8eab\u5343\u4e07\u5bcc\u7fc1\u5c31\u5dee\u4f60\u8fd9\u4e00\u6b65\u5566\uff01\u626b\u63cf\u4e8c\u7ef4\u7801\u6216\u731b\u6233\u94fe\u63a5\uff0c\u571f\u8c6a\u4e4b\u8def\uff0c\u8d70\u8d77\u6765\uff01 ...          NaN   \n",
+        "8702     \u5f00\u59cb\u538c\u5026\u4e86\u6bcf\u5929\u7684\u788e\u788e\u5ff5\uff0c\u5373\u4f7f\u8eab\u5904\u95f9\u5e02\u4e5f\u4f1a\u5b64\u72ec\u3002\u60f3\u8981\u8ddf\u522b\u4eba\u4e0d\u4e00\u6837\uff0c\u60f3\u8981\u591a\u70b9\u7a7a\u6c14\uff0c\u60f3\u8981\u4e00\u6b21\u6df1\u547c\u5438...          NaN   \n",
+        "13614                                         #\u4fdd\u536b\u841d\u535c2#\u6211\u4e0a\u699c\u5566\uff01          NaN   \n",
+        "15570    %23%E6%9D%A5%E8%87%AA%E4%B9%90%E6%8B%8D%E7%9A%...          NaN   \n",
+        "15571                       \u5feb\u6765\u770b\u770b\u6211\u62cd\u7684\u89c6\u9891\uff1a\uff08\u6765\u81ea@\u4e50\u62cd\uff09\uff0c\u4e0b\u8f7d\u5730\u5740\uff1ahttp://          NaN   \n",
+        "15572    %23%E6%9D%A5%E8%87%AA%E4%B9%90%E6%8B%8D%E7%9A%...          NaN   \n",
+        "15573                       \u5feb\u6765\u770b\u770b\u6211\u62cd\u7684\u89c6\u9891\uff1a\uff08\u6765\u81ea@\u4e50\u62cd\uff09\uff0c\u4e0b\u8f7d\u5730\u5740\uff1ahttp://          NaN   \n",
+        "15574    %23%E6%9D%A5%E8%87%AA%E4%B9%90%E6%8B%8D%E7%9A%...          NaN   \n",
+        "15575    %23%E6%9D%A5%E8%87%AA%E4%B9%90%E6%8B%8D%E7%9A%...          NaN   \n",
+        "15576    %23%E6%9D%A5%E8%87%AA%E4%B9%90%E6%8B%8D%E7%9A%...          NaN   \n",
+        "15577    %23%E6%9D%A5%E8%87%AA%E4%B9%90%E6%8B%8D%E7%9A%...          NaN   \n",
+        "15578                                            #\u6765\u81ea\u4e50\u62cd\u7684\u5206\u4eab#          NaN   \n",
+        "16550    #\u5feb\u7684\u6253\u8f66\u7ea2\u5305#\u8bf7\u53eb\u6211\u5723\u8bde\u8001\u4eba\uff0c\u7ed9\u5927\u5bb6\u53d1\u5723\u8bde\u793c\u7269\u55bd\uff01\u6253\u8f66\u5c31\u9001\u8d85\u5927\u7ea2\u5305\uff0c66\u4e2a\u7ea2\u5305\u4efb\u4f60\u62a2\uff01\u8981\u7684...          NaN   \n",
+        "17902                              \u6211\u5206\u4eab\u4e86http://t.cn/Rzd1EL1          NaN   \n",
+        "27024                                             @\u5c0f\u51b0 \u5c0f\u51b0\u8bc6\u4e66          NaN   \n",
+        "27109    \u5927\u89c4\u6a21\u56fe\u50cf\u8bc6\u522b\u67b6\u6784\u8ba8\u8bba 1\uff1a\u901a\u8fc7\u79fb\u52a8\u8bbe\u5907\u62cd\u7167\uff0c\u5b9e\u65f6\u8bc6\u522b\u89c6\u91ce\u4e2d\u662f\u5426\u5305\u542b\u9884\u5148\u5f55\u5165\u6570\u636e\u5e93\u7684\u56fe\u50cf\uff1b\u5982...          NaN   \n",
+        "...                                                    ...          ...   \n",
+        "1609015  \u300a010_BBC\u718a\u732b\u7f14\u9020\u8005.Panda.Maker.[\u590f\u672b\u79cb\u5b57\u5e55\u7ec4]\u300b\u5f88\u559c\u6b22\uff01\u90fd\u6765\u542c\u542c\u5427ht...          NaN   \n",
+        "1609055  \u5feb\u6765\u5e2e\u6211#\u4e00\u8d77\u51b2\u676f\u4f18\u4e50\u7f8e#\uff0c\u70b9\u51fb\u4e00\u4e0b\u5c31\u80fd\u70b9\u4eae\u4e00\u4e2a\u56fe\u6807\u3002\u96c6\u9f504\u4e2a\u5c31\u80fd\u62bd\u5956\u5566\uff01\u62bd\u4e2d\u4e00\u7bb1\u5976\u8336\u8fd8\u80fd\u4e0a...          NaN   \n",
+        "1609286  \u90ed\u7ecf\u7406\uff0c\u90a3\u4e48\u591a\u5e74\uff0c\u4f60\u4e00\u76f4\u662f\u6211\u7684\u8d85\u8d8a\u76ee\u6807\uff0c\u7136\u540e\u5c31\u662f\u957f\u4e45\u7684\u8ff7\u60d8\u3002\u6211\u80fd\u505a\u4ec0\u4e48\uff0c\u4ec0\u4e48\u624d\u662f\u6211\u7684\uff1f\u751f\u6d3b\u548c...          NaN   \n",
+        "1610291  \u6211\u5728\u4e50\u89c6\u7f51\u53d1\u73b0\u5f88\u591a\u597d\u5267\u54e6\uff0c<<\u6b66\u5a9a\u5a18\u4f20\u5947>><<\u6ee1\u4ed3\u8fdb\u57ce>><<\u7504\u5b1b\u4f20>><<\u72d0\u4ed9>><<\u6b66...          NaN   \n",
+        "1612243     \u540c\u6837\u662f\u8fdd\u7ae0\u505c\u8f66\u622a\u7136\u4e0d\u540c\u7684\u4e24\u79cd\u7ed3\u679c\uff0c\u80fdat@\u5e73\u5b89\u5317\u4eac\u5417 http://t.cn/R7nO1J5          NaN   \n",
+        "1612244          [\u5f31]\u300e\u6cb3\u5357\u5973\u519c\u6c11\u5de5\u8ba8\u85aa\u547d\u4e27\u592a\u539f\u9f99\u57ce\u6d3e\u51fa\u6240\u300fhttp://t.cn/RZhzxp5          NaN   \n",
+        "1612411  #\u5feb\u7684\u6253\u8f66\u7ea2\u5305#\u8bf7\u53eb\u6211\u5723\u8bde\u8001\u4eba\uff0c\u7ed9\u5927\u5bb6\u53d1\u5723\u8bde\u793c\u7269\u55bd\uff01\u6253\u8f66\u5c31\u9001\u8d85\u5927\u7ea2\u5305\uff0c66\u4e2a\u7ea2\u5305\u4efb\u4f60\u62a2\uff01\u8981\u7684...          NaN   \n",
+        "1612459  #\u5954\u8dd1\u54272015# \u770b@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \uff0c\u9001@\u5feb\u7684\u6253\u8f66 #\u4e00\u4ebf\u8de8\u5e74\u7ea2\u5305#\uff01\u8981\u7684\u70b9\u8fd9\u91cc\uff1ah...          NaN   \n",
+        "1612460  #\u5954\u8dd1\u54272015# \u770b@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \uff0c\u9001@\u5feb\u7684\u6253\u8f66 #\u4e00\u4ebf\u8de8\u5e74\u7ea2\u5305#\uff01\u8981\u7684\u70b9\u8fd9\u91cc\uff1ah...          NaN   \n",
+        "1612461  #\u5954\u8dd1\u54272015# \u770b@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \uff0c\u9001@\u5feb\u7684\u6253\u8f66 #\u4e00\u4ebf\u8de8\u5e74\u7ea2\u5305#\uff01\u8981\u7684\u70b9\u8fd9\u91cc\uff1ah...          NaN   \n",
+        "1612462  #\u5954\u8dd1\u54272015# \u770b@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \uff0c\u9001@\u5feb\u7684\u6253\u8f66 #\u4e00\u4ebf\u8de8\u5e74\u7ea2\u5305#\uff01\u8981\u7684\u70b9\u8fd9\u91cc\uff1ah...          NaN   \n",
+        "1613105           \u8f6c\u673a\u9047\u4e0a\u4e86\u7f8e\u56fd\u6625\u8fd0\u7684\u6d3b\u52a8  \u6211\u5728\u8fd9\u91cc\uff1a  http://t.cn/8kk7nJq          NaN   \n",
+        "1613431  \u6211\u4eca\u5929\u5728#\u5fae\u76d8\u7b7e\u5230#\u83b7\u5f97\u4e86180M\u514d\u8d39\u7a7a\u95f4,\u597d\u8fd0\u6307\u65701\u9897\u661f,\u4f60\u4e5f\u6765\u8bd5\u8bd5\u624b\u6c14\u5427~@\u5fae\u76d8 \u65b0\u6d6a\u7f51...          NaN   \n",
+        "1613753  #\u4e00\u8d77\u53d1\u7ea2\u5305\u5427#\u5c81\u672b\u7ea2\u5305\u5b63\uff0c\u5929\u4e0a\u6389\u7ea2\u5305\uff0c\u4e0d\u6361\u767d\u4e0d\u6361\uff01\u6211\u5728@\u5218\u70e8 \u548c@\u6a80\u6728\u5e7b\u60f3 \u5171\u540c\u9001\u51fa\u7684\u7ea2\u5305...          NaN   \n",
+        "1614070  #\u5927\u4e50\u900f\u514d\u8d39\u5206#\u6dd8\u5b9d\u53cc12\u524d\u7ebf\u62a5\u9053\uff0c\u6211\u6b63\u5728\u53c2\u52a0\u5927\u4e50\u900f\u514d\u8d39\u5206\u6d3b\u52a8\uff0c100%\u4e2d\u5956\uff01\u901f\u5ea6\u6765\u8ddf\u6211\u4e00\u8d77...          NaN   \n",
+        "1614545         \u300eExcel\u6570\u636e\u5206\u6790\u5b9e\u6218\uff08\u57fa\u7840\u7bc7\uff09- \u4e91\u8bfe\u5802\u300fhttp://t.cn/RzFOfVB          NaN   \n",
+        "1614546  \u300e\u6570\u76df\u5723\u8bde\u5927\u793c\uff01\u4e0a\u6d77\u3001\u5317\u4eacDSM\u805a\u4f1a\u7cbe\u5f69PPT\u3001\u89c6\u9891\u5927\u5206\u4eab~ \u2013 \u6570\u76df -\u300fhttp://t...          NaN   \n",
+        "1615300  \u61c2\u4f60\u7684\u4eba\uff0c\u4f1a\u7528\u4f60\u6240\u9700\u8981\u7684\u65b9\u5f0f\u53bb\u7231\u4f60\u3002\u4e0d\u61c2\u4f60\u7684\u4eba\uff0c\u4f1a\u7528\u4ed6\u6240\u9700\u8981\u7684\u65b9\u5f0f\u53bb\u7231\u4f60\u3002\u4e8e\u662f\uff0c\u61c2\u4f60\u7684\u4eba\u5e38\u662f...          NaN   \n",
+        "1615301     \u4e00\u79d2\u5c31\u6210\u4e3a\u4e86\u4e0b\u4e00\u79d2\u7684\u8fc7\u53bb\uff0c\u65e2\u7136\u5f88\u591a\u4e1c\u897f\u6ce8\u5b9a\u8981\u5931\u53bb\u7684\uff0c\u90a3\u4e48\uff0c\u6211\u4eec\u552f\u4e00\u53ef\u4ee5\u505a\u5230\u7684\u5c31\u662f\u4e0d\u8f7b\u6613\u5fd8\u8bb0\u3002          NaN   \n",
+        "1615302  \u3010\u8fd9\u4e2a\u4e16\u754c\u4e0a \u603b\u6709\u4e2a\u4eba \u6cbb\u5f97\u4e86\u4f60\u3011\u53ea\u8981\u770b\u5230\u4ed6,\u4f60\u7684\u574f\u813e\u6c14\u81ea\u7136\u6536\u655b\u8d77\u6765,\u53d8\u5f97\u9a6f\u5982\u7f94\u7f8a\u3002\u53ea\u8981\u770b\u5230...          NaN   \n",
+        "1615303  \u6211\u559c\u6b22\u5e76\u4e60\u60ef\u4e86\u5bf9\u53d8\u5316\u7684\u4e1c\u897f\u4fdd\u6301\u7740\u8ddd\u79bb\uff0c\u8fd9\u6837\u624d\u4f1a\u77e5\u9053\u4ec0\u4e48\u662f\u6700\u4e0d\u4f1a\u88ab\u65f6\u95f4\u629b\u5f03\u7684\u51c6\u5219\u3002\u6bd4\u5982\u7231\u4e00\u4e2a\u4eba...          NaN   \n",
+        "1616736  \u5404\u8def\u5927\u795e\u5feb\u6765\u5e2e\u6211\u5f00\u5f69\uff0c\u53d8\u8eab\u5343\u4e07\u5bcc\u7fc1\u5c31\u5dee\u4f60\u8fd9\u4e00\u6b65\u5566\uff01\u626b\u63cf\u4e8c\u7ef4\u7801\u6216\u731b\u6233\u94fe\u63a5\uff0c\u571f\u8c6a\u4e4b\u8def\uff0c\u8d70\u8d77\u6765\uff01 ...          NaN   \n",
+        "1616992  By restricting yourself to work on stuff you f...          NaN   \n",
+        "1619466  @\u963f\u91cc\u4e91 \u7684\u90a3\u4e2abgp\u7f51\u7edc\u592a\u6e23\u4e86\uff0c\u81ea\u6d4b\u5728\u7528\u6237\u7f51\u7edc\u6bd4\u8f83\u5dee\u60c5\u51b5\uff0c\u8986\u76d6\u7387\u6bd4Google\u5dee\u4e86\u63a5\u8fd1\u4e00\u500d...          NaN   \n",
+        "1620076  #HiCar\u7ea6\u5417#\u3010#HiCar\u7ea6\u5417#\u9884\u7ea6\u9001iPhone6\u30111\u5206\u94b1\u79d2\u6740\u4ef7\u503c599\u5143HiCar...          NaN   \n",
+        "1620631  \u55ef\uff0c\u597d\u5403\u3002\u987a\u4fbf\u53d1\u5fae\u535a\u6253\u4e2a\u6298\u3002@\u5927\u4e2a\u4e36\u840c @\u73bb\u7483\u7403\u534a\u900f\u660e @\u5371\u5927\u8def @\u7389\u6797\u4e32\u4e32\u9999\u9b4f\u516c\u6751\u5e97 ht...          NaN   \n",
+        "1620632  \u878d\u91d1\u6240\u53cc\u65e6\u5e78\u8fd0\u7838\u86cb\u62bd\u5956\u6d3b\u52a8\uff0c100%\u4e2d\u5956\u6982\u7387\uff0c\u8fd8\u5728\u7b49\u4ec0\u4e48\uff01 http://t.cn/Rzk6y0l          NaN   \n",
+        "1625895                                             \u5fae\u535a\u5206\u4eab\u6d4b\u8bd5          NaN   \n",
+        "1626042                                       \u628a\u4e00\u5927\u6ce2\u82cd\u8001\u5e08\u88c5\u8fdb\u53e3\u888b\u91cc          NaN   \n",
+        "1626676  #\u5927\u4e50\u900f\u514d\u8d39\u5206#\u6dd8\u5b9d\u53cc12\u524d\u7ebf\u62a5\u9053\uff0c\u6211\u6b63\u5728\u53c2\u52a0\u5927\u4e50\u900f\u514d\u8d39\u5206\u6d3b\u52a8\uff0c100%\u4e2d\u5956\uff01\u901f\u5ea6\u6765\u8ddf\u6211\u4e00\u8d77...          NaN   \n",
+        "\n",
+        "         comment_avg  like_avg  \n",
+        "336              NaN       NaN  \n",
+        "1343             NaN       NaN  \n",
+        "1344             NaN       NaN  \n",
+        "1345             NaN       NaN  \n",
+        "1840             NaN       NaN  \n",
+        "4219             NaN       NaN  \n",
+        "6119             NaN       NaN  \n",
+        "6138             NaN       NaN  \n",
+        "6962             NaN       NaN  \n",
+        "6963             NaN       NaN  \n",
+        "8632             NaN       NaN  \n",
+        "8649             NaN       NaN  \n",
+        "8650             NaN       NaN  \n",
+        "8651             NaN       NaN  \n",
+        "8652             NaN       NaN  \n",
+        "8702             NaN       NaN  \n",
+        "13614            NaN       NaN  \n",
+        "15570            NaN       NaN  \n",
+        "15571            NaN       NaN  \n",
+        "15572            NaN       NaN  \n",
+        "15573            NaN       NaN  \n",
+        "15574            NaN       NaN  \n",
+        "15575            NaN       NaN  \n",
+        "15576            NaN       NaN  \n",
+        "15577            NaN       NaN  \n",
+        "15578            NaN       NaN  \n",
+        "16550            NaN       NaN  \n",
+        "17902            NaN       NaN  \n",
+        "27024            NaN       NaN  \n",
+        "27109            NaN       NaN  \n",
+        "...              ...       ...  \n",
+        "1609015          NaN       NaN  \n",
+        "1609055          NaN       NaN  \n",
+        "1609286          NaN       NaN  \n",
+        "1610291          NaN       NaN  \n",
+        "1612243          NaN       NaN  \n",
+        "1612244          NaN       NaN  \n",
+        "1612411          NaN       NaN  \n",
+        "1612459          NaN       NaN  \n",
+        "1612460          NaN       NaN  \n",
+        "1612461          NaN       NaN  \n",
+        "1612462          NaN       NaN  \n",
+        "1613105          NaN       NaN  \n",
+        "1613431          NaN       NaN  \n",
+        "1613753          NaN       NaN  \n",
+        "1614070          NaN       NaN  \n",
+        "1614545          NaN       NaN  \n",
+        "1614546          NaN       NaN  \n",
+        "1615300          NaN       NaN  \n",
+        "1615301          NaN       NaN  \n",
+        "1615302          NaN       NaN  \n",
+        "1615303          NaN       NaN  \n",
+        "1616736          NaN       NaN  \n",
+        "1616992          NaN       NaN  \n",
+        "1619466          NaN       NaN  \n",
+        "1620076          NaN       NaN  \n",
+        "1620631          NaN       NaN  \n",
+        "1620632          NaN       NaN  \n",
+        "1625895          NaN       NaN  \n",
+        "1626042          NaN       NaN  \n",
+        "1626676          NaN       NaN  \n",
+        "\n",
+        "[6073 rows x 10 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 89
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "test_feature"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>uid</th>\n",
+        "      <th>mid</th>\n",
+        "      <th>time</th>\n",
+        "      <th>forward_count</th>\n",
+        "      <th>comment_count</th>\n",
+        "      <th>like_count</th>\n",
+        "      <th>context</th>\n",
+        "      <th>forward_avg</th>\n",
+        "      <th>comment_avg</th>\n",
+        "      <th>like_avg</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>8      </th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> 95b2af15dc1913f024c4777587241746</td>\n",
+        "      <td> 2014-12-09</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                          \u53cc\u5341\u4e00\u540e\u9057\u75c7....42\u7801\u677f\u978b...\u5168\u7f3a\u8d27...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18     </th>\n",
+        "      <td> 63cd513528bba60bfde4178467df6987</td>\n",
+        "      <td> 749da9b878f9eff9f737699899777b03</td>\n",
+        "      <td> 2014-12-09</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                                         \u6ca1\u4e8b\uff0c\u53ea\u662f\u6280\u672f\u8c03\u6574</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>53     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> fd6fb3efaf771a77d5cb079c89fd4cd1</td>\n",
+        "      <td> 2014-12-01</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                      #VSCOcam http://t.cn/RzMkv8J</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>54     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> f10ad2080280ce0f79584c487826b1af</td>\n",
+        "      <td> 2014-12-02</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u8fdc\u65b9\u7684\u670b\u53cb\uff0c\u6b22\u8fce\u4f60\u5230\u6cf8\u6cbd\u6e56\u6765\u2026 \u5206\u4eab\u5de6\u5c0f\u7956\u5492/\u6731\u5a67\u7684\u5355\u66f2\u300a\u6cf8\u6cbd\u6e56\u60c5\u6b4c\u300bhttp://t.cn...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>55     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> 55417c4156254a04cdecfe3482c30b2b</td>\n",
+        "      <td> 2014-12-04</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u5ff5\u5929\u5ff5\u5730\u5ff5\u77e5\u5df1\u2026 \u5206\u4eab\u4e8c\u624b\u73ab\u7470\u7684\u5355\u66f2\u300a\u4ed9\u513f\u300bhttp://t.cn/RzS7IpA\uff08\u6765\u81ea@\u7f51...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>56     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> dc70e888730cbd986dafeca90d293474</td>\n",
+        "      <td> 2014-12-04</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                #VSCOcam #loop http://t.cn/RzSxp3O</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>57     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> e5b8954047513f92da7b6397dcc765ac</td>\n",
+        "      <td> 2014-12-05</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>     #VSCOcam Think different  http://t.cn/RzKyT5G</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>58     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> 6e0b1f50e759a39bf5d1d3ecc61cedbd</td>\n",
+        "      <td> 2014-12-06</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                #VSCOcam #HHKB http://t.cn/Rz9536i</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>59     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> 24f5e090646419dbfd2190f1626649b0</td>\n",
+        "      <td> 2014-12-07</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>            #VSCOcam #fullmoon http://t.cn/RzNxOha</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>60     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> dec2f6f5d28fc80b434d25333a83ca68</td>\n",
+        "      <td> 2014-12-08</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>       \u5206\u4eab\u5f20\u60ac\u7684\u5355\u66f2\u300a\u73ab\u7470\u8272\u7684\u4f60\u300bhttp://t.cn/Rz0yPWF\uff08\u6765\u81ea@\u7f51\u6613\u4e91\u97f3\u4e50\uff09</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>61     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> 6561c698e1d68c17cbe2fa1fd2de6579</td>\n",
+        "      <td> 2014-12-09</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>          \u5206\u4eab\u5f6d\u5766\u7684\u5355\u66f2\u300a\u706f\u5854\u300bhttp://t.cn/RzOeYbr\uff08\u6765\u81ea@\u7f51\u6613\u4e91\u97f3\u4e50\uff09</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>62     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> 4e961870dc119727810f8c88f13856dd</td>\n",
+        "      <td> 2014-12-10</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u300c\u4e3a\u4e86\u8fd9\u6b21\u76f8\u805a\uff0c\u6211\u8fde\u89c1\u9762\u65f6\u7684\u547c\u5438\u90fd\u66fe\u53cd\u590d\u7ec3\u4e60\u300d\u679c\u7136\u8fd8\u662f\u5185\u5fc3\u4e30\u5bcc\u7684\u4eba\u624d\u80fd\u5531\u51fa\u611f\u89c9\u2026 \u5206\u4eab\u674e\u5b97\u76db...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>63     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> 59733d3bf410a1af4f0a476e0200e23b</td>\n",
+        "      <td> 2014-12-18</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  \u5206\u4eab\u9003\u8dd1\u8ba1\u5212\u7684\u5355\u66f2\u300aIs This Love\u300bhttp://t.cn/Rz3awYh\uff08\u6765\u81ea...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>64     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> 88d75ccf35a6bf5674656e5245c71e94</td>\n",
+        "      <td> 2014-12-19</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                      #VSCOcam http://t.cn/Rz1pMnH</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>65     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> a1e25eef4b4ac139f64e7e3162ed7fce</td>\n",
+        "      <td> 2014-12-24</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                      #VSCOcam http://t.cn/RzF17xI</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>66     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> dc5445ea7b8d26adc522d376e460fe97</td>\n",
+        "      <td> 2014-12-25</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                #VSCOcam \u4e2d\u592e\u00b7\u5730\u65b9 http://t.cn/RZvjCex</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>67     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> d6a76ef27fccbe84d27a771055d2f363</td>\n",
+        "      <td> 2014-12-26</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>           #VSCOcam eagle kite http://t.cn/RZha1wg</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>68     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> 9f9c4088f5dd8272334a360c056c26b2</td>\n",
+        "      <td> 2014-12-29</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>                         \u5bb6\u5e38\u9178\u6c64\u9c7c http://t.cn/RZAcinw</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>69     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> f206f5714c5e049b5e797f9678e559e3</td>\n",
+        "      <td> 2014-12-31</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u6211\u542c\u8fc7\u8fd9\u5f20\u4e13\u8f91\u300a\u613f\u7231\u65e0\u5fe7\u300b -\u75db\u4ef0 \u2605\u2605\u2605\uff1a\u300c\u76db\u5f00\u300d\u4e4b\u540e\uff0c\u518d\u65e0\u75db\u4ef0\u2026 http://t.cn...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>72     </th>\n",
+        "      <td> a47362c10217a866d06d91ea4022a75e</td>\n",
+        "      <td> 2835fbb3e11465b82ea3b4efcb5705fe</td>\n",
+        "      <td> 2014-12-02</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u666e\u5929\u540c\u5e86\u5feb\u7684\u6253\u8f66\u5e02\u573a\u4efd\u989d\u53606\u6210\uff0166\u4e2a\u7ea2\u5305\u4efb\u4f60\u62a2\uff0c\u6240\u6709\u4eba\u7684\u6253\u8f66\u7ea2\u5305\u90fd\u88ab\u6211\u627f\u5305\u4e86\uff01\u6709\u94b1\uff0c\u5c31\u662f\u4efb...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>73     </th>\n",
+        "      <td> a47362c10217a866d06d91ea4022a75e</td>\n",
+        "      <td> d3da507aab8bad7178c668dd710592fc</td>\n",
+        "      <td> 2014-12-30</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> #\u5954\u8dd1\u54272015# \u770b@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \uff0c\u9001@\u5feb\u7684\u6253\u8f66 #\u4e00\u4ebf\u8de8\u5e74\u7ea2\u5305#\uff01\u8981\u7684\u70b9\u8fd9\u91cc\uff1ah...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>81     </th>\n",
+        "      <td> aae635f97a5763a125531089f34847eb</td>\n",
+        "      <td> a5079a4541fbdd84c2f5c8eb16bc512d</td>\n",
+        "      <td> 2014-12-11</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                  \u6211\u5206\u4eab\u4e86@\u67f3\u534e\u82b3 \u7684\u6587\u7ae0 http://t.cn/RzjCvdT</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>82     </th>\n",
+        "      <td> aae635f97a5763a125531089f34847eb</td>\n",
+        "      <td> 17d9bcd1b183bbd60aa9fe4fa96af08a</td>\n",
+        "      <td> 2014-12-23</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>           \u6211\u7ed9\u6625\u96e8\u533b\u751f\u5c39\u8fdb\u9001\u5fc3\u610f\uff0c\u90fd\u6765\u5173\u6ce8\u4ed6\u5427\uff01 http://t.cn/RzDjzJt</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>119    </th>\n",
+        "      <td> c83d055f193e179b61e3cd03ed24028c</td>\n",
+        "      <td> 460e669e9c7706b1e73c58948929fb5f</td>\n",
+        "      <td> 2014-12-09</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> #\u9886\u5e74\u7ec8\u5956\u5566# \u9a6c\u4e0a\u5c31\u52302015\u5e74\u4e86\uff0c\u5c0f\u4f19\u4f34\u4eec\u8fd8\u67091\u7b14\u5e74\u7ec8\u5956\u6ca1\u6709\u9886\u54e6~ \u5fae\u535a\u541b\u5df2\u7ecf\u628a\u5b83\u653e\u5728\u4e86...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>120    </th>\n",
+        "      <td> c83d055f193e179b61e3cd03ed24028c</td>\n",
+        "      <td> 6e32fa30830bc75bae531c59aa70d51c</td>\n",
+        "      <td> 2014-12-10</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                                        m.youpu.cn</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>121    </th>\n",
+        "      <td> c83d055f193e179b61e3cd03ed24028c</td>\n",
+        "      <td> eb79a0893789e1611910d6aafa6662e9</td>\n",
+        "      <td> 2014-12-14</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u6211\u8fd9\u6709\u4fe9bug\uff0c\u4e00\u4e2a\u662f\u8d5e\u7684\uff0c\u9996\u9875\u663e\u793a195\uff0c\u8fdb\u5165150\uff0c\u518d\u8fdb\u7a7a\u767d\u3002\u4e00\u4e2a\u662f\u6d88\u606f\u4e0b\u6ed1\u52a0\u8f7d\u6709\u95ee\u9898@...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>122    </th>\n",
+        "      <td> c83d055f193e179b61e3cd03ed24028c</td>\n",
+        "      <td> 9db0537e6de9c55bfc52034589303bf5</td>\n",
+        "      <td> 2014-12-30</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u6211\u5728@\u6e38\u8c31\u7279\u60e0 \u53d1\u73b0\u4e86\u4e00\u6761\u8d85\u503c\u7279\u4ef7\uff0c\u3010\uffe51999\u8d77 \u97e9\u56fd\u9996\u5c143\u665a4\u65e5\u81ea\u52a9\u6e38,\u5165\u4f4f4\u661f\u9152\u5e97\u3011\uff0c...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>123    </th>\n",
+        "      <td> c83d055f193e179b61e3cd03ed24028c</td>\n",
+        "      <td> fb71adc23cf35d8b62305ba425c11c1f</td>\n",
+        "      <td> 2014-12-30</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u6211\u5728@\u6e38\u8c31\u7279\u60e0 \u53d1\u73b0\u4e86\u4e00\u6761\u8d85\u503c\u7279\u4ef7\uff0c\u3010\uffe51591\u8d77 \u9999\u6e2f\u6fb3\u95e84\u65e5\u81ea\u52a9\u6e38,\u5165\u4f4f4\u661f\u9152\u5e97\u3011\uff0c\u70b9\u8fd9...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>124    </th>\n",
+        "      <td> c83d055f193e179b61e3cd03ed24028c</td>\n",
+        "      <td> d04b99b808b647f978787c59bb7be2b5</td>\n",
+        "      <td> 2014-12-30</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u6211\u5728@\u6e38\u8c31\u7279\u60e0 \u53d1\u73b0\u4e86\u4e00\u6761\u8d85\u503c\u7279\u4ef7\uff0c\u3010\uffe54563\u8d77 \u5df4\u5398\u5c9b4\u665a5\u65e5\u62166\u65e5\u81ea\u52a9\u6e38,\u5165\u4f4f3\u661f\u9152\u5e97...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>183    </th>\n",
+        "      <td> b9ef2bd7ac4f66b83411500c534a8a5f</td>\n",
+        "      <td> 1e284dd040b7ad251ca615a16a4f605f</td>\n",
+        "      <td> 2014-12-31</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>                           \u6211\u662f\u5c0f\u72d7\ud83d\udc36\uff0c\u6211\u8bf4\u8bdd\u4e0d\u7b97\u6570\uff0c\u575a\u51b3\u6539\u6b63\u3002@\u5452\u5fc3\u5fc3</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626339</th>\n",
+        "      <td> 9c5231ecad0088a8a3b44e5e7b837163</td>\n",
+        "      <td> aba1d9dde6d2ece4947e9255a73ade23</td>\n",
+        "      <td> 2014-12-17</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  8</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u4ece15\u53f7\u300a\u4e00\u6b65\u4e4b\u9065\u300b\u9996\u6620\u5f00\u59cb\uff0c\u4e00\u76f4\u4ece\u5404\u79cd\u4e92\u8054\u7f51\u6e20\u9053\u5bfb\u89c5\u5173\u4e8e\u59dc\u6587\u5bfc\u6f14\u5173\u4e8e\u300a\u4e00\u6b65\u4e4b\u9065\u300b\u7684\u6d88\u606f\uff0c\u9996...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626340</th>\n",
+        "      <td> 9c5231ecad0088a8a3b44e5e7b837163</td>\n",
+        "      <td> 697510b7ed80f8e5a15ed87696752272</td>\n",
+        "      <td> 2014-12-18</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> &lt;embed src=\"http://t.cn/Rz3ZY7E\" width=\"330\" h...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626341</th>\n",
+        "      <td> 9c5231ecad0088a8a3b44e5e7b837163</td>\n",
+        "      <td> e6bf6be662f7f4e547c38f340ee648f7</td>\n",
+        "      <td> 2014-12-18</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                                       share Image</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626342</th>\n",
+        "      <td> 9c5231ecad0088a8a3b44e5e7b837163</td>\n",
+        "      <td> 7e9ce498c0171dcb2b75fff64a0b5dd3</td>\n",
+        "      <td> 2014-12-19</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>           \u7535\u89c6\u770b\u7740\u770b\u7740,\u60f3\u5bb6\u4e86,\u53ea\u6709\u5728\u5bb6\u7684\u65f6\u5019,\u770b\u7535\u89c6\u624d\u662f\u665a\u4e0a\u7684\u4e3b\u8981\u8282\u76ee,\u60f3\u5bb6\u54af....</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626343</th>\n",
+        "      <td> 9c5231ecad0088a8a3b44e5e7b837163</td>\n",
+        "      <td> b3a1a8b90881b09d1bf0bca3ea9ab27b</td>\n",
+        "      <td> 2014-12-20</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u53bb\u5e74\u5728\u5408\u80a5\u706b\u8f66\u7ad9\u6709\u8fc7\u4e00\u4f1a\uff0c\u4e0d\u540c\u7684\u662f\u5bf9\u65b9\u662f\u4e24\u4e2a\u4e2d\u5e74\u5987\u5973\u5e76\u4e14\u95ee\u6211\u8981\u4e8650\uff0c\u76f8\u540c\u7684\u662f\u4e5f\u5728\u7559\u4e86\u6211\u624b\u673a...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626344</th>\n",
+        "      <td> 9c5231ecad0088a8a3b44e5e7b837163</td>\n",
+        "      <td> d4d4117437704cde1c19134bb9aa1c4a</td>\n",
+        "      <td> 2014-12-20</td>\n",
+        "      <td>   1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> http://t.cn/z8FC7cq\u2605\u2605\u2605\u2605\u4e0d\u9519\uff0c\u8fd9\u90e8\u7535\u5f71\u8fdc\u4e0d\u80fd\u50cf\u300a\u8ba9\u5b50\u5f39\u98de\u300b\u90a3\u6837\u6233\u4e2d\u89c2\u4f17...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626525</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> 1127c9874ef9128e6cb22876f63a7156</td>\n",
+        "      <td> 2014-12-06</td>\n",
+        "      <td>   1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>   \u770b\u8fc7\u300a\u5723\u6597\u58eb\u661f\u77e2\uff1a\u5723\u57df\u4f20\u8bf4\u300b\uff1a\u73b0\u5728cg\u6c34\u5e73\u771f\u597d \u2605\u2605\u2605 http://t.cn/zOzdF57</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626526</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> 4705b4f5cbe949d51d2769cf7fe1263b</td>\n",
+        "      <td> 2014-12-08</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>         \uff03\u5341\u5e74\u8d26\u5355\u65e5\u8bb0\uff03\u4e00\u4e2a\u571f\u8c6a\u7684\u6210\u957f\u53f2 @\u652f\u4ed8\u5b9d http://t.cn/RzKKnhj</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626527</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> 0e101f3001d03f74312e013272f60737</td>\n",
+        "      <td> 2014-12-14</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010\u521d\u97f3\u672a\u6765\u3011  \u6731\u7ea2  \u3010\u4e2d\u56fd\u98ce\u539f\u521b\u66f2\u3011   UP\u4e3b\uff1a\u75af\u5b50\u5361\u7f2a  \u5f00\u5934\u77ac\u95f4\u88ab\u80e1\u591a\u591a\u7684\u7b1b\u5b50\u9707\u4e86...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626528</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> df647b6414388ba0089f66da4cca68e7</td>\n",
+        "      <td> 2014-12-14</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>       \u770b\u8fc7\u300a\u4e00\u4e2a\u4eba\u7684\u6b66\u6797\u300b\uff1a\u738b\u5b9d\u5f3a\u8f6c\u578b\u53ef\u4ee5\u554a \u2605\u2605\u2605 http://t.cn/zHvzTfr</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626529</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> cf617f0f0ed3b6838015469ed9810382</td>\n",
+        "      <td> 2014-12-19</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                                              test</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626530</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> a032f3c8610ee0e5e5a493108735ce8a</td>\n",
+        "      <td> 2014-12-26</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                         \u6709\u8c01\u77e5\u9053webstorm\u600e\u4e48\u81ea\u5b9a\u4e49\u8bed\u6cd5\u9ad8\u4eae\u683c\u5f0f\u5417\uff1f</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626531</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> 8ac752a68352bb1097e5649bc4d21d50</td>\n",
+        "      <td> 2014-12-27</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> \u6d1b\u5929\u4f9d\u300a\u5f7c\u5cb8\u82b1\u300b(\u4e00\u56fe\u6d41)\u539f\u521b\u66f2   UP\u4e3b\uff1alzg87150379    kong\u97f3\u6e90\u7af9\u7b1b...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626532</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> 779aa118f3d83e20b57e427c403cf3d2</td>\n",
+        "      <td> 2014-12-28</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010\u89c6\u9891\uff1a  \u9884\u89c1\u4e2d\u56fd\u79d1\u5e7b 141227 \u5934\u8111\u98ce\u66b4\u3011 \uff08\u5206\u4eab\u81ea @\u4f18\u9177\uff09 @\u83e0\u841d\u83ab http:...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626533</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> f8012ff1bb8f7a72fa4931e48e4ae655</td>\n",
+        "      <td> 2014-12-31</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>           \u624d\u53d1\u73b0\u624b\u673a\u8054\u7cfb\u4eba\u5168\u90e8\u4e22\u5931\uff0candroid\u4e00\u76f4\u5b58\u5728gmail\u5e10\u53f7\u4e0a\u7684\uff0c\u8fd9\u53ef\u548b\u529e\uff1f</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626640</th>\n",
+        "      <td> ca524bf97de95ed070b0b6f2ce3cd9c6</td>\n",
+        "      <td> c6ea718d8f4656a1ed29ef517f59f2b4</td>\n",
+        "      <td> 2014-12-04</td>\n",
+        "      <td> 288</td>\n",
+        "      <td> 35</td>\n",
+        "      <td> 19</td>\n",
+        "      <td> \u53c8\u4e00\u6700\u5f3a\u5927\u7684MySQL Proxy\u53d1\u5e03\u4e86\uff0c\u641c\u72d0DBProxy\u4eca\u65e5\u6b63\u5f0f\u5f00\u6e90\uff0c\u529f\u80fd\u8d85\u5f3a\uff0c\u6b22\u8fce\u8bd5\u7528...</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626641</th>\n",
+        "      <td> ca524bf97de95ed070b0b6f2ce3cd9c6</td>\n",
+        "      <td> 75f2e0e92f75c848ade0a1c9a4ff914b</td>\n",
+        "      <td> 2014-12-09</td>\n",
+        "      <td>  31</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  4</td>\n",
+        "      <td> 2014.12.11(\u5468\u56db)\u665a20:30\uff0cCMUG\u7279\u9080 @ISADBA \u4e3a\u6211\u4eec\u5e26\u6765MySQL...</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626642</th>\n",
+        "      <td> ca524bf97de95ed070b0b6f2ce3cd9c6</td>\n",
+        "      <td> 37d1b400a1024e7c91e520379aa39805</td>\n",
+        "      <td> 2014-12-17</td>\n",
+        "      <td>   8</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  5</td>\n",
+        "      <td> \u798f\u5efa\u6280\u672f\u5609\u5e74\u534e2015\u5e74\u9996\u573a\u6d3b\u52a8\u5b9a\u4e8e2015.1.17\u8fdb\u884c\uff0c\u672c\u6b21\u6d3b\u52a8\u5173\u952e\u5b57\uff1aREST\u3001zoo...</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626653</th>\n",
+        "      <td> 6c51c1c3573878cf30c5219c41b0ece7</td>\n",
+        "      <td> 4c9e2a62fc1f6c60c90fa02afb967b29</td>\n",
+        "      <td> 2014-12-05</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> #This war of mine#\u5e9f\u4e86\u4e00\u4e2a\u665a\u4e0a\u901a\u5173\u3002\u6e38\u620f\u91cc\u5bf9\u57ce\u5e02\u6218\u4e89\u72b6\u6001\u7684\u5168\u65b9\u4f4d\u6a21\u62df\u975e\u5e38\u5438...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626654</th>\n",
+        "      <td> 6c51c1c3573878cf30c5219c41b0ece7</td>\n",
+        "      <td> 807eb32d5727487527fa021c1a2c8eb7</td>\n",
+        "      <td> 2014-12-14</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u4e0b\u5b66\u671fCV\u7684\u5b69\u5b50\u4eec\u5b66\u4f1a\u8fd9\u51e0\u9996\u6b4c\uff0c\u4fdd\u4f60\u671f\u672b80\u5206\u4ee5\u4e0a[\u563b\u563b] \u57fa\u7840\u77e9\u9635\u4e4b\u6b4c http://t....</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626676</th>\n",
+        "      <td> f0360d632c93dc4c73622b9ebbca235a</td>\n",
+        "      <td> f978b7a5be91e9ad60a66725df3b8e89</td>\n",
+        "      <td> 2014-12-01</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> #\u5927\u4e50\u900f\u514d\u8d39\u5206#\u6dd8\u5b9d\u53cc12\u524d\u7ebf\u62a5\u9053\uff0c\u6211\u6b63\u5728\u53c2\u52a0\u5927\u4e50\u900f\u514d\u8d39\u5206\u6d3b\u52a8\uff0c100%\u4e2d\u5956\uff01\u901f\u5ea6\u6765\u8ddf\u6211\u4e00\u8d77...</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626702</th>\n",
+        "      <td> fc8d3fc57c5f1789c62b5b0645e541c6</td>\n",
+        "      <td> 56c3b81afe2758e30670392eda655e62</td>\n",
+        "      <td> 2014-12-02</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u6700\u8fd1\u624b\u5934\u7d27\u8f6c\u8ba9\u534a\u74f6\u8001\u5e72\u5988\uff0c\u4e0a\u6708\u521d\u624d\u4e70\u7684\uff0c\u6b63\u54c1\u884c\u8d27\uff0c\u5403\u4e86\u624d\u4e00\u534a\uff0c\u91cc\u8fb9\u8fd8\u6709\u5f88\u591a\u725b\u8089\uff0c\u6ca1\u548b\u820d\u5f97\u5403\uff0c...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626703</th>\n",
+        "      <td> fc8d3fc57c5f1789c62b5b0645e541c6</td>\n",
+        "      <td> 613fc2332551b9c08ada2b1f33bf8f49</td>\n",
+        "      <td> 2014-12-11</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                \u5206\u4eab \u9ec4\u5bb6\u9a79 http://t.cn/zHQRgnl \u4ec0\u4e48\u60c5\u51b5...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626704</th>\n",
+        "      <td> fc8d3fc57c5f1789c62b5b0645e541c6</td>\n",
+        "      <td> 4f236d2edb2ba2ffc531f6dbb15c81bc</td>\n",
+        "      <td> 2014-12-16</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>             \u771f\u7fa1\u6155\u90a3\u4e9b\u80fd\u5de5\u4f5c\u8d77\u6765\u5c31\u5fd8\u4e86\u5403\u996d\u7684\u4eba\u554a\u3002\u2014\u2014\u6765\u81ea\u4e00\u4e2a\u5403\u8d77\u996d\u6765\u5c31\u5fd8\u4e86\u5de5\u4f5c\u7684\u4eba\u3002</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626705</th>\n",
+        "      <td> fc8d3fc57c5f1789c62b5b0645e541c6</td>\n",
+        "      <td> ea9debf7cad76a1d7d4e90a6356aeafc</td>\n",
+        "      <td> 2014-12-16</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                     \u300a\u9b41\u62d43\u6218\u795e\u5d1b\u8d77\u300b http://t.cn/RzmJytH</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626706</th>\n",
+        "      <td> fc8d3fc57c5f1789c62b5b0645e541c6</td>\n",
+        "      <td> 889464d82418da4f9d698c7c6be0a7d6</td>\n",
+        "      <td> 2014-12-17</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u6628\u5929\u53bb\u627e\u7b97\u547d\u5927\u5e08\u7b97\u4e86\u4e00\u4e0b\uff0c\u5927\u5e08\u8bf4\u6211\u80fd\u6d3b83\u5c81\u751a\u81f3\u66f4\u957f\u3002\u7b97\u597d\u540e\uff0c\u6211\u662f\u9a91\u7535\u74f6\u8f66\u56de\u5bb6\u7684\uff0c\u9a91\u7684\u90a3\u53eb\u4e00...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626707</th>\n",
+        "      <td> fc8d3fc57c5f1789c62b5b0645e541c6</td>\n",
+        "      <td> d3299d71932cb3174dea2aa3432abfe8</td>\n",
+        "      <td> 2014-12-30</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> \u6709\u6ca1\u6709\u61c2\u8dd1\u8f66\u7684\u670b\u53cb\uff0c\u6c42\u63a8\u9009\u4e00\u6b3e400\u4e07\u2014800\u4e07\u7684\u8dd1\u8f66\uff0c\u8981\u6c42\u6027\u80fd\u597d\uff0c\u8d77\u6b65\u5feb\uff0c\u9a6c\u529b\u5927\uff0c\u8212\u9002\u6027\u9ad8...</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626716</th>\n",
+        "      <td> 1af7df85a282df37a37feaaf623de27d</td>\n",
+        "      <td> f189b1494b0d07c1d1d6f6349ed5bf39</td>\n",
+        "      <td> 2014-12-22</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>               \u6211\u5206\u4eab\u4e86@\u5c0f\u5c0f\u8f9b\u5df4\u4e4b\u5bb6 \u7684\u6587\u7ae0 http://t.cn/RzgMbQv</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626717</th>\n",
+        "      <td> 1af7df85a282df37a37feaaf623de27d</td>\n",
+        "      <td> 8ddfed8bf864733621b644ab4abfded2</td>\n",
+        "      <td> 2014-12-23</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                 \u6211\u5206\u4eab\u4e86@\u65b0\u6d6a\u8d22\u7ecf \u7684\u6587\u7ae0 http://t.cn/Rz1B8zb</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626718</th>\n",
+        "      <td> 1af7df85a282df37a37feaaf623de27d</td>\n",
+        "      <td> 56a08e301a70f8dddb4ac51e58cc02d3</td>\n",
+        "      <td> 2014-12-23</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                                     \u6211\u5206\u4eab\u4e86@\u65b0\u6d6a\u8d22\u7ecf \u7684\u6587\u7ae0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>272702 rows \u00d7 10 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 70,
+       "text": [
+        "                                      uid                               mid  \\\n",
+        "8        07fc721342df1a4c1992560b582992f8  95b2af15dc1913f024c4777587241746   \n",
+        "18       63cd513528bba60bfde4178467df6987  749da9b878f9eff9f737699899777b03   \n",
+        "53       958e7a64b03479aec299f6c4f266bf3f  fd6fb3efaf771a77d5cb079c89fd4cd1   \n",
+        "54       958e7a64b03479aec299f6c4f266bf3f  f10ad2080280ce0f79584c487826b1af   \n",
+        "55       958e7a64b03479aec299f6c4f266bf3f  55417c4156254a04cdecfe3482c30b2b   \n",
+        "56       958e7a64b03479aec299f6c4f266bf3f  dc70e888730cbd986dafeca90d293474   \n",
+        "57       958e7a64b03479aec299f6c4f266bf3f  e5b8954047513f92da7b6397dcc765ac   \n",
+        "58       958e7a64b03479aec299f6c4f266bf3f  6e0b1f50e759a39bf5d1d3ecc61cedbd   \n",
+        "59       958e7a64b03479aec299f6c4f266bf3f  24f5e090646419dbfd2190f1626649b0   \n",
+        "60       958e7a64b03479aec299f6c4f266bf3f  dec2f6f5d28fc80b434d25333a83ca68   \n",
+        "61       958e7a64b03479aec299f6c4f266bf3f  6561c698e1d68c17cbe2fa1fd2de6579   \n",
+        "62       958e7a64b03479aec299f6c4f266bf3f  4e961870dc119727810f8c88f13856dd   \n",
+        "63       958e7a64b03479aec299f6c4f266bf3f  59733d3bf410a1af4f0a476e0200e23b   \n",
+        "64       958e7a64b03479aec299f6c4f266bf3f  88d75ccf35a6bf5674656e5245c71e94   \n",
+        "65       958e7a64b03479aec299f6c4f266bf3f  a1e25eef4b4ac139f64e7e3162ed7fce   \n",
+        "66       958e7a64b03479aec299f6c4f266bf3f  dc5445ea7b8d26adc522d376e460fe97   \n",
+        "67       958e7a64b03479aec299f6c4f266bf3f  d6a76ef27fccbe84d27a771055d2f363   \n",
+        "68       958e7a64b03479aec299f6c4f266bf3f  9f9c4088f5dd8272334a360c056c26b2   \n",
+        "69       958e7a64b03479aec299f6c4f266bf3f  f206f5714c5e049b5e797f9678e559e3   \n",
+        "72       a47362c10217a866d06d91ea4022a75e  2835fbb3e11465b82ea3b4efcb5705fe   \n",
+        "73       a47362c10217a866d06d91ea4022a75e  d3da507aab8bad7178c668dd710592fc   \n",
+        "81       aae635f97a5763a125531089f34847eb  a5079a4541fbdd84c2f5c8eb16bc512d   \n",
+        "82       aae635f97a5763a125531089f34847eb  17d9bcd1b183bbd60aa9fe4fa96af08a   \n",
+        "119      c83d055f193e179b61e3cd03ed24028c  460e669e9c7706b1e73c58948929fb5f   \n",
+        "120      c83d055f193e179b61e3cd03ed24028c  6e32fa30830bc75bae531c59aa70d51c   \n",
+        "121      c83d055f193e179b61e3cd03ed24028c  eb79a0893789e1611910d6aafa6662e9   \n",
+        "122      c83d055f193e179b61e3cd03ed24028c  9db0537e6de9c55bfc52034589303bf5   \n",
+        "123      c83d055f193e179b61e3cd03ed24028c  fb71adc23cf35d8b62305ba425c11c1f   \n",
+        "124      c83d055f193e179b61e3cd03ed24028c  d04b99b808b647f978787c59bb7be2b5   \n",
+        "183      b9ef2bd7ac4f66b83411500c534a8a5f  1e284dd040b7ad251ca615a16a4f605f   \n",
+        "...                                   ...                               ...   \n",
+        "1626339  9c5231ecad0088a8a3b44e5e7b837163  aba1d9dde6d2ece4947e9255a73ade23   \n",
+        "1626340  9c5231ecad0088a8a3b44e5e7b837163  697510b7ed80f8e5a15ed87696752272   \n",
+        "1626341  9c5231ecad0088a8a3b44e5e7b837163  e6bf6be662f7f4e547c38f340ee648f7   \n",
+        "1626342  9c5231ecad0088a8a3b44e5e7b837163  7e9ce498c0171dcb2b75fff64a0b5dd3   \n",
+        "1626343  9c5231ecad0088a8a3b44e5e7b837163  b3a1a8b90881b09d1bf0bca3ea9ab27b   \n",
+        "1626344  9c5231ecad0088a8a3b44e5e7b837163  d4d4117437704cde1c19134bb9aa1c4a   \n",
+        "1626525  6483500efb4bde0a1db7351a4122a02d  1127c9874ef9128e6cb22876f63a7156   \n",
+        "1626526  6483500efb4bde0a1db7351a4122a02d  4705b4f5cbe949d51d2769cf7fe1263b   \n",
+        "1626527  6483500efb4bde0a1db7351a4122a02d  0e101f3001d03f74312e013272f60737   \n",
+        "1626528  6483500efb4bde0a1db7351a4122a02d  df647b6414388ba0089f66da4cca68e7   \n",
+        "1626529  6483500efb4bde0a1db7351a4122a02d  cf617f0f0ed3b6838015469ed9810382   \n",
+        "1626530  6483500efb4bde0a1db7351a4122a02d  a032f3c8610ee0e5e5a493108735ce8a   \n",
+        "1626531  6483500efb4bde0a1db7351a4122a02d  8ac752a68352bb1097e5649bc4d21d50   \n",
+        "1626532  6483500efb4bde0a1db7351a4122a02d  779aa118f3d83e20b57e427c403cf3d2   \n",
+        "1626533  6483500efb4bde0a1db7351a4122a02d  f8012ff1bb8f7a72fa4931e48e4ae655   \n",
+        "1626640  ca524bf97de95ed070b0b6f2ce3cd9c6  c6ea718d8f4656a1ed29ef517f59f2b4   \n",
+        "1626641  ca524bf97de95ed070b0b6f2ce3cd9c6  75f2e0e92f75c848ade0a1c9a4ff914b   \n",
+        "1626642  ca524bf97de95ed070b0b6f2ce3cd9c6  37d1b400a1024e7c91e520379aa39805   \n",
+        "1626653  6c51c1c3573878cf30c5219c41b0ece7  4c9e2a62fc1f6c60c90fa02afb967b29   \n",
+        "1626654  6c51c1c3573878cf30c5219c41b0ece7  807eb32d5727487527fa021c1a2c8eb7   \n",
+        "1626676  f0360d632c93dc4c73622b9ebbca235a  f978b7a5be91e9ad60a66725df3b8e89   \n",
+        "1626702  fc8d3fc57c5f1789c62b5b0645e541c6  56c3b81afe2758e30670392eda655e62   \n",
+        "1626703  fc8d3fc57c5f1789c62b5b0645e541c6  613fc2332551b9c08ada2b1f33bf8f49   \n",
+        "1626704  fc8d3fc57c5f1789c62b5b0645e541c6  4f236d2edb2ba2ffc531f6dbb15c81bc   \n",
+        "1626705  fc8d3fc57c5f1789c62b5b0645e541c6  ea9debf7cad76a1d7d4e90a6356aeafc   \n",
+        "1626706  fc8d3fc57c5f1789c62b5b0645e541c6  889464d82418da4f9d698c7c6be0a7d6   \n",
+        "1626707  fc8d3fc57c5f1789c62b5b0645e541c6  d3299d71932cb3174dea2aa3432abfe8   \n",
+        "1626716  1af7df85a282df37a37feaaf623de27d  f189b1494b0d07c1d1d6f6349ed5bf39   \n",
+        "1626717  1af7df85a282df37a37feaaf623de27d  8ddfed8bf864733621b644ab4abfded2   \n",
+        "1626718  1af7df85a282df37a37feaaf623de27d  56a08e301a70f8dddb4ac51e58cc02d3   \n",
+        "\n",
+        "               time  forward_count  comment_count  like_count  \\\n",
+        "8        2014-12-09              0              0           0   \n",
+        "18       2014-12-09              0              0           0   \n",
+        "53       2014-12-01              0              0           0   \n",
+        "54       2014-12-02              0              0           0   \n",
+        "55       2014-12-04              0              0           0   \n",
+        "56       2014-12-04              0              0           0   \n",
+        "57       2014-12-05              0              0           0   \n",
+        "58       2014-12-06              0              0           0   \n",
+        "59       2014-12-07              0              0           0   \n",
+        "60       2014-12-08              0              0           0   \n",
+        "61       2014-12-09              0              0           0   \n",
+        "62       2014-12-10              0              0           0   \n",
+        "63       2014-12-18              0              0           0   \n",
+        "64       2014-12-19              0              0           0   \n",
+        "65       2014-12-24              0              0           0   \n",
+        "66       2014-12-25              0              0           0   \n",
+        "67       2014-12-26              0              0           0   \n",
+        "68       2014-12-29              0              0           1   \n",
+        "69       2014-12-31              0              0           0   \n",
+        "72       2014-12-02              0              0           0   \n",
+        "73       2014-12-30              0              0           0   \n",
+        "81       2014-12-11              0              0           0   \n",
+        "82       2014-12-23              0              0           0   \n",
+        "119      2014-12-09              0              0           0   \n",
+        "120      2014-12-10              0              0           0   \n",
+        "121      2014-12-14              0              0           0   \n",
+        "122      2014-12-30              0              0           0   \n",
+        "123      2014-12-30              0              0           0   \n",
+        "124      2014-12-30              0              0           0   \n",
+        "183      2014-12-31              0              5           1   \n",
+        "...             ...            ...            ...         ...   \n",
+        "1626339  2014-12-17              0              8           0   \n",
+        "1626340  2014-12-18              0              0           0   \n",
+        "1626341  2014-12-18              0              0           0   \n",
+        "1626342  2014-12-19              0              0           1   \n",
+        "1626343  2014-12-20              0              0           0   \n",
+        "1626344  2014-12-20              1              0           0   \n",
+        "1626525  2014-12-06              1              0           0   \n",
+        "1626526  2014-12-08              0              0           1   \n",
+        "1626527  2014-12-14              0              1           0   \n",
+        "1626528  2014-12-14              0              0           0   \n",
+        "1626529  2014-12-19              0              0           0   \n",
+        "1626530  2014-12-26              0              0           0   \n",
+        "1626531  2014-12-27              0              0           1   \n",
+        "1626532  2014-12-28              0              0           0   \n",
+        "1626533  2014-12-31              0              1           0   \n",
+        "1626640  2014-12-04            288             35          19   \n",
+        "1626641  2014-12-09             31              1           4   \n",
+        "1626642  2014-12-17              8              1           5   \n",
+        "1626653  2014-12-05              0              2           0   \n",
+        "1626654  2014-12-14              0              2           0   \n",
+        "1626676  2014-12-01              0              0           0   \n",
+        "1626702  2014-12-02              0              1           0   \n",
+        "1626703  2014-12-11              0              0           0   \n",
+        "1626704  2014-12-16              0              1           1   \n",
+        "1626705  2014-12-16              0              0           0   \n",
+        "1626706  2014-12-17              0              2           0   \n",
+        "1626707  2014-12-30              0              0           1   \n",
+        "1626716  2014-12-22              0              0           0   \n",
+        "1626717  2014-12-23              0              0           0   \n",
+        "1626718  2014-12-23              0              0           0   \n",
+        "\n",
+        "                                                   context  forward_avg  \\\n",
+        "8                                 \u53cc\u5341\u4e00\u540e\u9057\u75c7....42\u7801\u677f\u978b...\u5168\u7f3a\u8d27...            0   \n",
+        "18                                               \u6ca1\u4e8b\uff0c\u53ea\u662f\u6280\u672f\u8c03\u6574            0   \n",
+        "53                            #VSCOcam http://t.cn/RzMkv8J            0   \n",
+        "54       \u8fdc\u65b9\u7684\u670b\u53cb\uff0c\u6b22\u8fce\u4f60\u5230\u6cf8\u6cbd\u6e56\u6765\u2026 \u5206\u4eab\u5de6\u5c0f\u7956\u5492/\u6731\u5a67\u7684\u5355\u66f2\u300a\u6cf8\u6cbd\u6e56\u60c5\u6b4c\u300bhttp://t.cn...            0   \n",
+        "55       \u5ff5\u5929\u5ff5\u5730\u5ff5\u77e5\u5df1\u2026 \u5206\u4eab\u4e8c\u624b\u73ab\u7470\u7684\u5355\u66f2\u300a\u4ed9\u513f\u300bhttp://t.cn/RzS7IpA\uff08\u6765\u81ea@\u7f51...            0   \n",
+        "56                      #VSCOcam #loop http://t.cn/RzSxp3O            0   \n",
+        "57           #VSCOcam Think different  http://t.cn/RzKyT5G            0   \n",
+        "58                      #VSCOcam #HHKB http://t.cn/Rz9536i            0   \n",
+        "59                  #VSCOcam #fullmoon http://t.cn/RzNxOha            0   \n",
+        "60             \u5206\u4eab\u5f20\u60ac\u7684\u5355\u66f2\u300a\u73ab\u7470\u8272\u7684\u4f60\u300bhttp://t.cn/Rz0yPWF\uff08\u6765\u81ea@\u7f51\u6613\u4e91\u97f3\u4e50\uff09            0   \n",
+        "61                \u5206\u4eab\u5f6d\u5766\u7684\u5355\u66f2\u300a\u706f\u5854\u300bhttp://t.cn/RzOeYbr\uff08\u6765\u81ea@\u7f51\u6613\u4e91\u97f3\u4e50\uff09            0   \n",
+        "62       \u300c\u4e3a\u4e86\u8fd9\u6b21\u76f8\u805a\uff0c\u6211\u8fde\u89c1\u9762\u65f6\u7684\u547c\u5438\u90fd\u66fe\u53cd\u590d\u7ec3\u4e60\u300d\u679c\u7136\u8fd8\u662f\u5185\u5fc3\u4e30\u5bcc\u7684\u4eba\u624d\u80fd\u5531\u51fa\u611f\u89c9\u2026 \u5206\u4eab\u674e\u5b97\u76db...            0   \n",
+        "63        \u5206\u4eab\u9003\u8dd1\u8ba1\u5212\u7684\u5355\u66f2\u300aIs This Love\u300bhttp://t.cn/Rz3awYh\uff08\u6765\u81ea...            0   \n",
+        "64                            #VSCOcam http://t.cn/Rz1pMnH            0   \n",
+        "65                            #VSCOcam http://t.cn/RzF17xI            0   \n",
+        "66                      #VSCOcam \u4e2d\u592e\u00b7\u5730\u65b9 http://t.cn/RZvjCex            0   \n",
+        "67                 #VSCOcam eagle kite http://t.cn/RZha1wg            0   \n",
+        "68                               \u5bb6\u5e38\u9178\u6c64\u9c7c http://t.cn/RZAcinw            0   \n",
+        "69       \u6211\u542c\u8fc7\u8fd9\u5f20\u4e13\u8f91\u300a\u613f\u7231\u65e0\u5fe7\u300b -\u75db\u4ef0 \u2605\u2605\u2605\uff1a\u300c\u76db\u5f00\u300d\u4e4b\u540e\uff0c\u518d\u65e0\u75db\u4ef0\u2026 http://t.cn...            0   \n",
+        "72       \u666e\u5929\u540c\u5e86\u5feb\u7684\u6253\u8f66\u5e02\u573a\u4efd\u989d\u53606\u6210\uff0166\u4e2a\u7ea2\u5305\u4efb\u4f60\u62a2\uff0c\u6240\u6709\u4eba\u7684\u6253\u8f66\u7ea2\u5305\u90fd\u88ab\u6211\u627f\u5305\u4e86\uff01\u6709\u94b1\uff0c\u5c31\u662f\u4efb...            0   \n",
+        "73       #\u5954\u8dd1\u54272015# \u770b@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \uff0c\u9001@\u5feb\u7684\u6253\u8f66 #\u4e00\u4ebf\u8de8\u5e74\u7ea2\u5305#\uff01\u8981\u7684\u70b9\u8fd9\u91cc\uff1ah...            0   \n",
+        "81                        \u6211\u5206\u4eab\u4e86@\u67f3\u534e\u82b3 \u7684\u6587\u7ae0 http://t.cn/RzjCvdT            0   \n",
+        "82                 \u6211\u7ed9\u6625\u96e8\u533b\u751f\u5c39\u8fdb\u9001\u5fc3\u610f\uff0c\u90fd\u6765\u5173\u6ce8\u4ed6\u5427\uff01 http://t.cn/RzDjzJt            0   \n",
+        "119      #\u9886\u5e74\u7ec8\u5956\u5566# \u9a6c\u4e0a\u5c31\u52302015\u5e74\u4e86\uff0c\u5c0f\u4f19\u4f34\u4eec\u8fd8\u67091\u7b14\u5e74\u7ec8\u5956\u6ca1\u6709\u9886\u54e6~ \u5fae\u535a\u541b\u5df2\u7ecf\u628a\u5b83\u653e\u5728\u4e86...            0   \n",
+        "120                                             m.youpu.cn            0   \n",
+        "121      \u6211\u8fd9\u6709\u4fe9bug\uff0c\u4e00\u4e2a\u662f\u8d5e\u7684\uff0c\u9996\u9875\u663e\u793a195\uff0c\u8fdb\u5165150\uff0c\u518d\u8fdb\u7a7a\u767d\u3002\u4e00\u4e2a\u662f\u6d88\u606f\u4e0b\u6ed1\u52a0\u8f7d\u6709\u95ee\u9898@...            0   \n",
+        "122      \u6211\u5728@\u6e38\u8c31\u7279\u60e0 \u53d1\u73b0\u4e86\u4e00\u6761\u8d85\u503c\u7279\u4ef7\uff0c\u3010\uffe51999\u8d77 \u97e9\u56fd\u9996\u5c143\u665a4\u65e5\u81ea\u52a9\u6e38,\u5165\u4f4f4\u661f\u9152\u5e97\u3011\uff0c...            0   \n",
+        "123      \u6211\u5728@\u6e38\u8c31\u7279\u60e0 \u53d1\u73b0\u4e86\u4e00\u6761\u8d85\u503c\u7279\u4ef7\uff0c\u3010\uffe51591\u8d77 \u9999\u6e2f\u6fb3\u95e84\u65e5\u81ea\u52a9\u6e38,\u5165\u4f4f4\u661f\u9152\u5e97\u3011\uff0c\u70b9\u8fd9...            0   \n",
+        "124      \u6211\u5728@\u6e38\u8c31\u7279\u60e0 \u53d1\u73b0\u4e86\u4e00\u6761\u8d85\u503c\u7279\u4ef7\uff0c\u3010\uffe54563\u8d77 \u5df4\u5398\u5c9b4\u665a5\u65e5\u62166\u65e5\u81ea\u52a9\u6e38,\u5165\u4f4f3\u661f\u9152\u5e97...            0   \n",
+        "183                                \u6211\u662f\u5c0f\u72d7\ud83d\udc36\uff0c\u6211\u8bf4\u8bdd\u4e0d\u7b97\u6570\uff0c\u575a\u51b3\u6539\u6b63\u3002@\u5452\u5fc3\u5fc3            0   \n",
+        "...                                                    ...          ...   \n",
+        "1626339  \u4ece15\u53f7\u300a\u4e00\u6b65\u4e4b\u9065\u300b\u9996\u6620\u5f00\u59cb\uff0c\u4e00\u76f4\u4ece\u5404\u79cd\u4e92\u8054\u7f51\u6e20\u9053\u5bfb\u89c5\u5173\u4e8e\u59dc\u6587\u5bfc\u6f14\u5173\u4e8e\u300a\u4e00\u6b65\u4e4b\u9065\u300b\u7684\u6d88\u606f\uff0c\u9996...            0   \n",
+        "1626340  <embed src=\"http://t.cn/Rz3ZY7E\" width=\"330\" h...            0   \n",
+        "1626341                                        share Image            0   \n",
+        "1626342            \u7535\u89c6\u770b\u7740\u770b\u7740,\u60f3\u5bb6\u4e86,\u53ea\u6709\u5728\u5bb6\u7684\u65f6\u5019,\u770b\u7535\u89c6\u624d\u662f\u665a\u4e0a\u7684\u4e3b\u8981\u8282\u76ee,\u60f3\u5bb6\u54af....            0   \n",
+        "1626343  \u53bb\u5e74\u5728\u5408\u80a5\u706b\u8f66\u7ad9\u6709\u8fc7\u4e00\u4f1a\uff0c\u4e0d\u540c\u7684\u662f\u5bf9\u65b9\u662f\u4e24\u4e2a\u4e2d\u5e74\u5987\u5973\u5e76\u4e14\u95ee\u6211\u8981\u4e8650\uff0c\u76f8\u540c\u7684\u662f\u4e5f\u5728\u7559\u4e86\u6211\u624b\u673a...            0   \n",
+        "1626344  http://t.cn/z8FC7cq\u2605\u2605\u2605\u2605\u4e0d\u9519\uff0c\u8fd9\u90e8\u7535\u5f71\u8fdc\u4e0d\u80fd\u50cf\u300a\u8ba9\u5b50\u5f39\u98de\u300b\u90a3\u6837\u6233\u4e2d\u89c2\u4f17...            0   \n",
+        "1626525    \u770b\u8fc7\u300a\u5723\u6597\u58eb\u661f\u77e2\uff1a\u5723\u57df\u4f20\u8bf4\u300b\uff1a\u73b0\u5728cg\u6c34\u5e73\u771f\u597d \u2605\u2605\u2605 http://t.cn/zOzdF57            0   \n",
+        "1626526          \uff03\u5341\u5e74\u8d26\u5355\u65e5\u8bb0\uff03\u4e00\u4e2a\u571f\u8c6a\u7684\u6210\u957f\u53f2 @\u652f\u4ed8\u5b9d http://t.cn/RzKKnhj            0   \n",
+        "1626527  \u3010\u521d\u97f3\u672a\u6765\u3011  \u6731\u7ea2  \u3010\u4e2d\u56fd\u98ce\u539f\u521b\u66f2\u3011   UP\u4e3b\uff1a\u75af\u5b50\u5361\u7f2a  \u5f00\u5934\u77ac\u95f4\u88ab\u80e1\u591a\u591a\u7684\u7b1b\u5b50\u9707\u4e86...            0   \n",
+        "1626528        \u770b\u8fc7\u300a\u4e00\u4e2a\u4eba\u7684\u6b66\u6797\u300b\uff1a\u738b\u5b9d\u5f3a\u8f6c\u578b\u53ef\u4ee5\u554a \u2605\u2605\u2605 http://t.cn/zHvzTfr            0   \n",
+        "1626529                                               test            0   \n",
+        "1626530                          \u6709\u8c01\u77e5\u9053webstorm\u600e\u4e48\u81ea\u5b9a\u4e49\u8bed\u6cd5\u9ad8\u4eae\u683c\u5f0f\u5417\uff1f            0   \n",
+        "1626531  \u6d1b\u5929\u4f9d\u300a\u5f7c\u5cb8\u82b1\u300b(\u4e00\u56fe\u6d41)\u539f\u521b\u66f2   UP\u4e3b\uff1alzg87150379    kong\u97f3\u6e90\u7af9\u7b1b...            0   \n",
+        "1626532  \u3010\u89c6\u9891\uff1a  \u9884\u89c1\u4e2d\u56fd\u79d1\u5e7b 141227 \u5934\u8111\u98ce\u66b4\u3011 \uff08\u5206\u4eab\u81ea @\u4f18\u9177\uff09 @\u83e0\u841d\u83ab http:...            0   \n",
+        "1626533            \u624d\u53d1\u73b0\u624b\u673a\u8054\u7cfb\u4eba\u5168\u90e8\u4e22\u5931\uff0candroid\u4e00\u76f4\u5b58\u5728gmail\u5e10\u53f7\u4e0a\u7684\uff0c\u8fd9\u53ef\u548b\u529e\uff1f            0   \n",
+        "1626640  \u53c8\u4e00\u6700\u5f3a\u5927\u7684MySQL Proxy\u53d1\u5e03\u4e86\uff0c\u641c\u72d0DBProxy\u4eca\u65e5\u6b63\u5f0f\u5f00\u6e90\uff0c\u529f\u80fd\u8d85\u5f3a\uff0c\u6b22\u8fce\u8bd5\u7528...            5   \n",
+        "1626641  2014.12.11(\u5468\u56db)\u665a20:30\uff0cCMUG\u7279\u9080 @ISADBA \u4e3a\u6211\u4eec\u5e26\u6765MySQL...            5   \n",
+        "1626642  \u798f\u5efa\u6280\u672f\u5609\u5e74\u534e2015\u5e74\u9996\u573a\u6d3b\u52a8\u5b9a\u4e8e2015.1.17\u8fdb\u884c\uff0c\u672c\u6b21\u6d3b\u52a8\u5173\u952e\u5b57\uff1aREST\u3001zoo...            5   \n",
+        "1626653  #This war of mine#\u5e9f\u4e86\u4e00\u4e2a\u665a\u4e0a\u901a\u5173\u3002\u6e38\u620f\u91cc\u5bf9\u57ce\u5e02\u6218\u4e89\u72b6\u6001\u7684\u5168\u65b9\u4f4d\u6a21\u62df\u975e\u5e38\u5438...            0   \n",
+        "1626654  \u4e0b\u5b66\u671fCV\u7684\u5b69\u5b50\u4eec\u5b66\u4f1a\u8fd9\u51e0\u9996\u6b4c\uff0c\u4fdd\u4f60\u671f\u672b80\u5206\u4ee5\u4e0a[\u563b\u563b] \u57fa\u7840\u77e9\u9635\u4e4b\u6b4c http://t....            0   \n",
+        "1626676  #\u5927\u4e50\u900f\u514d\u8d39\u5206#\u6dd8\u5b9d\u53cc12\u524d\u7ebf\u62a5\u9053\uff0c\u6211\u6b63\u5728\u53c2\u52a0\u5927\u4e50\u900f\u514d\u8d39\u5206\u6d3b\u52a8\uff0c100%\u4e2d\u5956\uff01\u901f\u5ea6\u6765\u8ddf\u6211\u4e00\u8d77...          NaN   \n",
+        "1626702  \u6700\u8fd1\u624b\u5934\u7d27\u8f6c\u8ba9\u534a\u74f6\u8001\u5e72\u5988\uff0c\u4e0a\u6708\u521d\u624d\u4e70\u7684\uff0c\u6b63\u54c1\u884c\u8d27\uff0c\u5403\u4e86\u624d\u4e00\u534a\uff0c\u91cc\u8fb9\u8fd8\u6709\u5f88\u591a\u725b\u8089\uff0c\u6ca1\u548b\u820d\u5f97\u5403\uff0c...            0   \n",
+        "1626703                 \u5206\u4eab \u9ec4\u5bb6\u9a79 http://t.cn/zHQRgnl \u4ec0\u4e48\u60c5\u51b5...            0   \n",
+        "1626704              \u771f\u7fa1\u6155\u90a3\u4e9b\u80fd\u5de5\u4f5c\u8d77\u6765\u5c31\u5fd8\u4e86\u5403\u996d\u7684\u4eba\u554a\u3002\u2014\u2014\u6765\u81ea\u4e00\u4e2a\u5403\u8d77\u996d\u6765\u5c31\u5fd8\u4e86\u5de5\u4f5c\u7684\u4eba\u3002            0   \n",
+        "1626705                      \u300a\u9b41\u62d43\u6218\u795e\u5d1b\u8d77\u300b http://t.cn/RzmJytH            0   \n",
+        "1626706  \u6628\u5929\u53bb\u627e\u7b97\u547d\u5927\u5e08\u7b97\u4e86\u4e00\u4e0b\uff0c\u5927\u5e08\u8bf4\u6211\u80fd\u6d3b83\u5c81\u751a\u81f3\u66f4\u957f\u3002\u7b97\u597d\u540e\uff0c\u6211\u662f\u9a91\u7535\u74f6\u8f66\u56de\u5bb6\u7684\uff0c\u9a91\u7684\u90a3\u53eb\u4e00...            0   \n",
+        "1626707  \u6709\u6ca1\u6709\u61c2\u8dd1\u8f66\u7684\u670b\u53cb\uff0c\u6c42\u63a8\u9009\u4e00\u6b3e400\u4e07\u2014800\u4e07\u7684\u8dd1\u8f66\uff0c\u8981\u6c42\u6027\u80fd\u597d\uff0c\u8d77\u6b65\u5feb\uff0c\u9a6c\u529b\u5927\uff0c\u8212\u9002\u6027\u9ad8...            0   \n",
+        "1626716                \u6211\u5206\u4eab\u4e86@\u5c0f\u5c0f\u8f9b\u5df4\u4e4b\u5bb6 \u7684\u6587\u7ae0 http://t.cn/RzgMbQv            0   \n",
+        "1626717                  \u6211\u5206\u4eab\u4e86@\u65b0\u6d6a\u8d22\u7ecf \u7684\u6587\u7ae0 http://t.cn/Rz1B8zb            0   \n",
+        "1626718                                      \u6211\u5206\u4eab\u4e86@\u65b0\u6d6a\u8d22\u7ecf \u7684\u6587\u7ae0            0   \n",
+        "\n",
+        "         comment_avg  like_avg  \n",
+        "8                  1         0  \n",
+        "18                 0         0  \n",
+        "53                 0         0  \n",
+        "54                 0         0  \n",
+        "55                 0         0  \n",
+        "56                 0         0  \n",
+        "57                 0         0  \n",
+        "58                 0         0  \n",
+        "59                 0         0  \n",
+        "60                 0         0  \n",
+        "61                 0         0  \n",
+        "62                 0         0  \n",
+        "63                 0         0  \n",
+        "64                 0         0  \n",
+        "65                 0         0  \n",
+        "66                 0         0  \n",
+        "67                 0         0  \n",
+        "68                 0         0  \n",
+        "69                 0         0  \n",
+        "72                 0         0  \n",
+        "73                 0         0  \n",
+        "81                 0         0  \n",
+        "82                 0         0  \n",
+        "119                0         0  \n",
+        "120                0         0  \n",
+        "121                0         0  \n",
+        "122                0         0  \n",
+        "123                0         0  \n",
+        "124                0         0  \n",
+        "183                0         0  \n",
+        "...              ...       ...  \n",
+        "1626339            0         0  \n",
+        "1626340            0         0  \n",
+        "1626341            0         0  \n",
+        "1626342            0         0  \n",
+        "1626343            0         0  \n",
+        "1626344            0         0  \n",
+        "1626525            1         0  \n",
+        "1626526            1         0  \n",
+        "1626527            1         0  \n",
+        "1626528            1         0  \n",
+        "1626529            1         0  \n",
+        "1626530            1         0  \n",
+        "1626531            1         0  \n",
+        "1626532            1         0  \n",
+        "1626533            1         0  \n",
+        "1626640            2         1  \n",
+        "1626641            2         1  \n",
+        "1626642            2         1  \n",
+        "1626653            1         1  \n",
+        "1626654            1         1  \n",
+        "1626676          NaN       NaN  \n",
+        "1626702            2         0  \n",
+        "1626703            2         0  \n",
+        "1626704            2         0  \n",
+        "1626705            2         0  \n",
+        "1626706            2         0  \n",
+        "1626707            2         0  \n",
+        "1626716            0         0  \n",
+        "1626717            0         0  \n",
+        "1626718            0         0  \n",
+        "\n",
+        "[272702 rows x 10 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 70
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "DataFrame.any?"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 75
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "df = pd.DataFrame([range(3), [0, np.NaN, 0], [0, 0, np.NaN], range(3), range(3)])\n",
+      "df.isnull()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>0</th>\n",
+        "      <th>1</th>\n",
+        "      <th>2</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> False</td>\n",
+        "      <td> False</td>\n",
+        "      <td> False</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> False</td>\n",
+        "      <td>  True</td>\n",
+        "      <td> False</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td> False</td>\n",
+        "      <td> False</td>\n",
+        "      <td>  True</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td> False</td>\n",
+        "      <td> False</td>\n",
+        "      <td> False</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> False</td>\n",
+        "      <td> False</td>\n",
+        "      <td> False</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 84,
+       "text": [
+        "       0      1      2\n",
+        "0  False  False  False\n",
+        "1  False   True  False\n",
+        "2  False  False   True\n",
+        "3  False  False  False\n",
+        "4  False  False  False"
+       ]
+      }
+     ],
+     "prompt_number": 84
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "df.isnull().any(axis=1)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 87,
+       "text": [
+        "0    False\n",
+        "1     True\n",
+        "2     True\n",
+        "3    False\n",
+        "4    False\n",
+        "dtype: bool"
+       ]
+      }
+     ],
+     "prompt_number": 87
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "df"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>0</th>\n",
+        "      <th>1</th>\n",
+        "      <th>2</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> 0</td>\n",
+        "      <td>NaN</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>NaN</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> 0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  2</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 90,
+       "text": [
+        "   0   1   2\n",
+        "0  0   1   2\n",
+        "1  0 NaN   0\n",
+        "2  0   0 NaN\n",
+        "3  0   1   2\n",
+        "4  0   1   2"
+       ]
+      }
+     ],
+     "prompt_number": 90
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "df.dropna()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>0</th>\n",
+        "      <th>1</th>\n",
+        "      <th>2</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> 0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 91,
+       "text": [
+        "   0  1  2\n",
+        "0  0  1  2\n",
+        "3  0  1  2\n",
+        "4  0  1  2"
+       ]
+      }
+     ],
+     "prompt_number": 91
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "test"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>uid</th>\n",
+        "      <th>mid</th>\n",
+        "      <th>time</th>\n",
+        "      <th>forward_count</th>\n",
+        "      <th>comment_count</th>\n",
+        "      <th>like_count</th>\n",
+        "      <th>context</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>8      </th>\n",
+        "      <td> 07fc721342df1a4c1992560b582992f8</td>\n",
+        "      <td> 95b2af15dc1913f024c4777587241746</td>\n",
+        "      <td> 2014-12-09</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                          \u53cc\u5341\u4e00\u540e\u9057\u75c7....42\u7801\u677f\u978b...\u5168\u7f3a\u8d27...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18     </th>\n",
+        "      <td> 63cd513528bba60bfde4178467df6987</td>\n",
+        "      <td> 749da9b878f9eff9f737699899777b03</td>\n",
+        "      <td> 2014-12-09</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                                         \u6ca1\u4e8b\uff0c\u53ea\u662f\u6280\u672f\u8c03\u6574</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>53     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> fd6fb3efaf771a77d5cb079c89fd4cd1</td>\n",
+        "      <td> 2014-12-01</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                      #VSCOcam http://t.cn/RzMkv8J</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>54     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> f10ad2080280ce0f79584c487826b1af</td>\n",
+        "      <td> 2014-12-02</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u8fdc\u65b9\u7684\u670b\u53cb\uff0c\u6b22\u8fce\u4f60\u5230\u6cf8\u6cbd\u6e56\u6765\u2026 \u5206\u4eab\u5de6\u5c0f\u7956\u5492/\u6731\u5a67\u7684\u5355\u66f2\u300a\u6cf8\u6cbd\u6e56\u60c5\u6b4c\u300bhttp://t.cn...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>55     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> 55417c4156254a04cdecfe3482c30b2b</td>\n",
+        "      <td> 2014-12-04</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u5ff5\u5929\u5ff5\u5730\u5ff5\u77e5\u5df1\u2026 \u5206\u4eab\u4e8c\u624b\u73ab\u7470\u7684\u5355\u66f2\u300a\u4ed9\u513f\u300bhttp://t.cn/RzS7IpA\uff08\u6765\u81ea@\u7f51...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>56     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> dc70e888730cbd986dafeca90d293474</td>\n",
+        "      <td> 2014-12-04</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                #VSCOcam #loop http://t.cn/RzSxp3O</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>57     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> e5b8954047513f92da7b6397dcc765ac</td>\n",
+        "      <td> 2014-12-05</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>     #VSCOcam Think different  http://t.cn/RzKyT5G</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>58     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> 6e0b1f50e759a39bf5d1d3ecc61cedbd</td>\n",
+        "      <td> 2014-12-06</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                #VSCOcam #HHKB http://t.cn/Rz9536i</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>59     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> 24f5e090646419dbfd2190f1626649b0</td>\n",
+        "      <td> 2014-12-07</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>            #VSCOcam #fullmoon http://t.cn/RzNxOha</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>60     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> dec2f6f5d28fc80b434d25333a83ca68</td>\n",
+        "      <td> 2014-12-08</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>       \u5206\u4eab\u5f20\u60ac\u7684\u5355\u66f2\u300a\u73ab\u7470\u8272\u7684\u4f60\u300bhttp://t.cn/Rz0yPWF\uff08\u6765\u81ea@\u7f51\u6613\u4e91\u97f3\u4e50\uff09</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>61     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> 6561c698e1d68c17cbe2fa1fd2de6579</td>\n",
+        "      <td> 2014-12-09</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>          \u5206\u4eab\u5f6d\u5766\u7684\u5355\u66f2\u300a\u706f\u5854\u300bhttp://t.cn/RzOeYbr\uff08\u6765\u81ea@\u7f51\u6613\u4e91\u97f3\u4e50\uff09</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>62     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> 4e961870dc119727810f8c88f13856dd</td>\n",
+        "      <td> 2014-12-10</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u300c\u4e3a\u4e86\u8fd9\u6b21\u76f8\u805a\uff0c\u6211\u8fde\u89c1\u9762\u65f6\u7684\u547c\u5438\u90fd\u66fe\u53cd\u590d\u7ec3\u4e60\u300d\u679c\u7136\u8fd8\u662f\u5185\u5fc3\u4e30\u5bcc\u7684\u4eba\u624d\u80fd\u5531\u51fa\u611f\u89c9\u2026 \u5206\u4eab\u674e\u5b97\u76db...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>63     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> 59733d3bf410a1af4f0a476e0200e23b</td>\n",
+        "      <td> 2014-12-18</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  \u5206\u4eab\u9003\u8dd1\u8ba1\u5212\u7684\u5355\u66f2\u300aIs This Love\u300bhttp://t.cn/Rz3awYh\uff08\u6765\u81ea...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>64     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> 88d75ccf35a6bf5674656e5245c71e94</td>\n",
+        "      <td> 2014-12-19</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                      #VSCOcam http://t.cn/Rz1pMnH</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>65     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> a1e25eef4b4ac139f64e7e3162ed7fce</td>\n",
+        "      <td> 2014-12-24</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                      #VSCOcam http://t.cn/RzF17xI</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>66     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> dc5445ea7b8d26adc522d376e460fe97</td>\n",
+        "      <td> 2014-12-25</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                #VSCOcam \u4e2d\u592e\u00b7\u5730\u65b9 http://t.cn/RZvjCex</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>67     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> d6a76ef27fccbe84d27a771055d2f363</td>\n",
+        "      <td> 2014-12-26</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>           #VSCOcam eagle kite http://t.cn/RZha1wg</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>68     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> 9f9c4088f5dd8272334a360c056c26b2</td>\n",
+        "      <td> 2014-12-29</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>                         \u5bb6\u5e38\u9178\u6c64\u9c7c http://t.cn/RZAcinw</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>69     </th>\n",
+        "      <td> 958e7a64b03479aec299f6c4f266bf3f</td>\n",
+        "      <td> f206f5714c5e049b5e797f9678e559e3</td>\n",
+        "      <td> 2014-12-31</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u6211\u542c\u8fc7\u8fd9\u5f20\u4e13\u8f91\u300a\u613f\u7231\u65e0\u5fe7\u300b -\u75db\u4ef0 \u2605\u2605\u2605\uff1a\u300c\u76db\u5f00\u300d\u4e4b\u540e\uff0c\u518d\u65e0\u75db\u4ef0\u2026 http://t.cn...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>72     </th>\n",
+        "      <td> a47362c10217a866d06d91ea4022a75e</td>\n",
+        "      <td> 2835fbb3e11465b82ea3b4efcb5705fe</td>\n",
+        "      <td> 2014-12-02</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u666e\u5929\u540c\u5e86\u5feb\u7684\u6253\u8f66\u5e02\u573a\u4efd\u989d\u53606\u6210\uff0166\u4e2a\u7ea2\u5305\u4efb\u4f60\u62a2\uff0c\u6240\u6709\u4eba\u7684\u6253\u8f66\u7ea2\u5305\u90fd\u88ab\u6211\u627f\u5305\u4e86\uff01\u6709\u94b1\uff0c\u5c31\u662f\u4efb...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>73     </th>\n",
+        "      <td> a47362c10217a866d06d91ea4022a75e</td>\n",
+        "      <td> d3da507aab8bad7178c668dd710592fc</td>\n",
+        "      <td> 2014-12-30</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> #\u5954\u8dd1\u54272015# \u770b@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \uff0c\u9001@\u5feb\u7684\u6253\u8f66 #\u4e00\u4ebf\u8de8\u5e74\u7ea2\u5305#\uff01\u8981\u7684\u70b9\u8fd9\u91cc\uff1ah...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>81     </th>\n",
+        "      <td> aae635f97a5763a125531089f34847eb</td>\n",
+        "      <td> a5079a4541fbdd84c2f5c8eb16bc512d</td>\n",
+        "      <td> 2014-12-11</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                  \u6211\u5206\u4eab\u4e86@\u67f3\u534e\u82b3 \u7684\u6587\u7ae0 http://t.cn/RzjCvdT</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>82     </th>\n",
+        "      <td> aae635f97a5763a125531089f34847eb</td>\n",
+        "      <td> 17d9bcd1b183bbd60aa9fe4fa96af08a</td>\n",
+        "      <td> 2014-12-23</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>           \u6211\u7ed9\u6625\u96e8\u533b\u751f\u5c39\u8fdb\u9001\u5fc3\u610f\uff0c\u90fd\u6765\u5173\u6ce8\u4ed6\u5427\uff01 http://t.cn/RzDjzJt</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>119    </th>\n",
+        "      <td> c83d055f193e179b61e3cd03ed24028c</td>\n",
+        "      <td> 460e669e9c7706b1e73c58948929fb5f</td>\n",
+        "      <td> 2014-12-09</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> #\u9886\u5e74\u7ec8\u5956\u5566# \u9a6c\u4e0a\u5c31\u52302015\u5e74\u4e86\uff0c\u5c0f\u4f19\u4f34\u4eec\u8fd8\u67091\u7b14\u5e74\u7ec8\u5956\u6ca1\u6709\u9886\u54e6~ \u5fae\u535a\u541b\u5df2\u7ecf\u628a\u5b83\u653e\u5728\u4e86...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>120    </th>\n",
+        "      <td> c83d055f193e179b61e3cd03ed24028c</td>\n",
+        "      <td> 6e32fa30830bc75bae531c59aa70d51c</td>\n",
+        "      <td> 2014-12-10</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                                        m.youpu.cn</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>121    </th>\n",
+        "      <td> c83d055f193e179b61e3cd03ed24028c</td>\n",
+        "      <td> eb79a0893789e1611910d6aafa6662e9</td>\n",
+        "      <td> 2014-12-14</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u6211\u8fd9\u6709\u4fe9bug\uff0c\u4e00\u4e2a\u662f\u8d5e\u7684\uff0c\u9996\u9875\u663e\u793a195\uff0c\u8fdb\u5165150\uff0c\u518d\u8fdb\u7a7a\u767d\u3002\u4e00\u4e2a\u662f\u6d88\u606f\u4e0b\u6ed1\u52a0\u8f7d\u6709\u95ee\u9898@...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>122    </th>\n",
+        "      <td> c83d055f193e179b61e3cd03ed24028c</td>\n",
+        "      <td> 9db0537e6de9c55bfc52034589303bf5</td>\n",
+        "      <td> 2014-12-30</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u6211\u5728@\u6e38\u8c31\u7279\u60e0 \u53d1\u73b0\u4e86\u4e00\u6761\u8d85\u503c\u7279\u4ef7\uff0c\u3010\uffe51999\u8d77 \u97e9\u56fd\u9996\u5c143\u665a4\u65e5\u81ea\u52a9\u6e38,\u5165\u4f4f4\u661f\u9152\u5e97\u3011\uff0c...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>123    </th>\n",
+        "      <td> c83d055f193e179b61e3cd03ed24028c</td>\n",
+        "      <td> fb71adc23cf35d8b62305ba425c11c1f</td>\n",
+        "      <td> 2014-12-30</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u6211\u5728@\u6e38\u8c31\u7279\u60e0 \u53d1\u73b0\u4e86\u4e00\u6761\u8d85\u503c\u7279\u4ef7\uff0c\u3010\uffe51591\u8d77 \u9999\u6e2f\u6fb3\u95e84\u65e5\u81ea\u52a9\u6e38,\u5165\u4f4f4\u661f\u9152\u5e97\u3011\uff0c\u70b9\u8fd9...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>124    </th>\n",
+        "      <td> c83d055f193e179b61e3cd03ed24028c</td>\n",
+        "      <td> d04b99b808b647f978787c59bb7be2b5</td>\n",
+        "      <td> 2014-12-30</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u6211\u5728@\u6e38\u8c31\u7279\u60e0 \u53d1\u73b0\u4e86\u4e00\u6761\u8d85\u503c\u7279\u4ef7\uff0c\u3010\uffe54563\u8d77 \u5df4\u5398\u5c9b4\u665a5\u65e5\u62166\u65e5\u81ea\u52a9\u6e38,\u5165\u4f4f3\u661f\u9152\u5e97...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>183    </th>\n",
+        "      <td> b9ef2bd7ac4f66b83411500c534a8a5f</td>\n",
+        "      <td> 1e284dd040b7ad251ca615a16a4f605f</td>\n",
+        "      <td> 2014-12-31</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>                           \u6211\u662f\u5c0f\u72d7\ud83d\udc36\uff0c\u6211\u8bf4\u8bdd\u4e0d\u7b97\u6570\uff0c\u575a\u51b3\u6539\u6b63\u3002@\u5452\u5fc3\u5fc3</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626339</th>\n",
+        "      <td> 9c5231ecad0088a8a3b44e5e7b837163</td>\n",
+        "      <td> aba1d9dde6d2ece4947e9255a73ade23</td>\n",
+        "      <td> 2014-12-17</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  8</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u4ece15\u53f7\u300a\u4e00\u6b65\u4e4b\u9065\u300b\u9996\u6620\u5f00\u59cb\uff0c\u4e00\u76f4\u4ece\u5404\u79cd\u4e92\u8054\u7f51\u6e20\u9053\u5bfb\u89c5\u5173\u4e8e\u59dc\u6587\u5bfc\u6f14\u5173\u4e8e\u300a\u4e00\u6b65\u4e4b\u9065\u300b\u7684\u6d88\u606f\uff0c\u9996...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626340</th>\n",
+        "      <td> 9c5231ecad0088a8a3b44e5e7b837163</td>\n",
+        "      <td> 697510b7ed80f8e5a15ed87696752272</td>\n",
+        "      <td> 2014-12-18</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> &lt;embed src=\"http://t.cn/Rz3ZY7E\" width=\"330\" h...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626341</th>\n",
+        "      <td> 9c5231ecad0088a8a3b44e5e7b837163</td>\n",
+        "      <td> e6bf6be662f7f4e547c38f340ee648f7</td>\n",
+        "      <td> 2014-12-18</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                                       share Image</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626342</th>\n",
+        "      <td> 9c5231ecad0088a8a3b44e5e7b837163</td>\n",
+        "      <td> 7e9ce498c0171dcb2b75fff64a0b5dd3</td>\n",
+        "      <td> 2014-12-19</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>           \u7535\u89c6\u770b\u7740\u770b\u7740,\u60f3\u5bb6\u4e86,\u53ea\u6709\u5728\u5bb6\u7684\u65f6\u5019,\u770b\u7535\u89c6\u624d\u662f\u665a\u4e0a\u7684\u4e3b\u8981\u8282\u76ee,\u60f3\u5bb6\u54af....</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626343</th>\n",
+        "      <td> 9c5231ecad0088a8a3b44e5e7b837163</td>\n",
+        "      <td> b3a1a8b90881b09d1bf0bca3ea9ab27b</td>\n",
+        "      <td> 2014-12-20</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u53bb\u5e74\u5728\u5408\u80a5\u706b\u8f66\u7ad9\u6709\u8fc7\u4e00\u4f1a\uff0c\u4e0d\u540c\u7684\u662f\u5bf9\u65b9\u662f\u4e24\u4e2a\u4e2d\u5e74\u5987\u5973\u5e76\u4e14\u95ee\u6211\u8981\u4e8650\uff0c\u76f8\u540c\u7684\u662f\u4e5f\u5728\u7559\u4e86\u6211\u624b\u673a...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626344</th>\n",
+        "      <td> 9c5231ecad0088a8a3b44e5e7b837163</td>\n",
+        "      <td> d4d4117437704cde1c19134bb9aa1c4a</td>\n",
+        "      <td> 2014-12-20</td>\n",
+        "      <td>   1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> http://t.cn/z8FC7cq\u2605\u2605\u2605\u2605\u4e0d\u9519\uff0c\u8fd9\u90e8\u7535\u5f71\u8fdc\u4e0d\u80fd\u50cf\u300a\u8ba9\u5b50\u5f39\u98de\u300b\u90a3\u6837\u6233\u4e2d\u89c2\u4f17...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626525</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> 1127c9874ef9128e6cb22876f63a7156</td>\n",
+        "      <td> 2014-12-06</td>\n",
+        "      <td>   1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>   \u770b\u8fc7\u300a\u5723\u6597\u58eb\u661f\u77e2\uff1a\u5723\u57df\u4f20\u8bf4\u300b\uff1a\u73b0\u5728cg\u6c34\u5e73\u771f\u597d \u2605\u2605\u2605 http://t.cn/zOzdF57</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626526</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> 4705b4f5cbe949d51d2769cf7fe1263b</td>\n",
+        "      <td> 2014-12-08</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>         \uff03\u5341\u5e74\u8d26\u5355\u65e5\u8bb0\uff03\u4e00\u4e2a\u571f\u8c6a\u7684\u6210\u957f\u53f2 @\u652f\u4ed8\u5b9d http://t.cn/RzKKnhj</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626527</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> 0e101f3001d03f74312e013272f60737</td>\n",
+        "      <td> 2014-12-14</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010\u521d\u97f3\u672a\u6765\u3011  \u6731\u7ea2  \u3010\u4e2d\u56fd\u98ce\u539f\u521b\u66f2\u3011   UP\u4e3b\uff1a\u75af\u5b50\u5361\u7f2a  \u5f00\u5934\u77ac\u95f4\u88ab\u80e1\u591a\u591a\u7684\u7b1b\u5b50\u9707\u4e86...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626528</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> df647b6414388ba0089f66da4cca68e7</td>\n",
+        "      <td> 2014-12-14</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>       \u770b\u8fc7\u300a\u4e00\u4e2a\u4eba\u7684\u6b66\u6797\u300b\uff1a\u738b\u5b9d\u5f3a\u8f6c\u578b\u53ef\u4ee5\u554a \u2605\u2605\u2605 http://t.cn/zHvzTfr</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626529</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> cf617f0f0ed3b6838015469ed9810382</td>\n",
+        "      <td> 2014-12-19</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                                              test</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626530</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> a032f3c8610ee0e5e5a493108735ce8a</td>\n",
+        "      <td> 2014-12-26</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                         \u6709\u8c01\u77e5\u9053webstorm\u600e\u4e48\u81ea\u5b9a\u4e49\u8bed\u6cd5\u9ad8\u4eae\u683c\u5f0f\u5417\uff1f</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626531</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> 8ac752a68352bb1097e5649bc4d21d50</td>\n",
+        "      <td> 2014-12-27</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> \u6d1b\u5929\u4f9d\u300a\u5f7c\u5cb8\u82b1\u300b(\u4e00\u56fe\u6d41)\u539f\u521b\u66f2   UP\u4e3b\uff1alzg87150379    kong\u97f3\u6e90\u7af9\u7b1b...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626532</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> 779aa118f3d83e20b57e427c403cf3d2</td>\n",
+        "      <td> 2014-12-28</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010\u89c6\u9891\uff1a  \u9884\u89c1\u4e2d\u56fd\u79d1\u5e7b 141227 \u5934\u8111\u98ce\u66b4\u3011 \uff08\u5206\u4eab\u81ea @\u4f18\u9177\uff09 @\u83e0\u841d\u83ab http:...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626533</th>\n",
+        "      <td> 6483500efb4bde0a1db7351a4122a02d</td>\n",
+        "      <td> f8012ff1bb8f7a72fa4931e48e4ae655</td>\n",
+        "      <td> 2014-12-31</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>           \u624d\u53d1\u73b0\u624b\u673a\u8054\u7cfb\u4eba\u5168\u90e8\u4e22\u5931\uff0candroid\u4e00\u76f4\u5b58\u5728gmail\u5e10\u53f7\u4e0a\u7684\uff0c\u8fd9\u53ef\u548b\u529e\uff1f</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626640</th>\n",
+        "      <td> ca524bf97de95ed070b0b6f2ce3cd9c6</td>\n",
+        "      <td> c6ea718d8f4656a1ed29ef517f59f2b4</td>\n",
+        "      <td> 2014-12-04</td>\n",
+        "      <td> 288</td>\n",
+        "      <td> 35</td>\n",
+        "      <td> 19</td>\n",
+        "      <td> \u53c8\u4e00\u6700\u5f3a\u5927\u7684MySQL Proxy\u53d1\u5e03\u4e86\uff0c\u641c\u72d0DBProxy\u4eca\u65e5\u6b63\u5f0f\u5f00\u6e90\uff0c\u529f\u80fd\u8d85\u5f3a\uff0c\u6b22\u8fce\u8bd5\u7528...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626641</th>\n",
+        "      <td> ca524bf97de95ed070b0b6f2ce3cd9c6</td>\n",
+        "      <td> 75f2e0e92f75c848ade0a1c9a4ff914b</td>\n",
+        "      <td> 2014-12-09</td>\n",
+        "      <td>  31</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  4</td>\n",
+        "      <td> 2014.12.11(\u5468\u56db)\u665a20:30\uff0cCMUG\u7279\u9080 @ISADBA \u4e3a\u6211\u4eec\u5e26\u6765MySQL...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626642</th>\n",
+        "      <td> ca524bf97de95ed070b0b6f2ce3cd9c6</td>\n",
+        "      <td> 37d1b400a1024e7c91e520379aa39805</td>\n",
+        "      <td> 2014-12-17</td>\n",
+        "      <td>   8</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  5</td>\n",
+        "      <td> \u798f\u5efa\u6280\u672f\u5609\u5e74\u534e2015\u5e74\u9996\u573a\u6d3b\u52a8\u5b9a\u4e8e2015.1.17\u8fdb\u884c\uff0c\u672c\u6b21\u6d3b\u52a8\u5173\u952e\u5b57\uff1aREST\u3001zoo...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626653</th>\n",
+        "      <td> 6c51c1c3573878cf30c5219c41b0ece7</td>\n",
+        "      <td> 4c9e2a62fc1f6c60c90fa02afb967b29</td>\n",
+        "      <td> 2014-12-05</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> #This war of mine#\u5e9f\u4e86\u4e00\u4e2a\u665a\u4e0a\u901a\u5173\u3002\u6e38\u620f\u91cc\u5bf9\u57ce\u5e02\u6218\u4e89\u72b6\u6001\u7684\u5168\u65b9\u4f4d\u6a21\u62df\u975e\u5e38\u5438...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626654</th>\n",
+        "      <td> 6c51c1c3573878cf30c5219c41b0ece7</td>\n",
+        "      <td> 807eb32d5727487527fa021c1a2c8eb7</td>\n",
+        "      <td> 2014-12-14</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u4e0b\u5b66\u671fCV\u7684\u5b69\u5b50\u4eec\u5b66\u4f1a\u8fd9\u51e0\u9996\u6b4c\uff0c\u4fdd\u4f60\u671f\u672b80\u5206\u4ee5\u4e0a[\u563b\u563b] \u57fa\u7840\u77e9\u9635\u4e4b\u6b4c http://t....</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626676</th>\n",
+        "      <td> f0360d632c93dc4c73622b9ebbca235a</td>\n",
+        "      <td> f978b7a5be91e9ad60a66725df3b8e89</td>\n",
+        "      <td> 2014-12-01</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> #\u5927\u4e50\u900f\u514d\u8d39\u5206#\u6dd8\u5b9d\u53cc12\u524d\u7ebf\u62a5\u9053\uff0c\u6211\u6b63\u5728\u53c2\u52a0\u5927\u4e50\u900f\u514d\u8d39\u5206\u6d3b\u52a8\uff0c100%\u4e2d\u5956\uff01\u901f\u5ea6\u6765\u8ddf\u6211\u4e00\u8d77...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626702</th>\n",
+        "      <td> fc8d3fc57c5f1789c62b5b0645e541c6</td>\n",
+        "      <td> 56c3b81afe2758e30670392eda655e62</td>\n",
+        "      <td> 2014-12-02</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u6700\u8fd1\u624b\u5934\u7d27\u8f6c\u8ba9\u534a\u74f6\u8001\u5e72\u5988\uff0c\u4e0a\u6708\u521d\u624d\u4e70\u7684\uff0c\u6b63\u54c1\u884c\u8d27\uff0c\u5403\u4e86\u624d\u4e00\u534a\uff0c\u91cc\u8fb9\u8fd8\u6709\u5f88\u591a\u725b\u8089\uff0c\u6ca1\u548b\u820d\u5f97\u5403\uff0c...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626703</th>\n",
+        "      <td> fc8d3fc57c5f1789c62b5b0645e541c6</td>\n",
+        "      <td> 613fc2332551b9c08ada2b1f33bf8f49</td>\n",
+        "      <td> 2014-12-11</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                \u5206\u4eab \u9ec4\u5bb6\u9a79 http://t.cn/zHQRgnl \u4ec0\u4e48\u60c5\u51b5...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626704</th>\n",
+        "      <td> fc8d3fc57c5f1789c62b5b0645e541c6</td>\n",
+        "      <td> 4f236d2edb2ba2ffc531f6dbb15c81bc</td>\n",
+        "      <td> 2014-12-16</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>             \u771f\u7fa1\u6155\u90a3\u4e9b\u80fd\u5de5\u4f5c\u8d77\u6765\u5c31\u5fd8\u4e86\u5403\u996d\u7684\u4eba\u554a\u3002\u2014\u2014\u6765\u81ea\u4e00\u4e2a\u5403\u8d77\u996d\u6765\u5c31\u5fd8\u4e86\u5de5\u4f5c\u7684\u4eba\u3002</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626705</th>\n",
+        "      <td> fc8d3fc57c5f1789c62b5b0645e541c6</td>\n",
+        "      <td> ea9debf7cad76a1d7d4e90a6356aeafc</td>\n",
+        "      <td> 2014-12-16</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                     \u300a\u9b41\u62d43\u6218\u795e\u5d1b\u8d77\u300b http://t.cn/RzmJytH</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626706</th>\n",
+        "      <td> fc8d3fc57c5f1789c62b5b0645e541c6</td>\n",
+        "      <td> 889464d82418da4f9d698c7c6be0a7d6</td>\n",
+        "      <td> 2014-12-17</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u6628\u5929\u53bb\u627e\u7b97\u547d\u5927\u5e08\u7b97\u4e86\u4e00\u4e0b\uff0c\u5927\u5e08\u8bf4\u6211\u80fd\u6d3b83\u5c81\u751a\u81f3\u66f4\u957f\u3002\u7b97\u597d\u540e\uff0c\u6211\u662f\u9a91\u7535\u74f6\u8f66\u56de\u5bb6\u7684\uff0c\u9a91\u7684\u90a3\u53eb\u4e00...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626707</th>\n",
+        "      <td> fc8d3fc57c5f1789c62b5b0645e541c6</td>\n",
+        "      <td> d3299d71932cb3174dea2aa3432abfe8</td>\n",
+        "      <td> 2014-12-30</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> \u6709\u6ca1\u6709\u61c2\u8dd1\u8f66\u7684\u670b\u53cb\uff0c\u6c42\u63a8\u9009\u4e00\u6b3e400\u4e07\u2014800\u4e07\u7684\u8dd1\u8f66\uff0c\u8981\u6c42\u6027\u80fd\u597d\uff0c\u8d77\u6b65\u5feb\uff0c\u9a6c\u529b\u5927\uff0c\u8212\u9002\u6027\u9ad8...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626716</th>\n",
+        "      <td> 1af7df85a282df37a37feaaf623de27d</td>\n",
+        "      <td> f189b1494b0d07c1d1d6f6349ed5bf39</td>\n",
+        "      <td> 2014-12-22</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>               \u6211\u5206\u4eab\u4e86@\u5c0f\u5c0f\u8f9b\u5df4\u4e4b\u5bb6 \u7684\u6587\u7ae0 http://t.cn/RzgMbQv</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626717</th>\n",
+        "      <td> 1af7df85a282df37a37feaaf623de27d</td>\n",
+        "      <td> 8ddfed8bf864733621b644ab4abfded2</td>\n",
+        "      <td> 2014-12-23</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                 \u6211\u5206\u4eab\u4e86@\u65b0\u6d6a\u8d22\u7ecf \u7684\u6587\u7ae0 http://t.cn/Rz1B8zb</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1626718</th>\n",
+        "      <td> 1af7df85a282df37a37feaaf623de27d</td>\n",
+        "      <td> 56a08e301a70f8dddb4ac51e58cc02d3</td>\n",
+        "      <td> 2014-12-23</td>\n",
+        "      <td>   0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                                     \u6211\u5206\u4eab\u4e86@\u65b0\u6d6a\u8d22\u7ecf \u7684\u6587\u7ae0</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>272702 rows \u00d7 7 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 92,
+       "text": [
+        "                                      uid                               mid  \\\n",
+        "8        07fc721342df1a4c1992560b582992f8  95b2af15dc1913f024c4777587241746   \n",
+        "18       63cd513528bba60bfde4178467df6987  749da9b878f9eff9f737699899777b03   \n",
+        "53       958e7a64b03479aec299f6c4f266bf3f  fd6fb3efaf771a77d5cb079c89fd4cd1   \n",
+        "54       958e7a64b03479aec299f6c4f266bf3f  f10ad2080280ce0f79584c487826b1af   \n",
+        "55       958e7a64b03479aec299f6c4f266bf3f  55417c4156254a04cdecfe3482c30b2b   \n",
+        "56       958e7a64b03479aec299f6c4f266bf3f  dc70e888730cbd986dafeca90d293474   \n",
+        "57       958e7a64b03479aec299f6c4f266bf3f  e5b8954047513f92da7b6397dcc765ac   \n",
+        "58       958e7a64b03479aec299f6c4f266bf3f  6e0b1f50e759a39bf5d1d3ecc61cedbd   \n",
+        "59       958e7a64b03479aec299f6c4f266bf3f  24f5e090646419dbfd2190f1626649b0   \n",
+        "60       958e7a64b03479aec299f6c4f266bf3f  dec2f6f5d28fc80b434d25333a83ca68   \n",
+        "61       958e7a64b03479aec299f6c4f266bf3f  6561c698e1d68c17cbe2fa1fd2de6579   \n",
+        "62       958e7a64b03479aec299f6c4f266bf3f  4e961870dc119727810f8c88f13856dd   \n",
+        "63       958e7a64b03479aec299f6c4f266bf3f  59733d3bf410a1af4f0a476e0200e23b   \n",
+        "64       958e7a64b03479aec299f6c4f266bf3f  88d75ccf35a6bf5674656e5245c71e94   \n",
+        "65       958e7a64b03479aec299f6c4f266bf3f  a1e25eef4b4ac139f64e7e3162ed7fce   \n",
+        "66       958e7a64b03479aec299f6c4f266bf3f  dc5445ea7b8d26adc522d376e460fe97   \n",
+        "67       958e7a64b03479aec299f6c4f266bf3f  d6a76ef27fccbe84d27a771055d2f363   \n",
+        "68       958e7a64b03479aec299f6c4f266bf3f  9f9c4088f5dd8272334a360c056c26b2   \n",
+        "69       958e7a64b03479aec299f6c4f266bf3f  f206f5714c5e049b5e797f9678e559e3   \n",
+        "72       a47362c10217a866d06d91ea4022a75e  2835fbb3e11465b82ea3b4efcb5705fe   \n",
+        "73       a47362c10217a866d06d91ea4022a75e  d3da507aab8bad7178c668dd710592fc   \n",
+        "81       aae635f97a5763a125531089f34847eb  a5079a4541fbdd84c2f5c8eb16bc512d   \n",
+        "82       aae635f97a5763a125531089f34847eb  17d9bcd1b183bbd60aa9fe4fa96af08a   \n",
+        "119      c83d055f193e179b61e3cd03ed24028c  460e669e9c7706b1e73c58948929fb5f   \n",
+        "120      c83d055f193e179b61e3cd03ed24028c  6e32fa30830bc75bae531c59aa70d51c   \n",
+        "121      c83d055f193e179b61e3cd03ed24028c  eb79a0893789e1611910d6aafa6662e9   \n",
+        "122      c83d055f193e179b61e3cd03ed24028c  9db0537e6de9c55bfc52034589303bf5   \n",
+        "123      c83d055f193e179b61e3cd03ed24028c  fb71adc23cf35d8b62305ba425c11c1f   \n",
+        "124      c83d055f193e179b61e3cd03ed24028c  d04b99b808b647f978787c59bb7be2b5   \n",
+        "183      b9ef2bd7ac4f66b83411500c534a8a5f  1e284dd040b7ad251ca615a16a4f605f   \n",
+        "...                                   ...                               ...   \n",
+        "1626339  9c5231ecad0088a8a3b44e5e7b837163  aba1d9dde6d2ece4947e9255a73ade23   \n",
+        "1626340  9c5231ecad0088a8a3b44e5e7b837163  697510b7ed80f8e5a15ed87696752272   \n",
+        "1626341  9c5231ecad0088a8a3b44e5e7b837163  e6bf6be662f7f4e547c38f340ee648f7   \n",
+        "1626342  9c5231ecad0088a8a3b44e5e7b837163  7e9ce498c0171dcb2b75fff64a0b5dd3   \n",
+        "1626343  9c5231ecad0088a8a3b44e5e7b837163  b3a1a8b90881b09d1bf0bca3ea9ab27b   \n",
+        "1626344  9c5231ecad0088a8a3b44e5e7b837163  d4d4117437704cde1c19134bb9aa1c4a   \n",
+        "1626525  6483500efb4bde0a1db7351a4122a02d  1127c9874ef9128e6cb22876f63a7156   \n",
+        "1626526  6483500efb4bde0a1db7351a4122a02d  4705b4f5cbe949d51d2769cf7fe1263b   \n",
+        "1626527  6483500efb4bde0a1db7351a4122a02d  0e101f3001d03f74312e013272f60737   \n",
+        "1626528  6483500efb4bde0a1db7351a4122a02d  df647b6414388ba0089f66da4cca68e7   \n",
+        "1626529  6483500efb4bde0a1db7351a4122a02d  cf617f0f0ed3b6838015469ed9810382   \n",
+        "1626530  6483500efb4bde0a1db7351a4122a02d  a032f3c8610ee0e5e5a493108735ce8a   \n",
+        "1626531  6483500efb4bde0a1db7351a4122a02d  8ac752a68352bb1097e5649bc4d21d50   \n",
+        "1626532  6483500efb4bde0a1db7351a4122a02d  779aa118f3d83e20b57e427c403cf3d2   \n",
+        "1626533  6483500efb4bde0a1db7351a4122a02d  f8012ff1bb8f7a72fa4931e48e4ae655   \n",
+        "1626640  ca524bf97de95ed070b0b6f2ce3cd9c6  c6ea718d8f4656a1ed29ef517f59f2b4   \n",
+        "1626641  ca524bf97de95ed070b0b6f2ce3cd9c6  75f2e0e92f75c848ade0a1c9a4ff914b   \n",
+        "1626642  ca524bf97de95ed070b0b6f2ce3cd9c6  37d1b400a1024e7c91e520379aa39805   \n",
+        "1626653  6c51c1c3573878cf30c5219c41b0ece7  4c9e2a62fc1f6c60c90fa02afb967b29   \n",
+        "1626654  6c51c1c3573878cf30c5219c41b0ece7  807eb32d5727487527fa021c1a2c8eb7   \n",
+        "1626676  f0360d632c93dc4c73622b9ebbca235a  f978b7a5be91e9ad60a66725df3b8e89   \n",
+        "1626702  fc8d3fc57c5f1789c62b5b0645e541c6  56c3b81afe2758e30670392eda655e62   \n",
+        "1626703  fc8d3fc57c5f1789c62b5b0645e541c6  613fc2332551b9c08ada2b1f33bf8f49   \n",
+        "1626704  fc8d3fc57c5f1789c62b5b0645e541c6  4f236d2edb2ba2ffc531f6dbb15c81bc   \n",
+        "1626705  fc8d3fc57c5f1789c62b5b0645e541c6  ea9debf7cad76a1d7d4e90a6356aeafc   \n",
+        "1626706  fc8d3fc57c5f1789c62b5b0645e541c6  889464d82418da4f9d698c7c6be0a7d6   \n",
+        "1626707  fc8d3fc57c5f1789c62b5b0645e541c6  d3299d71932cb3174dea2aa3432abfe8   \n",
+        "1626716  1af7df85a282df37a37feaaf623de27d  f189b1494b0d07c1d1d6f6349ed5bf39   \n",
+        "1626717  1af7df85a282df37a37feaaf623de27d  8ddfed8bf864733621b644ab4abfded2   \n",
+        "1626718  1af7df85a282df37a37feaaf623de27d  56a08e301a70f8dddb4ac51e58cc02d3   \n",
+        "\n",
+        "               time  forward_count  comment_count  like_count  \\\n",
+        "8        2014-12-09              0              0           0   \n",
+        "18       2014-12-09              0              0           0   \n",
+        "53       2014-12-01              0              0           0   \n",
+        "54       2014-12-02              0              0           0   \n",
+        "55       2014-12-04              0              0           0   \n",
+        "56       2014-12-04              0              0           0   \n",
+        "57       2014-12-05              0              0           0   \n",
+        "58       2014-12-06              0              0           0   \n",
+        "59       2014-12-07              0              0           0   \n",
+        "60       2014-12-08              0              0           0   \n",
+        "61       2014-12-09              0              0           0   \n",
+        "62       2014-12-10              0              0           0   \n",
+        "63       2014-12-18              0              0           0   \n",
+        "64       2014-12-19              0              0           0   \n",
+        "65       2014-12-24              0              0           0   \n",
+        "66       2014-12-25              0              0           0   \n",
+        "67       2014-12-26              0              0           0   \n",
+        "68       2014-12-29              0              0           1   \n",
+        "69       2014-12-31              0              0           0   \n",
+        "72       2014-12-02              0              0           0   \n",
+        "73       2014-12-30              0              0           0   \n",
+        "81       2014-12-11              0              0           0   \n",
+        "82       2014-12-23              0              0           0   \n",
+        "119      2014-12-09              0              0           0   \n",
+        "120      2014-12-10              0              0           0   \n",
+        "121      2014-12-14              0              0           0   \n",
+        "122      2014-12-30              0              0           0   \n",
+        "123      2014-12-30              0              0           0   \n",
+        "124      2014-12-30              0              0           0   \n",
+        "183      2014-12-31              0              5           1   \n",
+        "...             ...            ...            ...         ...   \n",
+        "1626339  2014-12-17              0              8           0   \n",
+        "1626340  2014-12-18              0              0           0   \n",
+        "1626341  2014-12-18              0              0           0   \n",
+        "1626342  2014-12-19              0              0           1   \n",
+        "1626343  2014-12-20              0              0           0   \n",
+        "1626344  2014-12-20              1              0           0   \n",
+        "1626525  2014-12-06              1              0           0   \n",
+        "1626526  2014-12-08              0              0           1   \n",
+        "1626527  2014-12-14              0              1           0   \n",
+        "1626528  2014-12-14              0              0           0   \n",
+        "1626529  2014-12-19              0              0           0   \n",
+        "1626530  2014-12-26              0              0           0   \n",
+        "1626531  2014-12-27              0              0           1   \n",
+        "1626532  2014-12-28              0              0           0   \n",
+        "1626533  2014-12-31              0              1           0   \n",
+        "1626640  2014-12-04            288             35          19   \n",
+        "1626641  2014-12-09             31              1           4   \n",
+        "1626642  2014-12-17              8              1           5   \n",
+        "1626653  2014-12-05              0              2           0   \n",
+        "1626654  2014-12-14              0              2           0   \n",
+        "1626676  2014-12-01              0              0           0   \n",
+        "1626702  2014-12-02              0              1           0   \n",
+        "1626703  2014-12-11              0              0           0   \n",
+        "1626704  2014-12-16              0              1           1   \n",
+        "1626705  2014-12-16              0              0           0   \n",
+        "1626706  2014-12-17              0              2           0   \n",
+        "1626707  2014-12-30              0              0           1   \n",
+        "1626716  2014-12-22              0              0           0   \n",
+        "1626717  2014-12-23              0              0           0   \n",
+        "1626718  2014-12-23              0              0           0   \n",
+        "\n",
+        "                                                   context  \n",
+        "8                                 \u53cc\u5341\u4e00\u540e\u9057\u75c7....42\u7801\u677f\u978b...\u5168\u7f3a\u8d27...  \n",
+        "18                                               \u6ca1\u4e8b\uff0c\u53ea\u662f\u6280\u672f\u8c03\u6574  \n",
+        "53                            #VSCOcam http://t.cn/RzMkv8J  \n",
+        "54       \u8fdc\u65b9\u7684\u670b\u53cb\uff0c\u6b22\u8fce\u4f60\u5230\u6cf8\u6cbd\u6e56\u6765\u2026 \u5206\u4eab\u5de6\u5c0f\u7956\u5492/\u6731\u5a67\u7684\u5355\u66f2\u300a\u6cf8\u6cbd\u6e56\u60c5\u6b4c\u300bhttp://t.cn...  \n",
+        "55       \u5ff5\u5929\u5ff5\u5730\u5ff5\u77e5\u5df1\u2026 \u5206\u4eab\u4e8c\u624b\u73ab\u7470\u7684\u5355\u66f2\u300a\u4ed9\u513f\u300bhttp://t.cn/RzS7IpA\uff08\u6765\u81ea@\u7f51...  \n",
+        "56                      #VSCOcam #loop http://t.cn/RzSxp3O  \n",
+        "57           #VSCOcam Think different  http://t.cn/RzKyT5G  \n",
+        "58                      #VSCOcam #HHKB http://t.cn/Rz9536i  \n",
+        "59                  #VSCOcam #fullmoon http://t.cn/RzNxOha  \n",
+        "60             \u5206\u4eab\u5f20\u60ac\u7684\u5355\u66f2\u300a\u73ab\u7470\u8272\u7684\u4f60\u300bhttp://t.cn/Rz0yPWF\uff08\u6765\u81ea@\u7f51\u6613\u4e91\u97f3\u4e50\uff09  \n",
+        "61                \u5206\u4eab\u5f6d\u5766\u7684\u5355\u66f2\u300a\u706f\u5854\u300bhttp://t.cn/RzOeYbr\uff08\u6765\u81ea@\u7f51\u6613\u4e91\u97f3\u4e50\uff09  \n",
+        "62       \u300c\u4e3a\u4e86\u8fd9\u6b21\u76f8\u805a\uff0c\u6211\u8fde\u89c1\u9762\u65f6\u7684\u547c\u5438\u90fd\u66fe\u53cd\u590d\u7ec3\u4e60\u300d\u679c\u7136\u8fd8\u662f\u5185\u5fc3\u4e30\u5bcc\u7684\u4eba\u624d\u80fd\u5531\u51fa\u611f\u89c9\u2026 \u5206\u4eab\u674e\u5b97\u76db...  \n",
+        "63        \u5206\u4eab\u9003\u8dd1\u8ba1\u5212\u7684\u5355\u66f2\u300aIs This Love\u300bhttp://t.cn/Rz3awYh\uff08\u6765\u81ea...  \n",
+        "64                            #VSCOcam http://t.cn/Rz1pMnH  \n",
+        "65                            #VSCOcam http://t.cn/RzF17xI  \n",
+        "66                      #VSCOcam \u4e2d\u592e\u00b7\u5730\u65b9 http://t.cn/RZvjCex  \n",
+        "67                 #VSCOcam eagle kite http://t.cn/RZha1wg  \n",
+        "68                               \u5bb6\u5e38\u9178\u6c64\u9c7c http://t.cn/RZAcinw  \n",
+        "69       \u6211\u542c\u8fc7\u8fd9\u5f20\u4e13\u8f91\u300a\u613f\u7231\u65e0\u5fe7\u300b -\u75db\u4ef0 \u2605\u2605\u2605\uff1a\u300c\u76db\u5f00\u300d\u4e4b\u540e\uff0c\u518d\u65e0\u75db\u4ef0\u2026 http://t.cn...  \n",
+        "72       \u666e\u5929\u540c\u5e86\u5feb\u7684\u6253\u8f66\u5e02\u573a\u4efd\u989d\u53606\u6210\uff0166\u4e2a\u7ea2\u5305\u4efb\u4f60\u62a2\uff0c\u6240\u6709\u4eba\u7684\u6253\u8f66\u7ea2\u5305\u90fd\u88ab\u6211\u627f\u5305\u4e86\uff01\u6709\u94b1\uff0c\u5c31\u662f\u4efb...  \n",
+        "73       #\u5954\u8dd1\u54272015# \u770b@\u6d59\u6c5f\u536b\u89c6\u8de8\u5e74\u6f14\u5531\u4f1a \uff0c\u9001@\u5feb\u7684\u6253\u8f66 #\u4e00\u4ebf\u8de8\u5e74\u7ea2\u5305#\uff01\u8981\u7684\u70b9\u8fd9\u91cc\uff1ah...  \n",
+        "81                        \u6211\u5206\u4eab\u4e86@\u67f3\u534e\u82b3 \u7684\u6587\u7ae0 http://t.cn/RzjCvdT  \n",
+        "82                 \u6211\u7ed9\u6625\u96e8\u533b\u751f\u5c39\u8fdb\u9001\u5fc3\u610f\uff0c\u90fd\u6765\u5173\u6ce8\u4ed6\u5427\uff01 http://t.cn/RzDjzJt  \n",
+        "119      #\u9886\u5e74\u7ec8\u5956\u5566# \u9a6c\u4e0a\u5c31\u52302015\u5e74\u4e86\uff0c\u5c0f\u4f19\u4f34\u4eec\u8fd8\u67091\u7b14\u5e74\u7ec8\u5956\u6ca1\u6709\u9886\u54e6~ \u5fae\u535a\u541b\u5df2\u7ecf\u628a\u5b83\u653e\u5728\u4e86...  \n",
+        "120                                             m.youpu.cn  \n",
+        "121      \u6211\u8fd9\u6709\u4fe9bug\uff0c\u4e00\u4e2a\u662f\u8d5e\u7684\uff0c\u9996\u9875\u663e\u793a195\uff0c\u8fdb\u5165150\uff0c\u518d\u8fdb\u7a7a\u767d\u3002\u4e00\u4e2a\u662f\u6d88\u606f\u4e0b\u6ed1\u52a0\u8f7d\u6709\u95ee\u9898@...  \n",
+        "122      \u6211\u5728@\u6e38\u8c31\u7279\u60e0 \u53d1\u73b0\u4e86\u4e00\u6761\u8d85\u503c\u7279\u4ef7\uff0c\u3010\uffe51999\u8d77 \u97e9\u56fd\u9996\u5c143\u665a4\u65e5\u81ea\u52a9\u6e38,\u5165\u4f4f4\u661f\u9152\u5e97\u3011\uff0c...  \n",
+        "123      \u6211\u5728@\u6e38\u8c31\u7279\u60e0 \u53d1\u73b0\u4e86\u4e00\u6761\u8d85\u503c\u7279\u4ef7\uff0c\u3010\uffe51591\u8d77 \u9999\u6e2f\u6fb3\u95e84\u65e5\u81ea\u52a9\u6e38,\u5165\u4f4f4\u661f\u9152\u5e97\u3011\uff0c\u70b9\u8fd9...  \n",
+        "124      \u6211\u5728@\u6e38\u8c31\u7279\u60e0 \u53d1\u73b0\u4e86\u4e00\u6761\u8d85\u503c\u7279\u4ef7\uff0c\u3010\uffe54563\u8d77 \u5df4\u5398\u5c9b4\u665a5\u65e5\u62166\u65e5\u81ea\u52a9\u6e38,\u5165\u4f4f3\u661f\u9152\u5e97...  \n",
+        "183                                \u6211\u662f\u5c0f\u72d7\ud83d\udc36\uff0c\u6211\u8bf4\u8bdd\u4e0d\u7b97\u6570\uff0c\u575a\u51b3\u6539\u6b63\u3002@\u5452\u5fc3\u5fc3  \n",
+        "...                                                    ...  \n",
+        "1626339  \u4ece15\u53f7\u300a\u4e00\u6b65\u4e4b\u9065\u300b\u9996\u6620\u5f00\u59cb\uff0c\u4e00\u76f4\u4ece\u5404\u79cd\u4e92\u8054\u7f51\u6e20\u9053\u5bfb\u89c5\u5173\u4e8e\u59dc\u6587\u5bfc\u6f14\u5173\u4e8e\u300a\u4e00\u6b65\u4e4b\u9065\u300b\u7684\u6d88\u606f\uff0c\u9996...  \n",
+        "1626340  <embed src=\"http://t.cn/Rz3ZY7E\" width=\"330\" h...  \n",
+        "1626341                                        share Image  \n",
+        "1626342            \u7535\u89c6\u770b\u7740\u770b\u7740,\u60f3\u5bb6\u4e86,\u53ea\u6709\u5728\u5bb6\u7684\u65f6\u5019,\u770b\u7535\u89c6\u624d\u662f\u665a\u4e0a\u7684\u4e3b\u8981\u8282\u76ee,\u60f3\u5bb6\u54af....  \n",
+        "1626343  \u53bb\u5e74\u5728\u5408\u80a5\u706b\u8f66\u7ad9\u6709\u8fc7\u4e00\u4f1a\uff0c\u4e0d\u540c\u7684\u662f\u5bf9\u65b9\u662f\u4e24\u4e2a\u4e2d\u5e74\u5987\u5973\u5e76\u4e14\u95ee\u6211\u8981\u4e8650\uff0c\u76f8\u540c\u7684\u662f\u4e5f\u5728\u7559\u4e86\u6211\u624b\u673a...  \n",
+        "1626344  http://t.cn/z8FC7cq\u2605\u2605\u2605\u2605\u4e0d\u9519\uff0c\u8fd9\u90e8\u7535\u5f71\u8fdc\u4e0d\u80fd\u50cf\u300a\u8ba9\u5b50\u5f39\u98de\u300b\u90a3\u6837\u6233\u4e2d\u89c2\u4f17...  \n",
+        "1626525    \u770b\u8fc7\u300a\u5723\u6597\u58eb\u661f\u77e2\uff1a\u5723\u57df\u4f20\u8bf4\u300b\uff1a\u73b0\u5728cg\u6c34\u5e73\u771f\u597d \u2605\u2605\u2605 http://t.cn/zOzdF57  \n",
+        "1626526          \uff03\u5341\u5e74\u8d26\u5355\u65e5\u8bb0\uff03\u4e00\u4e2a\u571f\u8c6a\u7684\u6210\u957f\u53f2 @\u652f\u4ed8\u5b9d http://t.cn/RzKKnhj  \n",
+        "1626527  \u3010\u521d\u97f3\u672a\u6765\u3011  \u6731\u7ea2  \u3010\u4e2d\u56fd\u98ce\u539f\u521b\u66f2\u3011   UP\u4e3b\uff1a\u75af\u5b50\u5361\u7f2a  \u5f00\u5934\u77ac\u95f4\u88ab\u80e1\u591a\u591a\u7684\u7b1b\u5b50\u9707\u4e86...  \n",
+        "1626528        \u770b\u8fc7\u300a\u4e00\u4e2a\u4eba\u7684\u6b66\u6797\u300b\uff1a\u738b\u5b9d\u5f3a\u8f6c\u578b\u53ef\u4ee5\u554a \u2605\u2605\u2605 http://t.cn/zHvzTfr  \n",
+        "1626529                                               test  \n",
+        "1626530                          \u6709\u8c01\u77e5\u9053webstorm\u600e\u4e48\u81ea\u5b9a\u4e49\u8bed\u6cd5\u9ad8\u4eae\u683c\u5f0f\u5417\uff1f  \n",
+        "1626531  \u6d1b\u5929\u4f9d\u300a\u5f7c\u5cb8\u82b1\u300b(\u4e00\u56fe\u6d41)\u539f\u521b\u66f2   UP\u4e3b\uff1alzg87150379    kong\u97f3\u6e90\u7af9\u7b1b...  \n",
+        "1626532  \u3010\u89c6\u9891\uff1a  \u9884\u89c1\u4e2d\u56fd\u79d1\u5e7b 141227 \u5934\u8111\u98ce\u66b4\u3011 \uff08\u5206\u4eab\u81ea @\u4f18\u9177\uff09 @\u83e0\u841d\u83ab http:...  \n",
+        "1626533            \u624d\u53d1\u73b0\u624b\u673a\u8054\u7cfb\u4eba\u5168\u90e8\u4e22\u5931\uff0candroid\u4e00\u76f4\u5b58\u5728gmail\u5e10\u53f7\u4e0a\u7684\uff0c\u8fd9\u53ef\u548b\u529e\uff1f  \n",
+        "1626640  \u53c8\u4e00\u6700\u5f3a\u5927\u7684MySQL Proxy\u53d1\u5e03\u4e86\uff0c\u641c\u72d0DBProxy\u4eca\u65e5\u6b63\u5f0f\u5f00\u6e90\uff0c\u529f\u80fd\u8d85\u5f3a\uff0c\u6b22\u8fce\u8bd5\u7528...  \n",
+        "1626641  2014.12.11(\u5468\u56db)\u665a20:30\uff0cCMUG\u7279\u9080 @ISADBA \u4e3a\u6211\u4eec\u5e26\u6765MySQL...  \n",
+        "1626642  \u798f\u5efa\u6280\u672f\u5609\u5e74\u534e2015\u5e74\u9996\u573a\u6d3b\u52a8\u5b9a\u4e8e2015.1.17\u8fdb\u884c\uff0c\u672c\u6b21\u6d3b\u52a8\u5173\u952e\u5b57\uff1aREST\u3001zoo...  \n",
+        "1626653  #This war of mine#\u5e9f\u4e86\u4e00\u4e2a\u665a\u4e0a\u901a\u5173\u3002\u6e38\u620f\u91cc\u5bf9\u57ce\u5e02\u6218\u4e89\u72b6\u6001\u7684\u5168\u65b9\u4f4d\u6a21\u62df\u975e\u5e38\u5438...  \n",
+        "1626654  \u4e0b\u5b66\u671fCV\u7684\u5b69\u5b50\u4eec\u5b66\u4f1a\u8fd9\u51e0\u9996\u6b4c\uff0c\u4fdd\u4f60\u671f\u672b80\u5206\u4ee5\u4e0a[\u563b\u563b] \u57fa\u7840\u77e9\u9635\u4e4b\u6b4c http://t....  \n",
+        "1626676  #\u5927\u4e50\u900f\u514d\u8d39\u5206#\u6dd8\u5b9d\u53cc12\u524d\u7ebf\u62a5\u9053\uff0c\u6211\u6b63\u5728\u53c2\u52a0\u5927\u4e50\u900f\u514d\u8d39\u5206\u6d3b\u52a8\uff0c100%\u4e2d\u5956\uff01\u901f\u5ea6\u6765\u8ddf\u6211\u4e00\u8d77...  \n",
+        "1626702  \u6700\u8fd1\u624b\u5934\u7d27\u8f6c\u8ba9\u534a\u74f6\u8001\u5e72\u5988\uff0c\u4e0a\u6708\u521d\u624d\u4e70\u7684\uff0c\u6b63\u54c1\u884c\u8d27\uff0c\u5403\u4e86\u624d\u4e00\u534a\uff0c\u91cc\u8fb9\u8fd8\u6709\u5f88\u591a\u725b\u8089\uff0c\u6ca1\u548b\u820d\u5f97\u5403\uff0c...  \n",
+        "1626703                 \u5206\u4eab \u9ec4\u5bb6\u9a79 http://t.cn/zHQRgnl \u4ec0\u4e48\u60c5\u51b5...  \n",
+        "1626704              \u771f\u7fa1\u6155\u90a3\u4e9b\u80fd\u5de5\u4f5c\u8d77\u6765\u5c31\u5fd8\u4e86\u5403\u996d\u7684\u4eba\u554a\u3002\u2014\u2014\u6765\u81ea\u4e00\u4e2a\u5403\u8d77\u996d\u6765\u5c31\u5fd8\u4e86\u5de5\u4f5c\u7684\u4eba\u3002  \n",
+        "1626705                      \u300a\u9b41\u62d43\u6218\u795e\u5d1b\u8d77\u300b http://t.cn/RzmJytH  \n",
+        "1626706  \u6628\u5929\u53bb\u627e\u7b97\u547d\u5927\u5e08\u7b97\u4e86\u4e00\u4e0b\uff0c\u5927\u5e08\u8bf4\u6211\u80fd\u6d3b83\u5c81\u751a\u81f3\u66f4\u957f\u3002\u7b97\u597d\u540e\uff0c\u6211\u662f\u9a91\u7535\u74f6\u8f66\u56de\u5bb6\u7684\uff0c\u9a91\u7684\u90a3\u53eb\u4e00...  \n",
+        "1626707  \u6709\u6ca1\u6709\u61c2\u8dd1\u8f66\u7684\u670b\u53cb\uff0c\u6c42\u63a8\u9009\u4e00\u6b3e400\u4e07\u2014800\u4e07\u7684\u8dd1\u8f66\uff0c\u8981\u6c42\u6027\u80fd\u597d\uff0c\u8d77\u6b65\u5feb\uff0c\u9a6c\u529b\u5927\uff0c\u8212\u9002\u6027\u9ad8...  \n",
+        "1626716                \u6211\u5206\u4eab\u4e86@\u5c0f\u5c0f\u8f9b\u5df4\u4e4b\u5bb6 \u7684\u6587\u7ae0 http://t.cn/RzgMbQv  \n",
+        "1626717                  \u6211\u5206\u4eab\u4e86@\u65b0\u6d6a\u8d22\u7ecf \u7684\u6587\u7ae0 http://t.cn/Rz1B8zb  \n",
+        "1626718                                      \u6211\u5206\u4eab\u4e86@\u65b0\u6d6a\u8d22\u7ecf \u7684\u6587\u7ae0  \n",
+        "\n",
+        "[272702 rows x 7 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 92
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "pdb"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "Automatic pdb calling has been turned ON\n"
+       ]
+      }
+     ],
+     "prompt_number": 36
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.U_AVG(train_time=['2015-03-01 00:00:00','2015-07-31 23:59:59'],test_time =['2015-08-01 00:00:00','2015-08-31 23:59:59'])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 90,
+       "text": [
+        "(        U_AVG_f_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59  \\\n",
+        " 0                                                       0                                        \n",
+        " 1                                                       0                                        \n",
+        " 2                                                       0                                        \n",
+        " 3                                                       0                                        \n",
+        " 4                                                       0                                        \n",
+        " 5                                                       0                                        \n",
+        " 6                                                       0                                        \n",
+        " 7                                                       0                                        \n",
+        " 8                                                       0                                        \n",
+        " 9                                                       0                                        \n",
+        " 10                                                      0                                        \n",
+        " 11                                                      0                                        \n",
+        " 12                                                      0                                        \n",
+        " 13                                                      0                                        \n",
+        " 14                                                      0                                        \n",
+        " 15                                                      0                                        \n",
+        " 16                                                      0                                        \n",
+        " 17                                                      0                                        \n",
+        " 18                                                      0                                        \n",
+        " 19                                                      0                                        \n",
+        " 20                                                      0                                        \n",
+        " 21                                                      0                                        \n",
+        " 22                                                      4                                        \n",
+        " 23                                                      4                                        \n",
+        " 24                                                      4                                        \n",
+        " 25                                                      4                                        \n",
+        " 26                                                      4                                        \n",
+        " 27                                                      4                                        \n",
+        " 28                                                      4                                        \n",
+        " 29                                                      4                                        \n",
+        " ...                                                   ...                                        \n",
+        " 988031                                                  0                                        \n",
+        " 988032                                                  0                                        \n",
+        " 988033                                                  1                                        \n",
+        " 988034                                                  2                                        \n",
+        " 988035                                                  0                                        \n",
+        " 988036                                                  0                                        \n",
+        " 988037                                                  0                                        \n",
+        " 988038                                                  0                                        \n",
+        " 988039                                                  0                                        \n",
+        " 988040                                                  0                                        \n",
+        " 988041                                                  0                                        \n",
+        " 988042                                                  0                                        \n",
+        " 988043                                                  0                                        \n",
+        " 988044                                                  0                                        \n",
+        " 988045                                                  0                                        \n",
+        " 988046                                                  0                                        \n",
+        " 988047                                                  0                                        \n",
+        " 988048                                                  0                                        \n",
+        " 988049                                                  0                                        \n",
+        " 988050                                                  0                                        \n",
+        " 988051                                                  0                                        \n",
+        " 988052                                                  0                                        \n",
+        " 988053                                                  0                                        \n",
+        " 988054                                                  0                                        \n",
+        " 988055                                                  0                                        \n",
+        " 988056                                                  0                                        \n",
+        " 988057                                                  0                                        \n",
+        " 988058                                                  4                                        \n",
+        " 988059                                                  0                                        \n",
+        " 988060                                                  0                                        \n",
+        " \n",
+        "         U_AVG_c_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59  \\\n",
+        " 0                                                       0                                        \n",
+        " 1                                                       0                                        \n",
+        " 2                                                       0                                        \n",
+        " 3                                                       0                                        \n",
+        " 4                                                       0                                        \n",
+        " 5                                                       0                                        \n",
+        " 6                                                       0                                        \n",
+        " 7                                                       0                                        \n",
+        " 8                                                       0                                        \n",
+        " 9                                                       0                                        \n",
+        " 10                                                      0                                        \n",
+        " 11                                                      0                                        \n",
+        " 12                                                      0                                        \n",
+        " 13                                                      0                                        \n",
+        " 14                                                      0                                        \n",
+        " 15                                                      0                                        \n",
+        " 16                                                      0                                        \n",
+        " 17                                                      0                                        \n",
+        " 18                                                      0                                        \n",
+        " 19                                                      0                                        \n",
+        " 20                                                      0                                        \n",
+        " 21                                                      0                                        \n",
+        " 22                                                      4                                        \n",
+        " 23                                                      4                                        \n",
+        " 24                                                      4                                        \n",
+        " 25                                                      4                                        \n",
+        " 26                                                      4                                        \n",
+        " 27                                                      4                                        \n",
+        " 28                                                      4                                        \n",
+        " 29                                                      4                                        \n",
+        " ...                                                   ...                                        \n",
+        " 988031                                                  0                                        \n",
+        " 988032                                                  0                                        \n",
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+        " 988035                                                  0                                        \n",
+        " 988036                                                  1                                        \n",
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+        " 988039                                                  0                                        \n",
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+        " 988041                                                  0                                        \n",
+        " 988042                                                  0                                        \n",
+        " 988043                                                  0                                        \n",
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+        " 988058                                                  0                                        \n",
+        " 988059                                                  0                                        \n",
+        " 988060                                                  0                                        \n",
+        " \n",
+        "         U_AVG_l_2015-03-01 00:00:00_2015-07-31 23:59:592015-03-01 00:00:00_2015-07-31 23:59:59  \n",
+        " 0                                                       0                                       \n",
+        " 1                                                       0                                       \n",
+        " 2                                                       0                                       \n",
+        " 3                                                       0                                       \n",
+        " 4                                                       0                                       \n",
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+        " 6                                                       0                                       \n",
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+        " 8                                                       0                                       \n",
+        " 9                                                       0                                       \n",
+        " 10                                                      0                                       \n",
+        " 11                                                      0                                       \n",
+        " 12                                                      0                                       \n",
+        " 13                                                      0                                       \n",
+        " 14                                                      0                                       \n",
+        " 15                                                      0                                       \n",
+        " 16                                                      0                                       \n",
+        " 17                                                      0                                       \n",
+        " 18                                                      0                                       \n",
+        " 19                                                      0                                       \n",
+        " 20                                                      0                                       \n",
+        " 21                                                      0                                       \n",
+        " 22                                                      3                                       \n",
+        " 23                                                      3                                       \n",
+        " 24                                                      3                                       \n",
+        " 25                                                      3                                       \n",
+        " 26                                                      3                                       \n",
+        " 27                                                      3                                       \n",
+        " 28                                                      3                                       \n",
+        " 29                                                      3                                       \n",
+        " ...                                                   ...                                       \n",
+        " 988031                                                  0                                       \n",
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+        " 988060                                                  0                                       \n",
+        " \n",
+        " [988061 rows x 3 columns],\n",
+        "         U_AVG_f_2015-03-01 00:00:00_2015-07-31 23:59:592015-08-01 00:00:00_2015-08-31 23:59:59  \\\n",
+        " 0                                                0.000000                                        \n",
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+        " ...                                                   ...                                        \n",
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+        " 178296                                           0.000000                                        \n",
+        " \n",
+        "         U_AVG_c_2015-03-01 00:00:00_2015-07-31 23:59:592015-08-01 00:00:00_2015-08-31 23:59:59  \\\n",
+        " 0                                                0.000000                                        \n",
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+        " 29                                               0.000000                                        \n",
+        " ...                                                   ...                                        \n",
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+        " \n",
+        "         U_AVG_l_2015-03-01 00:00:00_2015-07-31 23:59:592015-08-01 00:00:00_2015-08-31 23:59:59  \n",
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+        " \n",
+        " [178297 rows x 3 columns])"
+       ]
+      }
+     ],
+     "prompt_number": 90
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "reload(weiboPredict.framework)\n",
+      "fw.loadData()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 89
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.features_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>feature_name</th>\n",
+        "      <th>feature_type</th>\n",
+        "      <th>data_time</th>\n",
+        "      <th>parameters</th>\n",
+        "      <th>category</th>\n",
+        "      <th>feature_address</th>\n",
+        "      <th>usage</th>\n",
+        "      <th>description</th>\n",
+        "      <th>feature_shape</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592...</td>\n",
+        "      <td> U_AVG</td>\n",
+        "      <td> [2015-02-01 00:00:00, 2015-06-30 23:59:59]</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td> ../features/U_AVG_2015-02-01 00:00:00_2015-06-...</td>\n",
+        "      <td> train</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td> [1044681, 3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592...</td>\n",
+        "      <td> U_AVG</td>\n",
+        "      <td> [2015-07-01 00:00:00, 2015-07-31 23:59:59]</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td> ../features/U_AVG_2015-02-01 00:00:00_2015-06-...</td>\n",
+        "      <td>  test</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>  [184937, 3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td> U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592...</td>\n",
+        "      <td> U_AVG</td>\n",
+        "      <td> [2015-03-01 00:00:00, 2015-07-31 23:59:59]</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td> ../features/U_AVG_2015-03-01 00:00:00_2015-07-...</td>\n",
+        "      <td> train</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>  [988061, 3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td> U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592...</td>\n",
+        "      <td> U_AVG</td>\n",
+        "      <td> [2015-08-01 00:00:00, 2015-08-31 23:59:59]</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td> ../features/U_AVG_2015-03-01 00:00:00_2015-07-...</td>\n",
+        "      <td>  test</td>\n",
+        "      <td> User's average forward/comment/like count duri...</td>\n",
+        "      <td>  [178297, 3]</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 91,
+       "text": [
+        "                                        feature_name feature_type  \\\n",
+        "0  U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592...        U_AVG   \n",
+        "1  U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592...        U_AVG   \n",
+        "2  U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592...        U_AVG   \n",
+        "3  U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592...        U_AVG   \n",
+        "\n",
+        "                                    data_time parameters category  \\\n",
+        "0  [2015-02-01 00:00:00, 2015-06-30 23:59:59]         {}        U   \n",
+        "1  [2015-07-01 00:00:00, 2015-07-31 23:59:59]         {}        U   \n",
+        "2  [2015-03-01 00:00:00, 2015-07-31 23:59:59]         {}        U   \n",
+        "3  [2015-08-01 00:00:00, 2015-08-31 23:59:59]         {}        U   \n",
+        "\n",
+        "                                     feature_address  usage  \\\n",
+        "0  ../features/U_AVG_2015-02-01 00:00:00_2015-06-...  train   \n",
+        "1  ../features/U_AVG_2015-02-01 00:00:00_2015-06-...   test   \n",
+        "2  ../features/U_AVG_2015-03-01 00:00:00_2015-07-...  train   \n",
+        "3  ../features/U_AVG_2015-03-01 00:00:00_2015-07-...   test   \n",
+        "\n",
+        "                                         description feature_shape  \n",
+        "0  User's average forward/comment/like count duri...  [1044681, 3]  \n",
+        "1  User's average forward/comment/like count duri...   [184937, 3]  \n",
+        "2  User's average forward/comment/like count duri...   [988061, 3]  \n",
+        "3  User's average forward/comment/like count duri...   [178297, 3]  "
+       ]
+      }
+     ],
+     "prompt_number": 91
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>model_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>model_type</th>\n",
+        "      <th>label</th>\n",
+        "      <th>model_parameters</th>\n",
+        "      <th>category</th>\n",
+        "      <th>evaluation</th>\n",
+        "      <th>model_address</th>\n",
+        "      <th>train_time</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 13,
+       "text": [
+        "Empty DataFrame\n",
+        "Columns: [model_name, features, model_type, label, model_parameters, category, evaluation, model_address, train_time]\n",
+        "Index: []"
+       ]
+      }
+     ],
+     "prompt_number": 13
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train([fw.features_log.feature_name[2]],\"LR\",\"forward_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[ 0.0216903  -0.00117713 -0.00528913]\n",
+        "Residual sum of squares: 8331.05\n",
+        "Variance score: 0.00\n",
+        "Train time:  0.119759082794 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 92,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
+      }
+     ],
+     "prompt_number": 92
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train([fw.features_log.feature_name[2]],\"LR\",\"comment_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[ 0.00139089 -0.00055197  0.00017218]\n",
+        "Residual sum of squares: 361.10\n",
+        "Variance score: 0.00\n",
+        "Train time:  0.115597009659 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 93,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
+      }
+     ],
+     "prompt_number": 93
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train([fw.features_log.feature_name[2]],\"LR\",\"like_count\")"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading label..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "training model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "writing log..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "saving model..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "=====Results=====\n",
+        "Coefficients: \n",
+        "[-0.0028113  -0.00075286  0.00056432]\n",
+        "Residual sum of squares: 1644.15\n",
+        "Variance score: 0.00\n",
+        "Train time:  0.114384889603 seconds.\n"
+       ]
+      },
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 94,
+       "text": [
+        "LinearRegression(copy_X=True, fit_intercept=True, normalize=False)"
+       ]
+      }
+     ],
+     "prompt_number": 94
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "features = [fw.features_log.feature_name[3]]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 97
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.test(features,features,features,fw.train_log.model_name[3],fw.train_log.model_name[4],fw.train_log.model_name[5],evaluation=False)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "loading features...\n",
+        "loading models..."
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "\n",
+        "predicting...\n",
+        "writing logs...\n",
+        "genelizing results...\n"
+       ]
+      },
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>comment_predict</th>\n",
+        "      <th>forward_predict</th>\n",
+        "      <th>like_predict</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9     </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29    </th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178267</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178268</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178269</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178270</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178271</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178272</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178273</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178274</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178275</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178276</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178277</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178278</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178279</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178280</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178281</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178282</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178283</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178284</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178285</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178286</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178287</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178288</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178289</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178290</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178291</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178292</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178293</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178294</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178295</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178296</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>178297 rows \u00d7 3 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 99,
+       "text": [
+        "        comment_predict  forward_predict  like_predict\n",
+        "0                     1                4             2\n",
+        "1                     1                4             2\n",
+        "2                     1                4             2\n",
+        "3                     1                4             2\n",
+        "4                     1                4             2\n",
+        "5                     1                4             2\n",
+        "6                     1                4             2\n",
+        "7                     1                4             2\n",
+        "8                     1                4             2\n",
+        "9                     1                4             2\n",
+        "10                    1                4             2\n",
+        "11                    1                4             2\n",
+        "12                    1                4             2\n",
+        "13                    1                4             2\n",
+        "14                    1                4             2\n",
+        "15                    1                4             2\n",
+        "16                    1                4             2\n",
+        "17                    1                4             2\n",
+        "18                    1                4             2\n",
+        "19                    1                4             2\n",
+        "20                    1                4             2\n",
+        "21                    1                4             2\n",
+        "22                    1                4             2\n",
+        "23                    1                4             2\n",
+        "24                    1                4             2\n",
+        "25                    1                4             2\n",
+        "26                    1                4             2\n",
+        "27                    1                4             2\n",
+        "28                    1                4             2\n",
+        "29                    1                4             2\n",
+        "...                 ...              ...           ...\n",
+        "178267                1                4             2\n",
+        "178268                1                4             2\n",
+        "178269                1                4             2\n",
+        "178270                1                4             2\n",
+        "178271                1                4             2\n",
+        "178272                1                4             2\n",
+        "178273                1                4             2\n",
+        "178274                1                4             2\n",
+        "178275                1                4             2\n",
+        "178276                1                4             2\n",
+        "178277                1                4             2\n",
+        "178278                1                4             2\n",
+        "178279                1                4             2\n",
+        "178280                1                4             2\n",
+        "178281                1                4             2\n",
+        "178282                1                4             2\n",
+        "178283                1                4             2\n",
+        "178284                1                4             2\n",
+        "178285                1                4             2\n",
+        "178286                1                4             2\n",
+        "178287                1                4             2\n",
+        "178288                1                4             2\n",
+        "178289                1                4             2\n",
+        "178290                1                4             2\n",
+        "178291                1                4             2\n",
+        "178292                1                4             2\n",
+        "178293                1                4             2\n",
+        "178294                1                4             2\n",
+        "178295                1                4             2\n",
+        "178296                1                4             2\n",
+        "\n",
+        "[178297 rows x 3 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 99
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "type(fw.weibo_predict_data.time[0])"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 57,
+       "text": [
+        "str"
+       ]
+      }
+     ],
+     "prompt_number": 57
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "from datetime import datetime"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 58
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "datetime.strptime(fw.weibo_predict_datai.time[0],'%Y-%m-%d')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": []
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "pdb"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": []
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "exit"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": []
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.weibo_train_data.groupby('time').count()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>uid</th>\n",
+        "      <th>mid</th>\n",
+        "      <th>forward_count</th>\n",
+        "      <th>comment_count</th>\n",
+        "      <th>like_count</th>\n",
+        "      <th>context</th>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>time</th>\n",
+        "      <th></th>\n",
+        "      <th></th>\n",
+        "      <th></th>\n",
+        "      <th></th>\n",
+        "      <th></th>\n",
+        "      <th></th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:00:03</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:00:04</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:00:05</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:00:21</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:00:47</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:01:25</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:01:38</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
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+        "      <th>2015-02-01 00:01:42</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
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+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:01:48</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:02:03</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:02:06</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:02:28</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
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+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:02:42</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
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+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:02:59</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
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+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:03:12</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:03:13</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:03:15</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:03:36</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:03:45</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:03:53</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:04:03</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:04:04</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:04:06</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:04:10</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:04:16</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:04:37</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:04:42</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:04:43</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:04:59</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-02-01 00:05:02</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:54:02</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:54:29</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:54:33</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:55:09</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:55:23</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:55:28</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:55:32</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:55:34</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:55:46</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:55:47</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:55:50</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:56:01</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:56:13</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:56:27</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:56:32</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:56:52</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:57:04</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:57:19</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:57:32</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:58:08</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:58:11</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:58:22</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:58:33</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:58:34</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
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+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:58:45</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:59:20</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:59:21</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
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+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:59:29</th>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "      <td> 2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-07-31 23:59:49</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
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+        "      <td> 1</td>\n",
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+        "    <tr>\n",
+        "      <th>2015-07-31 23:59:55</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
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+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>1160200 rows \u00d7 6 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 27,
+       "text": [
+        "                     uid  mid  forward_count  comment_count  like_count  \\\n",
+        "time                                                                      \n",
+        "2015-02-01 00:00:03    1    1              1              1           1   \n",
+        "2015-02-01 00:00:04    1    1              1              1           1   \n",
+        "2015-02-01 00:00:05    1    1              1              1           1   \n",
+        "2015-02-01 00:00:21    1    1              1              1           1   \n",
+        "2015-02-01 00:00:47    1    1              1              1           1   \n",
+        "2015-02-01 00:01:25    1    1              1              1           1   \n",
+        "2015-02-01 00:01:38    1    1              1              1           1   \n",
+        "2015-02-01 00:01:42    1    1              1              1           1   \n",
+        "2015-02-01 00:01:48    1    1              1              1           1   \n",
+        "2015-02-01 00:02:03    1    1              1              1           1   \n",
+        "2015-02-01 00:02:06    1    1              1              1           1   \n",
+        "2015-02-01 00:02:28    1    1              1              1           1   \n",
+        "2015-02-01 00:02:42    1    1              1              1           1   \n",
+        "2015-02-01 00:02:59    1    1              1              1           1   \n",
+        "2015-02-01 00:03:12    1    1              1              1           1   \n",
+        "2015-02-01 00:03:13    1    1              1              1           1   \n",
+        "2015-02-01 00:03:15    1    1              1              1           1   \n",
+        "2015-02-01 00:03:36    1    1              1              1           1   \n",
+        "2015-02-01 00:03:45    2    2              2              2           2   \n",
+        "2015-02-01 00:03:53    1    1              1              1           1   \n",
+        "2015-02-01 00:04:03    1    1              1              1           1   \n",
+        "2015-02-01 00:04:04    1    1              1              1           1   \n",
+        "2015-02-01 00:04:06    2    2              2              2           2   \n",
+        "2015-02-01 00:04:10    1    1              1              1           1   \n",
+        "2015-02-01 00:04:16    1    1              1              1           1   \n",
+        "2015-02-01 00:04:37    1    1              1              1           1   \n",
+        "2015-02-01 00:04:42    1    1              1              1           1   \n",
+        "2015-02-01 00:04:43    1    1              1              1           1   \n",
+        "2015-02-01 00:04:59    1    1              1              1           1   \n",
+        "2015-02-01 00:05:02    1    1              1              1           1   \n",
+        "...                  ...  ...            ...            ...         ...   \n",
+        "2015-07-31 23:54:02    1    1              1              1           1   \n",
+        "2015-07-31 23:54:29    1    1              1              1           1   \n",
+        "2015-07-31 23:54:33    1    1              1              1           1   \n",
+        "2015-07-31 23:55:09    1    1              1              1           1   \n",
+        "2015-07-31 23:55:23    1    1              1              1           1   \n",
+        "2015-07-31 23:55:28    1    1              1              1           1   \n",
+        "2015-07-31 23:55:32    1    1              1              1           1   \n",
+        "2015-07-31 23:55:34    1    1              1              1           1   \n",
+        "2015-07-31 23:55:46    1    1              1              1           1   \n",
+        "2015-07-31 23:55:47    1    1              1              1           1   \n",
+        "2015-07-31 23:55:50    1    1              1              1           1   \n",
+        "2015-07-31 23:56:01    1    1              1              1           1   \n",
+        "2015-07-31 23:56:13    1    1              1              1           1   \n",
+        "2015-07-31 23:56:27    1    1              1              1           1   \n",
+        "2015-07-31 23:56:32    1    1              1              1           1   \n",
+        "2015-07-31 23:56:52    1    1              1              1           1   \n",
+        "2015-07-31 23:57:04    1    1              1              1           1   \n",
+        "2015-07-31 23:57:19    1    1              1              1           1   \n",
+        "2015-07-31 23:57:32    1    1              1              1           1   \n",
+        "2015-07-31 23:58:08    1    1              1              1           1   \n",
+        "2015-07-31 23:58:11    1    1              1              1           1   \n",
+        "2015-07-31 23:58:22    1    1              1              1           1   \n",
+        "2015-07-31 23:58:33    1    1              1              1           1   \n",
+        "2015-07-31 23:58:34    1    1              1              1           1   \n",
+        "2015-07-31 23:58:45    1    1              1              1           1   \n",
+        "2015-07-31 23:59:20    1    1              1              1           1   \n",
+        "2015-07-31 23:59:21    1    1              1              1           1   \n",
+        "2015-07-31 23:59:29    2    2              2              2           2   \n",
+        "2015-07-31 23:59:49    1    1              1              1           1   \n",
+        "2015-07-31 23:59:55    1    1              1              1           1   \n",
+        "\n",
+        "                     context  \n",
+        "time                          \n",
+        "2015-02-01 00:00:03        1  \n",
+        "2015-02-01 00:00:04        1  \n",
+        "2015-02-01 00:00:05        1  \n",
+        "2015-02-01 00:00:21        1  \n",
+        "2015-02-01 00:00:47        1  \n",
+        "2015-02-01 00:01:25        1  \n",
+        "2015-02-01 00:01:38        1  \n",
+        "2015-02-01 00:01:42        1  \n",
+        "2015-02-01 00:01:48        1  \n",
+        "2015-02-01 00:02:03        1  \n",
+        "2015-02-01 00:02:06        1  \n",
+        "2015-02-01 00:02:28        1  \n",
+        "2015-02-01 00:02:42        1  \n",
+        "2015-02-01 00:02:59        1  \n",
+        "2015-02-01 00:03:12        1  \n",
+        "2015-02-01 00:03:13        1  \n",
+        "2015-02-01 00:03:15        1  \n",
+        "2015-02-01 00:03:36        1  \n",
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+        "2015-02-01 00:04:03        1  \n",
+        "2015-02-01 00:04:04        1  \n",
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+        "2015-02-01 00:04:16        1  \n",
+        "2015-02-01 00:04:37        1  \n",
+        "2015-02-01 00:04:42        1  \n",
+        "2015-02-01 00:04:43        1  \n",
+        "2015-02-01 00:04:59        1  \n",
+        "2015-02-01 00:05:02        1  \n",
+        "...                      ...  \n",
+        "2015-07-31 23:54:02        1  \n",
+        "2015-07-31 23:54:29        1  \n",
+        "2015-07-31 23:54:33        1  \n",
+        "2015-07-31 23:55:09        1  \n",
+        "2015-07-31 23:55:23        1  \n",
+        "2015-07-31 23:55:28        1  \n",
+        "2015-07-31 23:55:32        1  \n",
+        "2015-07-31 23:55:34        1  \n",
+        "2015-07-31 23:55:46        1  \n",
+        "2015-07-31 23:55:47        1  \n",
+        "2015-07-31 23:55:50        1  \n",
+        "2015-07-31 23:56:01        1  \n",
+        "2015-07-31 23:56:13        1  \n",
+        "2015-07-31 23:56:27        1  \n",
+        "2015-07-31 23:56:32        1  \n",
+        "2015-07-31 23:56:52        1  \n",
+        "2015-07-31 23:57:04        1  \n",
+        "2015-07-31 23:57:19        1  \n",
+        "2015-07-31 23:57:32        1  \n",
+        "2015-07-31 23:58:08        1  \n",
+        "2015-07-31 23:58:11        1  \n",
+        "2015-07-31 23:58:22        1  \n",
+        "2015-07-31 23:58:33        1  \n",
+        "2015-07-31 23:58:34        1  \n",
+        "2015-07-31 23:58:45        1  \n",
+        "2015-07-31 23:59:20        1  \n",
+        "2015-07-31 23:59:21        1  \n",
+        "2015-07-31 23:59:29        2  \n",
+        "2015-07-31 23:59:49        1  \n",
+        "2015-07-31 23:59:55        1  \n",
+        "\n",
+        "[1160200 rows x 6 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 27
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.weibo_predict_data.groupby('time').count()"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>uid</th>\n",
+        "      <th>mid</th>\n",
+        "      <th>context</th>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>time</th>\n",
+        "      <th></th>\n",
+        "      <th></th>\n",
+        "      <th></th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>2015-08-01 00:00:02</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
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+        "      <th>2015-08-01 00:00:03</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
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+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-08-01 00:00:10</th>\n",
+        "      <td> 1</td>\n",
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+        "      <td> 1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-08-01 00:00:23</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
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+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2015-08-01 00:00:33</th>\n",
+        "      <td> 1</td>\n",
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+        "      <th>2015-08-01 00:00:41</th>\n",
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+        "      <th>2015-08-01 00:00:42</th>\n",
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+        "      <th>2015-08-01 00:00:43</th>\n",
+        "      <td> 1</td>\n",
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+        "      <td> 1</td>\n",
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+        "      <th>2015-08-01 00:00:58</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
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+        "      <th>2015-08-01 00:01:36</th>\n",
+        "      <td> 1</td>\n",
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+        "      <th>2015-08-01 00:01:38</th>\n",
+        "      <td> 1</td>\n",
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+        "      <th>2015-08-01 00:01:41</th>\n",
+        "      <td> 1</td>\n",
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+        "      <th>2015-08-01 00:01:50</th>\n",
+        "      <td> 1</td>\n",
+        "      <td> 1</td>\n",
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+        "    </tr>\n",
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+        "      <th>2015-08-01 00:02:02</th>\n",
+        "      <td> 1</td>\n",
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+        "      <th>2015-08-01 00:02:03</th>\n",
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+        "      <th>2015-08-01 00:02:09</th>\n",
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+        "      <th>2015-08-01 00:02:12</th>\n",
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+        "      <th>2015-08-01 00:02:16</th>\n",
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+        "      <th>2015-08-01 00:03:04</th>\n",
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+        "<p>169332 rows \u00d7 3 columns</p>\n",
+        "</div>"
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+       "metadata": {},
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+       "prompt_number": 28,
+       "text": [
+        "                     uid  mid  context\n",
+        "time                                  \n",
+        "2015-08-01 00:00:02    1    1        1\n",
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+        "2015-08-01 00:04:45    1    1        1\n",
+        "...                  ...  ...      ...\n",
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+        "2015-08-31 23:55:08    1    1        1\n",
+        "2015-08-31 23:56:02    2    2        2\n",
+        "2015-08-31 23:56:17    1    1        1\n",
+        "2015-08-31 23:56:19    1    1        1\n",
+        "2015-08-31 23:56:31    1    1        1\n",
+        "2015-08-31 23:56:44    1    1        1\n",
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+        "\n",
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+     "prompt_number": 28
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+     "input": [
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+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 8
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+    {
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+      "uavg.columns = [['forward_avg','comment_avg','like_avg']]"
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+     "outputs": [],
+     "prompt_number": 11
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+     "cell_type": "code",
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+     "language": "python",
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+     "outputs": [],
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+      {
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+       "prompt_number": 13,
+       "text": [
+        "False    174770\n",
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+        "dtype: int64"
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+      }
+     ],
+     "prompt_number": 13
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+    {
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+     "metadata": {},
+     "outputs": [],
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+    {
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+     "input": [
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+     "metadata": {},
+     "outputs": [],
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+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "test.like_avg.fillna(uavg.like_avg.mean(),inplace=True)"
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+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 16
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "test = test[['uid','mid','forward_avg','comment_avg','like_avg']]"
+     ],
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+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 18
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+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stderr",
+       "text": [
+        "/Users/Pro/canopy/lib/python2.7/site-packages/pandas/core/generic.py:1858: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame.\n",
+        "Try using .loc[row_index,col_indexer] = value instead\n",
+        "  self[name] = value\n"
+       ]
+      }
+     ],
+     "prompt_number": 20
+    },
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+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 22
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+     "metadata": {},
+     "outputs": [],
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+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15    </th>\n",
+        "      <td> 5429d3daf53fbe33153b0c7d296b50df</td>\n",
+        "      <td> f2eb287d00c179a19bbd19b89932e2ad</td>\n",
+        "      <td>  4</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16    </th>\n",
+        "      <td> 23316968cf27ff3d1fdb51cf149bdaca</td>\n",
+        "      <td> eac1d9a92ce2385ceaef30518e6fdc14</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17    </th>\n",
+        "      <td> c0ebe08a59f5cd72d37b979b7eb6ad88</td>\n",
+        "      <td> 64e84694425bf61ff3b06614736ff8ab</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18    </th>\n",
+        "      <td> 645966e96854a1c11d6ab83e208d0672</td>\n",
+        "      <td> 360304087d0d0d9928c6506d97059fc0</td>\n",
+        "      <td>  4</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  6</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19    </th>\n",
+        "      <td> b0bbe90906f6ca3c9d68dda55ccf02bb</td>\n",
+        "      <td> e0736ffa444b6d597cd8519753d3c96f</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20    </th>\n",
+        "      <td> cafc406d3c1ab54ff9e110c66dd116c8</td>\n",
+        "      <td> a3f2ef16dcb3598b4b790bbcc7d5ff2f</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  3</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21    </th>\n",
+        "      <td> 87a2ed27915480cee55c463bc80330c3</td>\n",
+        "      <td> 6cae9eea67a4ed39e24f6e9660621bae</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22    </th>\n",
+        "      <td> 2869479b4d6613f51debd1d36e6938df</td>\n",
+        "      <td> edba5609679dafae60d61d65906de98d</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23    </th>\n",
+        "      <td> c772e4158122d3ed46fd446a3c87c726</td>\n",
+        "      <td> 535fbd6833c177ea8cba5d599df36244</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24    </th>\n",
+        "      <td> 4e3c5d12539c2c62840c2867ef7b4cd0</td>\n",
+        "      <td> b375de8fe229296afe9ecb54c2b01af6</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25    </th>\n",
+        "      <td> d50289f34ad454021d5b36addca47ad3</td>\n",
+        "      <td> 502b3d5765d63ef56c4eab64d0710437</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26    </th>\n",
+        "      <td> f370849cde3a8639c67035e845297db6</td>\n",
+        "      <td> 21d8836dd940ecf45e6a6c0f4b97082d</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27    </th>\n",
+        "      <td> 5b23c3d2c07f6cd27d740cfca1d21c95</td>\n",
+        "      <td> 479f72847dba478a20e4d27690ebd53f</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28    </th>\n",
+        "      <td> 5ba613dff24eab4b38b5d204048d6a42</td>\n",
+        "      <td> a720bd2ab041406c38c5b5a21d0c52eb</td>\n",
+        "      <td>  8</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29    </th>\n",
+        "      <td> 459145ddeeff9f6bfa3e49ccb6a95bb4</td>\n",
+        "      <td> ea16abfae6f6b663a2f216571fa925a9</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178267</th>\n",
+        "      <td> 2d9504608fec178e62e0c57a462d5988</td>\n",
+        "      <td> c95b8b2e3d13c23cb99f54c1f1c8a73b</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  2</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178268</th>\n",
+        "      <td> 97d783c2d3353568b472103bc0463d04</td>\n",
+        "      <td> d4cbd013fb26d8b8f64f243408ae5b9d</td>\n",
+        "      <td> 48</td>\n",
+        "      <td>  5</td>\n",
+        "      <td>  8</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178269</th>\n",
+        "      <td> d2d3bbe257172dd307721d1c0e401736</td>\n",
+        "      <td> ae17a18a1c9147367d48b7a4c8a6c84f</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178270</th>\n",
+        "      <td> 41caf67dba8f5dcd6eaf4a0ef2f5a50f</td>\n",
+        "      <td> ace2347dd857e60ba5cde2e7a3b14c67</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  3</td>\n",
+        "      <td>  1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178271</th>\n",
+        "      <td> d284953ec30d2effe11f136cc1427659</td>\n",
+        "      <td> a83f8d1ab7f73d1fad7a0639f951f9b4</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178272</th>\n",
+        "      <td> 25ca1cea6595c04a5f009a11dd0e676b</td>\n",
+        "      <td> ef69cdc1e734d2f716a22d09ee963d95</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178273</th>\n",
+        "      <td> 1a4b12c853a8e18c362e6a3a4cfc03b8</td>\n",
+        "      <td> f163b9787e6b15ec86761a2975674342</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178274</th>\n",
+        "      <td> d43f7557c303b84070b13aa4eeeb21d3</td>\n",
+        "      <td> 8dfbc8ddc8aa0fe3d7f0f34f4fcd09e0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178275</th>\n",
+        "      <td> 7511e346911dd7d1e38f11485abb25c5</td>\n",
+        "      <td> 43683a9904766deee75dbcb4d1d29e77</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178276</th>\n",
+        "      <td> 3b0b2bfeb6f924900e60bdc88fa7b0d7</td>\n",
+        "      <td> 6baae568765c686e22247d6734942db0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178277</th>\n",
+        "      <td> b3709f3f9d1acb49a2441957ff0ee681</td>\n",
+        "      <td> 8cb876a23c06ae91184a3c606f916c76</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178278</th>\n",
+        "      <td> 1f25e350c8bb6d66120f05eb969d4daf</td>\n",
+        "      <td> 83fbf72f3c498f1ad455a5a36e3818ac</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178279</th>\n",
+        "      <td> c60533fdb5278412b14379f693f77dd5</td>\n",
+        "      <td> 37a2e49a1b21ab278c0129f401060433</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  4</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178280</th>\n",
+        "      <td> 022731414c8b1b69f5dedbcb9d233914</td>\n",
+        "      <td> 6a89d1c2c738c087a02c7708c0000832</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178281</th>\n",
+        "      <td> 898ecf03102d7676f53ca9faa7db95b9</td>\n",
+        "      <td> 1cdcaa3f57ce088b482d585e6264300c</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178282</th>\n",
+        "      <td> 90e1528461aaa6941c572b4dc1931c16</td>\n",
+        "      <td> c2ca1f5dad3e0aa79de9d47ddf1d2359</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178283</th>\n",
+        "      <td> e4b8c0ca6e59c3bceddaff4621f493cb</td>\n",
+        "      <td> fce7143615b15c93f62f372f110a5ae2</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178284</th>\n",
+        "      <td> e942200994b16350b494c07bc601e616</td>\n",
+        "      <td> ee37cdf6497c24275786a2c532ddd446</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178285</th>\n",
+        "      <td> 04aa2f13db396502b667c0a672685539</td>\n",
+        "      <td> 24d7d66c2a493e3f6eb9f6c1300e3278</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178286</th>\n",
+        "      <td> ad4b02d6bb9c1b7f72da433e6810dc6b</td>\n",
+        "      <td> 5e43a37d64190c57e7e1644def092429</td>\n",
+        "      <td>  7</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> 10</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178287</th>\n",
+        "      <td> 5de2df6cd2dd03268c733e585fc5dfb1</td>\n",
+        "      <td> 1fda0e581f959fb76ec903d306ff823d</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178288</th>\n",
+        "      <td> 0faddeeabf8b2cfd75afc6ad9c1ba2da</td>\n",
+        "      <td> c07f6e80f2cdbbee36f558a99dfe3310</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178289</th>\n",
+        "      <td> a7129a594a812160e5a296f063c7e2f3</td>\n",
+        "      <td> 2ff7dce25b1044b3f41eaf9108925f6f</td>\n",
+        "      <td> 15</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  3</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178290</th>\n",
+        "      <td> bddfc8d56962952a221ae5aebf0cac81</td>\n",
+        "      <td> fb0dd10ffd2ee0811876849551848a6e</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178291</th>\n",
+        "      <td> e4246c399859890202579cf159874544</td>\n",
+        "      <td> 7fed6489050651837de9bee9afd3a9a3</td>\n",
+        "      <td> 38</td>\n",
+        "      <td> 10</td>\n",
+        "      <td> 18</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178292</th>\n",
+        "      <td> dc0017eb990243ca9a706416487c80b4</td>\n",
+        "      <td> 3948b1f06d510e46e57f4082c584d21e</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178293</th>\n",
+        "      <td> 7a0f44f56e8b1adf322fba123d73fd85</td>\n",
+        "      <td> 4235384d34bffdcc193f3792a6e8d26d</td>\n",
+        "      <td> 10</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  4</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178294</th>\n",
+        "      <td> 0220afe08e008b01ad36cc916df43ace</td>\n",
+        "      <td> d7b700bda22b352a30267677b2f610b4</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178295</th>\n",
+        "      <td> 5ebfb48089167dfdec4ecc80a55beaa0</td>\n",
+        "      <td> b1138d28601ff798db9d88284f58e043</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  3</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178296</th>\n",
+        "      <td> 3f6d91acb1f1baaef19873ee2eeab95d</td>\n",
+        "      <td> e5a8fbf8adaad66b80e943cec7214cd6</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>  0</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>178297 rows \u00d7 5 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 25,
+       "text": [
+        "                                     uid                               mid  \\\n",
+        "0       c01014739c046cd31d6f1b4fb71b440f  0cd5ef13eb11ed0070f7625b14136ec9   \n",
+        "1       fa5aed172c062c61e196eac61038a03b  7cce78a4ad39a91ec1f595bcc7fb5eba   \n",
+        "2       77fc723c196a45203e70f4d359c96946  a3494d8cf475a92739a2ffd421640ddf   \n",
+        "3       e4097b07f34366399b623b94f174f60c  6b89aea5aa7af093dde0894156c49dd3   \n",
+        "4       d43f7557c303b84070b13aa4eeeb21d3  0bdeff19392e15737775abab46dc5437   \n",
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+        "6       1425c7ee0ddf04e56cfe1af1443a45c8  d84ec9d2ca0c71b88385e11310c3bfa7   \n",
+        "7       fd17277c9db465ff66612b3bdd0faf85  e3fafecf482b3ad2f899ea971feae4c6   \n",
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+        "9       bc47e23e5489eb0d9184a9c97c264c1d  25425ee2bf78d28b3f67a6ec10088031   \n",
+        "10      7d84eaf658d3658cde2765b0b19db7ac  247e5b6fed0baa5852e03fab369bd018   \n",
+        "11      d50289f34ad454021d5b36addca47ad3  0e9e232bcc3513826201a0ea51760f16   \n",
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+        "15      5429d3daf53fbe33153b0c7d296b50df  f2eb287d00c179a19bbd19b89932e2ad   \n",
+        "16      23316968cf27ff3d1fdb51cf149bdaca  eac1d9a92ce2385ceaef30518e6fdc14   \n",
+        "17      c0ebe08a59f5cd72d37b979b7eb6ad88  64e84694425bf61ff3b06614736ff8ab   \n",
+        "18      645966e96854a1c11d6ab83e208d0672  360304087d0d0d9928c6506d97059fc0   \n",
+        "19      b0bbe90906f6ca3c9d68dda55ccf02bb  e0736ffa444b6d597cd8519753d3c96f   \n",
+        "20      cafc406d3c1ab54ff9e110c66dd116c8  a3f2ef16dcb3598b4b790bbcc7d5ff2f   \n",
+        "21      87a2ed27915480cee55c463bc80330c3  6cae9eea67a4ed39e24f6e9660621bae   \n",
+        "22      2869479b4d6613f51debd1d36e6938df  edba5609679dafae60d61d65906de98d   \n",
+        "23      c772e4158122d3ed46fd446a3c87c726  535fbd6833c177ea8cba5d599df36244   \n",
+        "24      4e3c5d12539c2c62840c2867ef7b4cd0  b375de8fe229296afe9ecb54c2b01af6   \n",
+        "25      d50289f34ad454021d5b36addca47ad3  502b3d5765d63ef56c4eab64d0710437   \n",
+        "26      f370849cde3a8639c67035e845297db6  21d8836dd940ecf45e6a6c0f4b97082d   \n",
+        "27      5b23c3d2c07f6cd27d740cfca1d21c95  479f72847dba478a20e4d27690ebd53f   \n",
+        "28      5ba613dff24eab4b38b5d204048d6a42  a720bd2ab041406c38c5b5a21d0c52eb   \n",
+        "29      459145ddeeff9f6bfa3e49ccb6a95bb4  ea16abfae6f6b663a2f216571fa925a9   \n",
+        "...                                  ...                               ...   \n",
+        "178267  2d9504608fec178e62e0c57a462d5988  c95b8b2e3d13c23cb99f54c1f1c8a73b   \n",
+        "178268  97d783c2d3353568b472103bc0463d04  d4cbd013fb26d8b8f64f243408ae5b9d   \n",
+        "178269  d2d3bbe257172dd307721d1c0e401736  ae17a18a1c9147367d48b7a4c8a6c84f   \n",
+        "178270  41caf67dba8f5dcd6eaf4a0ef2f5a50f  ace2347dd857e60ba5cde2e7a3b14c67   \n",
+        "178271  d284953ec30d2effe11f136cc1427659  a83f8d1ab7f73d1fad7a0639f951f9b4   \n",
+        "178272  25ca1cea6595c04a5f009a11dd0e676b  ef69cdc1e734d2f716a22d09ee963d95   \n",
+        "178273  1a4b12c853a8e18c362e6a3a4cfc03b8  f163b9787e6b15ec86761a2975674342   \n",
+        "178274  d43f7557c303b84070b13aa4eeeb21d3  8dfbc8ddc8aa0fe3d7f0f34f4fcd09e0   \n",
+        "178275  7511e346911dd7d1e38f11485abb25c5  43683a9904766deee75dbcb4d1d29e77   \n",
+        "178276  3b0b2bfeb6f924900e60bdc88fa7b0d7  6baae568765c686e22247d6734942db0   \n",
+        "178277  b3709f3f9d1acb49a2441957ff0ee681  8cb876a23c06ae91184a3c606f916c76   \n",
+        "178278  1f25e350c8bb6d66120f05eb969d4daf  83fbf72f3c498f1ad455a5a36e3818ac   \n",
+        "178279  c60533fdb5278412b14379f693f77dd5  37a2e49a1b21ab278c0129f401060433   \n",
+        "178280  022731414c8b1b69f5dedbcb9d233914  6a89d1c2c738c087a02c7708c0000832   \n",
+        "178281  898ecf03102d7676f53ca9faa7db95b9  1cdcaa3f57ce088b482d585e6264300c   \n",
+        "178282  90e1528461aaa6941c572b4dc1931c16  c2ca1f5dad3e0aa79de9d47ddf1d2359   \n",
+        "178283  e4b8c0ca6e59c3bceddaff4621f493cb  fce7143615b15c93f62f372f110a5ae2   \n",
+        "178284  e942200994b16350b494c07bc601e616  ee37cdf6497c24275786a2c532ddd446   \n",
+        "178285  04aa2f13db396502b667c0a672685539  24d7d66c2a493e3f6eb9f6c1300e3278   \n",
+        "178286  ad4b02d6bb9c1b7f72da433e6810dc6b  5e43a37d64190c57e7e1644def092429   \n",
+        "178287  5de2df6cd2dd03268c733e585fc5dfb1  1fda0e581f959fb76ec903d306ff823d   \n",
+        "178288  0faddeeabf8b2cfd75afc6ad9c1ba2da  c07f6e80f2cdbbee36f558a99dfe3310   \n",
+        "178289  a7129a594a812160e5a296f063c7e2f3  2ff7dce25b1044b3f41eaf9108925f6f   \n",
+        "178290  bddfc8d56962952a221ae5aebf0cac81  fb0dd10ffd2ee0811876849551848a6e   \n",
+        "178291  e4246c399859890202579cf159874544  7fed6489050651837de9bee9afd3a9a3   \n",
+        "178292  dc0017eb990243ca9a706416487c80b4  3948b1f06d510e46e57f4082c584d21e   \n",
+        "178293  7a0f44f56e8b1adf322fba123d73fd85  4235384d34bffdcc193f3792a6e8d26d   \n",
+        "178294  0220afe08e008b01ad36cc916df43ace  d7b700bda22b352a30267677b2f610b4   \n",
+        "178295  5ebfb48089167dfdec4ecc80a55beaa0  b1138d28601ff798db9d88284f58e043   \n",
+        "178296  3f6d91acb1f1baaef19873ee2eeab95d  e5a8fbf8adaad66b80e943cec7214cd6   \n",
+        "\n",
+        "        forward_avg  comment_avg  like_avg  \n",
+        "0                 0            0         0  \n",
+        "1                 0            1         1  \n",
+        "2                 1            0         1  \n",
+        "3                 0            0         0  \n",
+        "4                 1            0         0  \n",
+        "5                 0            1         0  \n",
+        "6                 0            0         0  \n",
+        "7                 0            0         0  \n",
+        "8                 0            0         0  \n",
+        "9                 1            1         1  \n",
+        "10                0            1         1  \n",
+        "11                1            0         0  \n",
+        "12                0            0         0  \n",
+        "13                0            0         0  \n",
+        "14                6            5         3  \n",
+        "15                4            0         1  \n",
+        "16                0            0         0  \n",
+        "17                0            0         0  \n",
+        "18                4            1         6  \n",
+        "19                0            1         0  \n",
+        "20                1            0         3  \n",
+        "21                1            1         1  \n",
+        "22                0            0         0  \n",
+        "23                0            0         0  \n",
+        "24                0            0         0  \n",
+        "25                1            0         0  \n",
+        "26                0            0         0  \n",
+        "27                0            1         1  \n",
+        "28                8            2         1  \n",
+        "29                0            0         0  \n",
+        "...             ...          ...       ...  \n",
+        "178267            0            1         2  \n",
+        "178268           48            5         8  \n",
+        "178269            1            0         0  \n",
+        "178270            0            3         1  \n",
+        "178271            1            1         1  \n",
+        "178272            0            0         0  \n",
+        "178273            0            0         0  \n",
+        "178274            1            0         0  \n",
+        "178275            0            0         0  \n",
+        "178276            0            0         0  \n",
+        "178277            1            0         1  \n",
+        "178278            0            0         0  \n",
+        "178279            2            0         4  \n",
+        "178280            0            0         0  \n",
+        "178281            0            0         0  \n",
+        "178282            0            0         0  \n",
+        "178283            1            0         0  \n",
+        "178284            0            1         0  \n",
+        "178285            0            2         1  \n",
+        "178286            7            2        10  \n",
+        "178287            0            0         0  \n",
+        "178288            0            0         0  \n",
+        "178289           15            2         3  \n",
+        "178290            0            0         0  \n",
+        "178291           38           10        18  \n",
+        "178292            2            1         0  \n",
+        "178293           10            2         4  \n",
+        "178294            0            0         0  \n",
+        "178295            2            0         3  \n",
+        "178296            0            0         0  \n",
+        "\n",
+        "[178297 rows x 5 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 25
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.genResult('new_result',test)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 26
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "train_time=['2015-02-01 00:00:00','2014-06-30 23:59:59']\n",
+      "test_time =['2015-07-01 00:00:00','2015-07-31 23:59:59']"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 38
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "data = fw.weibo_train_data"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 39
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "train_data = data[(data['time']>=train_time[0]) & (data['time']<=train_time[1])]\n",
+      "test_data = data[(data['time']>=test_time[0]) & (data['time']<=test_time[1])]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 40
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "train_data"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>uid</th>\n",
+        "      <th>mid</th>\n",
+        "      <th>time</th>\n",
+        "      <th>forward_count</th>\n",
+        "      <th>comment_count</th>\n",
+        "      <th>like_count</th>\n",
+        "      <th>context</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 41,
+       "text": [
+        "Empty DataFrame\n",
+        "Columns: [uid, mid, time, forward_count, comment_count, like_count, context]\n",
+        "Index: []"
+       ]
+      }
+     ],
+     "prompt_number": 41
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "data[data['time']>=test_time[0]]"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>uid</th>\n",
+        "      <th>mid</th>\n",
+        "      <th>time</th>\n",
+        "      <th>forward_count</th>\n",
+        "      <th>comment_count</th>\n",
+        "      <th>like_count</th>\n",
+        "      <th>context</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>6      </th>\n",
+        "      <td> f349a67d1cd7c8683c5bbc5f8486e193</td>\n",
+        "      <td> 83674a60e5310195fc35d97ea8f45c46</td>\n",
+        "      <td> 2015-07-15 01:16:24</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>       \u8bba\u4f18\u8863\u5e93\u8bd5\u8863\u95f4\u9694\u97f3\u6548\u679c\u597d\u574f\uff1f http://t.cn/RL5aSzp\uff08\u5206\u4eab\u81ea @\u77e5\u4e4e\uff09</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14     </th>\n",
+        "      <td> 875a4a77b339d93f819e2c4de5bd0b57</td>\n",
+        "      <td> f2cdcdbcec9ff47cbb3c6a636e4b92a3</td>\n",
+        "      <td> 2015-07-01 04:11:48</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> #IT#\u3010\u6b66\u6c49\u4e00\u4e13\u8f66\u53f8\u673a\u56e0\u6bd2\u9a7e\u88ab\u6cbb\u5b89\u62d8\u7559\u3011\u65b0\u534e\u7f51\u6b66\u6c496\u670829\u65e5\u7535(\u8bb0\u8005\u51af\u56fd\u680b)\u8bb0\u800528\u65e5\u4ece\u6b66...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18     </th>\n",
+        "      <td> 0fc17bf5e2dc789dd48505df1f5b14fd</td>\n",
+        "      <td> 4c1e2418127811d212d0e3867a99db3e</td>\n",
+        "      <td> 2015-07-13 05:07:28</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>                        \u7fbd\u7530\u673a\u573a~~ http://t.cn/RLGJidL</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19     </th>\n",
+        "      <td> dd749a5af07c04ce7de451273a983671</td>\n",
+        "      <td> 419dd71d562883ef836e774bc3f4e163</td>\n",
+        "      <td> 2015-07-30 14:24:28</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>   \u5206\u4eab\u4e86-KUTLUK-\u7684\u6b4c\u5355\u300aPiano,\u594f\u54cd\u7075\u9b42\u6df1\u5904...\u300b http://t.cn/...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26     </th>\n",
+        "      <td> 6623347e5f19f35f2d02ad515b96524c</td>\n",
+        "      <td> 9a2f48a870843d1964a03c6642b309d5</td>\n",
+        "      <td> 2015-07-21 01:06:53</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> #\u7cdf\u8e4b\u9152\u9b3c\u83dc#\u8001\u677f\u6bcf\u6b21\u63a8\u8350\u5b8c\u4ed6\u4eec\u5bb6\u7684\u4e0b\u9152\u83dc\uff0c\u5c31\u4f1a\u62fc\u547d\u7684\u5b89\u5229\u4e0a\u7b49\u7684\u9152\u2026\u2026\u6211\u6bcf\u6b21\u90fd\u4f1a\u59a5\u534f\u7684\u559d\u4e24\u7f50\u6c7d\u6c34\u3002</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>30     </th>\n",
+        "      <td> 5c1e6c9b61a4b279109b3a073f186fc9</td>\n",
+        "      <td> 04af58a34efcdca88d14520e85fc15b7</td>\n",
+        "      <td> 2015-07-24 21:32:43</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 7</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                                          \u7528\u5c3d\u4e00\u751f\u7684\u60c5\u5546\u3002</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>41     </th>\n",
+        "      <td> f0c9793d4f3673377225e1539143d309</td>\n",
+        "      <td> 9e03bce9730e22bf2c5e3ae789ad5788</td>\n",
+        "      <td> 2015-07-24 19:58:21</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> #\u652f\u6559\u5b9e\u51b5#\u4eca\u5929\uff0c\u534e\u5357\u519c\u4e1a\u5927\u5b66ERP\u7814\u7a76\u793e\u4e09\u4e0b\u4e61\u5df2\u7ecf\u5230\u4e86\u5c3e\u58f0\u3002\u7ecf\u8fc7\u4e86\u8fd9\u5341\u5929\u6765\u7684\u57f9\u8bad\uff0c\u5b66\u751f\u4eec\u7684...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>46     </th>\n",
+        "      <td> 92cd2a6985d38d80d9d0e31af63df7a2</td>\n",
+        "      <td> a9e1197cb01de5c7dd97cf4d4c941610</td>\n",
+        "      <td> 2015-07-31 21:06:01</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> good. voice(\u901a\u8fc7 #\u5531\u5427#\u5f55\u5236)\u3002\u8bd5\u542c\u5730\u5740 &gt;&gt; http://t.cn/RLp...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>52     </th>\n",
+        "      <td> 9bf024a6caba95e8d10d988c2656871c</td>\n",
+        "      <td> 99ec27367a4c6778f7a839ff5b532660</td>\n",
+        "      <td> 2015-07-16 01:14:13</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u6211\u6b63\u5728 #\u4e9a\u6d32\u65b0\u6b4c\u699c# \u4e3a @RAIN-JIHOON \u7684\u65b0\u6b4c http://t.cn/RLG...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>54     </th>\n",
+        "      <td> 7511e346911dd7d1e38f11485abb25c5</td>\n",
+        "      <td> a9d655c843af89e91b7e2d8a8afe10f8</td>\n",
+        "      <td> 2015-07-15 23:52:01</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010*Get started with functional programming in P...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>58     </th>\n",
+        "      <td> ab94f6ef1cbb85717e2b9685fb47b676</td>\n",
+        "      <td> 86d6607de4ab5432f9e0da3f30682f4a</td>\n",
+        "      <td> 2015-07-17 10:44:36</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                            \u5899\u6389PostGIS\u7684\uff0c\u795d\u4f60\u4eec\u7684\u540e\u4ee3\u6ca1\u6709PY\u3002</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>70     </th>\n",
+        "      <td> 9a15786f6aaaf779eb941d2eba4a8988</td>\n",
+        "      <td> 3ce0453454577d5e456cc9f142e50baa</td>\n",
+        "      <td> 2015-07-23 12:18:27</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>    \u5173\u6bc5\u8001\u5e08\u5e94\u8be5\u597d\u597d\u7422\u78e8\u9a6c\u4f2f\u5eb8\u5148\u751f\u6240\u63d0\u7684\u4e1c\u897f\uff0c\u6700\u597d\u628a\u63e1\u795e\u97f5\uff0c\u4e0d\u62d8\u6ce5\u4e8e\u6b64\uff0c\u6211\u4f30\u8ba1\u4f60\u4e0d\u77e5\u9053\u5176\u4e2d\u7684\u7384\u5999</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>74     </th>\n",
+        "      <td> 3a19076b5f4c61a1f5525dbbd4899c03</td>\n",
+        "      <td> b32ed7a107aff47eb39d4700c31ab1ef</td>\n",
+        "      <td> 2015-07-13 11:12:09</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010\u6c83\u5c14\u739b\u5185\u90e8\u66dd\u5149iPhone 6s\u552e\u4ef7 \u4e0a\u8c0350\u7f8e\u5143\u3011\u6709\u5916\u5a92\u62a5\u9053\uff0c\u5728\u6c83\u5c14\u739b\u5185\u90e8\u7684\u5907\u5fd8\u5f55\u6587\u4ef6\u4e2d...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>80     </th>\n",
+        "      <td> bb458a336992d0c3389eb416d1231f99</td>\n",
+        "      <td> 28889be62f9e210b57ff2f2059d0fb48</td>\n",
+        "      <td> 2015-07-23 13:46:57</td>\n",
+        "      <td>   1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u963f\u91cc\u5df4\u5df4\u62bc\u5b9d\u4e91\u8ba1\u7b97\u548c\u5927\u6570\u636e \u8bd5\u56fe\u5728\u4e09\u5e74\u5185\u8d76\u8d85\u4e9a\u9a6c\u900a-\u6570\u667a\u7f51 http://t.cn/RL6Ztmw</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>82     </th>\n",
+        "      <td> 8d7a583279d6d442dd675c21424a2ce3</td>\n",
+        "      <td> 37c8dc1d44e861dc5a1a9317cfe8b0ce</td>\n",
+        "      <td> 2015-07-07 15:35:01</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                                       \u8fd9\u9c7c\u8fd9\u4e48\u5c0f\uff0c\u6211\u90fd\u4e0d\u60f3\u5077</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>84     </th>\n",
+        "      <td> 986fba709e35206b01371f5172025483</td>\n",
+        "      <td> c943f2784d6c9066bd5fefecf95c8f36</td>\n",
+        "      <td> 2015-07-08 15:59:35</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>                   \u5206\u4eab\u5355\u66f2http://t.cn/RLLWmCC\uff08@\u7f51\u6613\u4e91\u97f3\u4e50\uff09</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>85     </th>\n",
+        "      <td> 485c0d465d608c94d5372d90a50ef21a</td>\n",
+        "      <td> 93b726cf34fdbe41f790316a6ef7adb2</td>\n",
+        "      <td> 2015-07-23 10:16:07</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010VMware\u5728\u6570\u636e\u4e2d\u5fc3\u5185\u5927\u884c\u5176\u9053 \u7b2c\u4e8c\u8d22\u5b63\u8868\u73b0\u51fa\u8272\u3011VMware\u516c\u53f8\u65e5\u524d\u516c\u5e03\u4e86\u7b2c\u4e8c\u8d22\u5b63\u62a5\u544a...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>86     </th>\n",
+        "      <td> d38e9bed5d98110dc2489d0d1cac3c2a</td>\n",
+        "      <td> 00755196c77936bf44656ada98291c59</td>\n",
+        "      <td> 2015-07-13 19:24:50</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>               \u60f3\u5f00\u4e86\u5c31\u662f\u5e78\u798f\uff0c\u60f3\u4e0d\u5f00\u5c31\u662f\u75db\u82e6\u2026http://t.cn/RLqzYa1</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>101    </th>\n",
+        "      <td> 0ff57f8377cabdf7342dca10250f1404</td>\n",
+        "      <td> 022e4155fd66c308c0fb63680e3f092a</td>\n",
+        "      <td> 2015-07-21 17:49:29</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                                          \u4e00\u8d77\u6765\u73a9\u8e66\u5973\u795e\uff01</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>115    </th>\n",
+        "      <td> ff6cc10e5fc6200e27efc1bd643d5b18</td>\n",
+        "      <td> 31f7ab6bd03fc3f9243c1d6edff4a5ab</td>\n",
+        "      <td> 2015-07-15 07:48:28</td>\n",
+        "      <td>   4</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                 http://t.cn/RzAZv3M \u5c55\u73b0android\u7535\u91cf\u6570\u636e</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>117    </th>\n",
+        "      <td> 2f6b03a7f0fd3cd9030ab05759a23319</td>\n",
+        "      <td> c10f0b38dc378759718bcfbb9f4f1926</td>\n",
+        "      <td> 2015-07-16 19:26:50</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 4</td>\n",
+        "      <td>  2</td>\n",
+        "      <td>   \u5f00\u59cb\u5de5\u4f5c\u72d7\u6a21\u5f0f\uff0c\u6478\u7740\u952e\u76d8\u771f\u662f\u624b\u75d2\uff0c\u597d\u671f\u5f85\u65b0\u7684\u6311\u6218\uff0c\u5f00\u59cb\u5fd8\u6211\u7684coding\u4f55\u5982\u3002\u3002\u3002[\u5f97\u610f\u5730\u7b11]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>130    </th>\n",
+        "      <td> 97d783c2d3353568b472103bc0463d04</td>\n",
+        "      <td> 385debf5ff3276132a54f37d2b1fce62</td>\n",
+        "      <td> 2015-07-14 12:19:43</td>\n",
+        "      <td>  22</td>\n",
+        "      <td> 5</td>\n",
+        "      <td>  5</td>\n",
+        "      <td> \u3010\u7f51\u7edc\u8868\u793a\u4e0e\u5206\u6790\u5728\u7ebf\u4ea4\u4e92\u4ecb\u7ecd\u3011\u300aIntroduction to Network Analys...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>140    </th>\n",
+        "      <td> 279f6ebbcfaa70ae63ac6c0a88c5459f</td>\n",
+        "      <td> c120f198c99c2d1a7bf11a47fa6c21de</td>\n",
+        "      <td> 2015-07-19 18:51:36</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010QQ\u5fae\u7c92\u8d37\u53d7\u9080\u7528\u6237\u7ecf\u9a8c\u8c08\uff1a\u5f3a\u5236\u5f00\u901a\u8d44\u683c\u8fd8\u662f\u9760\u4fe1\u7528\u63d0\u989d\u5ea6\u3011 QQ\u5fae\u7c92\u8d37\u600e\u4e48\u5f00\u901a\u6709\u529e\u6cd5\uff01\u6ca1\u6709\u9080...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>143    </th>\n",
+        "      <td> 7511e346911dd7d1e38f11485abb25c5</td>\n",
+        "      <td> f8574df4e9aa506f55555178ef67a84d</td>\n",
+        "      <td> 2015-07-14 13:32:01</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010*DUQ U2.0 \u6280\u672f\u5206\u6790*\u3011from:http://t.cn/R2rpnkG\u524d ......</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>150    </th>\n",
+        "      <td> bfe5f0e6b47a2d25a824b2581ac42f98</td>\n",
+        "      <td> 0a5384670dbcb6e39f49a4c7c4b98909</td>\n",
+        "      <td> 2015-07-28 21:23:51</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> Configuration control for production node depl...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>159    </th>\n",
+        "      <td> 93eb8587b6dca4cda327378162af18ce</td>\n",
+        "      <td> dba75e3feccc896eaa27017f415cdc60</td>\n",
+        "      <td> 2015-07-01 17:44:50</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                     \u5b89\u5fbd\u5408\u529b\uff1a\u501f\u529bSAP PLM\u5168\u9762\u63d0\u5347\u7814\u53d1\u6838\u5fc3\u7ade\u4e89\u529b[\u56f4\u89c2]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>164    </th>\n",
+        "      <td> 3ba5d1bbcb60a0a06250644f86180cd8</td>\n",
+        "      <td> 16aaf21ee8c026e80c90c7a9f16c0bf6</td>\n",
+        "      <td> 2015-07-03 15:24:06</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u5feb\u7684\u6253\u8f66\u4ee3\u91d1\u5238\u7ea2\u904d\u6c5f\u6e56\uff01\u7ea2\u8fd0\u8d22\u795e\u518d\u5ea6\u73b0\u8eab\uff0c\u4e00\u8def\u4e3a\u4f60\u4fdd\u9a7e\u62a4\u822a\uff0c\u725b\u725b\u725b\uff01\u4f60\u7684\u725b\u6c14\u6253\u8f66\u5238\uff1ahttp...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>167    </th>\n",
+        "      <td> b3a427205882d4e14a16ab87847f148f</td>\n",
+        "      <td> 5b8b62313026081ab70c97e7c8a93990</td>\n",
+        "      <td> 2015-07-03 08:02:29</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> Partly Cloudy today! With a high of 27\u00b0C and a...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>173    </th>\n",
+        "      <td> 2f67fe9111490b9f85caf76f7e2db910</td>\n",
+        "      <td> 219b8f1c56cd5bb8fad7df709bc69cbd</td>\n",
+        "      <td> 2015-07-30 17:20:15</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 3</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> #Apache MRQL# MRQL (the MapReduce Query Langua...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>188    </th>\n",
+        "      <td> 3bc4c3617d488acb74fd28e517431c87</td>\n",
+        "      <td> 1fd4270767433353e4d5934dc17a176f</td>\n",
+        "      <td> 2015-07-07 04:29:10</td>\n",
+        "      <td>   4</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>  3</td>\n",
+        "      <td>  \u5206\u4eab\u51af\u5fd7\u4f1f\u6587\u5316\u535a\u5ba2\u7684\u535a\u6587\u56fe\u7247\uff1a\u8ba1\u7b97\u8bed\u8a00\u5b66\u7684\u8d85\u5b66\u79d1\u7814\u7a76\u520d\u8bae http://t.cn/RLwlNe9</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229464</th>\n",
+        "      <td> 892007af57f1b0d39260d4b9dc5a2c1f</td>\n",
+        "      <td> 8054793e29721366cfdf5ceaa2bf6e77</td>\n",
+        "      <td> 2015-07-23 23:52:39</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td>  2</td>\n",
+        "      <td> \u6bcf\u6b21\u642c\u5bb6\u6700\u91cd\u7684\u5c31\u662f\u8fd9\u5806\u4e66\u4e86\uff0c\u5e78\u597d\u540e\u9762\u4e70\u7684\u5341\u591a\u672c\u8eba\u5728kindle\u91cc\uff0c\u4e0d\u7136\u771f\u5c31\u7d2f\u6302\u4e86\uff5e http...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229467</th>\n",
+        "      <td> 84c81329db479bc528c06fcee71b22b8</td>\n",
+        "      <td> 99854c42f3b943ab376a5925c19f14c5</td>\n",
+        "      <td> 2015-07-15 16:23:51</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 7</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> \u5c0f\u58a8\u63a8\u8350\uff1a @\u77e5\u4e4e \u4e13\u680f PM News - \u300a\u6613\u8bfb\u7edd\u4e0d\u662f\u53ef\u9009\u9879\u300b\u3002\u63a8\u8350\u539f\u56e0\uff1a\u5bf9\u300e\u4e0d\u8003\u8651\u7528\u6237...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229469</th>\n",
+        "      <td> 76483dbd5604950cb6f1182257cab52d</td>\n",
+        "      <td> 03d14323f07de6ee0698f4921806ae8b</td>\n",
+        "      <td> 2015-07-09 16:41:16</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>                #\u963f\u91cc\u5b89\u5168\u5cf0\u4f1a#\u8131\u8327\u4e4b\u817e\u8baf\u8bb2\u5927\u76d8------\u817e\u8baf\u5b89\u5168\u5e73\u53f0\u90e8\u8d1f\u8d23\u4eba\u6768\u52c7</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229474</th>\n",
+        "      <td> 1aed390eb93f21f0e41836e7ba99eb15</td>\n",
+        "      <td> a8bab9c11df3f896c70b6bfdc7813aa9</td>\n",
+        "      <td> 2015-07-30 22:34:38</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                                      \u5206\u6790\u7684\u633a\u5bf9\u7684\uff0c\u90fd\u4e0d\u5bb9\u6613\u554a</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229478</th>\n",
+        "      <td> b981487384f8d2adde02711ff6325c0f</td>\n",
+        "      <td> a0a1ff5579282b07fe99ffcac5fcfbdd</td>\n",
+        "      <td> 2015-07-21 00:39:27</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                                       \u770b\u4e0a\u53bb\u8fd8\u7b97\u597d\uff0c\u6ca1\u90a3\u4e48\u7cdf</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229480</th>\n",
+        "      <td> fbdd34b9ba9c62dcd8ca0d7fac67fec1</td>\n",
+        "      <td> 1b66671c0c50af263cf2e3969a015365</td>\n",
+        "      <td> 2015-07-20 08:30:18</td>\n",
+        "      <td>   1</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>      \u65e9\u4e0a\u8d77\u6765\u544a\u8bc9\u81ea\u5df1\uff1a\u518d\u96be\u4e5f\u8981\u575a\u6301\u3002\u518d\u597d\u4e5f\u8981\u6de1\u6cca\u3002\u518d\u5dee\u4e5f\u8981\u81ea\u4fe1\u3002\u518d\u591a\u4e5f\u8981\u8282\u7701\u3002\u518d\u51b7\u4e5f\u8981\u70ed\u60c5\u3002</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229484</th>\n",
+        "      <td> bf0e60934d3acbbfc1e2551411601195</td>\n",
+        "      <td> fe5653ec7f6b626c88ee62a362b1eb2f</td>\n",
+        "      <td> 2015-07-15 10:22:19</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>                     \u767e\u5ea6\u641c\u7d22\u8ba9\u4eba\u8d8a\u6765\u8d8a\u53cd\u611f \u6562\u4e0d\u6562\u628a\u76ee\u6807\u5b98\u7f51\u653e\u5728\u7b2c\u4e00\u9879 @\u767e\u5ea6</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229488</th>\n",
+        "      <td> ef8cb8c2b56eb97deb0a164808e767be</td>\n",
+        "      <td> fffe58b00e77bbabf83c72c9208d6950</td>\n",
+        "      <td> 2015-07-07 21:40:40</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td> \u4eca\u5929\u6211\u5728#\u767e\u8bcd\u65a9# \u80cc\u4e8630\u4e2a\u6258\u798f\u6838\u5fc3\u5355\u8bcd\u3002\u96e8\u5929\uff0c\u7a7a\u8361\u8361\u7684\u6559\u5ba4\u91cc\uff0c\u53ea\u6709\u6211\u4e00\u4e2a\u4eba\u9ed8\u9ed8\u80cc\u5355\u8bcd\uff0c\u4f60...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229491</th>\n",
+        "      <td> a1cf98a0f9206f31d01c401f09f55668</td>\n",
+        "      <td> 6adae40d2b8b272aa8a73aad06502bae</td>\n",
+        "      <td> 2015-07-03 11:55:20</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u5965\u8feaAudi Q7\u5168\u65b9\u4f4d\u5c55\u793a Ara Blue \u5965\u8feaAudi Q7\u5168\u65b9\u4f4d\u5c55\u793a Ara Blu...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229507</th>\n",
+        "      <td> d5310dab4480da0eb05a208aff4ce8d0</td>\n",
+        "      <td> 9b33412e5df8d1824edf256dc566228b</td>\n",
+        "      <td> 2015-07-05 22:27:25</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                                         \u8001\u5927\u7684\u6743\u5a01\u6311\u6218\u4e0d\u5f97</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229510</th>\n",
+        "      <td> f7d133a6f4eb4bd4f6110a92666a2dde</td>\n",
+        "      <td> df3dddbe5152c3cce43ba05bc876ae4f</td>\n",
+        "      <td> 2015-07-28 20:02:07</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                                                ##</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229519</th>\n",
+        "      <td> 7a8fc54dea016dcd621e98696ee55101</td>\n",
+        "      <td> a88b8cd4963f57eecee8c8144bf9f25f</td>\n",
+        "      <td> 2015-07-03 13:02:22</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u4ece 0 \u5230 1 \u5408\u7406\u9ad8\u6548\u4f7f\u7528 GitHub http://t.cn/RL7PSAP by @...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229520</th>\n",
+        "      <td> 2005b31661e2023f22f0f0df197dd919</td>\n",
+        "      <td> 8cc3dbce650def9a598aad794b419825</td>\n",
+        "      <td> 2015-07-26 21:05:07</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u5468\u4e94PG\u4e2d\u56fd\u793e\u533a\u7684\u4e00\u7fa4\u4eba\u4e0epg-xc\u7684\u521b\u59cb\u4e00\u8d77\u8ba8\u8bba\u4e86\u73b0\u5728\u7684bug\u60c5\u51b5\uff0c\u4eca\u540epg-xc\u7684roa...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229521</th>\n",
+        "      <td> a1cfc03f645991b83e80610cd373794f</td>\n",
+        "      <td> 7fdc040b62204984d3363c151d20987f</td>\n",
+        "      <td> 2015-07-23 10:26:44</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> python - Why does \"not(True) in [False, True]\"...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229522</th>\n",
+        "      <td> ac4e754e41c3f328f1bf18c7fc381511</td>\n",
+        "      <td> 9da56e25be8b374b704a48675cf5fead</td>\n",
+        "      <td> 2015-07-24 10:50:06</td>\n",
+        "      <td> 134</td>\n",
+        "      <td> 6</td>\n",
+        "      <td> 73</td>\n",
+        "      <td> \u521b\u610f\u5e7f\u544a\u6b23\u8d4f | \u5b9a\u671f\u4f1a\u53bbcreativeadawards\u91cc\u770b\u90a3\u4e9b\u6709\u8da3\u7684\u521b\u610f\u5e7f\u544a\uff0c\u5236\u4f5c\u8fd9\u4e9b\u56fe...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229523</th>\n",
+        "      <td> 063a41bd09fbc1790b43263cc6107d2f</td>\n",
+        "      <td> c2182ef8dd2646c645447a7ec72085b3</td>\n",
+        "      <td> 2015-07-29 16:07:42</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> #\u70ab\u4ebf\u643a\u624bYESLAB \u5efa\u7f51\u7edc\u79d1\u6280\u4eba\u624d\u5168\u4ea7\u4e1a\u94fe# \u5317\u4eac\u70ab\u4ebf\u65f6\u4ee3\u79d1\u6280\u6709\u9650\u516c\u53f8\u4e8e7\u670828\u65e5\u5728\u4eac\u4e0e...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229531</th>\n",
+        "      <td> 4495d74a4d608b2fc783fdb83dd36080</td>\n",
+        "      <td> 59aee0632788fd7b0f54779ecb80613f</td>\n",
+        "      <td> 2015-07-06 17:00:24</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>             \u3010\u4e3a\u7f51\u7edc\u5b89\u5168\u7acb\u6cd5\uff1a\u81ea\u5df1\u7684\u5bb6\u95e8\u81ea\u5df1\u770b\u3011http://t.cn/RLAC7kB</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229539</th>\n",
+        "      <td> 020f2fafc1b85599d086920c15d08e01</td>\n",
+        "      <td> a03b2e6b76a4d17b73f8555651618a70</td>\n",
+        "      <td> 2015-07-03 01:08:03</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> Love is, no matter what you resist, it is stil...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229540</th>\n",
+        "      <td> cfac17beab2efed4af7a4179104128b2</td>\n",
+        "      <td> 0f998127fc4554a214e16c22de4d999f</td>\n",
+        "      <td> 2015-07-16 21:37:55</td>\n",
+        "      <td>   8</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 13</td>\n",
+        "      <td>      \u624d\u6ce8\u610f\u5230\u8fd9\u5bb6\u7ecf\u5e38\u6765\u7684\u661f\u5df4\u514b\u6709\u8fd9\u4e48\u4e00\u5f20\u6d82\u9e26\u5899\uff0c\u597d\u8d5e http://t.cn/z8AOlek</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229544</th>\n",
+        "      <td> 7511e346911dd7d1e38f11485abb25c5</td>\n",
+        "      <td> 5e6a44ad219f3100004784bebd76acd8</td>\n",
+        "      <td> 2015-07-05 10:36:02</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010*Hacktivist group possibly compromised hundre...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229557</th>\n",
+        "      <td> 15c182006e56cabdb2a5e97705e8b611</td>\n",
+        "      <td> 2055cba60f40f3d7c6606c486d731af7</td>\n",
+        "      <td> 2015-07-23 18:03:37</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                           \u6211\u5206\u4eab\u4e86http://t.cn/RLJ36Z9</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229562</th>\n",
+        "      <td> 875a4a77b339d93f819e2c4de5bd0b57</td>\n",
+        "      <td> 2778a38b7a15c484a518070603e53088</td>\n",
+        "      <td> 2015-07-14 20:51:59</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> #IT#\u3010\u4f20\u7d2b\u5149\u96c6\u56e2\u62df\u4f5c\u4ef7230\u4ebf\u7f8e\u5143 \u5168\u9762\u6536\u8d2d\u7f8e\u5149\u79d1\u6280\u3011\u65b0\u6d6a\u79d1\u6280\u8baf7\u670814\u65e5\u4e0a\u5348\u6d88\u606f\uff0c\u636e\u6d88...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229566</th>\n",
+        "      <td> 6eea53203217dcd0373775a33dbc7348</td>\n",
+        "      <td> 417c911bd001a03db43a568284d9a100</td>\n",
+        "      <td> 2015-07-24 15:14:08</td>\n",
+        "      <td>  30</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 29</td>\n",
+        "      <td>                         \u5e7d\u9ed8\u4e00\u4e0b\uff1a\u6211\u8ba8\u538c\u8bfb\u522b\u4eba\u7684\u4ee3\u7801\uff01\u4f60\u4e5f\u6709\u76f8\u540c\u7684\u611f\u89c9\u5417\uff1f</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229568</th>\n",
+        "      <td> f14abc57f4f844c195284f5842370a32</td>\n",
+        "      <td> 012c28ecd17b46b3fd23687c8a74c71c</td>\n",
+        "      <td> 2015-07-05 12:08:47</td>\n",
+        "      <td>   6</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  3</td>\n",
+        "      <td> \u30102015 \u5e74\u4f60\u4e0d\u5f97\u4e0d\u77e5\u7684 7 \u4e2a\u5f00\u6e90\u6545\u4e8b\uff08\u622a\u6b62\u5230\u73b0\u5728\uff09 \u3011  \u5fae\u8f6f\u81ea\u65b0 CEO \u7eb3\u5fb7\u62c9\u4e0a\u4efb...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229573</th>\n",
+        "      <td> 31c2d65f1d460f060c537bb684a0a831</td>\n",
+        "      <td> 7c1329baf6e4bdf3c11d1adca1da4b47</td>\n",
+        "      <td> 2015-07-27 00:05:01</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> #rain\u514b\u62c9\u604b\u4eba# #\u514b\u62c9\u7537\u795e\u90d1\u667a\u85b0#\u5173\u6ce8\u514b\u62c9\u604b\u4eba\uff0c\u770b\u514b\u62c9\u603b\u88c1\u8427\u4eae\u5982\u4f55\u5378\u4e0b\u51b7\u6f20\u9738\u9053\u7684\u5916\u8863\uff0c...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229585</th>\n",
+        "      <td> 3c08e72d9fd575b991f7ac895d0d1cc9</td>\n",
+        "      <td> f96cc489202c2bfb8c3a7b87ecbbe2a5</td>\n",
+        "      <td> 2015-07-02 16:56:12</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  1</td>\n",
+        "      <td>                        spark\u5728\u4efb\u52a1\u8c03\u5ea6\u65f6\u7684\u7406\u5ff5\uff0c\u79fb\u52a8\u6570\u636e\u4e0d\u5982\u79fb\u52a8\u8ba1\u7b97\u3002</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229590</th>\n",
+        "      <td> ad186f661685139e3bab6665b4fe896d</td>\n",
+        "      <td> 090b021ea605ec81bc5b4098602dc581</td>\n",
+        "      <td> 2015-07-30 10:00:57</td>\n",
+        "      <td>  93</td>\n",
+        "      <td> 4</td>\n",
+        "      <td> 23</td>\n",
+        "      <td> \u597d\u5427\uff0c\u7b2c5\u672c\u51fa\u6765\u4e86\uff0c\u9a7e\u9a6d\u6587\u672c--taming text\uff0chttp://t.cn/RLCFpV...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229603</th>\n",
+        "      <td> 279f6ebbcfaa70ae63ac6c0a88c5459f</td>\n",
+        "      <td> 2f1f7e62e1339d821bd5b60d1d0163c6</td>\n",
+        "      <td> 2015-07-21 08:52:11</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 0</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> \u3010\u79fb\u52a8\u4e92\u8054\u7f51\u5c38\u5c71\u6210\u5c31\u82f1\u96c4\u3011 \u5982\u4eca\u79fb\u52a8\u4e92\u8054\u7f51\u5927\u706b\uff0c\u4f46\u662f\u5728\u8fd9\u4e9b\u6210\u529f\u7684\u80cc\u540e\u662f\u591a\u5c11\u201c\u5c38\u4f53\u201d\u5728\u652f\u6491\u7740\u4ed6...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229609</th>\n",
+        "      <td> 34aecfff0b411aebf22f5348631af089</td>\n",
+        "      <td> 897186111f41742df6dc1d472f224322</td>\n",
+        "      <td> 2015-07-31 08:58:40</td>\n",
+        "      <td>   2</td>\n",
+        "      <td> 1</td>\n",
+        "      <td>  0</td>\n",
+        "      <td> #CSDN\u4e0b\u8f7d\u9891\u9053\u5206\u4eab# #0\u5206\u5e72\u8d27\u6765\u4e86# Android \u591a\u7ebf\u7a0b\u4e0b\u8f7d\u4eff\u4e0b\u8f7d\u52a9\u624bAS - \u7b80...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1229614</th>\n",
+        "      <td> b98ca546114e9e6185c1b963b53f1ed4</td>\n",
+        "      <td> 99d60668e884f379184870888989d0eb</td>\n",
+        "      <td> 2015-07-09 17:22:50</td>\n",
+        "      <td>   0</td>\n",
+        "      <td> 2</td>\n",
+        "      <td>  0</td>\n",
+        "      <td>                               \u91d1\u9c7c\u7684\u8bb0\u5fc6\u53ea\u6709\u4e03\u79d2\uff0c\u80a1\u6c11\u4e5f\u662f.....</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>184937 rows \u00d7 7 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 46,
+       "text": [
+        "                                      uid                               mid  \\\n",
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+        "188      3bc4c3617d488acb74fd28e517431c87  1fd4270767433353e4d5934dc17a176f   \n",
+        "...                                   ...                               ...   \n",
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+        "1229491  a1cf98a0f9206f31d01c401f09f55668  6adae40d2b8b272aa8a73aad06502bae   \n",
+        "1229507  d5310dab4480da0eb05a208aff4ce8d0  9b33412e5df8d1824edf256dc566228b   \n",
+        "1229510  f7d133a6f4eb4bd4f6110a92666a2dde  df3dddbe5152c3cce43ba05bc876ae4f   \n",
+        "1229519  7a8fc54dea016dcd621e98696ee55101  a88b8cd4963f57eecee8c8144bf9f25f   \n",
+        "1229520  2005b31661e2023f22f0f0df197dd919  8cc3dbce650def9a598aad794b419825   \n",
+        "1229521  a1cfc03f645991b83e80610cd373794f  7fdc040b62204984d3363c151d20987f   \n",
+        "1229522  ac4e754e41c3f328f1bf18c7fc381511  9da56e25be8b374b704a48675cf5fead   \n",
+        "1229523  063a41bd09fbc1790b43263cc6107d2f  c2182ef8dd2646c645447a7ec72085b3   \n",
+        "1229531  4495d74a4d608b2fc783fdb83dd36080  59aee0632788fd7b0f54779ecb80613f   \n",
+        "1229539  020f2fafc1b85599d086920c15d08e01  a03b2e6b76a4d17b73f8555651618a70   \n",
+        "1229540  cfac17beab2efed4af7a4179104128b2  0f998127fc4554a214e16c22de4d999f   \n",
+        "1229544  7511e346911dd7d1e38f11485abb25c5  5e6a44ad219f3100004784bebd76acd8   \n",
+        "1229557  15c182006e56cabdb2a5e97705e8b611  2055cba60f40f3d7c6606c486d731af7   \n",
+        "1229562  875a4a77b339d93f819e2c4de5bd0b57  2778a38b7a15c484a518070603e53088   \n",
+        "1229566  6eea53203217dcd0373775a33dbc7348  417c911bd001a03db43a568284d9a100   \n",
+        "1229568  f14abc57f4f844c195284f5842370a32  012c28ecd17b46b3fd23687c8a74c71c   \n",
+        "1229573  31c2d65f1d460f060c537bb684a0a831  7c1329baf6e4bdf3c11d1adca1da4b47   \n",
+        "1229585  3c08e72d9fd575b991f7ac895d0d1cc9  f96cc489202c2bfb8c3a7b87ecbbe2a5   \n",
+        "1229590  ad186f661685139e3bab6665b4fe896d  090b021ea605ec81bc5b4098602dc581   \n",
+        "1229603  279f6ebbcfaa70ae63ac6c0a88c5459f  2f1f7e62e1339d821bd5b60d1d0163c6   \n",
+        "1229609  34aecfff0b411aebf22f5348631af089  897186111f41742df6dc1d472f224322   \n",
+        "1229614  b98ca546114e9e6185c1b963b53f1ed4  99d60668e884f379184870888989d0eb   \n",
+        "\n",
+        "                        time  forward_count  comment_count  like_count  \\\n",
+        "6        2015-07-15 01:16:24              0              0           0   \n",
+        "14       2015-07-01 04:11:48              0              0           0   \n",
+        "18       2015-07-13 05:07:28              0              0           1   \n",
+        "19       2015-07-30 14:24:28              0              0           0   \n",
+        "26       2015-07-21 01:06:53              0              0           0   \n",
+        "30       2015-07-24 21:32:43              0              7           0   \n",
+        "41       2015-07-24 19:58:21              0              0           0   \n",
+        "46       2015-07-31 21:06:01              0              2           0   \n",
+        "52       2015-07-16 01:14:13              0              0           0   \n",
+        "54       2015-07-15 23:52:01              0              0           0   \n",
+        "58       2015-07-17 10:44:36              0              0           0   \n",
+        "70       2015-07-23 12:18:27              0              0           0   \n",
+        "74       2015-07-13 11:12:09              0              0           0   \n",
+        "80       2015-07-23 13:46:57              1              0           0   \n",
+        "82       2015-07-07 15:35:01              0              0           0   \n",
+        "84       2015-07-08 15:59:35              0              1           1   \n",
+        "85       2015-07-23 10:16:07              0              0           0   \n",
+        "86       2015-07-13 19:24:50              0              0           0   \n",
+        "101      2015-07-21 17:49:29              0              0           0   \n",
+        "115      2015-07-15 07:48:28              4              0           0   \n",
+        "117      2015-07-16 19:26:50              0              4           2   \n",
+        "130      2015-07-14 12:19:43             22              5           5   \n",
+        "140      2015-07-19 18:51:36              0              0           0   \n",
+        "143      2015-07-14 13:32:01              0              0           0   \n",
+        "150      2015-07-28 21:23:51              0              0           0   \n",
+        "159      2015-07-01 17:44:50              0              0           0   \n",
+        "164      2015-07-03 15:24:06              0              0           0   \n",
+        "167      2015-07-03 08:02:29              0              0           0   \n",
+        "173      2015-07-30 17:20:15              0              3           0   \n",
+        "188      2015-07-07 04:29:10              4              1           3   \n",
+        "...                      ...            ...            ...         ...   \n",
+        "1229464  2015-07-23 23:52:39              0              2           2   \n",
+        "1229467  2015-07-15 16:23:51              0              7           1   \n",
+        "1229469  2015-07-09 16:41:16              0              0           1   \n",
+        "1229474  2015-07-30 22:34:38              0              0           0   \n",
+        "1229478  2015-07-21 00:39:27              0              2           0   \n",
+        "1229480  2015-07-20 08:30:18              1              0           0   \n",
+        "1229484  2015-07-15 10:22:19              0              0           1   \n",
+        "1229488  2015-07-07 21:40:40              0              0           1   \n",
+        "1229491  2015-07-03 11:55:20              0              0           0   \n",
+        "1229507  2015-07-05 22:27:25              0              0           0   \n",
+        "1229510  2015-07-28 20:02:07              0              0           0   \n",
+        "1229519  2015-07-03 13:02:22              0              0           0   \n",
+        "1229520  2015-07-26 21:05:07              0              0           0   \n",
+        "1229521  2015-07-23 10:26:44              0              0           0   \n",
+        "1229522  2015-07-24 10:50:06            134              6          73   \n",
+        "1229523  2015-07-29 16:07:42              0              0           0   \n",
+        "1229531  2015-07-06 17:00:24              0              0           0   \n",
+        "1229539  2015-07-03 01:08:03              0              0           0   \n",
+        "1229540  2015-07-16 21:37:55              8              4          13   \n",
+        "1229544  2015-07-05 10:36:02              0              0           0   \n",
+        "1229557  2015-07-23 18:03:37              0              0           0   \n",
+        "1229562  2015-07-14 20:51:59              0              0           0   \n",
+        "1229566  2015-07-24 15:14:08             30              4          29   \n",
+        "1229568  2015-07-05 12:08:47              6              0           3   \n",
+        "1229573  2015-07-27 00:05:01              0              0           0   \n",
+        "1229585  2015-07-02 16:56:12              0              0           1   \n",
+        "1229590  2015-07-30 10:00:57             93              4          23   \n",
+        "1229603  2015-07-21 08:52:11              0              0           0   \n",
+        "1229609  2015-07-31 08:58:40              2              1           0   \n",
+        "1229614  2015-07-09 17:22:50              0              2           0   \n",
+        "\n",
+        "                                                   context  \n",
+        "6              \u8bba\u4f18\u8863\u5e93\u8bd5\u8863\u95f4\u9694\u97f3\u6548\u679c\u597d\u574f\uff1f http://t.cn/RL5aSzp\uff08\u5206\u4eab\u81ea @\u77e5\u4e4e\uff09  \n",
+        "14       #IT#\u3010\u6b66\u6c49\u4e00\u4e13\u8f66\u53f8\u673a\u56e0\u6bd2\u9a7e\u88ab\u6cbb\u5b89\u62d8\u7559\u3011\u65b0\u534e\u7f51\u6b66\u6c496\u670829\u65e5\u7535(\u8bb0\u8005\u51af\u56fd\u680b)\u8bb0\u800528\u65e5\u4ece\u6b66...  \n",
+        "18                              \u7fbd\u7530\u673a\u573a~~ http://t.cn/RLGJidL  \n",
+        "19         \u5206\u4eab\u4e86-KUTLUK-\u7684\u6b4c\u5355\u300aPiano,\u594f\u54cd\u7075\u9b42\u6df1\u5904...\u300b http://t.cn/...  \n",
+        "26       #\u7cdf\u8e4b\u9152\u9b3c\u83dc#\u8001\u677f\u6bcf\u6b21\u63a8\u8350\u5b8c\u4ed6\u4eec\u5bb6\u7684\u4e0b\u9152\u83dc\uff0c\u5c31\u4f1a\u62fc\u547d\u7684\u5b89\u5229\u4e0a\u7b49\u7684\u9152\u2026\u2026\u6211\u6bcf\u6b21\u90fd\u4f1a\u59a5\u534f\u7684\u559d\u4e24\u7f50\u6c7d\u6c34\u3002  \n",
+        "30                                                \u7528\u5c3d\u4e00\u751f\u7684\u60c5\u5546\u3002  \n",
+        "41       #\u652f\u6559\u5b9e\u51b5#\u4eca\u5929\uff0c\u534e\u5357\u519c\u4e1a\u5927\u5b66ERP\u7814\u7a76\u793e\u4e09\u4e0b\u4e61\u5df2\u7ecf\u5230\u4e86\u5c3e\u58f0\u3002\u7ecf\u8fc7\u4e86\u8fd9\u5341\u5929\u6765\u7684\u57f9\u8bad\uff0c\u5b66\u751f\u4eec\u7684...  \n",
+        "46       good. voice(\u901a\u8fc7 #\u5531\u5427#\u5f55\u5236)\u3002\u8bd5\u542c\u5730\u5740 >> http://t.cn/RLp...  \n",
+        "52       \u6211\u6b63\u5728 #\u4e9a\u6d32\u65b0\u6b4c\u699c# \u4e3a @RAIN-JIHOON \u7684\u65b0\u6b4c http://t.cn/RLG...  \n",
+        "54       \u3010*Get started with functional programming in P...  \n",
+        "58                                  \u5899\u6389PostGIS\u7684\uff0c\u795d\u4f60\u4eec\u7684\u540e\u4ee3\u6ca1\u6709PY\u3002  \n",
+        "70          \u5173\u6bc5\u8001\u5e08\u5e94\u8be5\u597d\u597d\u7422\u78e8\u9a6c\u4f2f\u5eb8\u5148\u751f\u6240\u63d0\u7684\u4e1c\u897f\uff0c\u6700\u597d\u628a\u63e1\u795e\u97f5\uff0c\u4e0d\u62d8\u6ce5\u4e8e\u6b64\uff0c\u6211\u4f30\u8ba1\u4f60\u4e0d\u77e5\u9053\u5176\u4e2d\u7684\u7384\u5999  \n",
+        "74       \u3010\u6c83\u5c14\u739b\u5185\u90e8\u66dd\u5149iPhone 6s\u552e\u4ef7 \u4e0a\u8c0350\u7f8e\u5143\u3011\u6709\u5916\u5a92\u62a5\u9053\uff0c\u5728\u6c83\u5c14\u739b\u5185\u90e8\u7684\u5907\u5fd8\u5f55\u6587\u4ef6\u4e2d...  \n",
+        "80       \u963f\u91cc\u5df4\u5df4\u62bc\u5b9d\u4e91\u8ba1\u7b97\u548c\u5927\u6570\u636e \u8bd5\u56fe\u5728\u4e09\u5e74\u5185\u8d76\u8d85\u4e9a\u9a6c\u900a-\u6570\u667a\u7f51 http://t.cn/RL6Ztmw  \n",
+        "82                                             \u8fd9\u9c7c\u8fd9\u4e48\u5c0f\uff0c\u6211\u90fd\u4e0d\u60f3\u5077  \n",
+        "84                         \u5206\u4eab\u5355\u66f2http://t.cn/RLLWmCC\uff08@\u7f51\u6613\u4e91\u97f3\u4e50\uff09  \n",
+        "85       \u3010VMware\u5728\u6570\u636e\u4e2d\u5fc3\u5185\u5927\u884c\u5176\u9053 \u7b2c\u4e8c\u8d22\u5b63\u8868\u73b0\u51fa\u8272\u3011VMware\u516c\u53f8\u65e5\u524d\u516c\u5e03\u4e86\u7b2c\u4e8c\u8d22\u5b63\u62a5\u544a...  \n",
+        "86                     \u60f3\u5f00\u4e86\u5c31\u662f\u5e78\u798f\uff0c\u60f3\u4e0d\u5f00\u5c31\u662f\u75db\u82e6\u2026http://t.cn/RLqzYa1  \n",
+        "101                                               \u4e00\u8d77\u6765\u73a9\u8e66\u5973\u795e\uff01  \n",
+        "115                      http://t.cn/RzAZv3M \u5c55\u73b0android\u7535\u91cf\u6570\u636e  \n",
+        "117        \u5f00\u59cb\u5de5\u4f5c\u72d7\u6a21\u5f0f\uff0c\u6478\u7740\u952e\u76d8\u771f\u662f\u624b\u75d2\uff0c\u597d\u671f\u5f85\u65b0\u7684\u6311\u6218\uff0c\u5f00\u59cb\u5fd8\u6211\u7684coding\u4f55\u5982\u3002\u3002\u3002[\u5f97\u610f\u5730\u7b11]  \n",
+        "130      \u3010\u7f51\u7edc\u8868\u793a\u4e0e\u5206\u6790\u5728\u7ebf\u4ea4\u4e92\u4ecb\u7ecd\u3011\u300aIntroduction to Network Analys...  \n",
+        "140      \u3010QQ\u5fae\u7c92\u8d37\u53d7\u9080\u7528\u6237\u7ecf\u9a8c\u8c08\uff1a\u5f3a\u5236\u5f00\u901a\u8d44\u683c\u8fd8\u662f\u9760\u4fe1\u7528\u63d0\u989d\u5ea6\u3011 QQ\u5fae\u7c92\u8d37\u600e\u4e48\u5f00\u901a\u6709\u529e\u6cd5\uff01\u6ca1\u6709\u9080...  \n",
+        "143      \u3010*DUQ U2.0 \u6280\u672f\u5206\u6790*\u3011from:http://t.cn/R2rpnkG\u524d ......  \n",
+        "150      Configuration control for production node depl...  \n",
+        "159                          \u5b89\u5fbd\u5408\u529b\uff1a\u501f\u529bSAP PLM\u5168\u9762\u63d0\u5347\u7814\u53d1\u6838\u5fc3\u7ade\u4e89\u529b[\u56f4\u89c2]  \n",
+        "164      \u5feb\u7684\u6253\u8f66\u4ee3\u91d1\u5238\u7ea2\u904d\u6c5f\u6e56\uff01\u7ea2\u8fd0\u8d22\u795e\u518d\u5ea6\u73b0\u8eab\uff0c\u4e00\u8def\u4e3a\u4f60\u4fdd\u9a7e\u62a4\u822a\uff0c\u725b\u725b\u725b\uff01\u4f60\u7684\u725b\u6c14\u6253\u8f66\u5238\uff1ahttp...  \n",
+        "167      Partly Cloudy today! With a high of 27\u00b0C and a...  \n",
+        "173      #Apache MRQL# MRQL (the MapReduce Query Langua...  \n",
+        "188       \u5206\u4eab\u51af\u5fd7\u4f1f\u6587\u5316\u535a\u5ba2\u7684\u535a\u6587\u56fe\u7247\uff1a\u8ba1\u7b97\u8bed\u8a00\u5b66\u7684\u8d85\u5b66\u79d1\u7814\u7a76\u520d\u8bae http://t.cn/RLwlNe9  \n",
+        "...                                                    ...  \n",
+        "1229464  \u6bcf\u6b21\u642c\u5bb6\u6700\u91cd\u7684\u5c31\u662f\u8fd9\u5806\u4e66\u4e86\uff0c\u5e78\u597d\u540e\u9762\u4e70\u7684\u5341\u591a\u672c\u8eba\u5728kindle\u91cc\uff0c\u4e0d\u7136\u771f\u5c31\u7d2f\u6302\u4e86\uff5e http...  \n",
+        "1229467  \u5c0f\u58a8\u63a8\u8350\uff1a @\u77e5\u4e4e \u4e13\u680f PM News - \u300a\u6613\u8bfb\u7edd\u4e0d\u662f\u53ef\u9009\u9879\u300b\u3002\u63a8\u8350\u539f\u56e0\uff1a\u5bf9\u300e\u4e0d\u8003\u8651\u7528\u6237...  \n",
+        "1229469                 #\u963f\u91cc\u5b89\u5168\u5cf0\u4f1a#\u8131\u8327\u4e4b\u817e\u8baf\u8bb2\u5927\u76d8------\u817e\u8baf\u5b89\u5168\u5e73\u53f0\u90e8\u8d1f\u8d23\u4eba\u6768\u52c7  \n",
+        "1229474                                       \u5206\u6790\u7684\u633a\u5bf9\u7684\uff0c\u90fd\u4e0d\u5bb9\u6613\u554a  \n",
+        "1229478                                        \u770b\u4e0a\u53bb\u8fd8\u7b97\u597d\uff0c\u6ca1\u90a3\u4e48\u7cdf  \n",
+        "1229480       \u65e9\u4e0a\u8d77\u6765\u544a\u8bc9\u81ea\u5df1\uff1a\u518d\u96be\u4e5f\u8981\u575a\u6301\u3002\u518d\u597d\u4e5f\u8981\u6de1\u6cca\u3002\u518d\u5dee\u4e5f\u8981\u81ea\u4fe1\u3002\u518d\u591a\u4e5f\u8981\u8282\u7701\u3002\u518d\u51b7\u4e5f\u8981\u70ed\u60c5\u3002  \n",
+        "1229484                      \u767e\u5ea6\u641c\u7d22\u8ba9\u4eba\u8d8a\u6765\u8d8a\u53cd\u611f \u6562\u4e0d\u6562\u628a\u76ee\u6807\u5b98\u7f51\u653e\u5728\u7b2c\u4e00\u9879 @\u767e\u5ea6  \n",
+        "1229488  \u4eca\u5929\u6211\u5728#\u767e\u8bcd\u65a9# \u80cc\u4e8630\u4e2a\u6258\u798f\u6838\u5fc3\u5355\u8bcd\u3002\u96e8\u5929\uff0c\u7a7a\u8361\u8361\u7684\u6559\u5ba4\u91cc\uff0c\u53ea\u6709\u6211\u4e00\u4e2a\u4eba\u9ed8\u9ed8\u80cc\u5355\u8bcd\uff0c\u4f60...  \n",
+        "1229491  \u5965\u8feaAudi Q7\u5168\u65b9\u4f4d\u5c55\u793a Ara Blue \u5965\u8feaAudi Q7\u5168\u65b9\u4f4d\u5c55\u793a Ara Blu...  \n",
+        "1229507                                          \u8001\u5927\u7684\u6743\u5a01\u6311\u6218\u4e0d\u5f97  \n",
+        "1229510                                                 ##  \n",
+        "1229519  \u4ece 0 \u5230 1 \u5408\u7406\u9ad8\u6548\u4f7f\u7528 GitHub http://t.cn/RL7PSAP by @...  \n",
+        "1229520  \u5468\u4e94PG\u4e2d\u56fd\u793e\u533a\u7684\u4e00\u7fa4\u4eba\u4e0epg-xc\u7684\u521b\u59cb\u4e00\u8d77\u8ba8\u8bba\u4e86\u73b0\u5728\u7684bug\u60c5\u51b5\uff0c\u4eca\u540epg-xc\u7684roa...  \n",
+        "1229521  python - Why does \"not(True) in [False, True]\"...  \n",
+        "1229522  \u521b\u610f\u5e7f\u544a\u6b23\u8d4f | \u5b9a\u671f\u4f1a\u53bbcreativeadawards\u91cc\u770b\u90a3\u4e9b\u6709\u8da3\u7684\u521b\u610f\u5e7f\u544a\uff0c\u5236\u4f5c\u8fd9\u4e9b\u56fe...  \n",
+        "1229523  #\u70ab\u4ebf\u643a\u624bYESLAB \u5efa\u7f51\u7edc\u79d1\u6280\u4eba\u624d\u5168\u4ea7\u4e1a\u94fe# \u5317\u4eac\u70ab\u4ebf\u65f6\u4ee3\u79d1\u6280\u6709\u9650\u516c\u53f8\u4e8e7\u670828\u65e5\u5728\u4eac\u4e0e...  \n",
+        "1229531              \u3010\u4e3a\u7f51\u7edc\u5b89\u5168\u7acb\u6cd5\uff1a\u81ea\u5df1\u7684\u5bb6\u95e8\u81ea\u5df1\u770b\u3011http://t.cn/RLAC7kB  \n",
+        "1229539  Love is, no matter what you resist, it is stil...  \n",
+        "1229540       \u624d\u6ce8\u610f\u5230\u8fd9\u5bb6\u7ecf\u5e38\u6765\u7684\u661f\u5df4\u514b\u6709\u8fd9\u4e48\u4e00\u5f20\u6d82\u9e26\u5899\uff0c\u597d\u8d5e http://t.cn/z8AOlek  \n",
+        "1229544  \u3010*Hacktivist group possibly compromised hundre...  \n",
+        "1229557                            \u6211\u5206\u4eab\u4e86http://t.cn/RLJ36Z9  \n",
+        "1229562  #IT#\u3010\u4f20\u7d2b\u5149\u96c6\u56e2\u62df\u4f5c\u4ef7230\u4ebf\u7f8e\u5143 \u5168\u9762\u6536\u8d2d\u7f8e\u5149\u79d1\u6280\u3011\u65b0\u6d6a\u79d1\u6280\u8baf7\u670814\u65e5\u4e0a\u5348\u6d88\u606f\uff0c\u636e\u6d88...  \n",
+        "1229566                          \u5e7d\u9ed8\u4e00\u4e0b\uff1a\u6211\u8ba8\u538c\u8bfb\u522b\u4eba\u7684\u4ee3\u7801\uff01\u4f60\u4e5f\u6709\u76f8\u540c\u7684\u611f\u89c9\u5417\uff1f  \n",
+        "1229568  \u30102015 \u5e74\u4f60\u4e0d\u5f97\u4e0d\u77e5\u7684 7 \u4e2a\u5f00\u6e90\u6545\u4e8b\uff08\u622a\u6b62\u5230\u73b0\u5728\uff09 \u3011  \u5fae\u8f6f\u81ea\u65b0 CEO \u7eb3\u5fb7\u62c9\u4e0a\u4efb...  \n",
+        "1229573  #rain\u514b\u62c9\u604b\u4eba# #\u514b\u62c9\u7537\u795e\u90d1\u667a\u85b0#\u5173\u6ce8\u514b\u62c9\u604b\u4eba\uff0c\u770b\u514b\u62c9\u603b\u88c1\u8427\u4eae\u5982\u4f55\u5378\u4e0b\u51b7\u6f20\u9738\u9053\u7684\u5916\u8863\uff0c...  \n",
+        "1229585                         spark\u5728\u4efb\u52a1\u8c03\u5ea6\u65f6\u7684\u7406\u5ff5\uff0c\u79fb\u52a8\u6570\u636e\u4e0d\u5982\u79fb\u52a8\u8ba1\u7b97\u3002  \n",
+        "1229590  \u597d\u5427\uff0c\u7b2c5\u672c\u51fa\u6765\u4e86\uff0c\u9a7e\u9a6d\u6587\u672c--taming text\uff0chttp://t.cn/RLCFpV...  \n",
+        "1229603  \u3010\u79fb\u52a8\u4e92\u8054\u7f51\u5c38\u5c71\u6210\u5c31\u82f1\u96c4\u3011 \u5982\u4eca\u79fb\u52a8\u4e92\u8054\u7f51\u5927\u706b\uff0c\u4f46\u662f\u5728\u8fd9\u4e9b\u6210\u529f\u7684\u80cc\u540e\u662f\u591a\u5c11\u201c\u5c38\u4f53\u201d\u5728\u652f\u6491\u7740\u4ed6...  \n",
+        "1229609  #CSDN\u4e0b\u8f7d\u9891\u9053\u5206\u4eab# #0\u5206\u5e72\u8d27\u6765\u4e86# Android \u591a\u7ebf\u7a0b\u4e0b\u8f7d\u4eff\u4e0b\u8f7d\u52a9\u624bAS - \u7b80...  \n",
+        "1229614                                \u91d1\u9c7c\u7684\u8bb0\u5fc6\u53ea\u6709\u4e03\u79d2\uff0c\u80a1\u6c11\u4e5f\u662f.....  \n",
+        "\n",
+        "[184937 rows x 7 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 46
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "from datetime import datetime, timedelta"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 57
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "datetime.strptime(fw.weibo_train_data.time[0],'%Y-%m-%d %H:%M:%S')>datetime.datetime(2015,2,20)"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "ename": "AttributeError",
+       "evalue": "type object 'datetime.datetime' has no attribute 'datetime'",
+       "output_type": "pyerr",
+       "traceback": [
+        "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+        "\u001b[0;32m<ipython-input-59-48e022358f11>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdatetime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstrptime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweibo_train_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'%Y-%m-%d %H:%M:%S'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0mdatetime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdatetime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2015\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+        "\u001b[0;31mAttributeError\u001b[0m: type object 'datetime.datetime' has no attribute 'datetime'"
+       ]
+      },
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "> \u001b[0;32m<ipython-input-59-48e022358f11>\u001b[0m(1)\u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n",
+        "\u001b[0;32m----> 1 \u001b[0;31m\u001b[0mdatetime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstrptime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweibo_train_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'%Y-%m-%d %H:%M:%S'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0mdatetime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdatetime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2015\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+        "\u001b[0m\n"
+       ]
+      },
+      {
+       "name": "stdout",
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "ipdb> exit\n"
+       ]
+      }
+     ],
+     "prompt_number": 59
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "timedelta(1,2,3).seconds"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 78,
+       "text": [
+        "2"
+       ]
+      }
+     ],
+     "prompt_number": 78
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "data = fw.weibo_predict_data.copy()\n",
+      "data['context_clean'] = pd.Series.from_csv('../data/predict_context_clean.csv')"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 80
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "import json\n",
+      "data.context_clean = data.context_clean.apply(lambda x: json.loads(x))"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [],
+     "prompt_number": 82
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "data"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>uid</th>\n",
+        "      <th>mid</th>\n",
+        "      <th>time</th>\n",
+        "      <th>context</th>\n",
+        "      <th>context_clean</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0     </th>\n",
+        "      <td> c01014739c046cd31d6f1b4fb71b440f</td>\n",
+        "      <td> 0cd5ef13eb11ed0070f7625b14136ec9</td>\n",
+        "      <td> 2015-08-19 22:44:55</td>\n",
+        "      <td>            Xah Emacs Tutorial http://t.cn/zWoY9IZ</td>\n",
+        "      <td>                                  [\u9996\u80dc, \u5df2, \u70e7\u70e4, ing]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1     </th>\n",
+        "      <td> fa5aed172c062c61e196eac61038a03b</td>\n",
+        "      <td> 7cce78a4ad39a91ec1f595bcc7fb5eba</td>\n",
+        "      <td> 2015-08-01 14:06:31</td>\n",
+        "      <td> \u5356\u6c34\u679c\u8001\u4eba\u56e0\u6ca1\u4f4f\u5904\u591c\u5bbf\u9152\u5e97\u95e8\u53e3 \u88ab\u8f66\u78be\u6b7b http://t.cn/RL0Hw8J \uff08\u5206\u4eab\u81ea@...</td>\n",
+        "      <td>                                      [fzuer, com]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2     </th>\n",
+        "      <td> 77fc723c196a45203e70f4d359c96946</td>\n",
+        "      <td> a3494d8cf475a92739a2ffd421640ddf</td>\n",
+        "      <td> 2015-08-04 10:51:38</td>\n",
+        "      <td> \u4e0d\u8981\u5b66\u4e60\u6ca1\u6709\u7528\u7684\u7406\u8bba\uff1f \u4e0d\u662f\uff1a\u8981\u5b66\u4e60\uff0c\u4f46\u8981\u77e5\u9053\u8fd9\u4e2a\u7406\u8bba\uff0c\u4e3a\u4ec0\u4e48\u6ca1\u6709\u7528\uff1f\u771f\u5b9e\u6709\u7528\u7684\u7406\u8bba\u662f\u4ec0\u4e48\u3002...</td>\n",
+        "      <td> [\u57df\u540d, \u90ae\u7bb1, \u57df\u540d, \u6240\u6709\u6743, \u91cd\u65b0, \u9a8c\u8bc1, \u9009\u9879, \u65b0, \u6ce8\u518c, \u4e00\u4e2a, \u57df\u540d, \u6ce8...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3     </th>\n",
+        "      <td> e4097b07f34366399b623b94f174f60c</td>\n",
+        "      <td> 6b89aea5aa7af093dde0894156c49dd3</td>\n",
+        "      <td> 2015-08-16 14:59:19</td>\n",
+        "      <td> [\u5e78\u8fd0\u4e4b\u661f] -\u606d\u559c\uff01\u60a8\u7684\u65b0\u6d6a\u5fae\u535a\u8d26\u53f7\u5df2\u88ab\u7cfb\u7edf\u786e\u8ba4\u4e3a\u201c\u65b0\u6d6a\u4e94\u5468\u5e74\u201d\u6d3b\u52a8\u4e8c\u7b49\u5956\u5e78\u8fd0\u7528\u6237\u3002\u8bf7\u767b\u9646...</td>\n",
+        "      <td>                           [\u671d\u95fb, \u5929\u4e0b, \u7f51\u7edc, \u90e8\u961f, \u54ea\u5bb6, \u5f3a]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4     </th>\n",
+        "      <td> d43f7557c303b84070b13aa4eeeb21d3</td>\n",
+        "      <td> 0bdeff19392e15737775abab46dc5437</td>\n",
+        "      <td> 2015-08-04 22:30:46</td>\n",
+        "      <td> \u3010Lennart Poettering\u5ba3\u5e03\u9996\u5c4aSystemd\u4f1a\u8bae\u3011\u53d7\u4e89\u8baeLinux\u521d\u59cb\u5316\u7cfb\u7edf...</td>\n",
+        "      <td> [\u79d1\u5b66\u7f51, \u900f\u660e, \u8ba1\u7b97, \u6cfc\u4e2a, \u51b7\u6c34, \u5218\u6d0b, \u535a\u6587, \u900f\u660e, \u8ba1\u7b97, \u83b7\u5f97, \u5e74\u5ea6, ...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5     </th>\n",
+        "      <td> 87465974e53e9f047e355e6e9b135b55</td>\n",
+        "      <td> 545c14094cbe50679daa63fe16419111</td>\n",
+        "      <td> 2015-08-20 19:42:50</td>\n",
+        "      <td>                             \u4eba\u5bb6\u79c0\u6069\u7231\uff0c\u4f60\u5728\u901b\u77e5\u4e4e\uff0c\u6d3b\u8be5\u6ca1\u59b9\u5b50[\u6253\u8138]</td>\n",
+        "      <td>                                               [\u562d]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>6     </th>\n",
+        "      <td> 1425c7ee0ddf04e56cfe1af1443a45c8</td>\n",
+        "      <td> d84ec9d2ca0c71b88385e11310c3bfa7</td>\n",
+        "      <td> 2015-08-28 00:34:31</td>\n",
+        "      <td> Java\u5f00\u6e90\u9879\u76ee\uff1aSpring Integration http://t.cn/RyhcQt...</td>\n",
+        "      <td>                                    [\u5206\u4eab, \u63a2\u7d22\u5e73\u53f0 \u7684\u6587\u7ae0]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>7     </th>\n",
+        "      <td> fd17277c9db465ff66612b3bdd0faf85</td>\n",
+        "      <td> e3fafecf482b3ad2f899ea971feae4c6</td>\n",
+        "      <td> 2015-08-18 22:11:37</td>\n",
+        "      <td>                           \u6211\u5206\u4eab\u4e86http://t.cn/zWNdOkX</td>\n",
+        "      <td> [\u73b0\u5728, \u5e74\u8f7b\u4eba, \u771f\u725b, \u98de\u673a, \u4e0a\u7528, \u9177\u6d3e, \u624b\u673a, \u89c6\u9891, \u7a7a\u4e58, \u8fa9\u79f0, \u8fd9\u662f, ...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>8     </th>\n",
+        "      <td> bcbb49cd919fd563a424e9651a1e54c6</td>\n",
+        "      <td> 7e24ef184b183339b68900282e095bdf</td>\n",
+        "      <td> 2015-08-29 18:51:49</td>\n",
+        "      <td>                   \u8fd9\u4e2a\u7f51\u7ad9\uff0c\u54c8\u54c8\uff0c\u4f60\u61c2\u5f97 http://t.cn/RL0v09t</td>\n",
+        "      <td>       [\u521a\u521a, \u53c2\u52a0, \u5c0f\u7c73, \u667a\u80fd, \u5bb6\u5ead, \u5957\u88c5, \u516c\u6d4b, \u592a\u592a, \u9177, \u4e00\u8d77, \u73a9\u5427]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>9     </th>\n",
+        "      <td> bc47e23e5489eb0d9184a9c97c264c1d</td>\n",
+        "      <td> 25425ee2bf78d28b3f67a6ec10088031</td>\n",
+        "      <td> 2015-08-24 11:25:41</td>\n",
+        "      <td>                                               \u5b89\u53c8\u742a</td>\n",
+        "      <td>                                [\u732e\u7ed9, \u5b9a\u683c, \u5e74, \u7535\u5f71, \u4eba]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>10    </th>\n",
+        "      <td> 7d84eaf658d3658cde2765b0b19db7ac</td>\n",
+        "      <td> 247e5b6fed0baa5852e03fab369bd018</td>\n",
+        "      <td> 2015-08-22 08:14:04</td>\n",
+        "      <td> \u4f7f\u7528\u6211\u7684\u9080\u8bf7\u7801 rksxqrueue \u83b7\u53d6\u9ad8\u8fbe \uffe530 \u7684\u4e58\u8f66\u4f18\u60e0\u3002\u5728 http://t.c...</td>\n",
+        "      <td> [\u4e00\u76f4, \u5fcd\u53d7, \u8bdd, \u75e8, \u6240\u6709, \u5730\u65b9, \u6240\u6709, \u8bdd, \u75e8, \u4e00\u76f4, \u5173\u6ce8, \u5b9e\u5728, \u592a...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>11    </th>\n",
+        "      <td> d50289f34ad454021d5b36addca47ad3</td>\n",
+        "      <td> 0e9e232bcc3513826201a0ea51760f16</td>\n",
+        "      <td> 2015-08-20 09:40:12</td>\n",
+        "      <td>           react-native \u4e2d\u5982\u4f55\u753b\u56fe\u8868 http://t.cn/RLDwBy7</td>\n",
+        "      <td>                                      [\u6700\u8fdc, \u6392\u5c71, \u6253\u4eae]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>12    </th>\n",
+        "      <td> a5e811087a92f56734fd44f0a5779c41</td>\n",
+        "      <td> 9c19d9f3ba224ab8efac60177c1239a9</td>\n",
+        "      <td> 2015-08-20 14:44:31</td>\n",
+        "      <td> zhuan.jia\u7684\u80a1\u7968 \u624b\u5de5\u4e0b\u5355.  \u7b56\u7565\u540d:\u725b\u4eba\u624b\u5de5\u4e0b\u5355\u8d70\u8d77, \u5e74\u5316\u6536\u76ca\u7387:736.13...</td>\n",
+        "      <td>                          [\u83b7\u53d6, \u6bcf\u65e5, \u56fe\u7247, \u684c\u9762\u58c1\u7eb8, bing]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>13    </th>\n",
+        "      <td> da3686e586b1dbd01dede0e6bced8a46</td>\n",
+        "      <td> 4f9dacfaab177b7d1f4cc301c45bdf11</td>\n",
+        "      <td> 2015-08-07 08:42:27</td>\n",
+        "      <td> \u300eiOS \u5e76\u53d1\u7f16\u7a0b\u4e4b Operation Queues - \u96f7\u7eaf\u950b\u7684\u6280\u672f\u535a\u5ba2\u300fhttp://...</td>\n",
+        "      <td>                                 [\u738b\u5bb6\u536b, \u7a7f\u8d8a, \u5343\u91cc, \u732e\u7ed9]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>14    </th>\n",
+        "      <td> 97f58e86f583b7f45cf5218a5e1b7405</td>\n",
+        "      <td> 19a8106954b9693082bdf5a281eb77b3</td>\n",
+        "      <td> 2015-08-03 09:00:22</td>\n",
+        "      <td> \u5e02\u573a\u9700\u6c42\u63a8\u52a8\u3001\u4fe1\u606f\u6280\u672f\u9769\u65b0\uff0c\u56fd\u5185\u91d1\u878d\u4e1a\u9762\u4e34\u7740\u524d\u6240\u672a\u6709\u7684\u6311\u6218\u548c\u673a\u9047\u3002\u5982\u4f55\u7a33\u7a33\u6293\u4f4f\u73b0\u6709\u7684\u8f6c\u578b\u673a\u4f1a...</td>\n",
+        "      <td>                                   [spa, VSCOcam ]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>15    </th>\n",
+        "      <td> 5429d3daf53fbe33153b0c7d296b50df</td>\n",
+        "      <td> f2eb287d00c179a19bbd19b89932e2ad</td>\n",
+        "      <td> 2015-08-24 20:30:03</td>\n",
+        "      <td> Docker\u7684\u84ec\u52c3\u53d1\u5c55\u5e26\u6765\u4e86\u5f88\u591a\u673a\u9047\uff0c\u56fd\u5185\u5916\u8bf8\u591a\u4e91\u670d\u52a1\u7684\u63d0\u4f9b\u8005\u7686\u6295\u8eab\u5176\u4e2d\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u8fd9\u4e5f\u4fc3\u4f7f...</td>\n",
+        "      <td>                                         [vscocam]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>16    </th>\n",
+        "      <td> 23316968cf27ff3d1fdb51cf149bdaca</td>\n",
+        "      <td> eac1d9a92ce2385ceaef30518e6fdc14</td>\n",
+        "      <td> 2015-08-05 22:38:00</td>\n",
+        "      <td> Intel's Skylake Architecture Reviewed http://t...</td>\n",
+        "      <td>                                         [vscocam]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>17    </th>\n",
+        "      <td> c0ebe08a59f5cd72d37b979b7eb6ad88</td>\n",
+        "      <td> 64e84694425bf61ff3b06614736ff8ab</td>\n",
+        "      <td> 2015-08-09 15:25:04</td>\n",
+        "      <td>   \u5206\u4eab\u4e86\u6211\u4eec\u7684\u6c11\u8c23\u7684\u6b4c\u5355\u300a\u63a8\u8350\u6c11\u8c2350\u66f2\u300b http://t.cn/RLRuf8m (\u6765\u81ea...</td>\n",
+        "      <td> [\u4eba\u95f4, \u81ea\u6709, \u771f\u60c5, \u65ad\u5976, \u65e0\u5948, \u76f8\u4fe1, \u771f\u7231, \u5929, \u633a\u4f4f, \u575a\u633a, \u7ea2\u5305, \u6696\u5fc3...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>18    </th>\n",
+        "      <td> 645966e96854a1c11d6ab83e208d0672</td>\n",
+        "      <td> 360304087d0d0d9928c6506d97059fc0</td>\n",
+        "      <td> 2015-08-04 20:15:27</td>\n",
+        "      <td> \u6211\u6b63\u5728 #\u4e9a\u6d32\u65b0\u6b4c\u699c# \u4e3a @RAIN-JIHOON \u7684\u65b0\u6b4c http://t.cn/RLG...</td>\n",
+        "      <td> [\u65b0\u5e74, \u6700, \u5e78\u8fd0, \u6700\u7ea2, \u8de8\u5e74, \u9001, \u7ea2\u5305, \u4e2d, \u62bd\u5230, \u5143, \u73b0\u91d1, \u8bd5\u8bd5, \u5954...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>19    </th>\n",
+        "      <td> b0bbe90906f6ca3c9d68dda55ccf02bb</td>\n",
+        "      <td> e0736ffa444b6d597cd8519753d3c96f</td>\n",
+        "      <td> 2015-08-05 20:29:36</td>\n",
+        "      <td>                                            \u8fd9\u4e9b\u4eba\u592a\u5389\u5bb3</td>\n",
+        "      <td> [\u6b63\u5728, \u9886\u53d6, \u5347\u7ea7, \u798f\u5229, \u5927\u724c, \u660e\u661f, \u7b7e\u540d, \u793c, \u7efc\u827a, \u95e8\u7968, \u767e\u4e07, \u73b0\u91d1...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>20    </th>\n",
+        "      <td> cafc406d3c1ab54ff9e110c66dd116c8</td>\n",
+        "      <td> a3f2ef16dcb3598b4b790bbcc7d5ff2f</td>\n",
+        "      <td> 2015-08-05 09:28:46</td>\n",
+        "      <td>                                              30\u5e74\u3002</td>\n",
+        "      <td>          [\u964c\u964c, \u964c\u964c, \u53f7, \u5feb\u6765, \u4e00\u8d77, \u53d1\u73b0, \u9644\u8fd1, \u65b0\u5947, \u603b\u6709\u65b0\u5947\u5728\u8eab\u8fb9]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>21    </th>\n",
+        "      <td> 87a2ed27915480cee55c463bc80330c3</td>\n",
+        "      <td> 6cae9eea67a4ed39e24f6e9660621bae</td>\n",
+        "      <td> 2015-08-02 11:51:40</td>\n",
+        "      <td> \u63a5\u4e0a\u4e00\u6761\uff0c\u53e6\u5916\uff0cNative\u5c42\u7684\u670d\u52a1\u5e94\u8be5\u662f\u5411\u4e0a\u4e00\u5c42\u4e00\u5c42\u7684\u63d0\u4f9b\u63a5\u53e3\u8c03\u7528\uff0c\u6700\u540e\u4f9b\u5e94\u7528\u5c42\u4f7f\u7528\uff0c\u4f46\u662f...</td>\n",
+        "      <td>          [\u964c\u964c, \u964c\u964c, \u53f7, \u5feb\u6765, \u4e00\u8d77, \u53d1\u73b0, \u9644\u8fd1, \u65b0\u5947, \u603b\u6709\u65b0\u5947\u5728\u8eab\u8fb9]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>22    </th>\n",
+        "      <td> 2869479b4d6613f51debd1d36e6938df</td>\n",
+        "      <td> edba5609679dafae60d61d65906de98d</td>\n",
+        "      <td> 2015-08-31 08:22:55</td>\n",
+        "      <td> #\u5fae\u535a\u516d\u5468\u5e74#2009\u5e748\u670828\u65e5\uff0c\u5fae\u535a\u5f00\u653e\u516c\u6d4b\u3002\u4eca\u5929\uff0c\u6211\u6ce8\u518c\u5fae\u535a1915\u5929\u4e86\uff0c\u4f60\u5462\uff1f ht...</td>\n",
+        "      <td>   [\u964c\u964c, \u793c\u7269, \u5546\u57ce, \u771f\u5b9e, \u793c\u7269, \u4f20\u9012, \u7ebf\u4e0a, \u5fc3\u610f, \u4e0b\u8f7d, \u5730\u5740, \u964c\u964c5.7]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>23    </th>\n",
+        "      <td> c772e4158122d3ed46fd446a3c87c726</td>\n",
+        "      <td> 535fbd6833c177ea8cba5d599df36244</td>\n",
+        "      <td> 2015-08-13 21:23:44</td>\n",
+        "      <td>     \u4f0a\u85e4\u6d0b\u534e\u5802\u5356\u6c34\u679c\u7684\u963f\u59e8\u8bf4\uff0c\u660e\u5929\u69b4\u83b2 14.5/\u65a4\uff08\u4eca\u5929 19\uff09\uff0c\u540c\u6837\u7684\u4e1c\u897f\u2026\u56e0\u4e3a\u5468\u672b\u6709\u6d3b\u52a8</td>\n",
+        "      <td>                         [\u8d5e, \u5fae\u535a, \u914d\u56fe, \u7167\u7247, \u6ca1\u5fc3\u6ca1\u80ba_\u5452\u5fc3\u5fc3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>24    </th>\n",
+        "      <td> 4e3c5d12539c2c62840c2867ef7b4cd0</td>\n",
+        "      <td> b375de8fe229296afe9ecb54c2b01af6</td>\n",
+        "      <td> 2015-08-24 07:30:09</td>\n",
+        "      <td>                love sun shine http://t.cn/RLs4L7R</td>\n",
+        "      <td>                         [\u8d5e, \u5fae\u535a, \u914d\u56fe, \u7167\u7247, \u6ca1\u5fc3\u6ca1\u80ba_\u5452\u5fc3\u5fc3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>25    </th>\n",
+        "      <td> d50289f34ad454021d5b36addca47ad3</td>\n",
+        "      <td> 502b3d5765d63ef56c4eab64d0710437</td>\n",
+        "      <td> 2015-08-06 16:13:05</td>\n",
+        "      <td>        \u269b react\u5982\u4f55\u505a\u591a\u8bed\u8a00\u652f\u6301 http://t.cn/RLTYgxq [\u6765\u81ea\u8bba\u575b]</td>\n",
+        "      <td>                         [\u8d5e, \u5fae\u535a, \u914d\u56fe, \u7167\u7247, \u6ca1\u5fc3\u6ca1\u80ba_\u5452\u5fc3\u5fc3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>26    </th>\n",
+        "      <td> f370849cde3a8639c67035e845297db6</td>\n",
+        "      <td> 21d8836dd940ecf45e6a6c0f4b97082d</td>\n",
+        "      <td> 2015-08-12 15:19:15</td>\n",
+        "      <td>                                   \u5403\u7684\u592a\u591a,\u5fc3\u60c5\u4e0d\u597d,\u4e8b\u513f\u592a\u591a.</td>\n",
+        "      <td>          [\u6240\u8c13, \u6570\u636e, \u6570\u636e\u91cf, \u7ef4\u5ea6, \u5168\u65b9\u4f4d, \u6316\u6398, \u771f\u76f8, \u6570\u5b57\u7684\u574f\u8bdd 49]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>27    </th>\n",
+        "      <td> 5b23c3d2c07f6cd27d740cfca1d21c95</td>\n",
+        "      <td> 479f72847dba478a20e4d27690ebd53f</td>\n",
+        "      <td> 2015-08-03 00:37:52</td>\n",
+        "      <td> \u662f\u670b\u53cb\u5c31\u6765\u626b\u7801\u5f00\u901a\uff01\u5f00\u901a\u6210\u529f\u540e\u6bcf\u4eba\u80fd\u5f97\u4e00\u4e2a\u82b1\u5457\u7ea2\u5305\uff0c\u5929\u732b\u6dd8\u5b9d\u8d2d\u7269\u4f7f\u7528\u82b1\u5457\u652f\u4ed8\u90fd\u80fd\u7528\uff0c\u5929\u4e0a\u6389\u94b1...</td>\n",
+        "      <td>                                    [\u8fd0\u52a8, \u4fe1\u606f, \u5c0f\u7c73\u624b\u73af]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>28    </th>\n",
+        "      <td> 5ba613dff24eab4b38b5d204048d6a42</td>\n",
+        "      <td> a720bd2ab041406c38c5b5a21d0c52eb</td>\n",
+        "      <td> 2015-08-26 12:00:03</td>\n",
+        "      <td> [\u793c\u7269] \u4e00\u5468 IT \u6280\u672f\u5e72\u8d27\uff08\u7801\u519c\u5468\u520a\u7b2c 85 \u671f\uff09 http://t.cn/RyvFXK...</td>\n",
+        "      <td> [\u4eca\u65e5, \u6b65\u6570, \u6570\u636e, \u5206\u522b, \u6765\u81ea, \u5c0f\u7c73, \u624b\u73af, \u52a8\u52a8, \u8ba1\u6b65\u5668, \u6625\u96e8, \u8ba1\u6b65\u5668,...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>29    </th>\n",
+        "      <td> 459145ddeeff9f6bfa3e49ccb6a95bb4</td>\n",
+        "      <td> ea16abfae6f6b663a2f216571fa925a9</td>\n",
+        "      <td> 2015-08-13 12:09:09</td>\n",
+        "      <td> \u300c 40\u4e2a\u826f\u597d\u7528\u6237\u754c\u9762Tips \u300d\u7a0b\u5e8f\u5458\u4e5f\u5e94\u8be5\u4e86\u89e3\u7684\u754c\u9762\u6280\u5de7\u3002 http://t.cn/RL...</td>\n",
+        "      <td> [\u53ea, \u9700\u8981, \u76f4\u5230, \u76ee\u6807, \u8054\u901a, \u624b\u673a\u53f7\u7801, \u60c5\u51b5, \u4e0b, \u83b7\u53d6, \u5305\u62ec, \u624b\u673a\u53f7\u7801,...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>...</th>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "      <td>...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178267</th>\n",
+        "      <td> 2d9504608fec178e62e0c57a462d5988</td>\n",
+        "      <td> c95b8b2e3d13c23cb99f54c1f1c8a73b</td>\n",
+        "      <td> 2015-08-14 17:18:57</td>\n",
+        "      <td> \u6211\u6b63\u5728\u4f7f\u7528#\u54c8\u4f5b\u5546\u4e1a\u8bc4\u8bbaiphone\u7248#\u5206\u4eab\u7cbe\u5f69\u6587\u7ae0\uff1a\u5982\u4f55\u6b63\u786e\u5730\"\u6d6a\u8d39\"\u65f6\u95f4 http://...</td>\n",
+        "      <td>                                    [\u7761\u5f97, \u633a, \u65e9, \u70b9\u624d]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178268</th>\n",
+        "      <td> 97d783c2d3353568b472103bc0463d04</td>\n",
+        "      <td> d4cbd013fb26d8b8f64f243408ae5b9d</td>\n",
+        "      <td> 2015-08-17 07:20:42</td>\n",
+        "      <td> \u3010\u5e7b\u706f:(Pygotham 2015)\u5355CPU\u5927\u89c4\u6a21(\u6838\u5916)\u975e\u7ebf\u6027\u5b66\u4e60\u3011\u300aLarge sca...</td>\n",
+        "      <td>                                       [\u7761, \u8fc7\u5934, \u95f9\u949f]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178269</th>\n",
+        "      <td> d2d3bbe257172dd307721d1c0e401736</td>\n",
+        "      <td> ae17a18a1c9147367d48b7a4c8a6c84f</td>\n",
+        "      <td> 2015-08-12 21:24:09</td>\n",
+        "      <td>          \u6211\u60f3\u8bfb\u300a\u6280\u672f\u7684\u672c\u8d28\u300b\uff1a http://t.cn/8sxsFX6 \u6765\u81ea@\u8c46\u74e3App</td>\n",
+        "      <td>                                       [\u5468\u516d, \u4e0d\u5230, \u70b9]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178270</th>\n",
+        "      <td> 41caf67dba8f5dcd6eaf4a0ef2f5a50f</td>\n",
+        "      <td> ace2347dd857e60ba5cde2e7a3b14c67</td>\n",
+        "      <td> 2015-08-10 21:59:45</td>\n",
+        "      <td> #\u6700\u5b8c\u7f8e\u7684\u79bb\u5a5a#\u521a\u4e0b\u73ed\u56de\u6765\u53d1\u73b0\u53ea\u5e26\u4e86\u516c\u53f8\u7535\u8111 \u628a\u81ea\u5df1\u7535\u8111\u843d\u5728\u5ba2\u6237\u4f1a\u8bae\u5ba4\u4e86 \u4e8e\u662f\u4eca\u5929\u770b\u4e0d\u4e86\u7b2c\u4e8c...</td>\n",
+        "      <td>                                    [\u4eca\u5929, \u8d77\u5f97, \u665a, \u70b9]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178271</th>\n",
+        "      <td> d284953ec30d2effe11f136cc1427659</td>\n",
+        "      <td> a83f8d1ab7f73d1fad7a0639f951f9b4</td>\n",
+        "      <td> 2015-08-29 11:12:52</td>\n",
+        "      <td> \u72ec\u5bb6\u63a8\u51fa\u840d\u4e61\u51fa\u53d1&lt;\u840d\u4e61\u5230\u53a6\u95e8\u9f13\u6d6a\u5c7f\u7eaf\u73a9\u53cc\u5367\u7eaf\u73a9\u56db\u65e5\u6e38_\u840d\u4e61\u8ddf\u56e2\u5230\u53a6\u95e8\u65c5\u6e38\u4ef7\u683c&gt;\u5929\u5929\u53d1\u56e2\u7279\u60e0\u65c5...</td>\n",
+        "      <td>                                         [\u65e9\u4e0a\u597d, \u4e0d\u60f3]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178272</th>\n",
+        "      <td> 25ca1cea6595c04a5f009a11dd0e676b</td>\n",
+        "      <td> ef69cdc1e734d2f716a22d09ee963d95</td>\n",
+        "      <td> 2015-08-09 15:40:39</td>\n",
+        "      <td> @fangshimin : \u738b\u6d77\u8fd9\u8bdd\u662f\u7167\u955c\u5b50\u8bf4\u7684\uff0c\u8fd8\u662f\u8bf4\u7ed9\u5d14\u6c38\u5143\u542c\u7684\uff1f http://t.c...</td>\n",
+        "      <td>                               [\u5fd8, \u8bb0\u5f55, \u6628\u5929, \u4eca\u5929, \u70b9\u8d77]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178273</th>\n",
+        "      <td> 1a4b12c853a8e18c362e6a3a4cfc03b8</td>\n",
+        "      <td> f163b9787e6b15ec86761a2975674342</td>\n",
+        "      <td> 2015-08-07 14:36:40</td>\n",
+        "      <td> 2015.8.31\u676d\u5dde83\u671f\uff08\u603b142\u671f\uff09iOS\u57f9\u8bad\u73ed4\u4e2a\u6708\u70ed\u62db\u4e2d 2015.8.25\u957f\u6c994...</td>\n",
+        "      <td>                                          [\u7ef4\u6301, \u72b6\u6001]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178274</th>\n",
+        "      <td> d43f7557c303b84070b13aa4eeeb21d3</td>\n",
+        "      <td> 8dfbc8ddc8aa0fe3d7f0f34f4fcd09e0</td>\n",
+        "      <td> 2015-08-15 18:36:42</td>\n",
+        "      <td> \u3010\u63a8\u52a8\u4e2d\u56fd\u5f00\u6e90\u751f\u6001\u5efa\u8bbe,\u6df1\u5ea6\u79d1\u6280\u52a0\u5165Linux\u57fa\u91d1\u4f1a\u3011\u4eca\u65e5\uff0c\u6df1\u5ea6\u79d1\u6280\u6b63\u5f0f\u6210\u4e3aLinux\u57fa\u91d1\u4f1a...</td>\n",
+        "      <td>                                           [\u5468\u516d, \u70b9]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178275</th>\n",
+        "      <td> 7511e346911dd7d1e38f11485abb25c5</td>\n",
+        "      <td> 43683a9904766deee75dbcb4d1d29e77</td>\n",
+        "      <td> 2015-08-25 23:00:02</td>\n",
+        "      <td> \u3010*How to Fix Symfony2 Ajax Login Redirect*\u3011You...</td>\n",
+        "      <td>                                    [\u5468\u65e5, \u70b9, \u4eca\u5929, \u70b9]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178276</th>\n",
+        "      <td> 3b0b2bfeb6f924900e60bdc88fa7b0d7</td>\n",
+        "      <td> 6baae568765c686e22247d6734942db0</td>\n",
+        "      <td> 2015-08-06 10:10:48</td>\n",
+        "      <td> \u6211\u5728#\u5fae\u76d8#\u627e\u5230\u4e86\u4e00\u4e2a\u8d85\u8d5e\u7684\u6587\u4ef6\"\u6df1\u5ea6\u5b66\u4e60\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u5e94\u7528v0.76.ppt\"\uff0c\u6211\u5df2\u7ecf\u4e0b...</td>\n",
+        "      <td>                                       [\u6628\u5929, \u4eca\u5929, \u70b9]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178277</th>\n",
+        "      <td> b3709f3f9d1acb49a2441957ff0ee681</td>\n",
+        "      <td> 8cb876a23c06ae91184a3c606f916c76</td>\n",
+        "      <td> 2015-08-02 15:40:23</td>\n",
+        "      <td> #\u4e2d\u6d77\u8fbe\u676f\u5168\u56fd\u9ad8\u6821\u6d4b\u7ed8\u9752\u5e74\u6559\u5e08\u8bb2\u8bfe\u8d5b# \u8bb2\u8bfe\u5927\u8d5b\u95ed\u5e55\u5f0f\u524d\uff0c\u5148\u4e3e\u884c\u4e00\u4e2a\u300a\u6570\u5b57\u5730\u5f62\u6d4b\u91cf\u5b66\u300b\u6559\u6750\u53d1...</td>\n",
+        "      <td>                                           [\u51e0\u5929, \u70b9]</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178278</th>\n",
+        "      <td> 1f25e350c8bb6d66120f05eb969d4daf</td>\n",
+        "      <td> 83fbf72f3c498f1ad455a5a36e3818ac</td>\n",
+        "      <td> 2015-08-09 08:04:02</td>\n",
+        "      <td>  \u4eca\u5929\u5929\u6c14\u4e3aScattered Thunderstorms !\u6700\u9ad8\u6c14\u6e29 32\u5ea6\uff0c\u6700\u4f4e\u6c14\u6e29 27\u5ea6.</td>\n",
+        "      <td> [\u6211\u521a, \u8d60\u9001, \u6735, \u9c9c\u82b1, \u83b7\u5f97, \u7231\u6155, \u503c, \u611f\u89c9, \u840c\u840c, \u54d2, \u996d\u5708, \u4eb2\u4eec, ...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178279</th>\n",
+        "      <td> c60533fdb5278412b14379f693f77dd5</td>\n",
+        "      <td> 37a2e49a1b21ab278c0129f401060433</td>\n",
+        "      <td> 2015-08-01 22:39:45</td>\n",
+        "      <td>      #\u65b0\u4e66\u901f\u9012# @\u535a\u6587\u89c6\u70b9Broadview \u300a\u64ac\u52a8\u4e92\u8054\u7f51\u2014\u2014\u4e92\u8054\u7f51\u4f01\u4e1a\u7b56\u5212\u3001\u8fd0\u8425\u4e0e\u8425\u9500\u300b</td>\n",
+        "      <td> [\u6211\u521a, \u8d60\u9001, \u6735, \u9c9c\u82b1, \u83b7\u5f97, \u7231\u6155, \u503c, \u611f\u89c9, \u840c\u840c, \u54d2, \u996d\u5708, \u4eb2\u4eec, ...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178280</th>\n",
+        "      <td> 022731414c8b1b69f5dedbcb9d233914</td>\n",
+        "      <td> 6a89d1c2c738c087a02c7708c0000832</td>\n",
+        "      <td> 2015-08-24 13:27:28</td>\n",
+        "      <td>      \u542c\u8bf4\u8fc7\u201c\u4e91\u201d\u4e5f\u6709\u79fb\u6c11\u7684\u5417\uff1f[\u5077\u7b11]\u201c\u6211\u5df2\u7ecf\u53d7\u591f\u4e86\u5145\u65a5\u7740\u6570\u636e\u7684\u751f\u6d3b\uff0c\u6211\u4eec\u6362\u4e2a\u5730\u65b9\u5446\u7740\u5427\uff01\u201d</td>\n",
+        "      <td> [\u957f\u5b89, \u798f\u7279, \u6d3b\u52a8, \u4e2d, \u9e7f\u6657, \u6295\u4e86, \u5173\u952e, \u4e00\u7968, \u5c0f\u4f19\u4f34, \u6bcf\u6b21, \u6295\u7968, \u673a...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178281</th>\n",
+        "      <td> 898ecf03102d7676f53ca9faa7db95b9</td>\n",
+        "      <td> 1cdcaa3f57ce088b482d585e6264300c</td>\n",
+        "      <td> 2015-08-04 10:20:09</td>\n",
+        "      <td> \u3010\u6d6a\u6f6e\u5b58\u50a8\u65b0\u54c1AS8000-M4\u6838\u5fc3\u6280\u672f\u89e3\u6790\u3011\u8bf4\u8d77\u6d6a\u6f6eAS8000\u5b58\u50a8\u7cfb\u5217\uff0c\u53ef\u4ee5\u7b97\u662f\u6d6a\u6f6e\u5b58\u50a8...</td>\n",
+        "      <td> [\u4e2d, \u6210\u529f, \u5e2e\u52a9, \u9e7f\u6657, \u4e0a\u5347, \u7c73, \u6210\u4e3a, \u5fae\u535a, \u6700, \u53d7\u6b22\u8fce, \u660e\u661f, \u62fc, ...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178282</th>\n",
+        "      <td> 90e1528461aaa6941c572b4dc1931c16</td>\n",
+        "      <td> c2ca1f5dad3e0aa79de9d47ddf1d2359</td>\n",
+        "      <td> 2015-08-18 12:27:41</td>\n",
+        "      <td> \u8fd9\u624d\u662f\u5e7f\u573a\u821e\u7684\u7ec8\u6781king\uff0c\u821e\u6b65\u590d\u6742\uff0c\u611f\u60c5\u9971\u6ee1\uff0c\u753b\u9762\u592a\u7f8e\u3002\u3002\u3002\u4e0d\u5fcd\u76f4\u89c6\uff01  Up\u4e3b\uff1a\u96ea\u9f99\u6e0a ...</td>\n",
+        "      <td> [\u733f\u733f\u541b, \u4e03\u5927\u59d1\u516b\u5927\u59e8, \u5929\u5929, \u5bf9\u54e5, \u8fdb\u884c, \u5934\u8111, \u8f70\u70b8, \u5dee, \u54e5, \u758f\u901a, \u4e0b\u6c34...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178283</th>\n",
+        "      <td> e4b8c0ca6e59c3bceddaff4621f493cb</td>\n",
+        "      <td> fce7143615b15c93f62f372f110a5ae2</td>\n",
+        "      <td> 2015-08-11 10:49:19</td>\n",
+        "      <td> \u3010\u72ec\u5bb6\u5185\u5bb9\u3011\u3010\u652f\u6301Apple Watch\u7684\u667a\u80fd\u5bb6\u5c45\u6765\u4e86 \u4f60\u7528\u4e86\u5417\uff1f\u3011 AppleWatch\u5b9a...</td>\n",
+        "      <td> [\u9686\u91cd, \u6539\u7248, \u4e0a\u7ebf, \u793e\u533a, \u62db\u8058, \u6a21\u5f0f, \u6280\u672f, \u4eba\u7fa4, \u63d0\u4f9b, \u7cbe\u51c6, \u5feb\u6377, \u62db...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178284</th>\n",
+        "      <td> e942200994b16350b494c07bc601e616</td>\n",
+        "      <td> ee37cdf6497c24275786a2c532ddd446</td>\n",
+        "      <td> 2015-08-20 21:20:20</td>\n",
+        "      <td>   \u8fd9\u6761\u6700\u5c11\u770b\u52305\u6b21\u4e86\uff0c\u867d\u7136\u8bb0\u5fc6\u529b\u4e0d\u5982\u4ee5\u524d\uff0c\u4f46\u6211\u8fd8\u6ca1\u75f4\u5446\uff0c\u771f\u7684\u6ca1\u5fc5\u8981\u63a8\u9001\u8fd9\u4e48\u591a\u6b21\u3002\u3002\u3002@\u5fae\u535a\u5c0f\u79d8\u4e66</td>\n",
+        "      <td> [\u733f\u733f\u541b, \u52a0\u73ed, \u5929\u5929, \u5fd9, \u534a\u5e74, \u7406\u53d1, \u66fe\u7ecf, \u7eaf\u60c5, \u5982\u610f, \u5c0f, \u90ce\u541b, \u6210,...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178285</th>\n",
+        "      <td> 04aa2f13db396502b667c0a672685539</td>\n",
+        "      <td> 24d7d66c2a493e3f6eb9f6c1300e3278</td>\n",
+        "      <td> 2015-08-04 05:04:20</td>\n",
+        "      <td> \u674e\u5f00\u590d\u5148\u751f\u4e00\u76f4\u6211\u662f\u5f88\u656c\u4f69\u7684\uff0c\u4f46\u600e\u4e48\u611f\u89c9\u4ed6\u7684\u884c\u4e3a\u6709\u4e9b\u8be1\u5f02?\u5f97\u4e86\u764c\u75c7\u7136\u540e\u51fa\u672c\u4e66\uff0c\u7136\u540e\u53c8\u662f\u53f0\u6e7e\u998a\u6c34...</td>\n",
+        "      <td> [\u6d3b\u52a8, \u793e\u533a, \u65b0\u5e74\u4f0a\u59cb, \u5236\u4f5c, \u5468\u5e74, \u7cbe\u7f8e, {, \u56de\u5fc6\u5f55, }, \u91cd\u62fe, \u8fc7\u53bb, ...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178286</th>\n",
+        "      <td> ad4b02d6bb9c1b7f72da433e6810dc6b</td>\n",
+        "      <td> 5e43a37d64190c57e7e1644def092429</td>\n",
+        "      <td> 2015-08-21 22:13:03</td>\n",
+        "      <td> #Rain\u90d1\u667a\u85b0\u514b\u62c9\u4e4b\u604b# #\u8427\u4eae\u6e05\u9192\u5427# #\u9017\u6bd4\u603b\u88c1\u8427\u4eae# #\u514b\u62c9\u7537\u795e\u90d1\u667a\u85b0# \u4f1a\u6f14\u620f\u7684\u6b4c...</td>\n",
+        "      <td> [\u733f, \u733f, \u541b\u54e5, \u66fe\u7ecf, \u6709\u8fc7, \u4e00\u6bb5, \u9752\u6da9, \u604b\u60c5, \u751c\u871c, \u6d6a\u6f2b, \u4e00\u5929, \u4ea7\u54c1,...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178287</th>\n",
+        "      <td> 5de2df6cd2dd03268c733e585fc5dfb1</td>\n",
+        "      <td> 1fda0e581f959fb76ec903d306ff823d</td>\n",
+        "      <td> 2015-08-18 22:17:43</td>\n",
+        "      <td>                                           @\u6211\u7684\u5370\u8c61\u7b14\u8bb0</td>\n",
+        "      <td>                                                []</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178288</th>\n",
+        "      <td> 0faddeeabf8b2cfd75afc6ad9c1ba2da</td>\n",
+        "      <td> c07f6e80f2cdbbee36f558a99dfe3310</td>\n",
+        "      <td> 2015-08-18 11:54:09</td>\n",
+        "      <td>   \u5168\u6c11\u5173\u6ce8\u996e\u7528\u6c34\u5b89\u5168,\u996e\u6c34\u4e60\u60ef,\u51b3\u5b9a\u774010\u5e74\u540e\u7684\u5065\u5eb7\u72b6\u51b5 http://t.cn/RL3HhMv</td>\n",
+        "      <td> [\u6d3b\u52a8, \u793e\u533a, \u65b0\u5e74\u4f0a\u59cb, \u5236\u4f5c, \u5468\u5e74, \u7cbe\u7f8e, {, \u56de\u5fc6\u5f55, }, \u91cd\u62fe, \u8fc7\u53bb, ...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178289</th>\n",
+        "      <td> a7129a594a812160e5a296f063c7e2f3</td>\n",
+        "      <td> 2ff7dce25b1044b3f41eaf9108925f6f</td>\n",
+        "      <td> 2015-08-07 20:21:19</td>\n",
+        "      <td> \u6700\u503c\u5f97\u5173\u6ce8\u768420\u5bb6\u82f1\u56fd\u9876\u7ea7\u6570\u5b57\u533b\u7597\u521b\u4e1a\u516c\u53f8_\u533b\u7597\u5065\u5eb7_\u4e1a\u754c\u52a8\u6001_\u533b\u8c37 http://t.cn...</td>\n",
+        "      <td> [\u6d3b\u52a8, \u793e\u533a, \u65b0\u5e74\u4f0a\u59cb, \u5236\u4f5c, \u5468\u5e74, \u7cbe\u7f8e, {, \u56de\u5fc6\u5f55, }, \u91cd\u62fe, \u8fc7\u53bb, ...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178290</th>\n",
+        "      <td> bddfc8d56962952a221ae5aebf0cac81</td>\n",
+        "      <td> fb0dd10ffd2ee0811876849551848a6e</td>\n",
+        "      <td> 2015-08-01 13:11:59</td>\n",
+        "      <td> \u6211\u7231\u8e22\u7403-\u6211\u5728@Feel \u6210\u529f\u575a\u6301\u300c\u6bcf\u5929\u6765\u8bf4\u4e00\u53e5\u6211\u7231\u8e22\u8db3\u7403\u300d1\u5929\uff0c\u52a0\u6cb9~~ http://t...</td>\n",
+        "      <td> [\u733f\u733f\u541b, \u4e00\u4e2a, \u7a0b\u5e8f, \u733f, \u7ec8\u65e5, \u5f98\u5f8a, \u6b63\u5e38, \u4e16\u754c, \u8fb9\u7f18, \u94b1\u5c11\u82e6, \u903c, \u5708...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178291</th>\n",
+        "      <td> e4246c399859890202579cf159874544</td>\n",
+        "      <td> 7fed6489050651837de9bee9afd3a9a3</td>\n",
+        "      <td> 2015-08-21 13:20:04</td>\n",
+        "      <td> #UI\u4e2d\u56fd\u00b7\u4f18\u79c0\u4f1a\u5458\u4f5c\u54c1\u63a8\u8350# \u300a\u5fae\u535a for Android L \u4e4b\u201c\u52a8\u8d77\u6765\u201d\u300b[\u62cd\u624b] ...</td>\n",
+        "      <td> [\u6625\u8282, \u5373\u5c06\u6765\u4e34, \u5e74\u7ec8\u5956, \u8f66\u7968, \u59b9\u5b50, \u82e5\u6709, \u4e00\u9879, \u7edd\u4e0d\u80fd, \u9519\u8fc7, \u79fb\u52a8, \u5de5...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178292</th>\n",
+        "      <td> dc0017eb990243ca9a706416487c80b4</td>\n",
+        "      <td> 3948b1f06d510e46e57f4082c584d21e</td>\n",
+        "      <td> 2015-08-21 09:03:56</td>\n",
+        "      <td> 8\u670818\u65e5\u5168\u7403\u57df\u540d\u5546\uff08\u56fd\u9645\u57df\u540d\uff09\u89e3\u6790\u65b0\u589e\u91cfTOP25\uff1a\u51716\u5bb6\u4e2d\u56fd\u57df\u540d\u5546\u4e0a\u699c http://t...</td>\n",
+        "      <td> [\u8bf4, \u7a0b\u5e8f, \u733f, \u65b0\u5e74, \u613f\u671b, \u59b9\u5b50, \u6210\u7fa4, \u7968\u5b50, \u56f4\u7ed5, \u6b63\u5e38, \u4eba\u7c7b, \u903b\u8f91,...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178293</th>\n",
+        "      <td> 7a0f44f56e8b1adf322fba123d73fd85</td>\n",
+        "      <td> 4235384d34bffdcc193f3792a6e8d26d</td>\n",
+        "      <td> 2015-08-17 18:32:01</td>\n",
+        "      <td> #\u521b\u610f\u7ed8\u753b# \u7cbe\u900930\u5e45\u6241\u5e73\u5316\u8272\u7cfb\u7684\u56fe\u8c31\u7ed9\u5927\u5bb6\u53c2\u8003\u4e00\u4e0b\u3002\u987a\u4fbf\u7ee7\u7eed\u63a8\u8350\u4e4b\u524d\u5206\u4eab\u8fc7\u7684ColorH...</td>\n",
+        "      <td> [\u60c5\u6000, \u5185\u6db5, \u5ef6\u7eed, \u6bcf\u65e5, \u7a0b\u5e8f\u5458, \u5171\u821e, \u4eb2\u4eec, \u77e5, \u4eba, \u5584\u7528, \u662f\u5426, \u8bfb\u61c2...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178294</th>\n",
+        "      <td> 0220afe08e008b01ad36cc916df43ace</td>\n",
+        "      <td> d7b700bda22b352a30267677b2f610b4</td>\n",
+        "      <td> 2015-08-01 21:01:33</td>\n",
+        "      <td>         #\u79d1\u6280# \u9648\u660a\u829d\u56de\u5e94A\u80a1\u4e0a\u5e02\uff1a\u516c\u53f8\u9700\u8981\u5229\u6da6 http://t.cn/RLO78iS</td>\n",
+        "      <td> [\u60c5\u6000, \u5185\u6db5, \u5ef6\u7eed, \u6bcf\u65e5, \u7a0b\u5e8f\u5458, \u5171\u821e, \u4eb2\u4eec, \u77e5, \u4eba, \u5584\u7528, \u662f\u5426, \u8bfb\u61c2...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178295</th>\n",
+        "      <td> 5ebfb48089167dfdec4ecc80a55beaa0</td>\n",
+        "      <td> b1138d28601ff798db9d88284f58e043</td>\n",
+        "      <td> 2015-08-03 09:49:40</td>\n",
+        "      <td>    Rain\u6765\u4e86\uff0c\u4e2d\u56fd\u89c2\u4f17\u4f9d\u65e7\u4e3a\u4ed6\u4e70\u5355(\u7ec4\u56fe)_\u7f51\u6613\u65b0\u95fb http://t.cn/RLWWh23</td>\n",
+        "      <td> [\u6625\u8282, \u5e74\u7ec8\u5956, \u56de\u5bb6, \u673a\u7968, \u540d\u4f01, \u9ad8\u85aa, \u66f4\u5f97, \u4e00\u4e2a, \u5c11, \u5bb6, \u9ad8\u85aa, \u540d\u4f01...</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>178296</th>\n",
+        "      <td> 3f6d91acb1f1baaef19873ee2eeab95d</td>\n",
+        "      <td> e5a8fbf8adaad66b80e943cec7214cd6</td>\n",
+        "      <td> 2015-08-15 11:04:23</td>\n",
+        "      <td> [\u5e78\u8fd0\u4e4b\u661f] -\u606d\u559c\uff01\u60a8\u7684\u65b0\u6d6a\u5fae\u535a\u8d26\u53f7\u5df2\u88ab\u7cfb\u7edf\u786e\u8ba4\u4e3a\u201c\u65b0\u6d6a\u4e94\u5468\u5e74\u201d\u6d3b\u52a8\u4e8c\u7b49\u5956\u5e78\u8fd0\u7528\u6237\u3002\u8bf7\u767b\u9646...</td>\n",
+        "      <td>                                   [\u5206\u4eab, \u519c\u4e1a\u8ffd\u68a6\u8005 \u7684\u6587\u7ae0]</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "<p>178297 rows \u00d7 5 columns</p>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 83,
+       "text": [
+        "                                     uid                               mid  \\\n",
+        "0       c01014739c046cd31d6f1b4fb71b440f  0cd5ef13eb11ed0070f7625b14136ec9   \n",
+        "1       fa5aed172c062c61e196eac61038a03b  7cce78a4ad39a91ec1f595bcc7fb5eba   \n",
+        "2       77fc723c196a45203e70f4d359c96946  a3494d8cf475a92739a2ffd421640ddf   \n",
+        "3       e4097b07f34366399b623b94f174f60c  6b89aea5aa7af093dde0894156c49dd3   \n",
+        "4       d43f7557c303b84070b13aa4eeeb21d3  0bdeff19392e15737775abab46dc5437   \n",
+        "5       87465974e53e9f047e355e6e9b135b55  545c14094cbe50679daa63fe16419111   \n",
+        "6       1425c7ee0ddf04e56cfe1af1443a45c8  d84ec9d2ca0c71b88385e11310c3bfa7   \n",
+        "7       fd17277c9db465ff66612b3bdd0faf85  e3fafecf482b3ad2f899ea971feae4c6   \n",
+        "8       bcbb49cd919fd563a424e9651a1e54c6  7e24ef184b183339b68900282e095bdf   \n",
+        "9       bc47e23e5489eb0d9184a9c97c264c1d  25425ee2bf78d28b3f67a6ec10088031   \n",
+        "10      7d84eaf658d3658cde2765b0b19db7ac  247e5b6fed0baa5852e03fab369bd018   \n",
+        "11      d50289f34ad454021d5b36addca47ad3  0e9e232bcc3513826201a0ea51760f16   \n",
+        "12      a5e811087a92f56734fd44f0a5779c41  9c19d9f3ba224ab8efac60177c1239a9   \n",
+        "13      da3686e586b1dbd01dede0e6bced8a46  4f9dacfaab177b7d1f4cc301c45bdf11   \n",
+        "14      97f58e86f583b7f45cf5218a5e1b7405  19a8106954b9693082bdf5a281eb77b3   \n",
+        "15      5429d3daf53fbe33153b0c7d296b50df  f2eb287d00c179a19bbd19b89932e2ad   \n",
+        "16      23316968cf27ff3d1fdb51cf149bdaca  eac1d9a92ce2385ceaef30518e6fdc14   \n",
+        "17      c0ebe08a59f5cd72d37b979b7eb6ad88  64e84694425bf61ff3b06614736ff8ab   \n",
+        "18      645966e96854a1c11d6ab83e208d0672  360304087d0d0d9928c6506d97059fc0   \n",
+        "19      b0bbe90906f6ca3c9d68dda55ccf02bb  e0736ffa444b6d597cd8519753d3c96f   \n",
+        "20      cafc406d3c1ab54ff9e110c66dd116c8  a3f2ef16dcb3598b4b790bbcc7d5ff2f   \n",
+        "21      87a2ed27915480cee55c463bc80330c3  6cae9eea67a4ed39e24f6e9660621bae   \n",
+        "22      2869479b4d6613f51debd1d36e6938df  edba5609679dafae60d61d65906de98d   \n",
+        "23      c772e4158122d3ed46fd446a3c87c726  535fbd6833c177ea8cba5d599df36244   \n",
+        "24      4e3c5d12539c2c62840c2867ef7b4cd0  b375de8fe229296afe9ecb54c2b01af6   \n",
+        "25      d50289f34ad454021d5b36addca47ad3  502b3d5765d63ef56c4eab64d0710437   \n",
+        "26      f370849cde3a8639c67035e845297db6  21d8836dd940ecf45e6a6c0f4b97082d   \n",
+        "27      5b23c3d2c07f6cd27d740cfca1d21c95  479f72847dba478a20e4d27690ebd53f   \n",
+        "28      5ba613dff24eab4b38b5d204048d6a42  a720bd2ab041406c38c5b5a21d0c52eb   \n",
+        "29      459145ddeeff9f6bfa3e49ccb6a95bb4  ea16abfae6f6b663a2f216571fa925a9   \n",
+        "...                                  ...                               ...   \n",
+        "178267  2d9504608fec178e62e0c57a462d5988  c95b8b2e3d13c23cb99f54c1f1c8a73b   \n",
+        "178268  97d783c2d3353568b472103bc0463d04  d4cbd013fb26d8b8f64f243408ae5b9d   \n",
+        "178269  d2d3bbe257172dd307721d1c0e401736  ae17a18a1c9147367d48b7a4c8a6c84f   \n",
+        "178270  41caf67dba8f5dcd6eaf4a0ef2f5a50f  ace2347dd857e60ba5cde2e7a3b14c67   \n",
+        "178271  d284953ec30d2effe11f136cc1427659  a83f8d1ab7f73d1fad7a0639f951f9b4   \n",
+        "178272  25ca1cea6595c04a5f009a11dd0e676b  ef69cdc1e734d2f716a22d09ee963d95   \n",
+        "178273  1a4b12c853a8e18c362e6a3a4cfc03b8  f163b9787e6b15ec86761a2975674342   \n",
+        "178274  d43f7557c303b84070b13aa4eeeb21d3  8dfbc8ddc8aa0fe3d7f0f34f4fcd09e0   \n",
+        "178275  7511e346911dd7d1e38f11485abb25c5  43683a9904766deee75dbcb4d1d29e77   \n",
+        "178276  3b0b2bfeb6f924900e60bdc88fa7b0d7  6baae568765c686e22247d6734942db0   \n",
+        "178277  b3709f3f9d1acb49a2441957ff0ee681  8cb876a23c06ae91184a3c606f916c76   \n",
+        "178278  1f25e350c8bb6d66120f05eb969d4daf  83fbf72f3c498f1ad455a5a36e3818ac   \n",
+        "178279  c60533fdb5278412b14379f693f77dd5  37a2e49a1b21ab278c0129f401060433   \n",
+        "178280  022731414c8b1b69f5dedbcb9d233914  6a89d1c2c738c087a02c7708c0000832   \n",
+        "178281  898ecf03102d7676f53ca9faa7db95b9  1cdcaa3f57ce088b482d585e6264300c   \n",
+        "178282  90e1528461aaa6941c572b4dc1931c16  c2ca1f5dad3e0aa79de9d47ddf1d2359   \n",
+        "178283  e4b8c0ca6e59c3bceddaff4621f493cb  fce7143615b15c93f62f372f110a5ae2   \n",
+        "178284  e942200994b16350b494c07bc601e616  ee37cdf6497c24275786a2c532ddd446   \n",
+        "178285  04aa2f13db396502b667c0a672685539  24d7d66c2a493e3f6eb9f6c1300e3278   \n",
+        "178286  ad4b02d6bb9c1b7f72da433e6810dc6b  5e43a37d64190c57e7e1644def092429   \n",
+        "178287  5de2df6cd2dd03268c733e585fc5dfb1  1fda0e581f959fb76ec903d306ff823d   \n",
+        "178288  0faddeeabf8b2cfd75afc6ad9c1ba2da  c07f6e80f2cdbbee36f558a99dfe3310   \n",
+        "178289  a7129a594a812160e5a296f063c7e2f3  2ff7dce25b1044b3f41eaf9108925f6f   \n",
+        "178290  bddfc8d56962952a221ae5aebf0cac81  fb0dd10ffd2ee0811876849551848a6e   \n",
+        "178291  e4246c399859890202579cf159874544  7fed6489050651837de9bee9afd3a9a3   \n",
+        "178292  dc0017eb990243ca9a706416487c80b4  3948b1f06d510e46e57f4082c584d21e   \n",
+        "178293  7a0f44f56e8b1adf322fba123d73fd85  4235384d34bffdcc193f3792a6e8d26d   \n",
+        "178294  0220afe08e008b01ad36cc916df43ace  d7b700bda22b352a30267677b2f610b4   \n",
+        "178295  5ebfb48089167dfdec4ecc80a55beaa0  b1138d28601ff798db9d88284f58e043   \n",
+        "178296  3f6d91acb1f1baaef19873ee2eeab95d  e5a8fbf8adaad66b80e943cec7214cd6   \n",
+        "\n",
+        "                       time  \\\n",
+        "0       2015-08-19 22:44:55   \n",
+        "1       2015-08-01 14:06:31   \n",
+        "2       2015-08-04 10:51:38   \n",
+        "3       2015-08-16 14:59:19   \n",
+        "4       2015-08-04 22:30:46   \n",
+        "5       2015-08-20 19:42:50   \n",
+        "6       2015-08-28 00:34:31   \n",
+        "7       2015-08-18 22:11:37   \n",
+        "8       2015-08-29 18:51:49   \n",
+        "9       2015-08-24 11:25:41   \n",
+        "10      2015-08-22 08:14:04   \n",
+        "11      2015-08-20 09:40:12   \n",
+        "12      2015-08-20 14:44:31   \n",
+        "13      2015-08-07 08:42:27   \n",
+        "14      2015-08-03 09:00:22   \n",
+        "15      2015-08-24 20:30:03   \n",
+        "16      2015-08-05 22:38:00   \n",
+        "17      2015-08-09 15:25:04   \n",
+        "18      2015-08-04 20:15:27   \n",
+        "19      2015-08-05 20:29:36   \n",
+        "20      2015-08-05 09:28:46   \n",
+        "21      2015-08-02 11:51:40   \n",
+        "22      2015-08-31 08:22:55   \n",
+        "23      2015-08-13 21:23:44   \n",
+        "24      2015-08-24 07:30:09   \n",
+        "25      2015-08-06 16:13:05   \n",
+        "26      2015-08-12 15:19:15   \n",
+        "27      2015-08-03 00:37:52   \n",
+        "28      2015-08-26 12:00:03   \n",
+        "29      2015-08-13 12:09:09   \n",
+        "...                     ...   \n",
+        "178267  2015-08-14 17:18:57   \n",
+        "178268  2015-08-17 07:20:42   \n",
+        "178269  2015-08-12 21:24:09   \n",
+        "178270  2015-08-10 21:59:45   \n",
+        "178271  2015-08-29 11:12:52   \n",
+        "178272  2015-08-09 15:40:39   \n",
+        "178273  2015-08-07 14:36:40   \n",
+        "178274  2015-08-15 18:36:42   \n",
+        "178275  2015-08-25 23:00:02   \n",
+        "178276  2015-08-06 10:10:48   \n",
+        "178277  2015-08-02 15:40:23   \n",
+        "178278  2015-08-09 08:04:02   \n",
+        "178279  2015-08-01 22:39:45   \n",
+        "178280  2015-08-24 13:27:28   \n",
+        "178281  2015-08-04 10:20:09   \n",
+        "178282  2015-08-18 12:27:41   \n",
+        "178283  2015-08-11 10:49:19   \n",
+        "178284  2015-08-20 21:20:20   \n",
+        "178285  2015-08-04 05:04:20   \n",
+        "178286  2015-08-21 22:13:03   \n",
+        "178287  2015-08-18 22:17:43   \n",
+        "178288  2015-08-18 11:54:09   \n",
+        "178289  2015-08-07 20:21:19   \n",
+        "178290  2015-08-01 13:11:59   \n",
+        "178291  2015-08-21 13:20:04   \n",
+        "178292  2015-08-21 09:03:56   \n",
+        "178293  2015-08-17 18:32:01   \n",
+        "178294  2015-08-01 21:01:33   \n",
+        "178295  2015-08-03 09:49:40   \n",
+        "178296  2015-08-15 11:04:23   \n",
+        "\n",
+        "                                                  context  \\\n",
+        "0                  Xah Emacs Tutorial http://t.cn/zWoY9IZ   \n",
+        "1       \u5356\u6c34\u679c\u8001\u4eba\u56e0\u6ca1\u4f4f\u5904\u591c\u5bbf\u9152\u5e97\u95e8\u53e3 \u88ab\u8f66\u78be\u6b7b http://t.cn/RL0Hw8J \uff08\u5206\u4eab\u81ea@...   \n",
+        "2       \u4e0d\u8981\u5b66\u4e60\u6ca1\u6709\u7528\u7684\u7406\u8bba\uff1f \u4e0d\u662f\uff1a\u8981\u5b66\u4e60\uff0c\u4f46\u8981\u77e5\u9053\u8fd9\u4e2a\u7406\u8bba\uff0c\u4e3a\u4ec0\u4e48\u6ca1\u6709\u7528\uff1f\u771f\u5b9e\u6709\u7528\u7684\u7406\u8bba\u662f\u4ec0\u4e48\u3002...   \n",
+        "3       [\u5e78\u8fd0\u4e4b\u661f] -\u606d\u559c\uff01\u60a8\u7684\u65b0\u6d6a\u5fae\u535a\u8d26\u53f7\u5df2\u88ab\u7cfb\u7edf\u786e\u8ba4\u4e3a\u201c\u65b0\u6d6a\u4e94\u5468\u5e74\u201d\u6d3b\u52a8\u4e8c\u7b49\u5956\u5e78\u8fd0\u7528\u6237\u3002\u8bf7\u767b\u9646...   \n",
+        "4       \u3010Lennart Poettering\u5ba3\u5e03\u9996\u5c4aSystemd\u4f1a\u8bae\u3011\u53d7\u4e89\u8baeLinux\u521d\u59cb\u5316\u7cfb\u7edf...   \n",
+        "5                                   \u4eba\u5bb6\u79c0\u6069\u7231\uff0c\u4f60\u5728\u901b\u77e5\u4e4e\uff0c\u6d3b\u8be5\u6ca1\u59b9\u5b50[\u6253\u8138]   \n",
+        "6       Java\u5f00\u6e90\u9879\u76ee\uff1aSpring Integration http://t.cn/RyhcQt...   \n",
+        "7                                 \u6211\u5206\u4eab\u4e86http://t.cn/zWNdOkX   \n",
+        "8                         \u8fd9\u4e2a\u7f51\u7ad9\uff0c\u54c8\u54c8\uff0c\u4f60\u61c2\u5f97 http://t.cn/RL0v09t   \n",
+        "9                                                     \u5b89\u53c8\u742a   \n",
+        "10      \u4f7f\u7528\u6211\u7684\u9080\u8bf7\u7801 rksxqrueue \u83b7\u53d6\u9ad8\u8fbe \uffe530 \u7684\u4e58\u8f66\u4f18\u60e0\u3002\u5728 http://t.c...   \n",
+        "11                react-native \u4e2d\u5982\u4f55\u753b\u56fe\u8868 http://t.cn/RLDwBy7   \n",
+        "12      zhuan.jia\u7684\u80a1\u7968 \u624b\u5de5\u4e0b\u5355.  \u7b56\u7565\u540d:\u725b\u4eba\u624b\u5de5\u4e0b\u5355\u8d70\u8d77, \u5e74\u5316\u6536\u76ca\u7387:736.13...   \n",
+        "13      \u300eiOS \u5e76\u53d1\u7f16\u7a0b\u4e4b Operation Queues - \u96f7\u7eaf\u950b\u7684\u6280\u672f\u535a\u5ba2\u300fhttp://...   \n",
+        "14      \u5e02\u573a\u9700\u6c42\u63a8\u52a8\u3001\u4fe1\u606f\u6280\u672f\u9769\u65b0\uff0c\u56fd\u5185\u91d1\u878d\u4e1a\u9762\u4e34\u7740\u524d\u6240\u672a\u6709\u7684\u6311\u6218\u548c\u673a\u9047\u3002\u5982\u4f55\u7a33\u7a33\u6293\u4f4f\u73b0\u6709\u7684\u8f6c\u578b\u673a\u4f1a...   \n",
+        "15      Docker\u7684\u84ec\u52c3\u53d1\u5c55\u5e26\u6765\u4e86\u5f88\u591a\u673a\u9047\uff0c\u56fd\u5185\u5916\u8bf8\u591a\u4e91\u670d\u52a1\u7684\u63d0\u4f9b\u8005\u7686\u6295\u8eab\u5176\u4e2d\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u8fd9\u4e5f\u4fc3\u4f7f...   \n",
+        "16      Intel's Skylake Architecture Reviewed http://t...   \n",
+        "17        \u5206\u4eab\u4e86\u6211\u4eec\u7684\u6c11\u8c23\u7684\u6b4c\u5355\u300a\u63a8\u8350\u6c11\u8c2350\u66f2\u300b http://t.cn/RLRuf8m (\u6765\u81ea...   \n",
+        "18      \u6211\u6b63\u5728 #\u4e9a\u6d32\u65b0\u6b4c\u699c# \u4e3a @RAIN-JIHOON \u7684\u65b0\u6b4c http://t.cn/RLG...   \n",
+        "19                                                 \u8fd9\u4e9b\u4eba\u592a\u5389\u5bb3   \n",
+        "20                                                   30\u5e74\u3002   \n",
+        "21      \u63a5\u4e0a\u4e00\u6761\uff0c\u53e6\u5916\uff0cNative\u5c42\u7684\u670d\u52a1\u5e94\u8be5\u662f\u5411\u4e0a\u4e00\u5c42\u4e00\u5c42\u7684\u63d0\u4f9b\u63a5\u53e3\u8c03\u7528\uff0c\u6700\u540e\u4f9b\u5e94\u7528\u5c42\u4f7f\u7528\uff0c\u4f46\u662f...   \n",
+        "22      #\u5fae\u535a\u516d\u5468\u5e74#2009\u5e748\u670828\u65e5\uff0c\u5fae\u535a\u5f00\u653e\u516c\u6d4b\u3002\u4eca\u5929\uff0c\u6211\u6ce8\u518c\u5fae\u535a1915\u5929\u4e86\uff0c\u4f60\u5462\uff1f ht...   \n",
+        "23          \u4f0a\u85e4\u6d0b\u534e\u5802\u5356\u6c34\u679c\u7684\u963f\u59e8\u8bf4\uff0c\u660e\u5929\u69b4\u83b2 14.5/\u65a4\uff08\u4eca\u5929 19\uff09\uff0c\u540c\u6837\u7684\u4e1c\u897f\u2026\u56e0\u4e3a\u5468\u672b\u6709\u6d3b\u52a8   \n",
+        "24                     love sun shine http://t.cn/RLs4L7R   \n",
+        "25             \u269b react\u5982\u4f55\u505a\u591a\u8bed\u8a00\u652f\u6301 http://t.cn/RLTYgxq [\u6765\u81ea\u8bba\u575b]   \n",
+        "26                                        \u5403\u7684\u592a\u591a,\u5fc3\u60c5\u4e0d\u597d,\u4e8b\u513f\u592a\u591a.   \n",
+        "27      \u662f\u670b\u53cb\u5c31\u6765\u626b\u7801\u5f00\u901a\uff01\u5f00\u901a\u6210\u529f\u540e\u6bcf\u4eba\u80fd\u5f97\u4e00\u4e2a\u82b1\u5457\u7ea2\u5305\uff0c\u5929\u732b\u6dd8\u5b9d\u8d2d\u7269\u4f7f\u7528\u82b1\u5457\u652f\u4ed8\u90fd\u80fd\u7528\uff0c\u5929\u4e0a\u6389\u94b1...   \n",
+        "28      [\u793c\u7269] \u4e00\u5468 IT \u6280\u672f\u5e72\u8d27\uff08\u7801\u519c\u5468\u520a\u7b2c 85 \u671f\uff09 http://t.cn/RyvFXK...   \n",
+        "29      \u300c 40\u4e2a\u826f\u597d\u7528\u6237\u754c\u9762Tips \u300d\u7a0b\u5e8f\u5458\u4e5f\u5e94\u8be5\u4e86\u89e3\u7684\u754c\u9762\u6280\u5de7\u3002 http://t.cn/RL...   \n",
+        "...                                                   ...   \n",
+        "178267  \u6211\u6b63\u5728\u4f7f\u7528#\u54c8\u4f5b\u5546\u4e1a\u8bc4\u8bbaiphone\u7248#\u5206\u4eab\u7cbe\u5f69\u6587\u7ae0\uff1a\u5982\u4f55\u6b63\u786e\u5730\"\u6d6a\u8d39\"\u65f6\u95f4 http://...   \n",
+        "178268  \u3010\u5e7b\u706f:(Pygotham 2015)\u5355CPU\u5927\u89c4\u6a21(\u6838\u5916)\u975e\u7ebf\u6027\u5b66\u4e60\u3011\u300aLarge sca...   \n",
+        "178269           \u6211\u60f3\u8bfb\u300a\u6280\u672f\u7684\u672c\u8d28\u300b\uff1a http://t.cn/8sxsFX6 \u6765\u81ea@\u8c46\u74e3App   \n",
+        "178270  #\u6700\u5b8c\u7f8e\u7684\u79bb\u5a5a#\u521a\u4e0b\u73ed\u56de\u6765\u53d1\u73b0\u53ea\u5e26\u4e86\u516c\u53f8\u7535\u8111 \u628a\u81ea\u5df1\u7535\u8111\u843d\u5728\u5ba2\u6237\u4f1a\u8bae\u5ba4\u4e86 \u4e8e\u662f\u4eca\u5929\u770b\u4e0d\u4e86\u7b2c\u4e8c...   \n",
+        "178271  \u72ec\u5bb6\u63a8\u51fa\u840d\u4e61\u51fa\u53d1<\u840d\u4e61\u5230\u53a6\u95e8\u9f13\u6d6a\u5c7f\u7eaf\u73a9\u53cc\u5367\u7eaf\u73a9\u56db\u65e5\u6e38_\u840d\u4e61\u8ddf\u56e2\u5230\u53a6\u95e8\u65c5\u6e38\u4ef7\u683c>\u5929\u5929\u53d1\u56e2\u7279\u60e0\u65c5...   \n",
+        "178272  @fangshimin : \u738b\u6d77\u8fd9\u8bdd\u662f\u7167\u955c\u5b50\u8bf4\u7684\uff0c\u8fd8\u662f\u8bf4\u7ed9\u5d14\u6c38\u5143\u542c\u7684\uff1f http://t.c...   \n",
+        "178273  2015.8.31\u676d\u5dde83\u671f\uff08\u603b142\u671f\uff09iOS\u57f9\u8bad\u73ed4\u4e2a\u6708\u70ed\u62db\u4e2d 2015.8.25\u957f\u6c994...   \n",
+        "178274  \u3010\u63a8\u52a8\u4e2d\u56fd\u5f00\u6e90\u751f\u6001\u5efa\u8bbe,\u6df1\u5ea6\u79d1\u6280\u52a0\u5165Linux\u57fa\u91d1\u4f1a\u3011\u4eca\u65e5\uff0c\u6df1\u5ea6\u79d1\u6280\u6b63\u5f0f\u6210\u4e3aLinux\u57fa\u91d1\u4f1a...   \n",
+        "178275  \u3010*How to Fix Symfony2 Ajax Login Redirect*\u3011You...   \n",
+        "178276  \u6211\u5728#\u5fae\u76d8#\u627e\u5230\u4e86\u4e00\u4e2a\u8d85\u8d5e\u7684\u6587\u4ef6\"\u6df1\u5ea6\u5b66\u4e60\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u5e94\u7528v0.76.ppt\"\uff0c\u6211\u5df2\u7ecf\u4e0b...   \n",
+        "178277  #\u4e2d\u6d77\u8fbe\u676f\u5168\u56fd\u9ad8\u6821\u6d4b\u7ed8\u9752\u5e74\u6559\u5e08\u8bb2\u8bfe\u8d5b# \u8bb2\u8bfe\u5927\u8d5b\u95ed\u5e55\u5f0f\u524d\uff0c\u5148\u4e3e\u884c\u4e00\u4e2a\u300a\u6570\u5b57\u5730\u5f62\u6d4b\u91cf\u5b66\u300b\u6559\u6750\u53d1...   \n",
+        "178278   \u4eca\u5929\u5929\u6c14\u4e3aScattered Thunderstorms !\u6700\u9ad8\u6c14\u6e29 32\u5ea6\uff0c\u6700\u4f4e\u6c14\u6e29 27\u5ea6.   \n",
+        "178279       #\u65b0\u4e66\u901f\u9012# @\u535a\u6587\u89c6\u70b9Broadview \u300a\u64ac\u52a8\u4e92\u8054\u7f51\u2014\u2014\u4e92\u8054\u7f51\u4f01\u4e1a\u7b56\u5212\u3001\u8fd0\u8425\u4e0e\u8425\u9500\u300b   \n",
+        "178280       \u542c\u8bf4\u8fc7\u201c\u4e91\u201d\u4e5f\u6709\u79fb\u6c11\u7684\u5417\uff1f[\u5077\u7b11]\u201c\u6211\u5df2\u7ecf\u53d7\u591f\u4e86\u5145\u65a5\u7740\u6570\u636e\u7684\u751f\u6d3b\uff0c\u6211\u4eec\u6362\u4e2a\u5730\u65b9\u5446\u7740\u5427\uff01\u201d   \n",
+        "178281  \u3010\u6d6a\u6f6e\u5b58\u50a8\u65b0\u54c1AS8000-M4\u6838\u5fc3\u6280\u672f\u89e3\u6790\u3011\u8bf4\u8d77\u6d6a\u6f6eAS8000\u5b58\u50a8\u7cfb\u5217\uff0c\u53ef\u4ee5\u7b97\u662f\u6d6a\u6f6e\u5b58\u50a8...   \n",
+        "178282  \u8fd9\u624d\u662f\u5e7f\u573a\u821e\u7684\u7ec8\u6781king\uff0c\u821e\u6b65\u590d\u6742\uff0c\u611f\u60c5\u9971\u6ee1\uff0c\u753b\u9762\u592a\u7f8e\u3002\u3002\u3002\u4e0d\u5fcd\u76f4\u89c6\uff01  Up\u4e3b\uff1a\u96ea\u9f99\u6e0a ...   \n",
+        "178283  \u3010\u72ec\u5bb6\u5185\u5bb9\u3011\u3010\u652f\u6301Apple Watch\u7684\u667a\u80fd\u5bb6\u5c45\u6765\u4e86 \u4f60\u7528\u4e86\u5417\uff1f\u3011 AppleWatch\u5b9a...   \n",
+        "178284    \u8fd9\u6761\u6700\u5c11\u770b\u52305\u6b21\u4e86\uff0c\u867d\u7136\u8bb0\u5fc6\u529b\u4e0d\u5982\u4ee5\u524d\uff0c\u4f46\u6211\u8fd8\u6ca1\u75f4\u5446\uff0c\u771f\u7684\u6ca1\u5fc5\u8981\u63a8\u9001\u8fd9\u4e48\u591a\u6b21\u3002\u3002\u3002@\u5fae\u535a\u5c0f\u79d8\u4e66   \n",
+        "178285  \u674e\u5f00\u590d\u5148\u751f\u4e00\u76f4\u6211\u662f\u5f88\u656c\u4f69\u7684\uff0c\u4f46\u600e\u4e48\u611f\u89c9\u4ed6\u7684\u884c\u4e3a\u6709\u4e9b\u8be1\u5f02?\u5f97\u4e86\u764c\u75c7\u7136\u540e\u51fa\u672c\u4e66\uff0c\u7136\u540e\u53c8\u662f\u53f0\u6e7e\u998a\u6c34...   \n",
+        "178286  #Rain\u90d1\u667a\u85b0\u514b\u62c9\u4e4b\u604b# #\u8427\u4eae\u6e05\u9192\u5427# #\u9017\u6bd4\u603b\u88c1\u8427\u4eae# #\u514b\u62c9\u7537\u795e\u90d1\u667a\u85b0# \u4f1a\u6f14\u620f\u7684\u6b4c...   \n",
+        "178287                                            @\u6211\u7684\u5370\u8c61\u7b14\u8bb0   \n",
+        "178288    \u5168\u6c11\u5173\u6ce8\u996e\u7528\u6c34\u5b89\u5168,\u996e\u6c34\u4e60\u60ef,\u51b3\u5b9a\u774010\u5e74\u540e\u7684\u5065\u5eb7\u72b6\u51b5 http://t.cn/RL3HhMv   \n",
+        "178289  \u6700\u503c\u5f97\u5173\u6ce8\u768420\u5bb6\u82f1\u56fd\u9876\u7ea7\u6570\u5b57\u533b\u7597\u521b\u4e1a\u516c\u53f8_\u533b\u7597\u5065\u5eb7_\u4e1a\u754c\u52a8\u6001_\u533b\u8c37 http://t.cn...   \n",
+        "178290  \u6211\u7231\u8e22\u7403-\u6211\u5728@Feel \u6210\u529f\u575a\u6301\u300c\u6bcf\u5929\u6765\u8bf4\u4e00\u53e5\u6211\u7231\u8e22\u8db3\u7403\u300d1\u5929\uff0c\u52a0\u6cb9~~ http://t...   \n",
+        "178291  #UI\u4e2d\u56fd\u00b7\u4f18\u79c0\u4f1a\u5458\u4f5c\u54c1\u63a8\u8350# \u300a\u5fae\u535a for Android L \u4e4b\u201c\u52a8\u8d77\u6765\u201d\u300b[\u62cd\u624b] ...   \n",
+        "178292  8\u670818\u65e5\u5168\u7403\u57df\u540d\u5546\uff08\u56fd\u9645\u57df\u540d\uff09\u89e3\u6790\u65b0\u589e\u91cfTOP25\uff1a\u51716\u5bb6\u4e2d\u56fd\u57df\u540d\u5546\u4e0a\u699c http://t...   \n",
+        "178293  #\u521b\u610f\u7ed8\u753b# \u7cbe\u900930\u5e45\u6241\u5e73\u5316\u8272\u7cfb\u7684\u56fe\u8c31\u7ed9\u5927\u5bb6\u53c2\u8003\u4e00\u4e0b\u3002\u987a\u4fbf\u7ee7\u7eed\u63a8\u8350\u4e4b\u524d\u5206\u4eab\u8fc7\u7684ColorH...   \n",
+        "178294          #\u79d1\u6280# \u9648\u660a\u829d\u56de\u5e94A\u80a1\u4e0a\u5e02\uff1a\u516c\u53f8\u9700\u8981\u5229\u6da6 http://t.cn/RLO78iS   \n",
+        "178295     Rain\u6765\u4e86\uff0c\u4e2d\u56fd\u89c2\u4f17\u4f9d\u65e7\u4e3a\u4ed6\u4e70\u5355(\u7ec4\u56fe)_\u7f51\u6613\u65b0\u95fb http://t.cn/RLWWh23   \n",
+        "178296  [\u5e78\u8fd0\u4e4b\u661f] -\u606d\u559c\uff01\u60a8\u7684\u65b0\u6d6a\u5fae\u535a\u8d26\u53f7\u5df2\u88ab\u7cfb\u7edf\u786e\u8ba4\u4e3a\u201c\u65b0\u6d6a\u4e94\u5468\u5e74\u201d\u6d3b\u52a8\u4e8c\u7b49\u5956\u5e78\u8fd0\u7528\u6237\u3002\u8bf7\u767b\u9646...   \n",
+        "\n",
+        "                                            context_clean  \n",
+        "0                                        [\u9996\u80dc, \u5df2, \u70e7\u70e4, ing]  \n",
+        "1                                            [fzuer, com]  \n",
+        "2       [\u57df\u540d, \u90ae\u7bb1, \u57df\u540d, \u6240\u6709\u6743, \u91cd\u65b0, \u9a8c\u8bc1, \u9009\u9879, \u65b0, \u6ce8\u518c, \u4e00\u4e2a, \u57df\u540d, \u6ce8...  \n",
+        "3                                 [\u671d\u95fb, \u5929\u4e0b, \u7f51\u7edc, \u90e8\u961f, \u54ea\u5bb6, \u5f3a]  \n",
+        "4       [\u79d1\u5b66\u7f51, \u900f\u660e, \u8ba1\u7b97, \u6cfc\u4e2a, \u51b7\u6c34, \u5218\u6d0b, \u535a\u6587, \u900f\u660e, \u8ba1\u7b97, \u83b7\u5f97, \u5e74\u5ea6, ...  \n",
+        "5                                                     [\u562d]  \n",
+        "6                                          [\u5206\u4eab, \u63a2\u7d22\u5e73\u53f0 \u7684\u6587\u7ae0]  \n",
+        "7       [\u73b0\u5728, \u5e74\u8f7b\u4eba, \u771f\u725b, \u98de\u673a, \u4e0a\u7528, \u9177\u6d3e, \u624b\u673a, \u89c6\u9891, \u7a7a\u4e58, \u8fa9\u79f0, \u8fd9\u662f, ...  \n",
+        "8             [\u521a\u521a, \u53c2\u52a0, \u5c0f\u7c73, \u667a\u80fd, \u5bb6\u5ead, \u5957\u88c5, \u516c\u6d4b, \u592a\u592a, \u9177, \u4e00\u8d77, \u73a9\u5427]  \n",
+        "9                                      [\u732e\u7ed9, \u5b9a\u683c, \u5e74, \u7535\u5f71, \u4eba]  \n",
+        "10      [\u4e00\u76f4, \u5fcd\u53d7, \u8bdd, \u75e8, \u6240\u6709, \u5730\u65b9, \u6240\u6709, \u8bdd, \u75e8, \u4e00\u76f4, \u5173\u6ce8, \u5b9e\u5728, \u592a...  \n",
+        "11                                           [\u6700\u8fdc, \u6392\u5c71, \u6253\u4eae]  \n",
+        "12                               [\u83b7\u53d6, \u6bcf\u65e5, \u56fe\u7247, \u684c\u9762\u58c1\u7eb8, bing]  \n",
+        "13                                      [\u738b\u5bb6\u536b, \u7a7f\u8d8a, \u5343\u91cc, \u732e\u7ed9]  \n",
+        "14                                        [spa, VSCOcam ]  \n",
+        "15                                              [vscocam]  \n",
+        "16                                              [vscocam]  \n",
+        "17      [\u4eba\u95f4, \u81ea\u6709, \u771f\u60c5, \u65ad\u5976, \u65e0\u5948, \u76f8\u4fe1, \u771f\u7231, \u5929, \u633a\u4f4f, \u575a\u633a, \u7ea2\u5305, \u6696\u5fc3...  \n",
+        "18      [\u65b0\u5e74, \u6700, \u5e78\u8fd0, \u6700\u7ea2, \u8de8\u5e74, \u9001, \u7ea2\u5305, \u4e2d, \u62bd\u5230, \u5143, \u73b0\u91d1, \u8bd5\u8bd5, \u5954...  \n",
+        "19      [\u6b63\u5728, \u9886\u53d6, \u5347\u7ea7, \u798f\u5229, \u5927\u724c, \u660e\u661f, \u7b7e\u540d, \u793c, \u7efc\u827a, \u95e8\u7968, \u767e\u4e07, \u73b0\u91d1...  \n",
+        "20               [\u964c\u964c, \u964c\u964c, \u53f7, \u5feb\u6765, \u4e00\u8d77, \u53d1\u73b0, \u9644\u8fd1, \u65b0\u5947, \u603b\u6709\u65b0\u5947\u5728\u8eab\u8fb9]  \n",
+        "21               [\u964c\u964c, \u964c\u964c, \u53f7, \u5feb\u6765, \u4e00\u8d77, \u53d1\u73b0, \u9644\u8fd1, \u65b0\u5947, \u603b\u6709\u65b0\u5947\u5728\u8eab\u8fb9]  \n",
+        "22        [\u964c\u964c, \u793c\u7269, \u5546\u57ce, \u771f\u5b9e, \u793c\u7269, \u4f20\u9012, \u7ebf\u4e0a, \u5fc3\u610f, \u4e0b\u8f7d, \u5730\u5740, \u964c\u964c5.7]  \n",
+        "23                              [\u8d5e, \u5fae\u535a, \u914d\u56fe, \u7167\u7247, \u6ca1\u5fc3\u6ca1\u80ba_\u5452\u5fc3\u5fc3]  \n",
+        "24                              [\u8d5e, \u5fae\u535a, \u914d\u56fe, \u7167\u7247, \u6ca1\u5fc3\u6ca1\u80ba_\u5452\u5fc3\u5fc3]  \n",
+        "25                              [\u8d5e, \u5fae\u535a, \u914d\u56fe, \u7167\u7247, \u6ca1\u5fc3\u6ca1\u80ba_\u5452\u5fc3\u5fc3]  \n",
+        "26               [\u6240\u8c13, \u6570\u636e, \u6570\u636e\u91cf, \u7ef4\u5ea6, \u5168\u65b9\u4f4d, \u6316\u6398, \u771f\u76f8, \u6570\u5b57\u7684\u574f\u8bdd 49]  \n",
+        "27                                         [\u8fd0\u52a8, \u4fe1\u606f, \u5c0f\u7c73\u624b\u73af]  \n",
+        "28      [\u4eca\u65e5, \u6b65\u6570, \u6570\u636e, \u5206\u522b, \u6765\u81ea, \u5c0f\u7c73, \u624b\u73af, \u52a8\u52a8, \u8ba1\u6b65\u5668, \u6625\u96e8, \u8ba1\u6b65\u5668,...  \n",
+        "29      [\u53ea, \u9700\u8981, \u76f4\u5230, \u76ee\u6807, \u8054\u901a, \u624b\u673a\u53f7\u7801, \u60c5\u51b5, \u4e0b, \u83b7\u53d6, \u5305\u62ec, \u624b\u673a\u53f7\u7801,...  \n",
+        "...                                                   ...  \n",
+        "178267                                     [\u7761\u5f97, \u633a, \u65e9, \u70b9\u624d]  \n",
+        "178268                                        [\u7761, \u8fc7\u5934, \u95f9\u949f]  \n",
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+        "178282  [\u733f\u733f\u541b, \u4e03\u5927\u59d1\u516b\u5927\u59e8, \u5929\u5929, \u5bf9\u54e5, \u8fdb\u884c, \u5934\u8111, \u8f70\u70b8, \u5dee, \u54e5, \u758f\u901a, \u4e0b\u6c34...  \n",
+        "178283  [\u9686\u91cd, \u6539\u7248, \u4e0a\u7ebf, \u793e\u533a, \u62db\u8058, \u6a21\u5f0f, \u6280\u672f, \u4eba\u7fa4, \u63d0\u4f9b, \u7cbe\u51c6, \u5feb\u6377, \u62db...  \n",
+        "178284  [\u733f\u733f\u541b, \u52a0\u73ed, \u5929\u5929, \u5fd9, \u534a\u5e74, \u7406\u53d1, \u66fe\u7ecf, \u7eaf\u60c5, \u5982\u610f, \u5c0f, \u90ce\u541b, \u6210,...  \n",
+        "178285  [\u6d3b\u52a8, \u793e\u533a, \u65b0\u5e74\u4f0a\u59cb, \u5236\u4f5c, \u5468\u5e74, \u7cbe\u7f8e, {, \u56de\u5fc6\u5f55, }, \u91cd\u62fe, \u8fc7\u53bb, ...  \n",
+        "178286  [\u733f, \u733f, \u541b\u54e5, \u66fe\u7ecf, \u6709\u8fc7, \u4e00\u6bb5, \u9752\u6da9, \u604b\u60c5, \u751c\u871c, \u6d6a\u6f2b, \u4e00\u5929, \u4ea7\u54c1,...  \n",
+        "178287                                                 []  \n",
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+        "178293  [\u60c5\u6000, \u5185\u6db5, \u5ef6\u7eed, \u6bcf\u65e5, \u7a0b\u5e8f\u5458, \u5171\u821e, \u4eb2\u4eec, \u77e5, \u4eba, \u5584\u7528, \u662f\u5426, \u8bfb\u61c2...  \n",
+        "178294  [\u60c5\u6000, \u5185\u6db5, \u5ef6\u7eed, \u6bcf\u65e5, \u7a0b\u5e8f\u5458, \u5171\u821e, \u4eb2\u4eec, \u77e5, \u4eba, \u5584\u7528, \u662f\u5426, \u8bfb\u61c2...  \n",
+        "178295  [\u6625\u8282, \u5e74\u7ec8\u5956, \u56de\u5bb6, \u673a\u7968, \u540d\u4f01, \u9ad8\u85aa, \u66f4\u5f97, \u4e00\u4e2a, \u5c11, \u5bb6, \u9ad8\u85aa, \u540d\u4f01...  \n",
+        "178296                                    [\u5206\u4eab, \u519c\u4e1a\u8ffd\u68a6\u8005 \u7684\u6587\u7ae0]  \n",
+        "\n",
+        "[178297 rows x 5 columns]"
+       ]
+      }
+     ],
+     "prompt_number": 83
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.train_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>model_name</th>\n",
+        "      <th>features</th>\n",
+        "      <th>model_type</th>\n",
+        "      <th>label</th>\n",
+        "      <th>model_parameters</th>\n",
+        "      <th>category</th>\n",
+        "      <th>evaluation</th>\n",
+        "      <th>model_address</th>\n",
+        "      <th>train_time</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592...</td>\n",
+        "      <td> [U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:59...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td> {u'sos': 7142.10304328, u'vs': 1.04018104108e-06}</td>\n",
+        "      <td> ../models/U_AVG_2015-02-01 00:00:00_2015-06-30...</td>\n",
+        "      <td> 0.128445</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592...</td>\n",
+        "      <td> [U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:59...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td> {u'sos': 412.335404758, u'vs': 1.58680909967e-07}</td>\n",
+        "      <td> ../models/U_AVG_2015-02-01 00:00:00_2015-06-30...</td>\n",
+        "      <td> 0.123344</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>2</th>\n",
+        "      <td> U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592...</td>\n",
+        "      <td> [U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:59...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td> {u'sos': 1814.91017983, u'vs': 1.66890728259e-06}</td>\n",
+        "      <td> ../models/U_AVG_2015-02-01 00:00:00_2015-06-30...</td>\n",
+        "      <td> 0.146133</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>3</th>\n",
+        "      <td> U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592...</td>\n",
+        "      <td> [U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:59...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> forward_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td> {u'sos': 8331.04920516, u'vs': 5.87408121144e-07}</td>\n",
+        "      <td> ../models/U_AVG_2015-03-01 00:00:00_2015-07-31...</td>\n",
+        "      <td> 0.119759</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>4</th>\n",
+        "      <td> U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592...</td>\n",
+        "      <td> [U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:59...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td> comment_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td> {u'sos': 361.102363643, u'vs': 5.97740298813e-07}</td>\n",
+        "      <td> ../models/U_AVG_2015-03-01 00:00:00_2015-07-31...</td>\n",
+        "      <td> 0.115597</td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>5</th>\n",
+        "      <td> U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592...</td>\n",
+        "      <td> [U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:59...</td>\n",
+        "      <td> LR</td>\n",
+        "      <td>    like_count</td>\n",
+        "      <td> {}</td>\n",
+        "      <td> U</td>\n",
+        "      <td> {u'sos': 1644.14957875, u'vs': 5.20057957587e-07}</td>\n",
+        "      <td> ../models/U_AVG_2015-03-01 00:00:00_2015-07-31...</td>\n",
+        "      <td> 0.114385</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 100,
+       "text": [
+        "                                          model_name  \\\n",
+        "0  U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592...   \n",
+        "1  U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592...   \n",
+        "2  U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592...   \n",
+        "3  U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592...   \n",
+        "4  U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592...   \n",
+        "5  U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592...   \n",
+        "\n",
+        "                                            features model_type  \\\n",
+        "0  [U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:59...         LR   \n",
+        "1  [U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:59...         LR   \n",
+        "2  [U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:59...         LR   \n",
+        "3  [U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:59...         LR   \n",
+        "4  [U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:59...         LR   \n",
+        "5  [U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:59...         LR   \n",
+        "\n",
+        "           label model_parameters category  \\\n",
+        "0  forward_count               {}        U   \n",
+        "1  comment_count               {}        U   \n",
+        "2     like_count               {}        U   \n",
+        "3  forward_count               {}        U   \n",
+        "4  comment_count               {}        U   \n",
+        "5     like_count               {}        U   \n",
+        "\n",
+        "                                          evaluation  \\\n",
+        "0  {u'sos': 7142.10304328, u'vs': 1.04018104108e-06}   \n",
+        "1  {u'sos': 412.335404758, u'vs': 1.58680909967e-07}   \n",
+        "2  {u'sos': 1814.91017983, u'vs': 1.66890728259e-06}   \n",
+        "3  {u'sos': 8331.04920516, u'vs': 5.87408121144e-07}   \n",
+        "4  {u'sos': 361.102363643, u'vs': 5.97740298813e-07}   \n",
+        "5  {u'sos': 1644.14957875, u'vs': 5.20057957587e-07}   \n",
+        "\n",
+        "                                       model_address  train_time  \n",
+        "0  ../models/U_AVG_2015-02-01 00:00:00_2015-06-30...    0.128445  \n",
+        "1  ../models/U_AVG_2015-02-01 00:00:00_2015-06-30...    0.123344  \n",
+        "2  ../models/U_AVG_2015-02-01 00:00:00_2015-06-30...    0.146133  \n",
+        "3  ../models/U_AVG_2015-03-01 00:00:00_2015-07-31...    0.119759  \n",
+        "4  ../models/U_AVG_2015-03-01 00:00:00_2015-07-31...    0.115597  \n",
+        "5  ../models/U_AVG_2015-03-01 00:00:00_2015-07-31...    0.114385  "
+       ]
+      }
+     ],
+     "prompt_number": 100
+    },
+    {
+     "cell_type": "code",
+     "collapsed": false,
+     "input": [
+      "fw.test_log"
+     ],
+     "language": "python",
+     "metadata": {},
+     "outputs": [
+      {
+       "html": [
+        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
+        "<table border=\"1\" class=\"dataframe\">\n",
+        "  <thead>\n",
+        "    <tr style=\"text-align: right;\">\n",
+        "      <th></th>\n",
+        "      <th>test_name</th>\n",
+        "      <th>f_features</th>\n",
+        "      <th>c_features</th>\n",
+        "      <th>l_features</th>\n",
+        "      <th>f_model</th>\n",
+        "      <th>c_model</th>\n",
+        "      <th>l_model</th>\n",
+        "      <th>dev_f</th>\n",
+        "      <th>dev_c</th>\n",
+        "      <th>dev_l</th>\n",
+        "      <th>precision</th>\n",
+        "      <th>model_evaluation</th>\n",
+        "      <th>result_address</th>\n",
+        "    </tr>\n",
+        "  </thead>\n",
+        "  <tbody>\n",
+        "    <tr>\n",
+        "      <th>0</th>\n",
+        "      <td> U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592...</td>\n",
+        "      <td> [U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:59...</td>\n",
+        "      <td> [U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:59...</td>\n",
+        "      <td> [U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:59...</td>\n",
+        "      <td> U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592...</td>\n",
+        "      <td> U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592...</td>\n",
+        "      <td> U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592...</td>\n",
+        "      <td> 0.235617</td>\n",
+        "      <td> 0.050023</td>\n",
+        "      <td> 0.114908</td>\n",
+        "      <td> 0.148786</td>\n",
+        "      <td> {u'lvs': -0.000789780043556, u'lsos': 1035.598...</td>\n",
+        "      <td>                                                 </td>\n",
+        "    </tr>\n",
+        "    <tr>\n",
+        "      <th>1</th>\n",
+        "      <td> U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592...</td>\n",
+        "      <td> [U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:59...</td>\n",
+        "      <td> [U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:59...</td>\n",
+        "      <td> [U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:59...</td>\n",
+        "      <td> U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592...</td>\n",
+        "      <td> U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592...</td>\n",
+        "      <td> U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592...</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td> 0.000000</td>\n",
+        "      <td>                                                {}</td>\n",
+        "      <td> ../results/result_2015-09-18 00:29:14.707254.txt</td>\n",
+        "    </tr>\n",
+        "  </tbody>\n",
+        "</table>\n",
+        "</div>"
+       ],
+       "metadata": {},
+       "output_type": "pyout",
+       "prompt_number": 101,
+       "text": [
+        "                                           test_name  \\\n",
+        "0  U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592...   \n",
+        "1  U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592...   \n",
+        "\n",
+        "                                          f_features  \\\n",
+        "0  [U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:59...   \n",
+        "1  [U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:59...   \n",
+        "\n",
+        "                                          c_features  \\\n",
+        "0  [U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:59...   \n",
+        "1  [U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:59...   \n",
+        "\n",
+        "                                          l_features  \\\n",
+        "0  [U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:59...   \n",
+        "1  [U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:59...   \n",
+        "\n",
+        "                                             f_model  \\\n",
+        "0  U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592...   \n",
+        "1  U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592...   \n",
+        "\n",
+        "                                             c_model  \\\n",
+        "0  U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592...   \n",
+        "1  U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592...   \n",
+        "\n",
+        "                                             l_model     dev_f     dev_c  \\\n",
+        "0  U_AVG_2015-02-01 00:00:00_2015-06-30 23:59:592...  0.235617  0.050023   \n",
+        "1  U_AVG_2015-03-01 00:00:00_2015-07-31 23:59:592...  0.000000  0.000000   \n",
+        "\n",
+        "      dev_l  precision                                   model_evaluation  \\\n",
+        "0  0.114908   0.148786  {u'lvs': -0.000789780043556, u'lsos': 1035.598...   \n",
+        "1  0.000000   0.000000                                                 {}   \n",
+        "\n",
+        "                                     result_address  \n",
+        "0                                                    \n",
+        "1  ../results/result_2015-09-18 00:29:14.707254.txt  "
+       ]
+      }
+     ],
+     "prompt_number": 101
+    },
     {
      "cell_type": "code",
      "collapsed": false,
diff --git a/others/2014-07-01_2014-11-30_100.vectorizer b/others/2014-07-01_2014-11-30_100.vectorizer
index 1faa761..7d2f0d1 100644
Binary files a/others/2014-07-01_2014-11-30_100.vectorizer and b/others/2014-07-01_2014-11-30_100.vectorizer differ
diff --git a/weiboPredict/framework.py b/weiboPredict/framework.py
index 8b470a0..6bd00e4 100644
--- a/weiboPredict/framework.py
+++ b/weiboPredict/framework.py
@@ -1,3 +1,4 @@
+ # -*- coding: utf-8 -*-
 # Name: framework.py
 # Usage: basic operations
 # Author: Chen Li
@@ -11,6 +12,8 @@
 from sklearn.feature_extraction.text import CountVectorizer
 from sklearn import linear_model
 from sklearn.externals import joblib
+from nltk.corpus import stopwords as e_stopwords
+from datetime import datetime, timedelta
 
 weibo_train_data = None
 weibo_predict_data = None
@@ -20,12 +23,14 @@
 
 def loadData():
 	global weibo_train_data 
-	weibo_train_data= pd.read_csv('../data/weibo_train_data.txt',sep='\t', 
+	weibo_train_data= pd.read_csv('../data/weibo_train_data(new).txt',sep='\t', 
 		quoting=csv.QUOTE_NONE,names=['uid','mid','time','forward_count','comment_count','like_count','context'])
+	weibo_train_data.time = weibo_train_data.time.apply(lambda x: datetime.strptime(x,'%Y-%m-%d %H:%M:%S'))
 	global weibo_predict_data 
-	weibo_predict_data = pd.read_csv('../data/weibo_predict_data.txt',sep='\t',
+	weibo_predict_data = pd.read_csv('../data/weibo_predict_data(new).txt',sep='\t',
 		quoting=csv.QUOTE_NONE,names=['uid','mid','time','context'])
-	weibo_predict_data.ix[78336].time = '2015-01-04'
+	weibo_predict_data.time = weibo_predict_data.time.apply(lambda x: datetime.strptime(x,'%Y-%m-%d %H:%M:%S'))
+	#weibo_predict_data.ix[78336].time = '2015-01-04'
 	global train_log
 	train_log = pd.DataFrame.from_csv('../logs/train.log')
 	train_log.features = train_log.features.map(lambda x: json.loads(x))
@@ -33,7 +38,9 @@ def loadData():
 	train_log.evaluation = train_log.evaluation.map(lambda x: json.loads(x))
 	global test_log
 	test_log = pd.DataFrame.from_csv('../logs/test.log')
-	test_log.features = test_log.features.map(lambda x: json.loads(x))
+	test_log.f_features = test_log.f_features.map(lambda x: json.loads(x))
+	test_log.c_features = test_log.c_features.map(lambda x: json.loads(x))
+	test_log.l_features = test_log.l_features.map(lambda x: json.loads(x))
 	test_log.model_evaluation = test_log.model_evaluation.map(lambda x: json.loads(x))
 	global features_log
 	features_log = pd.DataFrame.from_csv('../logs/features.log')
@@ -63,30 +70,53 @@ def cleanText(contexts):
 	i=0
 	cleans = []
 	for context in contexts:
-	    context = re.sub("http://.*\w$","",context)
-	    #context = re.sub("\[.{0,4}\]","",context)
-	    #context = re.sub("\\pP|\\pS", "",context)
+	    # remove links
+	    context = re.sub("http://[a-zA-z./\d]*","",context)
+	    # remove emojo
+	    context = re.sub("\[.{0,12}\]","",context)
+	    # extract and remove tag
+	    tags = re.findall("#(.{0,30})#",context)
+	    context = re.sub("#.{0,30}#","",context)
+	    # extract and remove @somebody
+	    at = re.findall("@([^@]{0,30})\s",context)
+	    context = re.sub("@([^@]{0,30})\s","",context)
+	    at+= re.findall("@([^@]{0,30})）",context)
+	    context = re.sub("@([^@]{0,30})）","",context)
+	    # lower the english characaters
+	    context  = context.lower()
+	    # extract and remove the english words and characters
+	    english = re.findall("[a-z]+",context)
+	    context = re.sub("[a-z]+","",context)
+	    # remove punctuation
+	    context = re.sub("[\s+\.\!\/_,$%^*(+\"\']+|[+——！，。？、~@#￥%……&*（）]+".decode("utf8"), "",context)
+	    context = re.sub("[【】╮╯▽╰╭★→「」]+".decode("utf8"),"",context.decode('utf8'))
+	    # remove wirte space
 	    context = re.sub("\s","",context)
+	    # remove digits
 	    context = re.sub("\d","",context)
+	    # remove ....
+	    context = re.sub("\.*","",context)
+	    # word segementation
 	    text = jieba.lcut(context)
+	    # remove chinese stopwords
 	    clean = [t for t in text if t not in stopwords]
+	    # remove english stopwords and singel characters
+	    e_clean = [t for t in english if t not in e_stopwords.words('english') and len(t) is not 1]
+	    clean+=e_clean
+	    clean+=pd.Series(tags).apply(lambda x:x.decode('utf8')).tolist()
+	    clean+=pd.Series(at).apply(lambda x:x.decode('utf8')).tolist()
 	    cleans.append(clean)
 	    i=i+1
 	    if i%10000==0:
 	    	print str(i)+'/'+str(len(contexts))
-	    cleans = pd.Series(cleans)
+	cleans = pd.Series(cleans)
 	return cleans
 
 def train(features,model_type,label,**model_parameters):
 
 	# load features
 	print "loading features..."
-	global features_log
-	train_features = pd.DataFrame.from_csv(features_log[features_log.feature_name==features[0]].feature_address.tolist()[0])
-	if len(features) > 1:
-		for i in range(1,len(features)):
-			tmp = pd.DataFrame.from_csv(features_log[features_log.feature_name==features[i]].feature_address.tolist()[0])
-			train_features = pd.concat([train_features,tmp],axis=1)
+	train_features = loadFeatures(features)
 
 	# load label
 	print "loading label..."
@@ -113,7 +143,8 @@ def train(features,model_type,label,**model_parameters):
 		model_name += str(k)+'_'+str(v)
 	model_name += label	
 	model_address ='../models/'+model_name+'.model'
-	log = [model_name,features,model_type,label,model_parameters,{'sos':sos,'vs':vs},model_address,elapsed]
+	category = features_log[features_log.feature_name==features[0]].category.tolist()[0]
+	log = [model_name,features,model_type,label,model_parameters,category,{'sos':sos,'vs':vs},model_address,elapsed]
 	writeLog(log,"train_log")
 
 	# save model
@@ -129,39 +160,38 @@ def train(features,model_type,label,**model_parameters):
 
 	return model
 
-def test(features,fmodel,cmodel,lmodel,evaluation=True):
+def test(f_features, c_features, l_features, f_model, c_model, l_model, evaluation=True):
 
-	test_name = '_'.join(features)+'_'+fmodel+'_'+cmodel+'_'+lmodel
+	test_name = '_'.join(f_features)+'_'.join(c_features)+'_'.join(l_features)+'_'+f_model+'_'+c_model+'_'+l_model
 	# load features
 	print "loading features..."
-	global features_log
-	test_features = pd.DataFrame.from_csv(features_log[features_log.feature_name==features[0]].feature_address.tolist()[0])
-	if len(features) > 1:
-		for i in range(1,len(features)):
-			tmp = pd.DataFrame.from_csv(features_log[features_log.feature_name==features[i]].feature_address.tolist()[0])
-			test_features = pd.concat([test_features,tmp],axis=1)
+	f_feature = loadFeatures(f_features)
+	c_feature = loadFeatures(c_features)
+	l_feature = loadFeatures(l_features)
+	
+
 
 	if evaluation == True:
 		print "loading labels..."
 		global weibo_train_data
-		test_labels = weibo_train_data[(weibo_train_data['time']<=features_log[features_log.feature_name==features[0]].data_time.tolist()[0][1]) \
-						& (weibo_train_data['time']>=features_log[features_log.feature_name==features[0]].data_time.tolist()[0][0])] \
+		test_labels = weibo_train_data[(weibo_train_data['time']<=features_log[features_log.feature_name==f_features[0]].data_time.tolist()[0][1]) \
+						& (weibo_train_data['time']>=features_log[features_log.feature_name==f_features[0]].data_time.tolist()[0][0])] \
 						[['forward_count','comment_count','like_count']]
 
 	print "loading models..."
 	global train_log
-	forward_model = joblib.load(train_log[train_log.model_name==fmodel].model_address.tolist()[0])
-	comment_model = joblib.load(train_log[train_log.model_name==cmodel].model_address.tolist()[0])
-	like_model = joblib.load(train_log[train_log.model_name==lmodel].model_address.tolist()[0])
+	forward_model = joblib.load(train_log[train_log.model_name==f_model].model_address.tolist()[0])
+	comment_model = joblib.load(train_log[train_log.model_name==c_model].model_address.tolist()[0])
+	like_model = joblib.load(train_log[train_log.model_name==l_model].model_address.tolist()[0])
 
 	print "predicting..."
-	forward_predict = forward_model.predict(test_features)
+	forward_predict = forward_model.predict(f_feature)
 	forward_predict[forward_predict<0] = 0
 	forward_predict = forward_predict.round()
-	comment_predict = comment_model.predict(test_features)
+	comment_predict = comment_model.predict(c_feature)
 	comment_predict[comment_predict<0] = 0
 	comment_predict = comment_predict.round()
-	like_predict = like_model.predict(test_features)
+	like_predict = like_model.predict(l_feature)
 	like_predict[like_predict<0] = 0
 	like_predict = like_predict.round()
 
@@ -185,16 +215,16 @@ def test(features,fmodel,cmodel,lmodel,evaluation=True):
 
 
 		fsos = np.mean((forward_predict - test_labels.forward_count) ** 2)
-		fvs = forward_model.score(test_features, test_labels.forward_count)
+		fvs = forward_model.score(f_feature, test_labels.forward_count)
 		csos = np.mean((comment_predict - test_labels.comment_count) ** 2)
-		cvs = comment_model.score(test_features, test_labels.comment_count)
+		cvs = comment_model.score(c_feature, test_labels.comment_count)
 		lsos = np.mean((like_predict - test_labels.like_count) ** 2)
-		lvs = like_model.score(test_features, test_labels.like_count)
+		lvs = like_model.score(l_feature, test_labels.like_count)
 
 		print "writing logs..."
 		global test_log
-		log = [test_name,features,fmodel,cmodel,lmodel,0.5*dev_f.mean(),0.25*dev_c.mean(),0.25*dev_l.mean(),precision, \
-				{'fsos':fsos,'fvs':fvs,'csos':csos,'cvs':cvs,'lsos':lsos,'lvs':lvs}]
+		log = [test_name,f_features,c_features,l_features,f_model,c_model,l_model,0.5*dev_f.mean(),0.25*dev_c.mean(),0.25*dev_l.mean(),precision, \
+				{'fsos':fsos,'fvs':fvs,'csos':csos,'cvs':cvs,'lsos':lsos,'lvs':lvs},'']
 		writeLog(log,"test_log")
 
 
@@ -212,9 +242,14 @@ def test(features,fmodel,cmodel,lmodel,evaluation=True):
 		print "dev_f:%f, dev_c:%f, dev_l:%f" % (0.5*dev_f.mean(), 0.25*dev_c.mean(), 0.25*dev_l.mean())
 		print 'Total_precision:'+str(precision)
 	else:
+		print "writing logs..."
+		global test_log
+		result_name = 'result_'+str(datetime.now())
+		log = [test_name,f_features,c_features,l_features,f_model,c_model,l_model,0,0,0,0,{},'../results/'+result_name+'.txt']
+		writeLog(log,"test_log")
 		print "genelizing results..."
 		global weibo_predict_data
-		genResult(test_name,pd.concat(weibo_predict_data[['uid','mid']],predict))
+		genResult(result_name,pd.concat([weibo_predict_data[['uid','mid']],predict],axis=1))
 
 	return predict
 
@@ -232,7 +267,7 @@ def writeLog(log,log_type):
 			train_log.loc[train_log[train_log.model_name==log[0]].index.values[0]] = log
 		else:
 			train_log.loc[len(train_log)] = log
-		tmp_train_log = train_log
+		tmp_train_log = train_log.copy()
 		tmp_train_log.features = tmp_train_log.features.map(lambda x: json.dumps(x))
 		tmp_train_log.model_parameters = tmp_train_log.model_parameters.map(lambda x: json.dumps(x))
 		tmp_train_log.evaluation = tmp_train_log.evaluation.map(lambda x: json.dumps(x))
@@ -242,8 +277,10 @@ def writeLog(log,log_type):
 			test_log.loc[test_log[test_log.test_name==log[0]].index.values[0]] = log
 		else:
 			test_log.loc[len(test_log)] = log
-		tmp_test_log = test_log
-		tmp_test_log.features = tmp_test_log.features.map(lambda x: json.dumps(x))
+		tmp_test_log = test_log.copy()
+		tmp_test_log.f_features = tmp_test_log.f_features.map(lambda x: json.dumps(x))
+		tmp_test_log.c_features = tmp_test_log.c_features.map(lambda x: json.dumps(x))
+		tmp_test_log.l_features = tmp_test_log.l_features.map(lambda x: json.dumps(x))
 		tmp_test_log.model_evaluation = tmp_test_log.model_evaluation.map(lambda x: json.dumps(x))
 		tmp_test_log.to_csv('../logs/test.log')
 	elif log_type=="features_log":
@@ -251,82 +288,146 @@ def writeLog(log,log_type):
 			features_log.loc[features_log[features_log.feature_name==log[0]].index.values[0]] = log
 		else:
 			features_log.loc[len(features_log)] = log
-		tmp_features_log = features_log
+		tmp_features_log = features_log.copy()
 		tmp_features_log.data_time = tmp_features_log.data_time.map(lambda x: json.dumps(x))
 		tmp_features_log.parameters = tmp_features_log.parameters.map(lambda x:json.dumps(x))
 		tmp_features_log.feature_shape = tmp_features_log.feature_shape.map(lambda x:json.dumps(x))
 		tmp_features_log.to_csv('../logs/features.log')
 
+def loadFeatures(feature_list):
+	global features_log
+	features = pd.DataFrame.from_csv(features_log[features_log.feature_name==feature_list[0]].feature_address.tolist()[0])
+	if len(feature_list) > 1:
+		for i in range(1,len(feature_list)):
+			tmp = pd.DataFrame.from_csv(features_log[features_log.feature_name==feature_list[i]].feature_address.tolist()[0])
+			features = pd.concat([features,tmp],axis=1)
+	return features
 
 
 
 
-def BOW(data_time=['2014-07-01','2014-12-31'],vec_time=['2014-07-01','2014-12-31'],max_features=100,fit=False):
+
+def I_BOW(data_time=['2014-07-01','2014-12-31'],vec_time=['2014-07-01','2014-12-31'],max_features=100,fit=False):
 	global weibo_train_data
 	global weibo_predict_data
 	global features_log
+	print "loading data..."
 	if data_time[0]>'2014-12-31':
-		data = weibo_predict_data
+		data = weibo_predict_data.copy()
 		data['context_clean'] = pd.Series.from_csv('../data/predict_context_clean.csv')
 	else:		
-		data = weibo_train_data
+		data = weibo_train_data.copy()
 		data['context_clean'] = pd.Series.from_csv('../data/train_context_clean.csv')
+	data.context_clean = data.context_clean.apply(lambda x: json.loads(x))
+	data.context_clean = data.context_clean.apply(lambda x: ' '.join(x))
 	if fit==True:
+		print 'fitting and transforming...'
 		data_time = vec_time
 		vectorizer = CountVectorizer(analyzer = "word",   \
                              tokenizer = None,    \
                              preprocessor = None, \
                              stop_words = None,   \
-                             max_features=max_features) 
+                             max_features=max_features)
 		features = vectorizer.fit_transform(                  \
 							data[(data['time']<=data_time[1]) 		\
 							& (data['time']>=data_time[0])].context_clean)
+		print 'saving models...'
 		joblib.dump(vectorizer,'../others/'+'_'.join(vec_time)+'_'+str(max_features)+'.vectorizer')
 	else:
+		print 'transforming...'
 		vectorizer = joblib.load('../others/'+'_'.join(vec_time)+'_'+str(max_features)+'.vectorizer')
 		features = vectorizer.transform(                  \
 					data[(data['time']<=data_time[1]) 		\
 					& (data['time']>=data_time[0])].context_clean)
-	columns = ['BOW_'+str(i+1) for i in range(max_features)]
+	columns = ['I_BOW_'+str(i+1) for i in range(max_features)]
 	features = pd.DataFrame(features.toarray(),columns=columns)
 	# write log
-	feature_name = 'BOW_'+'_'.join(data_time)+'_'+'_'.join(vec_time)+'_'+str(max_features)
+	print 'saving features...'
+	feature_name = 'I_BOW_'+'_'.join(data_time)+'_'+'_'.join(vec_time)+'_'+str(max_features)
 	feature_address = '../features/'+ feature_name+'.feature'
 	features.to_csv(feature_address)
+	usage = "train" if fit==True else "test"
 	description = "Bag of Words in word count from "+str(data_time[0])+" to "+ \
 	data_time[1]+" using top "+str(max_features)+" words"
 
-	log = [feature_name,'BOW',data_time,{'max_features':max_features,'vec_time':vec_time},'I',feature_address,description,list(features.values.shape)]
+	print "writing logs..."
+	log = [feature_name,'I_BOW',data_time,{'max_features':max_features,'vec_time':vec_time},'I',feature_address,usage,description,list(features.values.shape)]
 	writeLog(log,"features_log")
 
 	return features
 
-def UAVG(data_time=['2014-07-01','2014-12-31']):
+def U_AVG(train_time=['2015-02-01 00:00:00','2015-06-30 23:59:59'],test_time =['2015-07-01 00:00:00','2015-07-31 23:59:59'],time_range="All"):
 	global weibo_train_data
 	global weibo_predict_data
 	global features_log
-	if data_time[0]>'2014-12-31':
-		data = weibo_predict_data
-	else:		
-		data = weibo_train_data
-	feature_data = data[(data['time']>=data_time[0]) & (data['time']<=data_time[1])]
-	ug = feature_data.groupby('uid')
+
+	# data = weibo_train_data
+	data = pd.concat([weibo_train_data,weibo_predict_data])
+	train_data = data[(data['time']>=train_time[0]) & (data['time']<=train_time[1])]
+	test_data = data[(data['time']>=test_time[0]) & (data['time']<=test_time[1])]
+
+	ug = train_data.groupby('uid')
 	uavg = ug.sum()/ug.count()[['forward_count','comment_count','like_count']]
 	uavg=uavg.applymap(lambda x:round(x))
-	uavg.columns = ['UAVG_forward_count'+'_'+'_'.join(data_time),'UAVG_comment_count'+'_'+'_'.join(data_time), \
-					'UAVG_like_count'+'_'+'_'.join(data_time)]
-	features = pd.merge(feature_data[['uid']],uavg,how="inner",left_on='uid',right_index=True)
-	features = features[['UAVG_forward_count'+'_'+'_'.join(data_time),'UAVG_comment_count'+'_'+'_'.join(data_time), \
-					'UAVG_like_count'+'_'+'_'.join(data_time)]]
-	features.index = range(len(features))
-	feature_name = "UAVG"+'_'+'_'.join(data_time)
-	feature_address = '../features/'+feature_name+'.feature'
-	features.to_csv(feature_address)
-	description = "User's average forward/comment/like count during"+'-'.join(data_time)
-	log = [feature_name,'UAVG',data_time,{},'U',feature_address,description,list(features.values.shape)]
-	writeLog(log,"features_log")
+	uavg.columns = ['U_AVG_f'+'_'+'_'.join(train_time)+'_'.join(train_time),'U_AVG_c'+'_'+'_'.join(train_time)+'_'.join(train_time), \
+					'U_AVG_l'+'_'+'_'.join(train_time)+'_'.join(train_time)]
+
+	# train features
+	train_features = pd.merge(train_data,uavg,how="inner",left_on='uid',right_index=True)
+	train_features = train_features[['U_AVG_f'+'_'+'_'.join(train_time)+'_'.join(train_time),'U_AVG_c'+'_'+'_'.join(train_time)+'_'.join(train_time), \
+					'U_AVG_l'+'_'+'_'.join(train_time)+'_'.join(train_time)]]
+	train_features.index = range(len(train_features))
+	train_feature_name = "U_AVG"+'_'+'_'.join(train_time)+'_'.join(train_time)
+	train_feature_address = '../features/'+train_feature_name+'.feature'
+	train_features.to_csv(train_feature_address)
+	train_description = "User's average forward/comment/like count during"+'-'.join(train_time)
+	train_log = [train_feature_name,'U_AVG',train_time,{},'U',train_feature_address,"train",train_description,list(train_features.values.shape)]
+	writeLog(train_log,"features_log")
+
+	# test features
+	uavg.columns = ['U_AVG_f'+'_'+'_'.join(train_time)+'_'.join(test_time),'U_AVG_c'+'_'+'_'.join(train_time)+'_'.join(test_time), \
+					'U_AVG_l'+'_'+'_'.join(train_time)+'_'.join(test_time)]
+	test_features = pd.merge(test_data,uavg,left_on='uid',right_index=True,how="left")
+	test_features['U_AVG_f'+'_'+'_'.join(train_time)+'_'.join(test_time)].fillna(uavg['U_AVG_f'+'_'+'_'.join(train_time)+'_'.join(test_time)].mean(),inplace=True)
+	test_features['U_AVG_c'+'_'+'_'.join(train_time)+'_'.join(test_time)].fillna(uavg['U_AVG_c'+'_'+'_'.join(train_time)+'_'.join(test_time)].mean(),inplace=True)
+	test_features['U_AVG_l'+'_'+'_'.join(train_time)+'_'.join(test_time)].fillna(uavg['U_AVG_l'+'_'+'_'.join(train_time)+'_'.join(test_time)].mean(),inplace=True)
+	test_features = test_features[['U_AVG_f'+'_'+'_'.join(train_time)+'_'.join(test_time),'U_AVG_c'+'_'+'_'.join(train_time)+'_'.join(test_time), \
+					'U_AVG_l'+'_'+'_'.join(train_time)+'_'.join(test_time)]]
+	test_features.index = range(len(test_features))
+	test_feature_name = "U_AVG"+'_'+'_'.join(train_time)+'_'.join(test_time)
+	test_feature_address = '../features/'+test_feature_name+'.feature'
+	test_features.to_csv(test_feature_address)
+	test_description = "User's average forward/comment/like count during"+'-'.join(test_time)
+	test_log = [test_feature_name,'U_AVG',test_time,{},'U',test_feature_address,"test",test_description,list(test_features.values.shape)]
+	writeLog(test_log,"features_log")
+	return train_features, test_features
+
+# def I_WAVG(train_time, test_time, top):
+# 	global weibo_train_data
+# 	global weibo_predict_data
+# 	global features_log
+# 	print "loading data..."
+# 	if data_time[0]>'2014-12-31':
+# 		data = weibo_predict_data.copy()
+# 		data['context_clean'] = pd.Series.from_csv('../data/predict_context_clean.csv')
+# 	else:		
+# 		data = weibo_train_data.copy()
+# 		data['context_clean'] = pd.Series.from_csv('../data/train_context_clean.csv')
+# 	data.context_clean = data.context_clean.apply(lambda x: json.loads(x))
+
+# def UI_WEIBO_COUNT(train_time, test_time, direction=1, day=0):
+# 	global weibo_train_data
+# 	global weibo_predict_data
+# 	global features_log
+
+# 	data = pd.concat([weibo_train_data[['uid','mid','time']],weibo_predict_data[['uid','mid','time']]])
+# 	data.set_index('time',inplace=True)
+# 	train_data = data[train_time[0]:train_time[1]]
+# 	test_data = data[test_time[0]):test_time[1]]
+
+
+
 
-	return features