diff --git a/Lectures/1_ComputationalAndInferentialThinking/00_introduction.ipynb b/Lectures/1_ComputationalAndInferentialThinking/00_introduction.ipynb
index 68a5dd1..84daf21 100644
--- a/Lectures/1_ComputationalAndInferentialThinking/00_introduction.ipynb
+++ b/Lectures/1_ComputationalAndInferentialThinking/00_introduction.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -186,7 +186,8 @@
     "\n",
     "<img src=\"https://media.giphy.com/media/lMlwtDDwvT8qFYJvSa/giphy.gif\">\n",
     "\n",
-    "You can navigate to the `Lectures/1_ComputationalAndInferentialThinking/00_introduction.ipynb` notebook and start following along."
+    "You can navigate to the `Lectures/1_ComputationalAndInferentialThinking/00_introduction.ipynb` notebook \n",
+    "and start following along."
    ]
   },
   {
@@ -211,14 +212,12 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "<div class=\"alert alert-info\">\n",
-    "  Aside: Jupyter notebooks were created by Colombian native Fernando Pérez (originally IPython). <img src=\"https://pbs.twimg.com/profile_images/1864199033/fperez_photo2_sm_400x400.jpg\" width=\"120\"> He's a professor of statistics now a Berkeley and runs a large open-source software group working on Jupyter, `numpy`, ...\n",
-    "</div>\n",
-    " "
+    "  Aside: Jupyter notebooks (originally IPython) were created by Colombian native Fernando Pérez. <img src=\"https://pbs.twimg.com/profile_images/1864199033/fperez_photo2_sm_400x400.jpg\" width=\"120\"> He's a professor of statistics now a Berkeley and runs a large open-source software group working on Jupyter, `numpy`, ...\n",
+    "</div>"
    ]
   },
   {
@@ -238,11 +237,10 @@
     "\n",
     "## Computational and Inferential Thinking (This morning)\n",
     " \n",
-    "  - Logistics/intro\n",
-    "  - Data Science, Machine Learning & Statistics Introduction\n",
-    "  - Problem Definition & Data\n",
-    "  - Exploration: visualization & data preparation\n",
-    "  - Featurization and Pipelining\n",
+    "- Logistics\n",
+    "- Data Science, Machine learning, and statistics introduction\n",
+    "- Exploration: visualization & data preparation\n",
+    "- Featurization,  Dirty Data, and Natural Language Processing\n",
     "\n",
     "## Statistical Learning and Prediction \n",
     "\n",
@@ -250,7 +248,7 @@
     "\n",
     "   - Introduction\n",
     "   - MCMC, hierarchical Bayes\n",
-    "    - Gaussian Processes\n",
+    "   - Gaussian Processes\n",
     "\n",
     "### Supervised Learning (Tomorrow - Lecture 3) \n",
     "\n",
@@ -260,16 +258,15 @@
     "## Neutral Networks\n",
     "\n",
     "### Pedagogical Introduction to  Neural Networks  (Lecture 4) \n",
-    "   -  Introductory algorithms and frameworks\n",
+    "   - Introductory algorithms and frameworks\n",
     "   - Fully connected networks for regression and classification\n",
     "\n",
     "### Deep Convolutional Neural Networks (Lecture 5) \n",
     "   - imaging classification\n",
     "   - sequence inferencing/classification\n",
-    "       - temporal convolution NN (TCNs)\n",
-    "    - transfer learning & hyperparameter optimization\n",
+    "   - transfer learning & hyperparameter optimization\n",
     "\n",
-    "### Generative and Compressive Modelling (Lecture 6) \n",
+    "### Generative and Compressive Modeling (Lecture 6) \n",
     "   - auto-encoders\n",
     "   - GANs\n",
     "   - surrogate emulation\n",
@@ -305,15 +302,15 @@
     "\n",
     "<img src=\"imgs/jsb1.png\">\n",
     " \n",
-    "> My book on gamma-ray bursts was published in 2011 as part of the \"Frontiers in Physics\" Series by Princeton University Press.  I have been awarded the Pierce Prize from the American Astronomical Society and I am a former Sloan Fellow, Junior Fellow at the Harvard Society, and Hertz Foundation Fellow. I hold a PhD from Caltech and degrees from Harvard and Cambridge University. Recently, I've been working as co-PI of the Moore-Sloan Data Science Initiative at UC Berkeley and elected member of the management oversight body of the Large Synoptic Survey Telescope (LSST). \n"
+    "My bio:\n",
+    "\n",
+    "> My book on gamma-ray bursts was published in 2011 as part of the \"Frontiers in Physics\" Series by Princeton University Press.  I have been awarded the Pierce Prize from the American Astronomical Society and I am a former Sloan Fellow, Junior Fellow at the Harvard Society, and Hertz Foundation Fellow. I hold a PhD from Caltech and degrees from Harvard and Cambridge University. Recently, I've been working as co-PI of the Moore-Sloan Data Science Initiative at UC Berkeley and elected member of the management oversight body of the Large Synoptic Survey Telescope (LSST). \n",
+    "\n",
+    "I've been fortunate to have taught and worked with a lot of **data-driven scientists** as well as hire and set up *data science* teams in industry. I'll try to pepper in some real-life examples but, ultimately, this course will be largely free from specifics from astronomy and industrial machine learning unless you ask...\n",
+    "\n",
+    "<img src=\"imgs/josh_observatorio.png\" width=\"50%\">\n",
+    "Yesterday. Credit: Rafael Martinez-Galarza"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
diff --git a/Lectures/1_ComputationalAndInferentialThinking/01_ds_ml_stat.ipynb b/Lectures/1_ComputationalAndInferentialThinking/01_ds_ml_stat.ipynb
index 932c66d..c8a9aaa 100644
--- a/Lectures/1_ComputationalAndInferentialThinking/01_ds_ml_stat.ipynb
+++ b/Lectures/1_ComputationalAndInferentialThinking/01_ds_ml_stat.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -187,9 +187,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<img src=\"imgs/bias_var.png\">\n",
+    "> \"I'm often wrong, but never in doubt...\" -- Ivy Baker Priest \n",
     "\n",
-    "> \"Often wrong, but never in doubt...\""
+    "<div class=\"alert alert-info\">\n",
+    "If there's one thing you take away from this course, it's that I hope to instill a sense skepticism, if not dread, that the modeling you've done is somehow wrong. You'll need to be your own worst critic.\n",
+    "</div> \n",
+    "\n",
+    "<img src=\"imgs/bias_var.png\">"
    ]
   },
   {
@@ -275,13 +279,6 @@
     "\n",
     "<img src=\"imgs/learn_types.png\">"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
diff --git a/Lectures/1_ComputationalAndInferentialThinking/02_Exploration_and_Viz.ipynb b/Lectures/1_ComputationalAndInferentialThinking/02_Exploration_and_Viz.ipynb
index 904433f..6aeb89c 100644
--- a/Lectures/1_ComputationalAndInferentialThinking/02_Exploration_and_Viz.ipynb
+++ b/Lectures/1_ComputationalAndInferentialThinking/02_Exploration_and_Viz.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -140,15 +140,6 @@
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<Figure size 432x288 with 0 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
@@ -222,7 +213,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -242,18 +233,41 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(128, 128, 3)"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "data.shape"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 128 entries, 0 to 127\n",
+      "Columns: 128 entries, 0 to 127\n",
+      "dtypes: uint8(128)\n",
+      "memory usage: 16.1 KB\n"
+     ]
+    }
+   ],
    "source": [
     "import pandas as pd\n",
     "df = pd.DataFrame(data[:,:,0])\n",
@@ -262,18 +276,502 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "      <th></th>\n",
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+       "      <th>126</th>\n",
+       "      <th>127</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>128.00000</td>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>128.000000</td>\n",
+       "      <td>128.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>103.718750</td>\n",
+       "      <td>109.523438</td>\n",
+       "      <td>111.523438</td>\n",
+       "      <td>112.257812</td>\n",
+       "      <td>113.984375</td>\n",
+       "      <td>115.828125</td>\n",
+       "      <td>114.023438</td>\n",
+       "      <td>112.257812</td>\n",
+       "      <td>122.531250</td>\n",
+       "      <td>126.390625</td>\n",
+       "      <td>...</td>\n",
+       "      <td>135.929688</td>\n",
+       "      <td>141.539062</td>\n",
+       "      <td>132.476562</td>\n",
+       "      <td>129.132812</td>\n",
+       "      <td>123.132812</td>\n",
+       "      <td>130.500000</td>\n",
+       "      <td>123.90625</td>\n",
+       "      <td>124.515625</td>\n",
+       "      <td>127.968750</td>\n",
+       "      <td>122.617188</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>56.748227</td>\n",
+       "      <td>57.071024</td>\n",
+       "      <td>56.958469</td>\n",
+       "      <td>56.438420</td>\n",
+       "      <td>57.588136</td>\n",
+       "      <td>63.771135</td>\n",
+       "      <td>63.112257</td>\n",
+       "      <td>60.526333</td>\n",
+       "      <td>61.752738</td>\n",
+       "      <td>60.231343</td>\n",
+       "      <td>...</td>\n",
+       "      <td>59.777433</td>\n",
+       "      <td>59.760269</td>\n",
+       "      <td>59.578964</td>\n",
+       "      <td>52.287722</td>\n",
+       "      <td>59.832097</td>\n",
+       "      <td>56.118828</td>\n",
+       "      <td>55.65663</td>\n",
+       "      <td>57.670526</td>\n",
+       "      <td>60.009702</td>\n",
+       "      <td>61.449438</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>10.000000</td>\n",
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+       "      <td>8.000000</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>14.00000</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>32.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
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+       "      <td>55.750000</td>\n",
+       "      <td>62.500000</td>\n",
+       "      <td>60.500000</td>\n",
+       "      <td>67.750000</td>\n",
+       "      <td>64.000000</td>\n",
+       "      <td>56.000000</td>\n",
+       "      <td>49.000000</td>\n",
+       "      <td>62.750000</td>\n",
+       "      <td>70.250000</td>\n",
+       "      <td>72.750000</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>81.750000</td>\n",
+       "      <td>75.000000</td>\n",
+       "      <td>76.000000</td>\n",
+       "      <td>72.000000</td>\n",
+       "      <td>79.750000</td>\n",
+       "      <td>75.75000</td>\n",
+       "      <td>72.000000</td>\n",
+       "      <td>76.500000</td>\n",
+       "      <td>73.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>105.500000</td>\n",
+       "      <td>115.000000</td>\n",
+       "      <td>118.500000</td>\n",
+       "      <td>120.000000</td>\n",
+       "      <td>127.500000</td>\n",
+       "      <td>131.000000</td>\n",
+       "      <td>133.500000</td>\n",
+       "      <td>127.000000</td>\n",
+       "      <td>138.000000</td>\n",
+       "      <td>140.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>146.500000</td>\n",
+       "      <td>157.000000</td>\n",
+       "      <td>145.000000</td>\n",
+       "      <td>139.000000</td>\n",
+       "      <td>107.500000</td>\n",
+       "      <td>133.000000</td>\n",
+       "      <td>109.00000</td>\n",
+       "      <td>125.000000</td>\n",
+       "      <td>116.000000</td>\n",
+       "      <td>97.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>152.250000</td>\n",
+       "      <td>160.000000</td>\n",
+       "      <td>156.250000</td>\n",
+       "      <td>158.250000</td>\n",
+       "      <td>157.000000</td>\n",
+       "      <td>165.000000</td>\n",
+       "      <td>161.250000</td>\n",
+       "      <td>159.250000</td>\n",
+       "      <td>170.000000</td>\n",
+       "      <td>168.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>185.250000</td>\n",
+       "      <td>191.500000</td>\n",
+       "      <td>181.000000</td>\n",
+       "      <td>168.000000</td>\n",
+       "      <td>169.000000</td>\n",
+       "      <td>175.250000</td>\n",
+       "      <td>170.25000</td>\n",
+       "      <td>166.250000</td>\n",
+       "      <td>177.250000</td>\n",
+       "      <td>174.250000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>210.000000</td>\n",
+       "      <td>209.000000</td>\n",
+       "      <td>214.000000</td>\n",
+       "      <td>217.000000</td>\n",
+       "      <td>241.000000</td>\n",
+       "      <td>218.000000</td>\n",
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+       "      <td>237.000000</td>\n",
+       "      <td>236.000000</td>\n",
+       "      <td>244.000000</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>244.000000</td>\n",
+       "      <td>243.000000</td>\n",
+       "      <td>236.000000</td>\n",
+       "      <td>246.000000</td>\n",
+       "      <td>245.000000</td>\n",
+       "      <td>245.00000</td>\n",
+       "      <td>251.000000</td>\n",
+       "      <td>249.000000</td>\n",
+       "      <td>237.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 128 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              0           1           2           3           4           5    \\\n",
+       "count  128.000000  128.000000  128.000000  128.000000  128.000000  128.000000   \n",
+       "mean   103.718750  109.523438  111.523438  112.257812  113.984375  115.828125   \n",
+       "std     56.748227   57.071024   56.958469   56.438420   57.588136   63.771135   \n",
+       "min      7.000000    9.000000    7.000000    9.000000   10.000000    8.000000   \n",
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+       "50%    105.500000  115.000000  118.500000  120.000000  127.500000  131.000000   \n",
+       "75%    152.250000  160.000000  156.250000  158.250000  157.000000  165.000000   \n",
+       "max    210.000000  209.000000  214.000000  217.000000  241.000000  218.000000   \n",
+       "\n",
+       "              6           7           8           9       ...             118  \\\n",
+       "count  128.000000  128.000000  128.000000  128.000000     ...      128.000000   \n",
+       "mean   114.023438  112.257812  122.531250  126.390625     ...      135.929688   \n",
+       "std     63.112257   60.526333   61.752738   60.231343     ...       59.777433   \n",
+       "min     10.000000   12.000000    8.000000   13.000000     ...       45.000000   \n",
+       "25%     49.000000   62.750000   70.250000   72.750000     ...       80.000000   \n",
+       "50%    133.500000  127.000000  138.000000  140.000000     ...      146.500000   \n",
+       "75%    161.250000  159.250000  170.000000  168.000000     ...      185.250000   \n",
+       "max    217.000000  237.000000  236.000000  244.000000     ...      246.000000   \n",
+       "\n",
+       "              119         120         121         122         123        124  \\\n",
+       "count  128.000000  128.000000  128.000000  128.000000  128.000000  128.00000   \n",
+       "mean   141.539062  132.476562  129.132812  123.132812  130.500000  123.90625   \n",
+       "std     59.760269   59.578964   52.287722   59.832097   56.118828   55.65663   \n",
+       "min     44.000000   16.000000   39.000000   13.000000   27.000000   14.00000   \n",
+       "25%     81.750000   75.000000   76.000000   72.000000   79.750000   75.75000   \n",
+       "50%    157.000000  145.000000  139.000000  107.500000  133.000000  109.00000   \n",
+       "75%    191.500000  181.000000  168.000000  169.000000  175.250000  170.25000   \n",
+       "max    244.000000  243.000000  236.000000  246.000000  245.000000  245.00000   \n",
+       "\n",
+       "              125         126         127  \n",
+       "count  128.000000  128.000000  128.000000  \n",
+       "mean   124.515625  127.968750  122.617188  \n",
+       "std     57.670526   60.009702   61.449438  \n",
+       "min     13.000000   32.000000   12.000000  \n",
+       "25%     72.000000   76.500000   73.500000  \n",
+       "50%    125.000000  116.000000   97.000000  \n",
+       "75%    166.250000  177.250000  174.250000  \n",
+       "max    251.000000  249.000000  237.000000  \n",
+       "\n",
+       "[8 rows x 128 columns]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df.describe()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\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",
+       "      <th>3</th>\n",
+       "      <th>4</th>\n",
+       "      <th>5</th>\n",
+       "      <th>6</th>\n",
+       "      <th>7</th>\n",
+       "      <th>8</th>\n",
+       "      <th>9</th>\n",
+       "      <th>...</th>\n",
+       "      <th>118</th>\n",
+       "      <th>119</th>\n",
+       "      <th>120</th>\n",
+       "      <th>121</th>\n",
+       "      <th>122</th>\n",
+       "      <th>123</th>\n",
+       "      <th>124</th>\n",
+       "      <th>125</th>\n",
+       "      <th>126</th>\n",
+       "      <th>127</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>123</th>\n",
+       "      <td>17</td>\n",
+       "      <td>19</td>\n",
+       "      <td>27</td>\n",
+       "      <td>31</td>\n",
+       "      <td>115</td>\n",
+       "      <td>104</td>\n",
+       "      <td>108</td>\n",
+       "      <td>69</td>\n",
+       "      <td>35</td>\n",
+       "      <td>56</td>\n",
+       "      <td>...</td>\n",
+       "      <td>182</td>\n",
+       "      <td>202</td>\n",
+       "      <td>231</td>\n",
+       "      <td>148</td>\n",
+       "      <td>160</td>\n",
+       "      <td>168</td>\n",
+       "      <td>152</td>\n",
+       "      <td>153</td>\n",
+       "      <td>86</td>\n",
+       "      <td>74</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>124</th>\n",
+       "      <td>17</td>\n",
+       "      <td>26</td>\n",
+       "      <td>128</td>\n",
+       "      <td>195</td>\n",
+       "      <td>90</td>\n",
+       "      <td>93</td>\n",
+       "      <td>51</td>\n",
+       "      <td>37</td>\n",
+       "      <td>38</td>\n",
+       "      <td>208</td>\n",
+       "      <td>...</td>\n",
+       "      <td>154</td>\n",
+       "      <td>239</td>\n",
+       "      <td>238</td>\n",
+       "      <td>205</td>\n",
+       "      <td>160</td>\n",
+       "      <td>164</td>\n",
+       "      <td>177</td>\n",
+       "      <td>146</td>\n",
+       "      <td>128</td>\n",
+       "      <td>85</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>125</th>\n",
+       "      <td>36</td>\n",
+       "      <td>188</td>\n",
+       "      <td>190</td>\n",
+       "      <td>197</td>\n",
+       "      <td>26</td>\n",
+       "      <td>33</td>\n",
+       "      <td>38</td>\n",
+       "      <td>21</td>\n",
+       "      <td>132</td>\n",
+       "      <td>61</td>\n",
+       "      <td>...</td>\n",
+       "      <td>98</td>\n",
+       "      <td>85</td>\n",
+       "      <td>109</td>\n",
+       "      <td>214</td>\n",
+       "      <td>165</td>\n",
+       "      <td>177</td>\n",
+       "      <td>165</td>\n",
+       "      <td>156</td>\n",
+       "      <td>149</td>\n",
+       "      <td>181</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>126</th>\n",
+       "      <td>186</td>\n",
+       "      <td>190</td>\n",
+       "      <td>63</td>\n",
+       "      <td>45</td>\n",
+       "      <td>25</td>\n",
+       "      <td>31</td>\n",
+       "      <td>24</td>\n",
+       "      <td>34</td>\n",
+       "      <td>44</td>\n",
+       "      <td>17</td>\n",
+       "      <td>...</td>\n",
+       "      <td>85</td>\n",
+       "      <td>93</td>\n",
+       "      <td>95</td>\n",
+       "      <td>230</td>\n",
+       "      <td>71</td>\n",
+       "      <td>157</td>\n",
+       "      <td>160</td>\n",
+       "      <td>146</td>\n",
+       "      <td>139</td>\n",
+       "      <td>143</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>127</th>\n",
+       "      <td>145</td>\n",
+       "      <td>50</td>\n",
+       "      <td>58</td>\n",
+       "      <td>27</td>\n",
+       "      <td>22</td>\n",
+       "      <td>24</td>\n",
+       "      <td>21</td>\n",
+       "      <td>26</td>\n",
+       "      <td>8</td>\n",
+       "      <td>17</td>\n",
+       "      <td>...</td>\n",
+       "      <td>93</td>\n",
+       "      <td>91</td>\n",
+       "      <td>92</td>\n",
+       "      <td>204</td>\n",
+       "      <td>90</td>\n",
+       "      <td>163</td>\n",
+       "      <td>146</td>\n",
+       "      <td>144</td>\n",
+       "      <td>146</td>\n",
+       "      <td>137</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 128 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     0    1    2    3    4    5    6    7    8    9   ...   118  119  120  \\\n",
+       "123   17   19   27   31  115  104  108   69   35   56 ...   182  202  231   \n",
+       "124   17   26  128  195   90   93   51   37   38  208 ...   154  239  238   \n",
+       "125   36  188  190  197   26   33   38   21  132   61 ...    98   85  109   \n",
+       "126  186  190   63   45   25   31   24   34   44   17 ...    85   93   95   \n",
+       "127  145   50   58   27   22   24   21   26    8   17 ...    93   91   92   \n",
+       "\n",
+       "     121  122  123  124  125  126  127  \n",
+       "123  148  160  168  152  153   86   74  \n",
+       "124  205  160  164  177  146  128   85  \n",
+       "125  214  165  177  165  156  149  181  \n",
+       "126  230   71  157  160  146  139  143  \n",
+       "127  204   90  163  146  144  146  137  \n",
+       "\n",
+       "[5 rows x 128 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "df.tail()"
    ]
@@ -311,9 +809,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<video width=\"620\" controls>\n",
+       "  <source src=\"https://pbs.twimg.com/tweet_video/CrIDuOhWYAAVzcM.mp4\" type=\"video/mp4\">\n",
+       "</video>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "from IPython.display import HTML\n",
     "HTML(\"\"\"\n",
@@ -388,9 +903,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<blockquote class=\"twitter-tweet\"><p lang=\"en\" dir=\"ltr\">Animation showing how a boxplot may hide very different data patterns.<br>\n",
+       "<br>By <a href=\"https://twitter.com/JustinMatejka?ref_src=twsrc%5Etfw\">@JustinMatejka</a> <a href=\"https://t.co/Zmk10ZTflU\">pic.twitter.com/Zmk10ZTflU</a></p>&mdash; Lionel Page (@page_eco) <a href=\"https://twitter.com/page_eco/status/1055785592829698048?ref_src=twsrc%5Etfw\">October 26, 2018</a></blockquote> \n",
+       "<script async src=\"https://platform.twitter.com/widgets.js\" charset=\"utf-8\"></script>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "from IPython.display import HTML\n",
     "HTML(\"\"\"\n",
diff --git a/Lectures/1_ComputationalAndInferentialThinking/02a_matplotlib_and_seaborn.ipynb b/Lectures/1_ComputationalAndInferentialThinking/02a_matplotlib_and_seaborn.ipynb
index b4d8546..626ea7d 100644
--- a/Lectures/1_ComputationalAndInferentialThinking/02a_matplotlib_and_seaborn.ipynb
+++ b/Lectures/1_ComputationalAndInferentialThinking/02a_matplotlib_and_seaborn.ipynb
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -154,15 +154,6 @@
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<Figure size 432x288 with 0 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
@@ -205,7 +196,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -221,7 +212,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -238,7 +229,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -256,9 +247,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x114c972e8>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.plot(x,y, label='sin(x)')\n",
     "plt.legend()\n",
@@ -296,9 +318,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x114d97be0>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "f, ax0 = plt.subplots()         # we manually make a figure and axis\n",
     "ax0.plot(x, y, label='sin(x)')  # it's the axis who plots\n",
@@ -347,9 +400,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 432x288 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "f = plt.figure()\n",
     "?f.add_subplot(1, 1, 1)"
@@ -357,9 +420,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0.98, 'Sharing Y axis')"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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b+nHxXz/GhzVduP2ShfjrVSWIj/L9toKzi2fgG6fl45EtR0ybVvuSkYkpvLS7BRcvzcaMhGjvL3Dh8yty0TM8gU9q/bew+pZDrM9fmKV4HRHh/IWZ2FLbjZGJKVNjcnrap8zxnLK3Kj8FHQPjaO4d9XiNHsYmrTjYNoCSvJPFFgAWzbQvOFe1ykllPeBIiV3kprRBsWPgZbQjae4dxfCE1ef7FKbD4m4Cz+48is//bSsmpwSeveFUXLu2wK81Tm69cD7mZcbjv17Yh6Fxc4XCbN6qasfQ+JSubdxnzEtHYnQ4XtnTakJk6ni/uhPLcpOQleS9Yzq9KB0TVht2N/aZGtP2+m7MSo1RzNgqddRFke1/72/px5RNeFx4nJUag4SocFS19ktpr84xKnfnhRekxyHcQoZz+p2dQ3GW//x2gMVdKqMTVtzy/F7814uVWJ2fitduOj0gdotGR4Th7iuWomNwDH9655C/wzHEC7uakZcai9U6ijBFhYfhwsXZeKuqHaMTvl+DGByzF4FTu9tzVX4qwkzIFnHFZhP49EgP1hQop+zNy0xAQlQ4yiVlkzipOOrMKnE/ciciLJiZKG3kXt81hKSYCKTGnZzMEBluwZyMOMMj9xrH64t45B4a1HcN4fL/24LndzXjB+fMxePfXI20eHl1KoyyIi8FX16Vh0e3NuCApC+Kr2nuHcHWum5csSJXd6XCy5bPxPCE1S8pop/W98BqEyfkVysRHxWOJTlJ2GaiuB/pHkbfyKTXioVhFsKK2Skolzxy39vch5zkGMWaLotmJqK6bRBWm3G/v65rCIUZcR5n0vMyE1BtcOR+pGsYGQlRSIz2b50nFncJvLavDZf+dQs6Bsbw2LWr8JP1xX5dJffEf11QjOSYCNxWVgmbhC+Kr3lpdwuEAD6/Ikf3PVYXpCIlNsInC5XT+aT2GKIjLFgx2/0o1R2nFqZhb1Ofab57ZbPd7nC3mWo6y2cl43DnEIYlWnuHOgaxIFt5hLtoZhJGJ604csx4nn1d1zAKMzzbJcWZCWjuHTVkXzZ2jyA/AKq0srgbYGLKhjs2VeH7/9qNosx4vHbTOpwleVOSTJJjI/FfF87H7qN9eLXSdxtkZCCEwAu7mnFaYRpmper/4oSHWXDO/Ey8X93p86yZLbXHsLogDVHh6itUrpmThimbMC0NcV9zP6LCLShSkY+9OCcJQgDV7XJmfhNTNtR3DXu1L5xZJ0atmYGxSXQNjitWZ5yXZY/lsAFrprFnGLPT4nS/XhYs7jpp7B7GF/+xDY9tbcA31xbg2etPxczkGH+H5ZUrVuRiQXYi7n2rWnrNDjOpaOrD0Z4RfH6F8T0C5y/MxMDYlPTFQSU6BsZwuHMIp8/Vth29dHYKwiyET4+YY83sb+nHopmJCFdxQIgzw0SW/93QPYwpmziepeKJosx4RIZZDLfrTHGck+5ZeI1mzIxMTKFjYJxH7sGIEALP7WzCRX/+GPVdQ/jb1Svwq0sWIjI8OD7KMAvhFxfNR1PPKJ7Y5v8NPWp5fV8bIsLoeGEpI5wxLx2R4ZbjW+59gXNR9NQ52g6fiIsKx4LsBOxpkp8xY7UJ7G/tx1I3Od/uyE6KRkpsBKpa5Ij7oeMLj8qzhogw+0KnkdE0ANR12m0dpZF7XmososItONyhzwI66tgBnccj9+CiZ3gC331yN3724j4syU3CmzefgQuXeN5CHqisK8qwn1L0fi36Ryb9HY5XhBB4Y3871hVlSDmMJDYyHKfPTce7BztM2ZTjjp0NPYiLDPPqL7tj+axk7G3ql7Kg6Ep91xBGJqxYkuPdbwfsmSuLZiZhv6S0xEPtg7AQFD1wJ4Uz4o+nMeqlrmsI4RZCnoKtZ7EQZqfFoqFbX5mKRsfreOQeJAgh8MreVqz/40d4r7oDP79wPv71rTXICQIbxhO3Xjgf/aOTeDgISgPvaepDS98oLpLYkZ5dnIGmnlHdX2KtlDf0YsXsFFX2x3RKZqVgaHwKdZILd+3TsJjqZFFOIg51DGJiyvh6xaGOIeSnxakqITE3Ix5NvSOGyhDUdw0jLy3W6xm1+WlxaOjW15E0Ol43O5VH7gFPS98ornu8HD94ugLZSTEo+/5a3HBmoU8PDTaDRTOTcMGiLDy65Qj6RwN79P56pTxLxokz13yzD3bt9o9MoqZjUFduPgAsd+zelFXUykllSz9iIsJUjZydLJqZhEmrwGEJxegOdQx6tWSczJ0RDyFgqDSAPQ3Se3v56XE42j2ia6bU2D2C5NgIr5VKfQGLuwfGp6x4YHMd1v/hI2yr68Ztn1uAl7932vHt0KHATecWYXBsKmBK4bpDCIHXK9tx+tx0qefDzk6Lw+y0WJ+Iu70my8lVD9VSkBaHpJgI6b57ZUs/FuckakrbPb6oatB3H5u0oqF72OtiqhOnKOudvUxZbWjoVk6DdJKfFocJqw1t/dpLLTR2jwREpgzA4n4SQgi8ub8N6/+4Gf/zejVOmZOGt390Br61bo6uKXUgs3BmItYvzMQjATx639vcL92ScXJGUQa21XdLsRiU2NHQg4gw8rgL0xsWC2HZrOTjuzllMGW1oaq1H0tytMWUnxaHmIiw4zVa9FLXNQSbUL+Lc05GHIjshdf00NQ7ikmrQGGGd+F1+uWNOiy7hu5hzDaQqiuT0FIrAwgh8EF1Jy7/v634zpO7ER0ehn9+czUe+cYqQ3nVgY5z9P7YlgZ/h+IWpyWz3kuhLT2cOS8DIxNWlDeamxK580gPluYmqy5P7I6SWck41DEorTZQbdcQxiZtWJKrrXJhmIVQnJVgONfdmY1SnKVO3KMjwjArJRa1OkfuzoNG5qi0ZQB7aWktTEzZ0No3GhCLqQCLOyatNrxe2YbL7t+Cax/bia7Bcdz9+SV47abTTT/xPRBYnJOE8xdm4uFP6jEwFlijd7sl04a1c9NN8TBPLUxDRBiZWi1zbNKKypZ+r9v7vbE8Lxk2Ya8TLoPjO1NVZsq4siA7AQfbBg1lGh3qGES4hZCvwcIozIg7ns6oFaedo2bknpUYjahwy/HFUbU0947AJsC2jL9p7x/Dfe8dxrp7PsD3ntqNvpFJ3HPFEnx4y1n48uq8kLNglPjhuUUYGJvCvz4NrDNXK1v60dxrjiUD2HPIV85OweZD5pUA3tPUh0mrwOoCYwXkljty0WX57lWtA4iJCENBuvbKhQuyE9E/Oom2fv2nRB3qGMScjDhN+0PmzohH/bFhXQuddZ3DSI+PVHX6mTMd8sgxbbZMoyPHfXaAjNylFRgnogsA/BlAGICHhBB3y7q3LDoGxvDOgQ68srcVOxrsi1zritJx18bFOHv+jICsB+MLFuckYV1ROh755AiuXZuvaXu8mbxW2YZwC7k911MWZ8zLwO/erEHn4Jjm+vBq2HmkB0TAyjxjI/eUuEgUpMdJ890PtA5gQXaCrr/5BY5yANXtA7p3ZR/qGNKUggnYxX1iyobmXu2LlvXHhjBHQ0eWnxan2ZZpdFwfUiN3IgoDcD+ACwEsBHAVES2UcW+92GwCDceG8dq+Ntz5ShXO/8NHOOV/3sNtZftxbGgcN587Dx/89Cw8cd0pOG9h5mdW2J3ccEYhOgfHUVbR4u9QAJxoyZh11ixgX1QF7HVfzGBnYy+KMxOk2ErLZyVjT1Of4Y1XNpvAgbYB3ZlfTp/8YJv+LfpHe0Ywz82xeko4a7DryZip6xpG4Qz1opufHofGnhFNBfYaukcQFxmG9Hjz/l61IGvkvhpArRCiHgCI6BkAlwE4IOn+bqk42ou9TX0YnbRhdNKKgdFJtPaNorV/FI3HRjDoWHyKDLdgdX4qrliZizPnZWB+VoJfD88IRNbOTcOimYn4x+Z6fHHlLL/n8e9vGUBTzyh+cHaRqe0szE5EWlwkPj50TPrZtlabwO7GXmwsmSnlfstyk/ByRQvaB8aQnaR/A93RnhEMjU+5PY1IDYnREchNidGdMePMeNF6mIUzjbG2cwjnzFc/m+sZnkDP8ISmfP78tDhMTNnQNjCmerPi0Z4R5KV5Lifsa2SJew6AJpffmwGcMv0iIroewPUAkJeXZ7jR96s7cd/7tcd/T4gKR3ZyNGYmx6BkVgoWzUzEoplJmJcVHzBWQ6BCRLjhzELc9HQF3j3YgfWL5GenaOG4JePlrFGjWCyEtXPTsfnwMQghpH4xD7YNYGh8yvBiqhPnoc57m/oMibuzAJeRPRsLshNRrVPcnScdaT3MIjk2EunxkZrTIeuPL6ZqEXe7b95wbFi1uGvJ2/cFssTd3TfipPmMEOIBAA8AQGlpqeFCGTecWYhvri1ATGQYosItAdNjBisXLc7Cvakx+Mfmer+KuxACr1W2mm7JOFlXlI5Ne1tR3T543E+WgfNgC1niviA7ERFhhD1N/bhgsf5F5v2t/Qi3EOYZOAZuQXYi3jvYgbFJq+YUz8OdQ4gMt+jKBy/MiNch7o5qkCoyZZw40yEbuoexdq73Ym9Wm0Bzz6gpKbt6kZUS0gzA9VDLXACmH1QZHxWOlLhIREeEsbBLIDzMgm+vm4Ndjb3ST9zRQmVLP5p6RvG5pb4pyrbO4bt/fFhuSuTOxl7kJMdIKwUdHRGG+VmJhtMhq1oHUJSZYGg2uyArATYBXeeN1rQPojAjXldG2lxHATEt6w51XUOIDLMonhE7nf+kQ6rLmGnrH8WE1RYwmTKAPHHfCaCIiAqIKBLAlwFsknRvxod8ceUspMRG4O8f1fsthlcd5X03+GgUlJUUjXmZ8fj4sLxFVSEEdh7pQWm+3DN0l81Kwr7mft0naQkhcKC1X7ff7sQ1Y0YrhzsGMU9lTZnpzJ0Rj/7RSXQNjat+TV3XEArS4zQlTfwnHVJdxoyzEwg5cRdCTAG4EcBbAA4CeE4IUSXj3oxviYkMw9dPy8e7BzsM18/WgxACr+1rs9eS8WHxpdPnZuDTIz2Gqg660tQzis7BcZRKsmScLMtNxtD4FOp1HjnXOTiOY0MThsU9LzUWsZFhmjNmBscm0do/hnk6vekiR4aNFmumXmOmjJPZaXFo0CjuWjZlmY20nTpCiNeFEPOEEIVCiN/Iui/je752aj6iIyz4x2bfj96d5X0vXionw0Qt6+alY2LKJu10Jud99FaC9ISzPs2eJn011asctdiNFsCzOMoQaM2YOeQoO6BX3J3pkGrFfWLKhsaeEU057k7mONIh1WyaauweRmS4BVmJ8vdK6OWzsw2TUU1qXCSuLJ2Ff+9p0VUZzwiv7WtDZJgF55m4cckdpxSkIjLMIs2aKW/sQWJ0uKqzSbUwJyMe8VHh2Ktzp6qzmqOeQ0Om48yY0eJ/O09f0mvLZCZGISEqXLW4H+2x72jVM3LPT487Xi/GG43dI8hLjfV7CrErLO6MW761bg5sAnj4Y9+VA7bZ7BuXzpgnt7yvGmIjw1GanyKtBPCOIz0ozU+V/mUPsxCW5CRhr85F1arWARSkxyEh2vjnuyA7EQNjU2jVUIagpn0QsZH2ImB6ICIUzohXfQxebafdVtGSBumkwCVjxhuBVA3SCYs745ZZqbG4ZGk2nt5x1GdH8VU09aK1f8xnWTLTWVeUger2QXQO6K+ZAgDdQ+Oo6xqWvpjqZOmsJBxsG9B1wPn+1n4sNOi3O1ng3Kmq4eDq6vYBzMtMMNTpFc2IV10d0rk2UaBwKLYn5qisDimEwNGewKnj7oTFnfHId84qxPCEFU9sb/BJe6/sbUNkuAXnLfCtJeNkXZE9n/kTg6UIdjXaT0ySld8+neW5yZi0Cs2Lmf0jk2juHTW8mOpkvsaMGSEEatoHMV9lmV9PzJ0Rj67BcVWDjrrOYbuVo2OmkpEQhbjIMK+nP3UNjWNkwor8dB65M0HC/KxEnF2cgUe3NEjLIvHExJQN/97TgvMXZkqxDPRwvBSBQd99e30PosItusrpqsF1p6oWqtrkLKY6iY8KR15qrOpOpnNwHL0jk4bF3Xk0X22X93ZrOwePL8JqhYiQn+79PFVnpozSwdv+gMWdUeQ7Zxaie3gCz5c3eb/YAO9Xd6J3ZBJfWCm3vosWnKUIPnaUItDL1rpjKM1PMXQ4hxLZSdHISIjSXP53ryPDZqnETmd+VgIOqsyYqXY2acPGAAAgAElEQVRseCrOMjZzmJth7xy8+e42m8ChjiHdmTmAfVHVmy3jrDGvx9c3ExZ3RpHVBalYkZeMf2yux5TVvOPoXtzdjBkJUVinYqu3mawrSsexofHjQqQV52tPKzTvfRARSmYlY7fGA7MrjvaiID0OKXHySjosyE7Eke5hjE54n9nVOOwboyP3nJQYREdYvGbMtPSNYnTSakjc56THobl3VPEoxtrOIUSFW1TXoPEVLO6MIkSE75xZiObeUbxW2WZKG8eGxu1HHK7I8fshKc5SBHqzZrbWdQMATje5k1qVn4rG7hHVi79CCFQ09aFE5zmunliQnQghgBoVG96q2weRmRhluHMJsxDmpMfjsBdx/0/apYGRe1ocrDaBpl7PZQhqu4YwJyM+oNIgARZ3RgXnLchEcWYC/vLeYV2n4Hjj33taMWUT+MIK/1kyTrKSojE/KwHvV3fqev3W2mNIjA7HYpP8dierCuyLtTsb1I3eW/pG0TU4jpI8ueK+0LGoqsaaqW4bNGzJOCnK9F5AzNnhFOnMqQf+U2xM6Xi/uq4h3b6+mbC4M16xWAg3n1eEuq5hvLJXbj04IQSe29mEZblJmkvAmsX5CzOxs6EHPcMTml4nhMCWumNYMyfN9MNfFs1MRExEmOodtc4TnEry5KZn5qbEIC4yzGv537FJKw51DErL1JmbEY+WvlHFA8MPdwxhZlI0Eg0s0DtH/Z4KpI1NWtHcO4q5Aea3AyzujEo2LMrC/KwE/Pm9w1K99+31PajpGMTVp8yWdk+jrF+YBZsA3jvYoel1tZ1DaOoZ9cnB6hFhFpTkJWPHEXXivqepD1HhluOnKMnCYiHMz070mjFT1TqAKZs4Xj7BKM5c/QMKOfY17YOGBwxxUeGYnRbrcQ2mrmsIQoBH7kzwYrEQfnT+PBw5NoyyPfJG749vbUBybAQuXe7bWjJKLM5JRHZSNN45oE3c3z1ot3J8lae/Kj8V1e0DGBjznu+9q7EXS3OTEGHCmsaimYmoau1X7PSdmT2yxN15/qqn8sdWm0Bt15CUzmx+VgIOesjld1pDesobmA2LO6Oa9QszsTgnEX9855CUvPeWvlG8faAdV66aZVraoB6ICOcvzMTmw10YmfA87Z/Ouwc7sCQnCVlJviketbogFTYB7KhXHr33j05iX3MfTp2TZkocK2enYHjCqjh6t58eFY1MSYW1ZiREIzspGpUt7guoNXYPY2LKJqW2z/ysRDQcc58RVNc5BAvp2wFrNizujGqICL+4aAFa+kbx0MfGK0Y+uLkeFiJ8dU3gWDJOLlqSjbFJm+rR+7Ghcew+2uvT3bWl+SmIiQjDh4eUF3+31XXDJoDTi8yxi1Y7Fnd3KPj/e5r6pI3anSzJsde2d4dT9GWUWpjvOJjkcOfJnVdt1xDyUmMD8hhPFndGE6cVpmPDokz834d16DBQg6VzcAxP7ziKy0tyNJ2Q4ytW56ciJzkGL+5uUXX9+wc7IQRw7oIZJkf2H6LCw7B2bjo+qO5S3HT1SW0XYiPDpIurk+ykGOSlxmLHkW63z3cPjeNoz4j09pfmJuHIsWH0j55sS+1r7kdUuMVQGqST42UW3MxMqiX4+mbB4s5o5pcXLcSUVeCeN6t13+PBzfWYtNrw/bPnSoxMHhYL4fKSHHxyuEtVLvkLu5tRkB4nLRtELefMn4GWvlHFtMAttd1YMycNkeHmfd1X5adiZ0Ov207GWcFymXRxt99vvxtrZl9zHxbNTJSyxpCXGouYiLCTFlUHxyZR3zUsdcevTFjcGc3kpcXiunUFeGl3C7boKLLV1DOCx7c1YmNJzvGDiAORy1fkwCaAlyuUR++N3cPYcaQHX1iZ6/OzfM8qtlstH9S4t2aae0dw5Niw6ZuqTilIRc/wBOrcVGvcVteNyDALluXKt2UAnFT+eGLKhsqWfmmdSZiFMC8r4fhBJ072O2rjOxd3Aw0Wd0YXPzy3CHPS4/CzF/Yp5hq7467XDiDcQvjZhvkmRSeHwox4rM5PxT+3NWJSIRPkhV3NsBBwhR82Yc1MjsH8rASPawPOx88sNjc90+m7O3fouvLx4WNYVZCCmEi5vnRKXCTmpMdh57R00L3NfRibtGGNxAXkFXnJ2Nvcd0IZAmemjlkF4ozC4s7oIjoiDP/7pWVo6x/FL16qVF1o650DHXirqgM3njPXZ1klRrjhzDlo6RvFq/vcp39OTNnwfHkz1hVl+O39XLw0GzsbetHUc/IW+Vf3tWFBdqLpRa1mp8ViTnoc3q46sZNp6x9FdfsgTp9rTueyrigd2+t7Tqhtv7W2G0TAmgJ54n5KQSrGJm0nZOdsr+/GnPQ4pMVHSWtHJizujG5W5KXgJ+uLsWlvKx5UkT3T0jeKnz6/F4tmJuK60wt8EKFxzi6egXmZ8fj7h/WwuSm9UFbRgvaBMXzjtHzfB+dgY0kOAOD5Xc0nPF7bOYRdjb24ZJn5h58QEdYvysL2+m70uuzsfW2fvR7RhkXmZBGtK8rA6KQV5S5lGD481InFM5OkHrDurM2/rc5uQ05M2fDpkR6cXuTfQndKGBZ3IvoiEVURkY2ISmUExQQP3zurEBctycJv36jG0zuOeryub2QCNzxRDqtN4P6vrAjI1DF3WCyE7589FzUdg3h+14llj4fHp/CHdw5haW7Sce/bH+SmxOK8BTPwxLaGE/LyH9t6BJFhFnypdJZP4rh02UxM2QRe3G3vZIQQeLmiBYtzEjHHpJnDaXPTEBcZhjLHukhTzwgqjvbhoiVyO7S0+Cgsn5WMN/a3A7AfgD4yYTW1+qdRZIzc9wP4PIDNEu7FBBlEhD98aTnOmpeBn79UiXvfqj7p+Le2/lF85cFPcah9CH+5anlAL6K649JlM7G6IBV3vXoQtY5cZyEE7nylCu0DY7j9kkU+X0idznfPKkTvyCTu/6AWgP2Qimd2NOGKlblI95FtsHBmIkpnp+DRLQ0YnbBi8+FjqGodwFdWm7ePITYyHJ9bmo3XKtvQOzxxfIBxsQlHNV6ybCaqWgdwqGMQT+84iqSYCL926t4gI4cSnHAjog8B/FQIUa7m+tLSUlFerupSJggYn7Li/5Xtx3PlzZiTHocrVuZiRkIUqloH8MKuZtiEwN+uWYkzfVB3xQxa+0ZxyX2fALD78Hua+vB6ZTt+cM5c/GR9sZ+js/Pj5/agrKIF31o3B29XtaN3ZBLv/eRMn4k7YM+MuerB7VhXlI5DHYMIt1jwwU/PMjUNs6Z9EBf95WPMy0xAXdcQLlychT9/uUR6O8eGxnH2vR8CBAyNT+Ha0wrwq0sWSm/HG0S0Swjh1SXxqbgT0fUArgeAvLy8lY2NjVLaZgKHD6o78ad3D2GvY+dgZLgF6xdm4pYNxQF3gLBW6rqGcPMze1DZ0o/oCAu+d9Zc3Hj23ICp4z06YcUPnt6Ndw92IiMhCn+/ZiVWzjbnkG4l7v+gFr9/uwapcZF4/JurpR3rp8RDH9fjnjerMSc9Ho9/c7Vpi9sv7W7GrS9VojAjHs/esMZQxUm9SBV3InoXQJabp34phPi345oPwSN3xkH/yCT6RycxIzEqoOrGGEUIgc7BccRHhSMuKtzf4bile2gcSTERfj34ZHBsErGR4aaXPnZldMKKyHCL6W2OTVphITJ1NqKEWnFX9dcphDjPeEjMZ4mk2Aip2QqBAhFJK35lFoGQmuePQ85l59F7IlgGK34beuzatesYEcnwZdIBGDuu3r8Ec/zBHDsQ3PEHc+xAcMfv79hVrVAb9tyJ6HIA9wHIANAHYI8QYoOhm2prv1zNFCVQCeb4gzl2ILjjD+bYgeCOP1hiNzxyF0K8DOBlCbEwDMMwkuAdqgzDMCFIKIj7A/4OwCDBHH8wxw4Ed/zBHDsQ3PEHRezS8twZhmGYwCEURu4MwzDMNFjcGYZhQhAWd4ZhmBCExZ1hGCYEYXFnGIYJQVjcGYZhQhAWd4ZhmBDEb4XD0tPTRX5+vr+aZxiGCUp27dp1TAjh9dQbaeJORI8AuBhApxBisbfr8/PzwfXcvVNW0YKfv7QPo5O2k55LiY3A7ZcsOn5A8med28oq8dT2o3Buy4uLDMNvLl8S0J9PWUUL7thUhb7RSQCB8W9aVtGCe9+qQWvfKGYmx+CWDcU+i8eXbfuiLTPaUFtNV+ZJTGcAGALwTzXizod1uGf6l10tgSAK/qKsogW3PL8Hbvo/AIEr8mUVLfjxc3tgc/MV9EfMSgOJtYWpeOrbp5ra/m1llXhy+4mHrEdYCPd+cZkponvLC3sxaT3xw79mTR7u2rhEShvTBxsAQACuNtiG2sM6pHnuQojNAHpk3e+zRllFC4p+8RpufnaPZmEHgN6RSdz87B4s+tWbx0+C/yxwW1klbn7Ws7ADwPCE9fj5ooHEL1+udCvsgO9jtneQe90KOwBsqevBbWWVprXvTtgBYNIm8POX9klv75cvV54k7ADw5PajUj5z5/uZ3oIA8JSkNrzh0wVVIrqeiMqJqLyrq8uXTQcsZRUtWPD/3vAqUGoZnrDi5mf34OoHtxm/WYBTVtHiVhDcYRMwRST0cltZJYYnrIrX2ARwx6Yqn8Rz71s1mPTU0zh4SuVnrZWyihbFe49O2qR2LGUVLYqfvdHP3Nv7EbB/3mbjU3EXQjwghCgVQpRmZHhdDwhpXEXd02jJCFvqekJe4H/5srYvvGyR0Iu3L78remZxemjpG/V6jQBMGXHe+UrVSSPc6cgc7d75irJ4941OGmrr3rdqvL6fVhWft1E4FdIPXP3gNtNE3ZUtdT0ha9OoGfm6w1dTYiXUiJkrPpnCqzxTWvZMoqyiBb0j3jswWaNdte0ZeZ9qhHtmcozu+6uFxd2HOH31LXW+W5oIVL/ZCFpGvtMR8J3V4Q614uKK2fGWVbR49P6nY3RUOx0tgq1mduENb6N2J0beZ7KXg+FjIsJwy4ZiXffWgjRxJ6KnAWwDUExEzUR0nax7hwJqFv6UiIsMw5+uXI4/XbkcyTHaTpYPNL/ZKFpHvtORLVBaUCsurpgdr9aYZHY2WgSbYGwWo7Vj1TtTUEpAzEmOwW8/75ssKGl57kKIq2TdK9TwlAmghFLKlPMPQ0vapNNvlpXm5S/UfEH/dOVylDf2KH7md2yq8ktqpFLsUeEWjE+57/3NilfPTMLZ2ciIJ4wIVpXp2E5rRm+7WsVary/u6ftIALbceo6ue+qBbRkTcS6aahX2a9bk4cjdn/MqxBtLcrDn9vVouPtzWFuY6vW+T24/GhALikbwNsq8Zk0eNpbk4K6NS3DNmjyP1/lqoVIL91yx1ONzZo3elQRPyYaXle2hVtidGFmI1PraJI0zZMD+nff0ufnCZ3eFxd0knDaMlkXTlNgI/OnK5bpG1099+1RFMXMiK4/XXyiNMqdvQPH2Ofr6c1BqLzkmAhtLcpCi4NeakT6nZItcrfD3JCPbQ0kIPT2uR3CdeBJXjzGoXGR2xVOmDAE+8dldYXGXjJ7R+trCVDTc/TlU/Gq9oamut9Gqk2D1372JsTsxVxJLXy+sKs067rh0EQDg9ksWebxGxoKiK0rimhwTgbs2LkFshHuJMCKyTpSEMDYyzO1r9Aiuk7Pnu0+/9jR36NNoVwGeOz0B+NwGZHGXiHM7udrROsHuD8vc1q1G4AMl31srSuLoaZFZSSx9ubDqzdt2fvE3luR4TEsMM6JsblASV2dnExUhX2SdKAnhiIc0V63rA658UO1+46Snz1VPB+YpUybHx5YMwOIujbKKFvzoWfd1QtxhIeCPVy43pTdXI/DB5r97E0enGE3Hm9Xhyx2gnpj+xff0N6TVn/aGmlGmp9GrEZF1oiSEShaK3g7Z0/u1CoEINz3q8MSUprbKKlowNDZ10uMRYeRzSwZgcZeCc1OS2q9eXGQY/vAlc4TdyV0blyDOw9TWSSBs6FGLt1G70mcZCKN3JUtl+hff0yjPaCrgdDyJq2tnaIbIAt6F8JYNxW4tIyObmZQ6k/jokxMHJ61CU1ueSjjERYb7JTOLxd0AejYlXbMmD1W/vsAn/9i/uVx5QdFXNS6MonfU7sQfC5WuePO2p/8tmCFs7vA0EXB93KxYvAnhxpIcj4MlPYu53joTTzMULW15urbfT5lZLO46cY7W1SbDODch+TLPfGNJjld7RvYinRkoiYi3UbsTXy5UTkeNt+2KkrDJjNVTOqirGMkWWW+vdW3b0wxGjxfurTPxNEPRkr4o4x4yYXHXSKCP1qejxn8PdO9dSdC8jdqd+HKhcjqe4lfKoDDbmtGSjy1TZJ14skhc275lQ7EULxzw3pncsqEYMdMWjwmeM2zccfb8jJM+U1+VGnAHi7sGtI7WAbnF//Xirf1AX1z1JMoEbellvlqonI6nzkOpUzHbmtGSjy1TZAH1C48bS3KkeOGA985kY0kOrliZc8JnLgC8uKtF1Xssq2jBi7taTjqY44qVOX47JIbFXQV6RutR4Raf2zBKeEvFCtTFVaWiVlol2VcLldPx1HkodSpmWzNaZhMyRRbQtvAowwtX25l8UN110mc+OmlV9R7vfasGo5Mnpm8KeE6/9AUs7l7QM1pfW5iKmrsuDKhj3TyNBJ0E6uKqUpaM1txhpdGwWSmRSvaHt/jN6oz0xCRDZL29xt3Coye/WoslpLYz8RSXmvdo5LVmweLuASOjdbPPmtTDxpIcxe3kQOAtrnrLktHqZSqNhs2s3aJ3O7qZmSpaY5Ihst7u5e5xGZaQ2s7EyHsMtMVUgMX9JFzPMg320fp01CyuBpI1YyS33RNKo2Vf1m5Rsx3d15kqSjHJ9N09LVK6e1yGJaRWeI28x1s2FCMi7MTX+mvzkhMWdwe3lVUi/1btoh7Io3V3eFsD8OdBFq4YzW33hNKXzZe1W9RaSp7KKpiRqaIUk0zf3ZMP7elxo5aQ2iwWw+/R3WnYfuQzLe5lFS1YfufbyL/1Nc1leYHgGK27Q+lL3Dc6GRCZMzJy292htKFJ9sKqjAqBnhJq9GZvGtkiL8t31+pPG7E8tGax6H2P7nz9SZu+BWdZfCbF3fVwaj11vYNttD4db4urgZA5IyO33RO3X7LIJztAjVgyTjyJjZ6KhYCxLfKyfGU1Oe6uuLNLIizqLA+tWSx63yMvqPoR11G6kcOpg3W07oq3xdVAyJyRldvuDrO8bFdkWDKA3IVMwNgWeS1euSd0zxymf5gqZy5aRdfdZiY1G5F4QdWH3FZWiYJbX0O+4z+9o3QnwT5an85dG5co1lvxZ+aMzNx2T5jhZbsi69AG2RuIjIiQVq/cHXpmDve+VYNJ6zTLQ6UPrvX9OjczOTeYhRGp2oikt1MwE2lnqBLRBQD+DCAMwENCiLtl3dsdWs4PNYLSWabBzu2XLMLNz+7x+LysczK1IjO33ROePOuJKfd1xLUi69CGjSU5uPOVqpMWl53ipvXf5+z5GW7Xl9SMvmVYD3pmDkbavWVDMW55Ye8JnYPSLMHp0Ts3mFmFwIu7WlA6O9XrZx0VbjluAaXERuD2Sxb5dYYvZeRORGEA7gdwIYCFAK4iooUy7u2OsooW3PL8XlOF3TlSV3OWabDi7Q/PH5kzsnPbPeHJsx6ZtElZb1BTTlctnmLVM7syMvqWYRHpmTkYtjw0ZLG48+i97VItq2jBz1+qPEGPxnTavjKRZcusBlArhKgXQkwAeAbAZZLufRKepnYycFZvDHZfXS2BljljVpbMdJSEQcZ6g5pyumqRWVPd6CjYqEWkp7iWkaJeWrNY9Hw+ejoEXyBL3HMANLn83ux47ASI6HoiKiei8q4u/TUXzFiBdh5O7a/qjf4i0DJnzMySccXsfHdPNoOe2t4yd6pqzVRxxWgeuN7iWkaKevki7TIQM2UAeeLu6W/vxAeEeEAIUSqEKM3IUL/CPh1ZK9AWsldtlHE4dbASSJkzWg+1MILZ+e5GRHQ6srJ7ZBwDZyTX3UhxLb1FvbSKtZ5ZQiBmygDyxL0ZwCyX33MBtEq690l4mh6qwVXQ638bun66FgIlc0broRZGMSvf3YyzND3ZZ1oERMYxcEZ8d38U5tJqA+mZJQRaHXcnssR9J4AiIiogokgAXwawSdK9T2JjSQ7u/eIyj+lsrjjtloa7P8eCroDSSUWAb2rOyNj0owWzyuqacZamjBxzT+9Ji1VkxHc3MpvR06notYG0zBICsY67EympkEKIKSK6EcBbsKdCPiKEMDXVwnnOIiOHjSU5immRd2yqMv3ztpD7AzXMPCkpJznGreg5rRk971mGiE7HaI650/Jy15lpGf3rTc00Opu5ZUMxbnl+70mdprNTcdeuXhtIyywhEOu4O5G2iUkI8boQYp4QolAI8RtZ92V8h7fMGTNH70obl8w8KUl2WV0tx9dpwZPgqJ1hyNpUBejz3Y3OZvQs5uq1crR46IG6mAqE8A5VRjveMmfMzHv3xcYld8i2Zu58pUqaiLpiNB1S1qYqpViULBIjZQ+caO1U9NpAWhZVA3UxFWBxZ1zwljlj1ujdVxuXPKHnjFN3KL0Po+sGRmcYesr8KsWi1XeXIYJa7mHEBtKyqBqoi6kAizszDW+ZM2aM3s04lEMLes44dYeSyBqdfRiZYcjO3tFjkchYENYyojZqA6lZVA3kxVSAxZ1xg1LmjOySD2YdyqEFWWeVKvmsMkZyeuM0I3tHq0Uio+iYlhG1URtIjZceyIupAIs74wZvX3iZJQl8VW5ACVkHZ3uyPmIjLFLeh15rRobfPR2tNoushUe1aYpGbSA16wqBvJgKsLgzHlCyZmSWJPBVuQElZB2c7cnFiQwPc/+ERvRaM546HU+Pq0GrzSJrx65aQTXqhatZVwjkxVSAxZ3xgJI1I7MkgZmHcmhBxsHZniwrIyPk6eixZmQWMXOixWaR6fmrEVQZXriadYVAPBTbFRZ3xi1KtVcAOSUJbiurNP1QDrUYLSRmVn77dPRYMzKLmDnRkncv0/NXM2OQ5YWrWlcIsEOxXWFxZzzirSSBEe+9rKIFTykcSm5mbrs7jBYSMyu/fTp6iojJLGLm7bXuPiuZnr+aGYMsL9zbLCEQD8V2hcWd8Yi3UZUR792TGDrxx9RWbyExM/Pb3aHliEAzipgB2mYQMjsXNcItywv3djA3L6gyQY3SCFprNokTb+mPvsqSmY7eBUsz89vd4WlvlbvH73ylSnoaJKB+BiG7c1GTxSIjp/44CgdzmzEjkgmLO6OIt5IEenatKomhWeV91eJpV6rSZ6Ak/GbMQDx5wdM7TKVOVMYir6eOy1VoZefYq8likZFTDygfzG3WjEgmLO6MIt5KEgDAz1/ap+meSmJ49Zo8v+7u87QrVcC97+7LA0acqPW7lTpRGaNLNUIru0KmmiwWT21qtUuUFo3N2BgmGxZ3xit3bVyCaxQEfnTSpnpxVek6crTlT5RsFHcWlK8PGAHUb7oye0ahJLR3bKoyLYNI6cBwmW0qdaJmlHWWDYs7owpvovvk9qNeBf62sko8qZAhEwhZZEqi5+7AcF8fMAKo23TlqxmFJ6HtG530S4VMmW0qdaKe1j0CxW8HWNwZDSjlvQN2gffkv5dVtCgKO+D79Ed3eMvvd80QUlprMPOAEcD7DMNXMwolMfNHhUyZbSp1ou7cu0Dy2wEWd0YD3vLeAc/++y9fVh7Vy84HN4La3blK1SzNPGAE8D7D8NWMQs+/mdGOT0l0PaF34KDldYHktwMs7owGNpbkKHrvgN1/X/SrN08Y1d5WVonhCavCq/y/kOqKmt25t5VVKqZzmj0L8RajJ2TPKDaW5CA2QpuMyOj4tHy+RgYO3rLFXAkkvx2QIO5E9EUiqiIiGxGVygiKCVy8La4CwPCEFTc/uwe3lVXi6ge3ebVjrlmT5/eF1Ol4m6UovSdfzULUzKSmY8aMIipCW2E0GR2fls/XyGxFyywhkPx2QM7IfT+AzwPYLOFeTBBw18YliIv0/oV+cvtRbKnrUbwmJsIScMIOGLMufDUL2ViS47HwmifMmFF4WlT1hKxMHbXv3eh7Vvv6QLEVnRgWdyHEQSFEYBRTYHzGby6XI8i//fxSKfcxAz2ikBwT4dPOylPhNU+YIUBaRqwyM3XUvnej71nN631dxVQN7LkzulDjv3vjmgDy2d2hxW914uvdtVo6ILM2VWn5nGR+Pmrfu9H3rGaWEAhpvNNRJe5E9C4R7Xfz32VaGiOi64monIjKu7oC4ygqRj9q/HdPBKLPPh01u3NdiZF04pIW1AqrmZuq1H5OsjsXNSNqT0XWtOJtlhAIabzTUSXuQojzhBCL3fz3by2NCSEeEEKUCiFKMzJ0FPFhAg49Ar+2MDXghd2JlvfnD4tJrbCavQ6g5nOS3bmoyRiS1aaSeAdSGq8rbMswhrlr4xL86crliFGREre2MBVPfftUH0QlDzXC5U+LyVt8vupM79q4BGsLUz3GYMbnc/sli9zWtwHk/pt4qqMDBFYaryskDKZGEdHlAO4DkAGgD8AeIcQGb68rLS0V5eXlhtpmAo+yihb8/KV9GJ20nfB4SmwEbr9kUUB+CdRSVtGCOzZVnXCcXiC9r+mfvYWAr5zie/vrtrJKPP1pE6xCIIwIV50yy9QYpv+7mPVv4qt2vEFEu4QQXtPODYu7XoioC0CjhFulAzgm4T7+IpjjD+bYgeCOP5hjB4I7fn/HPlsI4dXX9pu4y4KIytX0YoFKMMcfzLEDwR1/MMcOBHf8wRI7e+4MwzAhCIs7wzBMCBIK4v6AvwMwSDDHH8yxA8EdfzDHDgR3/EERe9B77gzDMMzJhMLInWEYhpkGizvDMEwIwuLOMAwTgngVdyJ6hIg6iWi/h+eJiP5CRLVEtI+IVsgPk2EYhtGCmpH7YwAuUHj+QgBFjv+uB/A342ExDMMwRvAq7kKIzQCUjtO5DMA/hZ3tAJKJKFtWgAzDMIx2ZACeLZMAAAegSURBVHjuOQCaXH5vdjzGMAzD+IlwCfdwVwfTbfI8EV0Pu3WDuLi4lfPnz5fQPMMwzGeHXbt2HVNTOEyGuDcDmOXyey6AVncXCiEegGN3F5f8ZRiG0Q4RqaqmK8OW2QTga46smTUA+oUQbRLuyzAMw+jE68idiJ4GcBaAdCJqBnA7gAgAEEL8HcDrAC4CUAtgBMC1ZgXLMAzDqMOruAshrvLyvADwfWkRMQzDMIbhHaoMwzAhCIs7wzBMCMLizjAME4KwuDMMw4QgLO4MwzAhCIs7wzBMCMLizjAME4KwuDMMw4QgLO4MwzAhCIs7wzBMCMLizjAME4KwuDMMw4QgLO4MwzAhCIs7wzBMCMLizjAME4KwuDMMw4QgLO4MwzAhCIs7wzBMCMLizjAME4KwuDMMw4QgLO4MwzAhCIs7wzBMCMLizjAME4KoEnciuoCIaoiolohudfP8N4ioi4j2OP77lvxQGYZhGLWEe7uAiMIA3A/gfADNAHYS0SYhxIFplz4rhLjRhBgZhmEYjagZua8GUCuEqBdCTAB4BsBl5obFMAzDGEGNuOcAaHL5vdnx2HSuIKJ9RPQCEc2SEh3DMAyjCzXiTm4eE9N+fwVAvhBiKYB3ATzu9kZE1xNRORGVd3V1aYuUYRiGUY0acW8G4DoSzwXQ6nqBEKJbCDHu+PVBACvd3UgI8YAQolQIUZqRkaEnXoZhGEYFasR9J4AiIiogokgAXwawyfUCIsp2+fVSAAflhcgwDMNoxWu2jBBiiohuBPAWgDAAjwghqojo1wDKhRCbANxERJcCmALQA+AbJsbMMAzDeIGEmG6f+4bS0lJRXl7ul7YZhmGCFSLaJYQo9XYd71BlGIYJQVjcGYZhQhAWd4ZhmBCExZ1hGCYEYXFnGIYJQVjcGYZhQhAWd4ZhmBCExZ1hGCYEYXFnGIYJQVjcGYZhQhAWd4ZhmBCExZ1hGCYEYXFnGIYJQVjcGYZhQhAWd4ZhmBCExZ1hGCYEYXFnGIYJQVjcGYZhQhAWd4ZhmBCExZ1hGCYEYXFnGIYJQVjcGYZhQhAWd4ZhmBBElbgT0QVEVENEtUR0q5vno4joWcfznxJRvuxAGYZhGPV4FXciCgNwP4ALASwEcBURLZx22XUAeoUQcwH8EcA9sgNlGIZh1KNm5L4aQK0Qol4IMQHgGQCXTbvmMgCPO35+AcC5RETywmQYhmG0oEbccwA0ufze7HjM7TVCiCkA/QDSZATIMAzDaCdcxTXuRuBCxzUgousBXO/4dYiIalS07410AMck3MdfBHP8wRw7ENzxB3PsQHDH7+/YZ6u5SI24NwOY5fJ7LoBWD9c0E1E4gCQAPdNvJIR4AMADagJTCxGVCyFKZd7TlwRz/MEcOxDc8Qdz7EBwxx8ssauxZXYCKCKiAiKKBPBlAJumXbMJwNcdP38BwPtCiJNG7gzDMIxv8DpyF0JMEdGNAN4CEAbgESFEFRH9GkC5EGITgIcBPEFEtbCP2L9sZtAMwzCMMmpsGQghXgfw+rTHfuXy8xiAL8oNTTVSbR4/EMzxB3PsQHDHH8yxA8Edf1DETuyeMAzDhB5cfoBhGCYECWpx91YWIZAhokeIqJOI9vs7Fq0Q0Swi+oCIDhJRFRH90N8xqYWIooloBxHtdcR+p79j0gMRhRFRBRG96u9YtEBEDURUSUR7iKjc3/FohYiSiegFIqp2/P2f6u+YPBG0toyjLMIhAOfDnoq5E8BVQogDfg1MJUR0BoAhAP8UQiz2dzxaIKJsANlCiN1ElABgF4CNwfDZO3ZOxwkhhogoAsAnAH4ohNju59A0QUQ/BlAKIFEIcbG/41ELETUAKBVCBGWOOxE9DuBjIcRDjuzBWCFEn7/jckcwj9zVlEUIWIQQm+FmL0AwIIRoE0Lsdvw8COAgTt61HJAIO0OOXyMc/wXVCIeIcgF8DsBD/o7lswQRJQI4A/bsQAghJgJV2IHgFnc1ZREYk3FUAC0B8Kl/I1GPw9LYA6ATwDtCiKCJ3cGfAPwMgM3fgehAAHibiHY5dqwHE3MAdAF41GGJPUREcf4OyhPBLO6qSh4w5kFE8QBeBHCzEGLA3/GoRQhhFUIsh3239WoiChpbjIguBtAphNjl71h0slYIsQL2KrPfd9iTwUI4gBUA/iaEKAEwDCBg1/qCWdzVlEVgTMLhV78I4CkhxEv+jkcPjin1hwAu8HMoWlgL4FKHd/0MgHOI6En/hqQeIUSr4/+dAF6G3V4NFpoBNLvM9F6AXewDkmAWdzVlERgTcCxKPgzgoBDiD/6ORwtElEFEyY6fYwCcB6Dav1GpRwjxcyFErhAiH/a/+feFENf4OSxVEFGcYwEeDjtjPYCgyRYTQrQDaCKiYsdD5wII2CQCVTtUAxFPZRH8HJZqiOhpAGcBSCeiZgC3CyEe9m9UqlkL4KsAKh3eNQD8wrGTOdDJBvC4I9vKAuA5IURQpRMGMZkAXnYc9RAO4F9CiDf9G5JmfgDgKceAsh7AtX6OxyNBmwrJMAzDeCaYbRmGYRjGAyzuDMMwIQiLO8MwTAjC4s4wDBOCsLgzDMOEICzuDMMwIQiLO8MwTAjC4s4wDBOC/H8XK6BianR62QAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "%matplotlib inline\n",
     "\n",
@@ -389,9 +483,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1157f5898>]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 5 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "f = plt.figure(figsize=(10,10))\n",
     "\n",
@@ -426,9 +541,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.plot([1, 2, 3], linestyle='--', color='#010101', alpha=0.3)\n",
     "plt.plot?"
@@ -491,9 +617,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "x = np.linspace(0, 2*np.pi)\n",
     "y1 = np.sin(x)\n",
@@ -506,9 +643,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "matplotlib.axes._subplots.AxesSubplot"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "type(ax1)"
    ]
@@ -528,9 +676,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x115b9a390>]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.plot([1,2,3])"
    ]
@@ -546,9 +715,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "line, = plt.plot([1,2,3])\n",
     "line.set_color('r')"
@@ -563,9 +743,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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CX0RCUurBHMa/vIR6tSN5deJgmtav7XVJnlPgi0jISc/O56ZpS8grLObViUNIaFLP65KCQnj/fSMiIedIfhETX1nKzsO5zJg8hMQW4XEWrT8U+CISMvKLirltxnLW7srk+XEDGBRGZ9H6Q0M6IhISiop9/PyNlXyx+QCPXtmL87s397qkoKPAF5EazznH795Zw0fr9nD/T7pzzcA2XpcUlBT4IlKjOef48wcbmL0sjbvO7cyk4eE3ZYK/FPgiUqM981kyL325lQlntecX53X2upygpsAXkRrrtYXb+H8ff8uV/VrzwE+6h+y1aANFgS8iNdJ7K3fywJx1nNetOX+9unfYzo9zKhT4IlLj/G/DXu6ZvYohHZry9A39QvrC44GkXhKRGuXLzQe4feY39GjVkBfHDyQ6KtLrkmoMBb6I1BhLtx3klleX0TGuPtMnDiYmOsrrkmoUBb6I1Air0w4z8V9Ladk4mtcmDaFxPU2GdqoU+CIS9FKzfIyftoRG9aKYOXkI8TF1vC6pRlLgi0hQS9mfzeNL86hTK4LXJw+lZaO6XpdUYynwRSRopR7MYexLi3E4Zk4eSttYTXN8OhT4IhKU9mTkMfalxRzJL+LegdF0atbA65JqPAW+iASdfZl53PDiIg4eKWD6xMG0bahDLwNBgS8iQWV/Vj43vLSYPZl5vHLzIPq1beJ1SSFDgS8iQePgkQLGvbSYtEM5TJswiIG6gElAKfBFJCgczilg7EuL2ZZ+hGk3DWJox1ivSwo5fgW+mY0ys01mlmxm952gzRgzW29m68zs9cCWKSKhLCO3kBtfXsKW/dm8OH4gZ3WK87qkkFThNW3NLBJ4BjgfSAOWmtkc59z6Mm06A78FhjnnDplZs6oqWERCS2ZeIeOnLWHTnixeuHEAI7rEe11SyPJnC38wkOycS3HOFQCzgMuOa3ML8Ixz7hCAc25fYMsUkVCUlVfIhGlLWLczg2fG9uecrtpWrEoVbuEDrYHUMo/TgCHHtekCYGZfAZHAH51zHx2/IjObAkwBiI+PJykpqRIlh57s7Gz1RSn1xTGh3he5RY4nluWxNcPH7X3qELVvA0n7NpTbNtT7orr4E/jlXVXAlbOezsBIIAH4wsx6OucOf+9Fzk0FpgIkJia6kSNHnmq9ISkpKQn1RQn1xTGh3BeZeYXcNG0J2zJzeWZsf0b1bHnS9qHcF9XJnyGdNKDsJeATgF3ltHnPOVfonNsKbKLkB0BE5Hsy8woZ//IS1qRl8PQNFYe9BI4/gb8U6GxmHcysNnAdMOe4Nu8C5wCYWRwlQzwpgSxURGq+747GWbcrg2fH9mdUzxZelxRWKgx851wRcCcwD9gAzHbOrTOzh8xsdGmzeUC6ma0HPgPudc6lV1XRIlLzZOQWMv7lxazflcGzYwdwQQ+FfXXzZwwf59xcYO5xzz1Q5r4Dfll6ExH5noycQm6ctpgNuzN5buwAzuve3OuSwpJfgS8iUlmHjhQcPc7++XEDOLebwt4rCnwRqTIHsvMZ99JiUg4c4fkb+/Pjrgp7LynwRaRK7M0smc8+7VAO024axPDOmi7Bawp8EQm4nYdzGfviIvZn5TP95sEM0URoQUGBLyIBlXowh+tfXERGbiGvTR5Cf81nHzQU+CISMCn7s7nhxcXkFRXz+uSh9Epo5HVJUoYCX0QC4tu9Wdzw4mKcc7xxy1C6tWzodUlyHF0ARURO25q0DK59YSERBm/eqrAPVtrCF5HTsjglnUnTl9G4XhQzJw+hXWx9r0uSE1Dgi0ilfbZpH7e9tpw2TesxY9IQWjSK9rokOQkFvohUygerd3P3mytIbBHD9JsHE9ugjtclSQUU+CJyymYvTeW+t1czoF0TXp4wiIbRUV6XJH5Q4IvIKXn5y608/P56zu4Sz/PjBlC3dqTXJYmfFPgi4hfnHH+fv5mn/reZi3u14B/X9qN2LR3oV5Mo8EWkQsU+x4Nz1jJj0Q7GDEzgkSt6UStSYV/TKPBF5KTyi4r55Zur+GDNbm47+wx+MyoRs/IudS3BToEvIieUnV/Era8t46vkdH5/cTduGdHR65LkNCjwRaRc6dn5TPjXUtbvzuSJa/pw1YAEr0uS06TAF5EfSDuUw/iXl7ArI5cXxw/QhUtChAJfRL5n054sxk9bTG5BMTMmDWFg+6ZelyQBosAXkaMWbklnymvLqFc7ktm3nUnXFpoELZQo8EUEgDmrdvGr2atoG1uP6RMH07pxXa9LkgBT4IsIL32Rwp8+2MDg9k15cfxAGtXTVAmhSIEvEsZ8PsefPtjAtK+2cnGvFvxtTF+iozRVQqhS4IuEqbzCYu6ZXXJC1c3D2nP/Jd2JiNAJVaFMgS8ShjJyCrnltWUs2XqQ31/cjck/6qCzZ8OAAl8kzOxIz2HCK0tIO5jLk9f15bK+rb0uSaqJAl8kjCzffohbXl2GzzlemzSYIR1jvS5JqpECXyRMfLB6N7+YvZJWjaKZNmEQHeMbeF2SVDMFvkiIc87x/Ocp/PWjjQxs14Sp4wfStH5tr8sSDyjwRUJYYbGPB95byxtLUrm0Tysev7q3DrsMYwp8kRCVmVfIHTO/4YvNB7jjnDO45/xEHXYZ5hT4IiFo24EjTJq+lO3pOTx2VW/GDGrjdUkSBBT4IiFm4ZZ0bp+5HIAZk4cwVEfiSCkFvkgIeWPJDu5/dy3t4+rz8k0DaRdb3+uSJIj4dRViMxtlZpvMLNnM7jtJu6vNzJnZwMCVKCIVKfY5Hvrven779hqGdYrj7Z+epbCXH6hwC9/MIoFngPOBNGCpmc1xzq0/rl0McBewuCoKFZHyZeYVctcbK0jatJ+Jwzrwu4u7UivSr205CTP+fCsGA8nOuRTnXAEwC7isnHYPA48BeQGsT0ROYuuBI1z57Nd8ufkAj1zRiwcu7a6wlxPyZwy/NZBa5nEaMKRsAzPrB7Rxzr1vZr860YrMbAowBSA+Pp6kpKRTLjgUZWdnqy9KqS+OqagvVu8v4vlV+UQY3DMgmla5KSQlpVRfgdVI34vA8Cfwyztw1x1daBYB/B2YUNGKnHNTgakAiYmJbuTIkX4VGeqSkpJQX5RQXxxzor5wzvHCghT+8c1GEls0ZOqNA2jTtF71F1iN9L0IDH8CPw0oexBvArCrzOMYoCeQVDq9agtgjpmNds4tC1ShIgK5BcX85j+rmbNqF5f0bsnjV/emXm0dbCf+8eebshTobGYdgJ3AdcAN3y10zmUAcd89NrMk4FcKe5HASjuUw5RXl7NhTya/HpXI7WefoTns5ZRUGPjOuSIzuxOYB0QC05xz68zsIWCZc25OVRcpEu4Wbknnjte/obDYx7SbBnFO12ZelyQ1kF9/Czrn5gJzj3vugRO0HXn6ZYkIlIzXv/TFVh79aCPtYuvx4viBnKFpjaWSNPgnEqRyixx3vr6CD9bsZlSPFjx+TW9ioqO8LktqMAW+SBBK3pfNwwtz2ZOTw28v6sqUER01Xi+nTYEvEmQ+WrubX721GnOOGZOGcFanuIpfJOIHBb5IkCgq9vH4x5t44fMU+rZpzI0d8xX2ElA6B1skCOzLzGPsS4t54fMUxg1ty5u3DiW2rv55SmBpC1/EY18lH+Dns1ZwJL+YJ67pw1UDErwuSUKUAl/EI8U+xz8/3cyT/9vMGfENeOOW/nRuHuN1WRLCFPgiHtiflc8v3lzJl8kHuLJfa/50RU9NkSBVTt8wkWq2KCWdu95YQUZuIX+9qhdjBrbRIZdSLRT4ItWk2Od49rNk/j7/W9rF1mf6xMF0a9nQ67IkjCjwRarBnow87n5zBYtSDjK6Tyv+fEVPnTUr1U6BL1LFPlm/l3v/vYqCIh+PX92bqwckaAhHPKHAF6kieYXFPPrhRl75ehs9WjXkqev7aeIz8ZQCX6QKbNmfzc9eX8H63ZncPKw9913UlTq1Ir0uS8KcAl8kgJxzvLEklYffX0/d2pG8fNNAzu3W3OuyRAAFvkjAHMjO577/rGb+hn0M7xTHE2P60LxhtNdliRylwBcJgE837uXX/15NZl4RD/ykOxPOak9EhHbMSnBR4IuchpyCIv78wQZmLt5B1xYxzJw8lMQWmh5BgpMCX6SSVqcd5u5ZK9mafoQpIzpyzwVdtGNWgpoCX+QUFRT5ePqzZJ75LJlmMXWYqYuUSA2hwBc5BRv3ZPLLN1exfncmV/RrzR8v7UGjejpjVmoGBb6IH4qKfbywIIV/zP+WRnWjeOHGAVzYo4XXZYmcEgW+SAWS92Vzz1urWJV6mEt6teThy3vStH5tr8sSOWUKfJETKPY5/vXVVh6ft4m6tSP55/X9uLRPK6/LEqk0Bb5IOTbtyeLX/1nNqtTDnNetOY9c2ZNmMTqJSmo2Bb5IGQVFPp5NKjkCJyY6iqeu78elvVtqdksJCQp8kVIrUw/zm3+vZtPeLC7r24oHL+2hsXoJKQp8CXu5BcX87ZNNvPzlVprFRGvCMwlZCnwJa0mb9nH/e2tJPZjLDUPact9FXWmoK1FJiFLgS1jal5nHQ++v5/3Vu+kYX59ZU4YytGOs12WJVCkFvoQVn88xc8kOHvtwI/nFPn55fhduPbuj5sCRsKDAl7CxYXcmv3tnDSt2HGZYp1j+dHkvOsTV97oskWqjwJeQl5VXyJPzN/Ovr7fRuG4U/7i2L5f1baVDLSXsKPAlZDnneHflTh6Zu5ED2flcN6gtvxmVSON6OtRSwpNfgW9mo4AngUjgJefco8ct/yUwGSgC9gMTnXPbA1yriN827M7kwffWsWTbQfq0acxL4wfSp01jr8sS8VSFgW9mkcAzwPlAGrDUzOY459aXabYCGOicyzGz24HHgGuromCRk8nILeTvn3zLqwu30ahuFI9e2YsxA9vocoMi+LeFPxhIds6lAJjZLOAy4GjgO+c+K9N+ETAukEWKVKTY53hrWSr/7+NNHDxSwNgh7bjngi4avhEpw5/Abw2klnmcBgw5SftJwIflLTCzKcAUgPj4eJKSkvyrMsRlZ2erL0pVpi82pBfz+sYCUrN8dGocwc/OjKZdwwOsXHKgaoqsJvpeHKO+CAx/Ar+8v4VduQ3NxgEDgbPLW+6cmwpMBUhMTHQjR470r8oQl5SUhPqixKn0xfb0IzwydwPz1u2ldeO6PH1DVy7pFToTnel7cYz6IjD8Cfw0oE2ZxwnAruMbmdl5wO+Bs51z+YEpT+SHMvMKeebTZP711TZqRRr3XpjIpOEdiI7SyVMiJ+NP4C8FOptZB2AncB1wQ9kGZtYPeAEY5ZzbF/AqRYDCYh9vLNnBk/M3czCngKv7J3DvhYk0a6h56kX8UWHgO+eKzOxOYB4lh2VOc86tM7OHgGXOuTnA40AD4K3SP6d3OOdGV2HdEkacc8xds4fH521kW3oOQzs25fcXd6dXQiOvSxOpUfw6Dt85NxeYe9xzD5S5f16A6xIBYFFKOn/5cCOrUg+T2DyGf00YxMjE+JAZpxepTjrTVoLSpj1Z/PWjjXy6cR8tG0Xz2NW9uap/ApE6nl6k0hT4ElT2HvHxizdX8u7KnTSoU4vfjOrKzcPaa4esSAAo8CUo7Dycy9OfbubNpbnUrrWbKSM6ctuIM2iiSwyKBIwCXzy1LyuPZz/bwuuLdwDw4za1eOTGs2kWoyNvRAJNgS+eOJCdz4sLUpi+cBuFxY4xAxO488ed2bxyscJepIoo8KVa7cvM44UFKcxcvJ2CIh+j+7Ti7vO60L70QiSbPa5PJJQp8KVa7Dqcy/Ofb2HW0lSKfY7L+7bmjnPOoGN8A69LEwkbCnypUqkHc3ju8y28tSwV5+DqAQn8dGQn2sbW87o0kbCjwJcqsW5XBi98nsIHa3YTacaYgW24feQZJDRR0It4RYEvAeOcY+GWdJ5fkMKCb/dTv3YkE4e1Z+LwDrRsVNfr8kTCngJfTluxzzFv3R5e+HwLq9IyiGtQh3svTGTckHY0qhfldXkiUkqBL5WWlVfI7GVpvPL1VlIP5tI+th5/vqInV/VP0JmxIkFIgS+nbHv6EV75ehtvLUsjO7+Ige2a8NuLunFhjxaa60YkiCnwxS/OORalHGTaV1uZv2EvkWZc2qcVNw9rT++Exl6XJyJ+UOCYnTtkAAAI90lEQVTLSWXlFfLOip3MWLSdb/dm07R+be48pxPjhrajuS48IlKjKPClXOt2ZTBj0Q7eW7mTnIJieic04rGrejO6byuNz4vUUAp8OSqvsJi5a3YzY9F2vtlxmDq1IhjdpxXjhrajTxsN24jUdAr8MOecY83ODN5cmsqcVbvIyiuiY1x97v9Jd67un6DDKkVCiAI/TB08UsC7K3Yye1kqG/dkUadWBBf3ask1AxM4s2OsLiEoEoIU+GGkoMhH0qZ9vLtyJ5+s30thsaNPQiP+fEVPLu3TiobR2poXCWUK/BDn8zmW7zjEOyt2MnfNbg7nFBJbvzY3Dm3PmEEJdG3R0OsSRaSaKPBD1Ld7s3hv5U7eXbGLnYdzqRsVyQU9mnN5v9YM7xRHVGSE1yWKSDVT4IcI5xzf7s3mgzW7mbtmN8n7sokwGN45nl9d2IULuregfh397xYJZ0qAGsw5x8Y9WcwtDfkt+48QYTC4Q1PGn9mDUT1b6HKBInKUAr+GKSr2sWz7Ieav38v8DXvZlp5DhMGQDrFMGNaBUT1aEB9Tx+syRSQIKfBrgKy8QhZ8e4D5G/by6cZ9ZOQWUjsygrM6xXLLiI5c2KMFcQ0U8iJycgr8IPTdUM2Cb/fz+bf7WbrtIIXFjib1oji3WzPO79acH3WJp4HG5EXkFCgxgsShIwV8kXyABd/uZ8G3+9mXlQ9AYvMYbh7WgfO6Nad/28bU0tE1IlJJCnyPZOQWsnTrQRampDN/dS475n2Cc9CobhTDO8dxdud4ftQlTpcGFJGAUeBXk0NHCvhmxyEWpaSzKOUg63Zl4HNQu1YEZzSEu8/twogucfROaKyLiIhIlVDgVwGfz7FlfzbLtx9i+fZDfLPjEFv2HwGgdmQE/do25mc/7syZZ8TSt01jFn31BSNHdva4ahEJdQr80+ScY+fhXNbuzGDNzgzW7Mxk5Y5DZOYVAdC4XhQD2jbhyv4J9G/bhH5tG2s+eRHxhAL/FBQV+9iWfoRNe7JZt6sk4NfuzOBQTiEAkRFG52YNuKR3S/q3bcKAdk3oEFdfM0+KSFBQ4JejqNjHzsO5JO/LZtPeLL7dk8Wmvdls2ZdNQbEPgFoRRpfmMZzfvTm9WjeiZ+tGdGvZUFvvIhK0wjbwC4p87MnII/VQDikHjrCt9LY1/QipB3MoLHZH27ZqFE2XFjGM6BJHYvMYujSPoVOzBgp3EalR/Ap8MxsFPAlEAi855x49bnkd4FVgAJAOXOuc2xbYUv2XU1DEgawC9mfnsT8rn31Z+ew8lMvOwyW3XYdz2ZeVjzuW6URHRdA+tj6JzWO4sEcLOsTWp2N8fbq0iNE88SISEioMfDOLBJ4BzgfSgKVmNsc5t75Ms0nAIedcJzO7DvgrcK2/RTjn8Dko9jmKfY6CIh+5hcXkFhaTU1BEXmExuQU+cgqKyMorIiO38Ogts8z9A9n57M/K50hB8Q/eo3ZkBK0aR9OqcV1GdI6nVeO6tG5Sl4TGdekQX5/mMdFE6HBIEQlh/mzhDwaSnXMpAGY2C7gMKBv4lwF/LL3/b+BpMzPnym5Df9/2TB9dfv8hxa4k5Csjpk4tGtaNolHprVdCY+Ib1CE+pg5xDWoTH1Pn6C2ufh0FuoiENX8CvzWQWuZxGjDkRG2cc0VmlgHEAgfKNjKzKcCU0of5mx+5eG1lig5BcRzXV2FMfXGM+uIY9cUxiZV9oT+BX95m8fGb5P60wTk3FZgKYGbLnHMD/Xj/kKe+OEZ9cYz64hj1xTFmtqyyr/VnJq40oE2ZxwnArhO1MbNaQCPgYGWLEhGRwPMn8JcCnc2sg5nVBq4D5hzXZg5wU+n9q4FPTzZ+LyIi1a/CIZ3SMfk7gXmUHJY5zTm3zsweApY55+YALwOvmVkyJVv21/nx3lNPo+5Qo744Rn1xjPriGPXFMZXuC9OGuIhIeNDVNEREwoQCX0QkTFR54JvZKDPbZGbJZnZfOcvrmNmbpcsXm1n7qq7JK370xS/NbL2ZrTaz/5lZOy/qrA4V9UWZdlebmTOzkD0kz5++MLMxpd+NdWb2enXXWF38+DfS1sw+M7MVpf9OLvaizqpmZtPMbJ+ZlXuukpV4qrSfVptZf79W7JyrshslO3m3AB2B2sAqoPtxbX4KPF96/zrgzaqsyaubn31xDlCv9P7t4dwXpe1igAXAImCg13V7+L3oDKwAmpQ+buZ13R72xVTg9tL73YFtXtddRX0xAugPrD3B8ouBDyk5B2oosNif9Vb1Fv7RaRmccwXAd9MylHUZML30/r+Bcy00J5CvsC+cc58553JKHy6i5JyHUOTP9wLgYeAxIK86i6tm/vTFLcAzzrlDAM65fdVcY3Xxpy8c0LD0fiN+eE5QSHDOLeDk5zJdBrzqSiwCGptZy4rWW9WBX960DK1P1MY5VwR8Ny1DqPGnL8qaRMkveCiqsC/MrB/Qxjn3fnUW5gF/vhddgC5m9pWZLSqdvTYU+dMXfwTGmVkaMBf4WfWUFnRONU+Aqp8PP2DTMoQAvz+nmY0DBgJnV2lF3jlpX5hZBPB3YEJ1FeQhf74XtSgZ1hlJyV99X5hZT+fc4Squrbr50xfXA684554wszMpOf+np3POV/XlBZVK5WZVb+FrWoZj/OkLzOw84PfAaOdcfjXVVt0q6osYoCeQZGbbKBmjnBOiO279/TfynnOu0Dm3FdhEyQ9AqPGnLyYBswGccwuBaEomVgs3fuXJ8ao68DUtwzEV9kXpMMYLlIR9qI7TQgV94ZzLcM7FOefaO+faU7I/Y7RzrtKTRgUxf/6NvEvJDn3MLI6SIZ6Uaq2yevjTFzuAcwHMrBslgb+/WqsMDnOA8aVH6wwFMpxzuyt6UZUO6biqm5ahxvGzLx4HGgBvle633uGcG+1Z0VXEz74IC372xTzgAjNbDxQD9zrn0r2rumr42Rf3AC+a2S8oGcKYEIobiGb2BiVDeHGl+yseBKIAnHPPU7L/4mIgGcgBbvZrvSHYVyIiUg6daSsiEiYU+CIiYUKBLyISJhT4IiJhQoEvIhImFPgiImFCgS8iEib+P1n1v2U59gLTAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Create a plot and hold the line object\n",
     "f, ax = plt.subplots()\n",
@@ -634,18 +825,41 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "f, ax = plt.subplots(2,1)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.axes._subplots.AxesSubplot at 0x114d0bb00>,\n",
+       " <matplotlib.axes._subplots.AxesSubplot at 0x115b76978>]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "f.axes"
    ]
@@ -662,18 +876,41 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x114d0bb00>"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "f.axes[0]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "ax[0].figure"
    ]
@@ -708,15 +945,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "metadata": {},
-   "outputs": [],
-   "source": [
-    "f, ax = plt.subplots(figsize=(10,10))\n",
-    "\n",
-    "# Three simple polyniomials\n",
-    "x = np.linspace(-1, 1)\n",
-    "y1, y2, y3 = [x**i for i in [1,2,3]]\n",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'p(x)')"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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CTAdOzh7tnApu+tqA3SkJbF0/A54FxgLfzjkWERGRlhJG8Y7AbfgRvEuBSdVycfYCX+SXYJ2btX6ATacWKoXlgS2BmcDN9Yu49pQEtiqbzgSizhY2WCzPcERERFpFGMW74GvvDgYuAg6ulos9qeu3M7AJ8AZdyeAe+HzqrqSUvD2/FzYjJYGt7Rbgz8AywDE5xyIiItL0wijeHb/5owO/xv7warm48N28fulVOWudgk3fy77/367gGodad0oCW5lNHV3J39HYYIU8wxEREWlmYRTvA1yH39RxBnBsjxJAbxKwBn4p1mUAhUrhC8D6QIpfW9hSlAS2Opv+CT8iOBxfQ1BERETmEkbx/kAFn/ucXC0XT+xxAuiXXNms9b1sSRb4c4MBrklKyfQahtsQSgL7h+8Bs4EDsMHaeQcjIiLSTMIoPhj4OWCA71XLxVMX8RZH44+R+wt+LSGFSmEosHf2/M9rFGpDKQnsD2z6DH5oegBd6xVERETaXhjFhwM/zppHVcvFRfs5aYPlgSlZ65hsKRb42oBLAH9LSsljtYi10ZQE9h+nAB8AO2GDTfMORkREJG9hFB8D/DBrHlItFy/oxW1OxheSvg2b/rHb451TwS05CghKAvsPm74GnJO1dJyciIi0tTCKT8T/XHTAgdVy8ZJFvolfYjUJv+SqsywbhUphVXxtwI/wG01aUkfeAUhNnQ8cDGwI7AbclG84IiIijRVGscHPjn0ff7bv/tVysdLL252F30l8KTb9Z7fH98/+vDkpJe/2OticaSSwP7Hp+3QdYXMWNhicZzgiIiKNlCWAZ+ETwNnAPr1OAG3wNWA8fqmV7Xy4UCkMBPbLmi07FQxKAvujK4B/AqsDB+Uci4iISENkCeD5wHHALGCParnYu6naTx4Pdx42/W+3Z8cBKwLPAw/1OuAmoCSwv7HpLLrWLZyMDZbIMxwREZF6C6N4AHAxcAT+DN/dquViX87x/SawEfAa8IO5nvvfhpCklPS00HRTUhLYP92O/+1kKfyQuIiISL+UJYCXAt8BPgbGV8vF23p9QxsMo2uj5UnYdFrnU4VKYVlgJ/xaw96uM2waSgL7I1/D6Ej8jqhDscEaOUckIiJSc2EUDwSuxO/gnQ7sUC0Xf9PH2x4FrAI8wafX/H0Lv6k2TkrJ1D72kzslgf2VTR/Drw/s4NND2SIiIi0tjOIO4Bp8YvYBsF21XPxtn25qgxXwp3ABHIFNZ3c+VagUDP2gNmB3SgL7txOAacAO2GCbvIMRERGphTCKBwO/BPbA/5wbVy0Xa7FJ40x8YehbsOkDcz23CbAWfp3gXTXoK3dKAvszX0D6jKx1PjZQXUgREWlpYRQPAW4GdgVSYOtqufinPt/YBhsAJfzGkmPmcUXnKOBVSSmZ2ef+moCSwP7vR8C/gc8BB+Yci4iISK+FUTwMuBXYEXgb2KJaLv6/Pt/Yl4TpPF7uh9j0+e5PFyqFUcDuWfOKPvfXJJQE9nc2/Yiug69PVckYERFpRWEUjwDuALYF3gS+Xi0X/1aj238T+ArwOnD6PJ7fHRgO/CEpJf+qUZ+5UxLYHm5BJWNERKRFhVG8GH4d3pb4NXmbV8vFJ2py80+WhDkRm743j6s6p4Ivr0mfTUJJYDvwJWOOoKtkzJo5RyQiItIjYRQHwD3ApsBUYLNqufhUDbs4Gl8S5nHmMdVbqBTWwReOfg+/FrHfUBLYLmz6d/yW9g7gvJyjERERWagwipcA7gM2Bl4CNq2Wi8/UrINPloQ5sntJmG46RwGvS0rJhzXruwkoCWwvJ6KSMSIi0gLCKF4KuB/4En6D42bVcvH5Bb9qkZ2FX+s3r5IwFCqFIcA+WbNf1AbsTklgO/ElYzoXvF6gkjEiItKMwiheFngAWA94Fp8AVmvaiQ2+hC80PYN5l4QBGI9fT/8E8Nea9t8ElAS2nx8BLwCfRSVjRESkyYRRvDzwIFAA/onfBPJyTTtZSEmYbv63ISQpJa6mMTQBJYHtxqYf0/Ubj0rGiIhI0wijeCV8NYu1gSfxCWA9zujdHX8CyOt0HarwCYVKYTSwNfAxcG0dYsidksD2dAv+t6ylgJPyDUVERATCKA6B3wNjgb/j6wC+VvOOPlkS5oT5lIQB2A8wwK+TUvJ2zeNoAkoC25EvGXMkvmTMISoZIyIieQqjeHX8COCqwCP4k0DerFN3RwMr40vCXDmvCwqVwkB8Egj9cENIJyWB7eqTJWN+kHM0IiLSpsIoXhOfAK4C/Bl/FvA7denMBivSVRLmiPmUhAHYJounit+g0i8pCWxvnSVjithgu7yDERGR9hJG8WfxCeCK+KngcdVyMa1jl2V8SZhfY9MHF3DdodmflyalZE4d48mVksB25kvGnJq1LsQGQ/IMR0RE2kcYxZ/Hr09fDvgdsH21XJxWtw5tsCmwN36jx/xKwlCoFMYA22XX9atj4uamJFB+BDwNjAGm5ByLiIi0gTCKv4ifZl0GuBvYoVouflC3Dn1d3IuzVhmbvrCAq7+b/XldUkrqtS6xKbRkEmiM2dYY84wx5jljTDSP5y8wxvw9+/qXMebdbs/N7vbc7Y2NvAnZdCZwSNY6ARuMzjMcERHp3/6VmhH4kb8lgTuAnavl4vQ6d/tdfN3BfwNnz++iQqUwEtg/a148v+v6i5Y7McIYMxC4BF+75xXgEWPM7c65f3Re45w7stv1h+Irjnea7pxbt1HxtgSb/g4b3ICvm3Q+sGvOEYmISD8URvFXBg8YsAZ+EOpXwF7VcnFGXTu1wWfoWvp0ODZdUMK5NzAKeDgpJX+ra1xNoBVHAjcEnnPOveCcmwH8En+sy/zsCVzfkMha2xTgA2AXbDAu72BERKR/CaN4c+CeGXPMAPzP7j3rngB6Z+MTuxib3jG/iwqVgqFrZuyiBsSVO+Nca52CYozZDdjWOTcpa+8DbOScO2Qe144G/gKs5JybnT02C1+EchZQds7dOp9+DiQ7Vm3ixIlDJ0yY8FE93k83a+PX5uVmrak3L7fma7ev9OGgpT6+/7NnPzVnwOBG/uXI/f3nSO+9DU2ZMmXNwYMHDz/zzDMfyzuWnLTtZ59pq/f/xNtmscq/BoyZ5cyA9ZeeM2vimDmPDzT173eZ95KRmzx/7ppzTId7cM3Tnpo2bMWP53ft0zOfXuzaD65dY7gZPvPYUccmHaajHj8DG/K5jx8/foMeXeica6kvYAJwebf2PsBF87n2uLmfA1bI/lwNX/9n9bzfk3OOW2+99dG8Y3AnjxrsTh71tDt5lHMnj/pe273/dv7s9d4b/gU8OGbMmGl5x6HPXu+/3l+jj7tzu9HH3fnR6OPudKOPu/PyX93SoPd+8qgOd/Kox7Ofaacs7Pp1rlrn1+tctY5b56p1Tm6Xz70Vp4NfwVf67rQSML9zBfdgrqlg59zU7M8X8FvT1/v0y9qUTWfQNRR+IjZYJc9wRESktYVRvBNwKzAE+AlwYCNGADMHA5/HD/iUF3Rhdk7wePws4WV1j6xJtGIS+Agw1hizqjFmMD7R+9QuX2PMmsAS+OrjnY8tYYwZkn2/NPAV4B9zv7at2fR+4CZ8MU2dJCIiIr0SRvFu+M0fg/HlyL5bLRcbU3jZBssBp2WtIxayGQRgMj4nuikpJa/WNbYm0nJJoHNuFn606h78vPqNzrmnjDGnGmN26nbpnsAvnXPd5/TXBh41xjyOr09Udt12Fcv/HA18COyGDbbOOxgREWktYRTvhd/80QGcAxxZLRcbuc78bCAAfsM8Boq6K1QKw4BvZ8222BDSqeVKxAA45+4C7prrsZPmatt5vO5hfJ0gWRCbvowNTsUPn1+EDT6fTRWLiIgsUBjFJeAK/EDTacDJDU0AbbAJUAJmAIdh04X1vQewFPA3/GbSttGSSaA0xAXAfsCawJEsoLimiIgIQBjFk/Br6gzw/Wq5eHpDA7BBZy1hgHOw6XMLujwrC9N5TvBFSSlprZIpfdRy08HSIH7kr/MfxvexwcoLulxERNpbGMXfAX6GTwCPa3gC6E0G1gVeBM7qwfUb4zeIvoWfvm4rSgJl/mx6H3AzMAJtEhERkfkIo/hIukbgjqyWi+c0PAgbLAuckbWOwKYf9uBVnRUxfpaUknrXA246SgJlYY7CbxKZgA22yjsYERFpLmEUH4c/chTgO9Vy8Yc5hVLGbwa5G7htYRcXKoXl8bWH5+DL17QdJYGyYDZ9Gegc0r8IGwzOMxwREWkeYRR/H598OWBStVzMJ5mywcb4dew93QwCcBB+b8StSSl5qZ7hNSttDJGeOB/YF1gLbRIREWl7YRQb/M7fE/AjaftVy8Vf5BKMDTromoo+F5s+u7CXFCqFwfgkEODieoXW7DQSKAtn04/pWjdxMjZYNc9wREQkP1kCeA4+AZwNTMwtAfQOxW/ueBE4s4ev2RX4DPAU/vSwtqQkUHrGbxK5DhgG/AQbNO7gHxERaQpZAvhDYAr+iLXdq+Vifrtq/fGmnSeDfKeHm0Gga2Dj4nYrC9OdkkBZFEcC7wDj8MU1RUSkTYRRPAD4MXAYfu3dLtVy8Ve5BeQHIy7BV7C4EZvetZBXAFCoFL4IbAKkwDX1C7D5KQmUnrPp68CxWeuH2GDJPMMREZHGCKN4IL4G4GTgY2B8tVy8I9+o2BXYAZ/MHbEIr+usgXtFUkrer3lULURJoCyqK4A/AMuiDSIiIv1eGMUdwFXA/sB0oFgtF+/ONSgbBMCFWSvCpq/25GWFSmFpYE/8buYf1ym6lqEkUBaNTefgd1TNBCZhg6/lHJGIiNRJGMWD8FOmewMfANtVy8X7840K8KeBLA88jD+mrqe+DQwBfpOUkgUeKdcOlATKorPp03Qdx3MZNhiSZzgiIlJ7YRQPBm4AdgemAdtUy8WH8o2KzpqAk/EbUw7KBicWqlApDMWvZ4SuUcS2piRQeuss4F/42oHH5RyLiIjUUBjFQ4FfAd8A3gW2qpaLD+cbFWCDQfiRP1+mxqZPLsKr98GXhXkcuLcO0bUcJYHSOzb9iK5CmydggzXzDEdERGojjOJh+GPXdgDeBraslov/l29U/zMFWAd4jq7TrBaqUCkMBI7Jmme3c1mY7pQESu/Z9EHgSmAw8FPVDhQRaW1hFI8AYmAb4A1g82q5+Ld8o8rYYHXgpKw1GZtOX4RXfwMYC/wbuKnWobUqJYHSV8cAbwKb44+WExGRFhRG8WLAb4CvA//FJ4BJvlFl/CDDT4GhwNXYtMebUwqVgqFr2dIPklIyqw4RtiQlgdI3Nn0LX0Qa4DxssEye4YiIyKILozjAr5P7GvAfYLNqufiPfKP6hInAVsBbwNGL+NqvAxvgByyurHFcLU1JoNTCtcB9wJLA+TnHIiIiiyCM4iWB3wJfBl7CJ4D/yjeqbmywFHBB1pqCTd9YxDt0jgL+KCklPT1Wri0oCZS+s6kDDgY+AvbGBlvnHJGIiPRAGMVLA/fjR8peADatlovP5xvVp5wLLA08AFQW5YWFSmE9/PrGD1Bx6E9REii1YdPngVOz1k+wwbA8wxERkQULo3g54EFgXeBZ/Ajgi7kGNTcbbA7shz+qbnI26LAoOkcBL0tKydu1DK0/UBIotXQe8CSwOvD9nGMREZH5CKN4BXwC+DngaXwC+EquQc3NBkOBS7PWGdh0kaaoC5XC6sAEfFHpCxZyeVtSEii1Y9OZwIH4MxmPwQbr5RyRiIjMJYzilYGH8MX+E/wu4B6dvdtg3wfWwCepvTmr/mh8nnNtUkpermVg/YWSQKktm/4ZuBjoAK7EBoNzjkhERDJhFIfA74ExwGPAFtVy8fVcg5oXG6yPn8p1wCRsOmNRXl6oFJbFTyMDnFPj6PoNJYFSD9/DF+T8AhDlHIuIiABhFI/BJ4Ah8Aj+JJA3cw1qXvzgwVXAQOCH2LQ3x9Udhq8peHtSSpqp1E1TURIotWfTD4ADstb3scHn8wxHRKTdhVG8Fn4KeGXgYWDrarn4Tr5RzdeJdB0Nd+KivrhQKSwGfDdr9mYauW0oCZT6sOkDwE/omhYelHNEIiJtKYziz+E3gayAHwnctlouprkGNT9+Lfn38NPA+2PT3tT1OxBYHPhjUkp6M4rYNpQESj0dB7wIfJFgKpieAAAgAElEQVSug7tFRKRBwij+Aj4BXA5fD3D7ark4Ldeg5sdPA1+JHzy4CJv+YVFvUagUBtN1ipVGARdCSaDUj02nAZOy1snY4HN5hiMi0k7CKF4fX2B5aeBuYMdqufhBvlEtUIRfS/4CcHwv7zERWBFfruyuGsXVbykJlPqy6W+BywD/G54NOnKOSESk3wuj+Mv4kb8lgNuBnavl4vR8o1oAv3a8s77sAdna8kVSqBQGAMdmzXOSUjKnVuH1V0oCpRGOAV4GvsSiH/wtIiKLIIzirwL3AgHwK2BCtVz8ON+oFsCvGe+cBv4xNn2wl3faCV/78CXgl7UJrn9TEij1Z9P3gG9nrVOwwVp5hiMi0l+FUbw5fup3MeB6YI9qubhINfZycAx+7fiLdB3ztkgKlYLp9trzk1Iys0ax9WtKAqUxbHoPcAUwBD8tPDDniERE+pUwirfGr4MbAfwC2KdaLs7KN6qF8GvFT85aB2DT93t5p68BXwbeBi6vRWjtQEmgNNLRwFT8P9Qjco5FRKTfCKN4e+AOYBg+CdqvWi7OzjeqhfBrxK/Erxm/DJve34e7dY4CXpSUkmbe/NJUlARK49j0XXz9JoDTscEaeYYjItIfhFE8HrgVP9PyY+CgarnYCpsijsavFX+ZPpQRK1QKGwLbAx/ijy2VHlISKI1l0xg/TTEUuELTwiIivRdG8QTgZmAQcAFwSEskgDZYGzgla307WzveW6dmf16UlJLmOwaviSkJlDwcAbwKfAU4JOdYRERaUhjFe+F3wXYAZeDoarno8o1q4YybDV1rxH+erRnvlUKl8FVgHDANOLcmAbYRJYHSeDZ9B5ictc7CBmPzDEdEpNWEUbwvcA3+5/ipwPGtkAACrPnfW5fDrw3/D30vG3Za9ucFSSl5q4/3ajsq3Cv5sOnt2OBafHX3q41r7g1sIiLNIoziA4FLs+aJ1XLxjDzjWSQ2+PxYM3DFrHUgNu31GcaFSmELYHPgXfxUuCwijQRKng4FXgE2+uzUm5bPOxgRkWYXRvF36UoAj2mxBHAIcM0AN9vgdwP3+li3rC7g6Vnz3KSUvFuLENuNkkDJj58W3hdg9dfvWQEbbJhvQCIizSuM4qPo2v16eLVcPC/PeHrhdKDw4aClPqbv08DbAhsDbwIX9jWwdqUkUPLl60JdYJgDcA02GJFzRCIiTSeM4u8BP8iak6vlYmslPjbYHJ/4zX5s9Lf/3Yei0J2jgJ1rAc9OSkmv79XulARKMzj+/SHLTQfGot1dIiL/E0axCaP4JOBMwAH7V8vFSxfysuZig8XxpcEMcPqbi322r8WcxwPrA//F10WUXlISKPmz6Ud/G33Qv4EZwMHYYPu8QxIRyVsYxZ3r3k4B5gDfqpaLV+YbVa9cDKwM/B/QpzWMhUqhczc0wJlJKfmwj7G1NSWB0hTeGTFmOnBi1rwCGyyTZzwiInnKEsBzgeOB2cBe1XLxmnyj6gUb7I6vAvEhsDc2ndnHO+4GFPCnjFzWx3u1PSWB0kzOBx4ClgMuwwYm53hERBouSwB/hF9DNxOYUC0Xb8g3ql6wwYrAT7PWUdj02b7crlApDKTrlJHTk1LycV/uJ0oCpZnYdDZQAt4Ddgb2yzcgEZHGCqN4APATfAmtGcAu1XLxlnyj6gUbDACuAhYHYmozarcXsBbwAtCK0+JNR0mgNBebvkjXUXI/wgar5RmOiEijhFE8ELgcOAj4CNipWi7emW9UvXYosBW+hMskbNqn00wKlcIgwGbNU5NS0tdpZUFJoDSna4CbgJHA1dhAJ9uISL8WRnEHUMHPgHwIFKvlYq/P1M2VDT4HnJ21JmHT/9bgriVgNeBfwLU1uJ+gJFCakf+NcTIwFdgEOC7fgERE6ieM4kHAdfgNFO8D21bLxd/lG1Uv2WAw/hf5IcDPseltfb1loVIYAnw/a56clBKdM1ojSgKlOdn0bbLTRACLDdbPMRoRkboIo3gwcCMwAb8eeptqufiHfKPqk1OBdfHr9o6s0T0nAasAT+L/W0mNKAmU5mXT+/DHAXXgTxMZnnNEIiI1E0bxUODX+I1w7wJbVsvFP+cbVR/Y4GvAsfiahvtg02l9vWWhUhgGnJA1T0pKyZy+3lO6tGQSaIzZ1hjzjDHmOWNMNI/n9zXGvGGM+Xv2NanbcyVjzLPZV6mxkUsvRMDT+B1hrXZOpojIPH00mwHAbUAReAv4erVcfDTfqPrAnwpyNf5UkLOw6cM1uvNkYHngb8CtNbqnZFouCTTGDAQuAbYDPgvsaYz57DwuvcE5t272dXn22iWBk4GNgA2Bk40xSzQodOkNm07Hr5OZiT9NZNecIxIR6ZMwikf8+B8DxwDbAK8Dm1fLxb/nHFbv+ZqulwOjgUfpquXXJ4VKYSTwvax5UlJK+rTDWD6t5ZJAfPL2nHPuBefcDOCX+HMEe2IccJ9z7m3n3DvAfcC2dYpTasWmjwFTstbPscGqeYYjItJbYRSPAu5+8X2zGPAqsFm1XHwy57D6ajKwK35N4x41OBWk0xRgGeAvwF01uqd0Y5xrrcTaGLMbsK1zblLW3gfYyDl3SLdr9gXOAt7Abyc/0jn3sjFmCjDUOXd6dt33genOuU9NMxpjDgQOBJg4ceLQCRMmfFTfd8ba+GnPdrXg9+8cGz9/zurLTntq8XToyh88tOYpz7gBHa31l3f+2vmzb9v3PmXKlDUHDx48/Mwzz3ws71hy0naf/fszGXjJPwaOnfqhGREMdm7y2rOfWmE4LX3qxRLvPzvsq8+dtfYAN8s8tvIBL7y09Gbv9OBlC/3s35799qALp124zixmDSiNKD0zdtDY92sTce4a8vd+/PjxG/TkulZMAicA4+ZKAjd0zh3a7ZqlgPedcx8bYyYD33TObWGMOQYYMlcS+KFz7geNfyefdNtttz3a0w+tP+rR+7fBksDf8QeRn4tNj21EbPXWzp99O793Y8yDY8aMWf/ZZ59dLO9Y8tBun30YxUsC9wLrAy8ev+6s9w7cY/zncw6rb2wwEvgrsAZwGTY9qCcv68lnX6gUrgb2Bm5MSsnufY61STTb3/tWnA5+BZ8EdFoJX0/uf5xzbznnOn+7+hn+H12PXitNzJeN2RN/mPox2GC7nCMSEVmoMIqXAR7A/yx6Hth0uWHMyDeqmrgEnwA+CRxRq5sWKoWN8Angx6hObF21YhL4CDDWGLOqMWYwsAdwe/cLjDHLd2vuRNfQ6z3ANsaYJbINIdtkj0mrsOmf6Coa+ovsgHIRkaYURvFngAeBzwPP4NcAvpRrULVggxLwLfzpJrtnm/j6rFApGOCCrHl+UkqqtbivzFvLJYHOuVn4s2XvwSd3NzrnnjLGnGqM2Sm77DBjzFPGmMeBw8iKDjvn3gZOwyeSjwCnZo9Jazkbv6lnaXz9wIE5xyMi8ilhFK8IPISvZPEP/C7g/+QbVQ3YYC3gx1nrEGz6jxrefXdgY+A1/Np+qaOWPJPVOXcXc+0Ucs6d1O3779G1rXzu114BXFHXAKW+bDoHG+yDXx+4OXAiNSpJICJSC2EUrwL8DlgdeALYqlouvpFvVDVgg2HADcBw/Bm+V9Xq1llh6HOy5glJKelzsWlZsJYbCRQBwKav4deMOOAkbLB5vgGJiHhhFK+KHwFcHV/keIt+kQB65+Ontp8FDs7Oeq+Vo/Hr9v9ODZNLmT8lgdK6bHo/cAb+7/F12GCZnCMSkTYXRvFY4PdACPw//FFwb+UaVK3YYAK+JuAM4Ju1OBauU6FSWAF/QhTAkUkpmV2re8v8KQmUVncK8Af8sUIVbKC/0yKSizCK18aPAK4E/AnYplouvptvVDXii/RfnrWOxqa1PuHkDGAEcEtSSh6s8b1lPvQDU1qbTWcBewFv448SPCrfgESkHYVRvA5+F/Dy2Z/bVsvF9/KMqWZsMBh/Otco4BZ8aZiaKVQK6+M3cM4E+kX911ahJFBan01fIdsBDpyFDb6cYzQi0mbCKF4Xn/gti69cUKyWi/3lhAuAM/FHtr4IHFDLdYBzlYT5UVJKnqvVvWXhlARK/2DTO/D/I+kAfokNlso5IhFpA2EUb4DfBbwUvmrFTtVy8cN8o6ohG+yI37AxG9gTm/bkWLhFsSvwNfwxr6fX+N6yEEoCpT+JgP8DRgPXqn6giNRTGMUbA/cDSwC3AbtUy8V6nzPfODYYC1ydtY7Hpn+u5e0LlcJQukrCnJSUkrSW95eFUxIo/YdNZwC7AW8C41DtQBGpkzCKN8WfBTwKuAmYUC0XP17wq1qIDUYAvwaC7M9z69DL4cCq+GPnLl/ItVIHSgKlf7Hpy/iK83OAE7DB+JwjEpF+JoziLYDfACOB64C9quXizHyjqiEbGHxStg7wT2C/GtcDpFApLAeckDWPSkrJrFreX3pGSaD0Pzb9HV31pn6BDdbIMxwR6T/CKB4HxPgTM64CvlUtF/tbAnM4sAfwPrALNq3HLufTgMWAO5NScl8d7i89oCRQ+qvzgJvxUzW/xgYjc45HRFpcGMU7ALcDQ4HLgAOq5WL/Kmpsg83w//8E2BebPl3rLl6a9dIwYBIwC5hS6/tLzykJlP7JT13sDzwNfA64PJviEBFZZGEUfwO/Nm4wcDEwuVouzsk3qhqzwYrAjcBA4Bxs+qtad1GoFAbcOf3OVQADXJKUkmdq3Yf0nJJA6b/8kUa7ANPw6wSPyDcgEWlFYRTvjt/8MQh/du5h1XKxpmvkcucLQt+Mr3X4O7rW69XapKmzp44EXkOb93KnJFD6N5v+k65C0udig83zC0ZEWk0YxXvjN38MBM4CpvS7BNC7APgy8DKwR3YaU00VKoXl6SoJc1hSSmpdc1AWkZJA6f9s+mugjP+f+A3YYKWcIxKRFhBG8f7AL/A/Ky1wQr9MAG1QAr4DzAB2xaZv1KmnC4Fg1Y5VU/zIquRMSaC0ixOB3+KnOm7CBkNyjkdEmlgYxZOBn+PXrh1fLRdP6acJ4HrAT7PWd7HpI/XoplAp7ISv4/rBzsN2fikpJf3vv2ULUhIo7cGm/sgjeAk/5XHBgl8gIu0qjOLDgJ9kzaOr5eJZecZTN/54zV/jdztfjk3rUrC5UCksBlySNU9YauBSM+rRjyw6JYHSPmz6Jv6cyo+Bg7MpEBGR/wmjeArwo6x5aLVcPD/PeOrGH6t5LRACjwKH1rG3M4CVsn4urmM/soiUBEp7semj+LUvAD/FBhvkGY6INI8wik+g63i0g6rlYn9OWE7FH6/pfzm2aV3OPC5UChsBhwCzgUlJKelfdRVbnJJAaT82vQJf6HUocFtWG0tE2lQYxSaM4lOA0wEH7F8tFy/LOaz6scFE4Hj88Zp7YNOX6tFNoVIYBPwMv67yvKSUPF6PfqT3lARKuzoUeAhYAZ8IDs85HhHJQRjFBjgTOAmfFO1TLRevzDeqOrLBxvgNLwCHY9P769jb0UABeAE/8ihNRkmgtCeb+lII8DywPv6MYf17EGkjWQJ4Hv6s8dnAHtVy8dp8o6ojG4wGbgWGAD/GpnWb7i5UCmOAk7Pm5KSUfFivvqT39ENP2pdN3wJ2BFJ8Qqjq9SJtIoziAcBFwFHATGC3arnYf2vX2WAx4A58mazfAofXq6tCpWDwZWeGAlcnpeS+evUlfaMkUNqbPxz9m/hRgBOztTIi0o9lCeClwHfx1QK+US0Xb803qjryO4Gvw0/NPgNMqMeJIN18C9gSeAs/JSxNSkmgiE3vpeu34p9na2ZEpB8Ko3ggcAUwCfgI2KlaLsb5RlV3ZWAH4B1gB2z6br06KlQKy+DPVwY4Mikl9Tp9RGpASaAIgE0vAX6MXytza7Z2RkT6kTCKO/DHwJWAD4Htq+XivflGVWc2OACYAswCdsGmz9W5x/OBJfFTztfUuS/pIyWBIl0Op+touTuyNTQi0g+EUTwIuB7YC3gf2LZaLj6Qb1R1ZoPN6DoS7mBs+mA9uytUCuOAvfEjrJN1NFzzUxIo0smvkZmAXzNTAK7L1tKISAsLo3gIcDP+7NoU2LpaLv4h36jqzAar44+E6wDOr9eRcJ0KlcIouhJOm5SS5+vZn9SGkkCR7vxama61M34tjYi0qDCKhwK3ADvh/11vWS0X/5JvVHVmg8WBO/HTsjFwbAN6vRB/BN1jdK0JlCanJFBkbn7NzC74NTRTsMH+OUckIr0QRvFwfFmU7fDHo329Wi7+Nd+o6swGHcANwFrAk8Be2LSuR7UVKoVv4tdZfgRMTErJzHr2J7WjJFBkXvzamYOz1k+ztTUi0iLCKB6JHwXbCngNnwD272PLbGCAC4BtgDeAHbHpe/XsslAprIwvtwNwVFJKnq5nf1JbSgJF5sevobkAGITfMfy5nCMSkR4Io3gUcDewOfAqsHm1XHwy16Aa42jgEGAG8A1sWq1nZ4VKYSBwNdA5/fzTBb9Cmo2SQJEFOwa/nmhx4G5ssHLO8YjIAoRRvDhwH/AV4GVg02q5+M98o2oAG+wNnJu1Stj0Tw3odQqwGX6k9QDtBm49SgJFFsSvpZkI/BFYCZ8ILpFvUCIyL2EULwXcD2wIVIHNquVivevi5c8G2wBXZq0jsekv691loVJYHzg9a+6blJLX692n1J6SQJGFsel0/M7Cp4DPArdjg2H5BiUi3YVRvCzwO+CLwPP4BPDf+UbVADbYgK5SMOdi0x/Wu8tCpTACfwxdB3BhUkrurnefUh9KAkV6wqbv4HcYvgJ8FdUQFGkaYRQvDzwAfB5f53PTarn4Ur5RNYANxgB3ASPwp3NEDer5fGAN/O7j4xrUp9SBkkCRnrLpy8C2wLvAzsAl2W48EclJGMUrAg/iR+mfwo8ATs01qEawwXL4zS/LAPcCB2DTOfXutlAp7AwciN98MjEpJR/Vu0+pHyWBIovCpk8BO+LrYR0EnJhvQCLtK4zi0cDv8aNSj+PLwLyWb1QN4I+0jIHVgb8Cu2HTGfXutlApLA90njxyXFJKnqh3n1JfSgJFFpVN/wjsCcwBTsUGk3KOSKTthFG8GvAQsBo+EdqiWi6+kW9UDWCDwfgj8NYHXgCK2HRavbstVAoDgKuApfAjjxfWu0+pPyWBIr1h01uB72atS7HBjnmGI9JOwigei08ARwN/Abaqlotv5xtVA9hgAPBzuopBj8OmjRr5PCzr9y38buC6Tz1L/SkJFOktm/4UOBX/7+gGbLBxzhGJ9HthFK+NnwJeCV+6aVy1XHw336ga5ixgb+ADYPvsiMu6K1QKnwfOzpoHJKXk1Ub0K/WnJFCkbyx+jcww4E5ssFa+4Yj0X2EUF/AjgJ/B7wberlou1vVYtKZhgyOAY/Fnmu+KTR9tRLeFSmEYvhzMYODSpJTc1oh+pTGUBIr0hU0d/ozhO4AlgXuwweh8gxLpf8IoXg+f+C2DPxFkh2q5+H6+UTWIPw3kgqy1Pza9pxHdFioFA/wE+By+9M7RjehXGkdJoEhf2XQWsAfwMLAKcD82WDHfoET6jzCKv4QvBL0UflfsTtVy8cN8o2oQG0wAKlnrWGx6dQN7PwQoAdOB3ZNS8kED+5YGUBIoUgs2/RDYHr9LcXXgt1kdLxHpgzCKNwF+iz+/+1Zgl2q52B616WywE34qdgBwKjY9dyGvqJlCpbA53UYfk1LyeKP6lsZREihSKzZNgXHAE8Ba+ERw6XyDEmldYRRvii9HMgq4EfhmtVysez28pmCDbYGb8EeznYNff9wQhUphlazvgcA5SSmp+1nEkg8lgSK1ZNO3gK2Bp4F1gHuxweL5BiXSesIo3hJ/IkbnkWgTq+XizHyjahAbbAHcgt+McSEQZeuP6y7bCHILsDQ+AT++Ef1KPpQEitSaTV8HtgKeA9YD7s4q/ItID4RRvC1wJ37X/ZXAvtVycVa+UTWIDb6K32g2FLgMOKKBCaDJ+vwivhD1nkkpmd2IviUfSgJF6sGmU4EtgCqwERBjgxG5xiTSAsIo3hG4DZ8E/RSYVC0X2yMRscGGwF3AcPxmkIMblQBmDsfXIfwQ2DkpJf2/AHebUxIoUi82fRmfCP4H+BpwOzYYlm9QIs0rjOJdgF/TNQ36nWq52B4nU9hgPeAeYDHgBuAAbNqw916oFLYAzsua+yalJGlU35IfJYEi9WTTf+MTwdeyP3+FDYbkG5RI8wmjeA/85o8O4FzgiGq52MhRsPzYYB187cPOHdD7YNOGjX4WKoUQ/99+IFBOSslNjepb8qUkUKTebPovYEvgTWA7/BFzg/INSqR5hFG8D3AtPgk5AziujRLANfElcJbCTwXvgU0btgGmUCkMx28EWQq/EefERvUt+VMSKNIINn0Kv2v4XWA8cA026Mg3KJH8hVG8P3792wDgpGq5eGIbJYCrAfcDy2V/7opNP25U99lGkJ8B6wLPA3tpI0h7ackk0BizrTHmGWPMc8aYaB7PH2WM+Ycx5gljzP3GmNHdnpttjPl79nV7YyOXtmbTvwPbANOAbwLXYYPB+QYlkp8wig8Gfg4YIKqWi6flHFLDjJr+0hD8OcgrAn8AxmPTRhfBPgrYC/gAvxHknQb3LzlruZEIY8xA4BL8qMorwCPGmNudc//odtljwAbOuQ+NMQfjC23unj033Tm3bkODFulk00eyIrC/ASYAwwbO+djkHJVIw939ilkW+HHWPKpaLl6woOv7FRsUNhk4ci38z+A/AUVs2tAj2QqVwtb4n40ApaSUPNnI/qU5tOJI4IbAc865F5xzM4Bf4qfX/sc594BzrvNcyb8AKzU4RpH5s+nD+DWCbwM7bPLs2WNVPkbaSRjFx/7m5YErZ83vtlkCuAHw4JDZ73fg1wKOw6bTGhlCoVJYD/gVPgc4Iyklv2pk/9I8jHOttfTCGLMbsK1zblLW3gfYyDl3yHyuvxj4r3Pu9Kw9C/g7MAsoO+dunc/rDgQOBJg4ceLQCRMm1HuYfm38KRPtqu3e/+IfvDD0y8+ft+aQ2e93vDts9PsPjznuuZkdI9ttPU7bfe6dpkyZsubgwYOHn3nmmY/lHUsj3VodsPwDrw5YweAYP3rOi19fwb2Zd0yNssx7ycgN/33h2I45Hw/476gvzH501UMenz1gSEN/CL82+7Uhl79/+VrT3fSONTrWeGfvEXu/MMA0fDyobf/d06D3Pn78+A16cl0rJoETgHFzJYEbOucOnce1ewOHAJs55z7OHlvBOTfVGLMa8DtgS+fc8417B/N22223PdrTD60/atv3b4OxH3UETw6dlQ4G/oYfFWibH4pt+7kDxpgHx4wZs/6zzz7bFqfJhFFsgFPxu0/n7BrOfukHk3daNeewGscGW+OLYA8Dbrj9C1eM3ekbu67fyBAKlcJn8NPPq+FHIXdISknDNqJ0aud/98323ltxOvgVYOVu7ZWAqXNfZIzZCjgB2KkzAQRwzk3N/nwBeBB/rJdIPmz67B/HnvAMfmfeF4EHscFnco5KpKayBLCMTwBnA3tvurx7K9+oGsgGO9F1DN5VwEQ3oKOhIzCFSiHAl4BZDXgU2CWPBFCaSysmgY8AY40xqxpjBgN7AJ/Y5WuMWQ+4FJ8Avt7t8SWMMUOy75cGvgJ031Ai0nAfDP3MDGBT/N/FzwF/wAar5BuVSG1kCeAFwLH4ZTi7V8vF6/ONqoFssAddp6BcjD8JpKHLPgqVwlD8KOQXgH8B2yelpKHrEKU5tVwS6JybhZ/ivQc/r36jc+4pY8ypxpidssvOBUYCN81VCmZt4FFjzOPAA/g1gUoCJX/+rOHN8Tvbx+ATwTG5xiTSR2EUD8BXczgcmAnsWi0X22cTgg32B67DF8E+GziskUfBARQqhQ7gemAz/KzZuKSUvNHIGKR5tVyJGADn3F34yurdHzup2/dbzed1DwOF+kYn0ks2fQMbbIH/u70x8HtssBU21S8q0nLCKB6In5E5APgY+Ea1XPxNvlE1kA0OAS7KWt8HzsCmjZ4CNsBPgJ3xheq3TUpJtZExSHNruZFAkX7Npu/iC0o/ACyPTwS/mG9QIosmjOIO4Ep8Ajgd2KFtEkAbGGwQ0ZUAHoVNT290Apg5DZgEfITfBJLkEIM0MSWBIs3Gpu8DRfyI4FLAQ9hgXL5BifRMGMWDgKuBffAnUWxfLRd/m29UDWKDgcCPgLMABxyETXOpgVioFA7Db46cDUxISsmf8ohDmpuSQJFmZNPpwDfwa3lGAjE2OCDfoEQWLIziwfgC/nvgj0ccVy0XH8w1qEaxwXDgZuBQYAYwEZtelkcohUphL3wyCnBAUkruzCMOaX5KAkWalU1nAHvjRxUGApdjg1OxgY6Zk6YTRvEQfBK0C5ACW1fLxfYYfbLBsvi6s51r77bBprnsgC5UCuOAStY8JikllQVdL+1NSaBIM7PpHGx6PDAZmINfYF7BBoPzDUykSxjFw4BbgR3xxyFuUS0X/1++UTWIDdYA/gxsBLwIbIJNH8ojlEKlsBW+HE0HcF5SSs7LIw5pHUoCRVqBTS/F/4D9AL/W6jfYIMg3KBH4/+zdeZwl0/3G8c/p2Yztji2xhBRGYqv8JkEQse8KM7ZY4wqCJGRBoghSEaQiQkgQsd4QEWIZlCUIIglJBFG2mIiyxk5bh1nO749TnW6jZ6a7p+89d3neXvfVXXeZ+9R06/7OqXO+J4izBYBrga2Al4CNizS612+qBkkqnwP+gmvAfC+wDkm3l+3Qwlq4HZAB8wPnAUf4yCGtRUWgSKtIuq/H9fp6HtgE+BNJZdk5v0ikfoI4Wwi3gGlT4AVgoyKNHvCbqkGSyk64S8CL4YqvDUm6n/cRJayFu/LBhtQH5NW8of0IpTWpCBRpJUn3P4B1cI3SVwfuJqlM8BtKOlEQZxVc0/4NcE2INyzSqP17WroWMN8CLgfGAL8AJpWr+hsurIVfwjWkHknZkFoFoAyUikCRVpN0P4nb8vAOYGnc7iJqISMNE8TZIsDNuPBEF1wAACAASURBVKbmTwEbFGn0L7+pGqC3BcwpgAFi4Ksk3dN9xAlr4cHA+bjf5ccAR+bV3Ec/QmlRKgJFWlHS/RqwJW4EoKeFzP5+Q0knCOJsceBWYC3gCVwB+LjfVA3w4RYwe5B0/8hTE2jCWngEfRpS59X8eBWAMlgqAkVaVdL9Hm6RSE8LmXNIKqeTVEb5DSbtKoiznlYonwam4ArAJ/2maoCksjxuAUgztIAxYS38AZBSNqTOq7mXhtTS+lQEirSy3hYyXwam4UYpbiGpfNRvMGk3QZwtBdyO23/9UdwikGe8hmqEpLI5cA/wf8C/8dsCxgA/AY7G7QSyd17NvTSklvagIlCkHSTd5+JWDj+Hm6j/D5LKZ/2GknYRxNnHcHNQVwEexBWAz/lNVWduAch3gBuBRXErgNfy2AKmC7cI5Vu4f/B9Ia/mF/vIIu1DRaBIu0i67wLWAP4ELINbMKKt5mSeBHEWAH8EVgLux/UBfMFrqHpLKgsCv8Wttu0CjgO2J+l+3UecsBaOxO0CcgAwFZiYV/MrfWSR9qIiUKSduD5lmwJn4HqGnUtS+QVJZYzfYNKKgjhbETcCuDzukuimRRq97DdVnSWV8cDdwC64/Y8nknR/j6TbS9uVsBYuCtyA20LyLWDrvJrf4COLtB8VgSLtJul+n6T7YOBLwHvAgcBtJJWl/QaTVhLE2SdxBeByuG3RNivS6FW/qeosqUS4Ync13LzHtUi6r/EVJ6yFqwB/BTYDXgQ2y6v57b7ySPtRESjSrpLuC4HPA0/j+rn9g6SyntdM0hKCOFsVVwAug7sUvGWRRt1+U9VRUukiqRyD2/6ugtsHeW2Sbm+9D8NauA1uRHI87jL8Wnk174z9mKVhVASKtLOk+x5gTdyqziVxI4JfIakYr7mkaQVx9inc98tHce1gtinS6E2voeopqSyM23LtuPKeo4GdSLrf8BGnbAFzOHAdsDBuZ5LP59X8KR95pL2pCBRpd0n3i8DmwKnAKOBM4NcklYrXXNJ0gjj7DHAbsARuS7htizR622+qOkoqawH/ACbi+v9FJN0neJz/Nx9wIfBj3I4k3wN2zat5+34NxKuRvgOISAO4ba0OJancA/wS2B34HEllT5LuP/sNJ80giLO1cYVfBTcKtUuRRlP9pqoTt/3bd3CjfyOBB3Cjf//2FSmshUvhRiTXAd7B9QC8wlce6QwaCRTpJEn3JbjdHu4BPg78kaSSkFT0D8IOFsTZeri9gCu4QmSnNi4Al8Vte3cirgA8DTf/z2cBuAbwd1wB+BTwORWA0ggqAkU6TdI9BVgPt+1UzyWnO8qtsaTDBHG2EW4EcCHgMmC3Io3e9xqqXpLKTsA/cY3VXwC2Jun+Jkm3t4I3rIW7AnfiFuH8CbcA5J++8khnUREo0olcG5kjcT0FnwU+B9xPUtnTbzBppCDONgOuBxYALgL2LNJomt9UdZBUFiSpnAv8DlgEd86fIum+0Vek6Xa6CWvhj4BLgbHAecCmeTV/0Vcm6TwqAkU6WdJ9G/Ap3CXAhYGLSSoXlSsmpY0FcbYNbu7fWOB84EtFGk33m6oOksoawL3Afri+mYcA25YLprwIa+GqZ7x5xsq4eYkzgW8AX86reXuOwErT0jwgkU6XdL9KUtkZ90vyNNzOBOuVi0bu8htO6iGIs4m41iOjgLOAg4s08rIitm6SShdwOHA87jwfBPYg6c59RQproQEOBk56aeZL8wFPAHvl1fwvvjJJZ9NIoIhA0m1Jus8FPoMbNVket/fwcdpyrr0EcbYz7rLoKFzR/7U2LABXwC10+RHuPH8GfNZzAbg0bvu304H5Vhu12ivABBWA4pOKQBHp5XZIWBc4Cffz4RjgPpLK573mkmERxNkeuDloI3Ff428VaWT9phpGSWUkSeVw3KjfJrit1iKS7q+TdL/rK1ZYC3cEcmBL4FVgp90X2L3Iq7mXhtQiPVQEisgHuUUjR+BWUP4LWAU3KniWGky3riDOqsDFwAjgB0DcZgXgZ4C/4RotjwV+A4Qk3df7ihTWwoXDWngBcAWwKG4VdphX8yt9ZRLpS0WgiPQv6b4TmIBrqDsNOAh4hKSyo9dcMmhBnH0ZuADXEujYIo2ObZsCMKksQFI5Gddn79PAk8A2JN17eF78sR5uz999gKm4BSlb59X8OV+ZRGalhSEiMnuuf9r3SCqXAefgLhVfQVK5GjiYpPtZr/lkroI4+xrw8/LwiCKNTvKZZ1gllS2AX+DmsM7EbY14LEn3W74ihbVwLG7/4Rg30HI/sGdezR/2lUlkdlQEisjcJd0PlfMCD8I1mZ4EbEJSiYGzfe21KnMWxNm3gFPKw28VafRTn3mGTVJZAndee5X3/BP4Mkn3331FKlf+TipzBYDFLUw5Vq1fpFnpcrCIDEzSPZOk+0xgVWAyrq/gmbj5gqt6zSYfEsRZTG8B+LW2KACTiiGpfBF4BFcATgWOANbyXACujJvvdyWuAMyBDfJqHqsAlGamIlBEBifpfgbYAdgZeB6328g/SSqnkVQW95pNAAji7Fjgh7jRqP2LNDrTc6R5l1TWxm2v9itgMdz+v6uTdJ9E0u1ll5Ny4cfJuKJvc+B13Ny/z+TV/E8+MokMhi4Hi8jgJd0WNzfwVtzl4QOArwNVksrxwM9Iut/zGbETBXFmcCt/v4ubI7dPkUYX+U01j5JKgCtodyvveRnXBPpX5fdhw4W1sAv4Iu5y70dxxfYvge/m1fxlH5lEhkJFoIgMXdL9OnAQSeVM4GTcaMiPga+V8wUv8/WLutOUBeBJuAJpBrBXkUaX+k01D5LKOOAo3JZqo3Fbvp0C/Iiku9tXrLAWroFrPr1uedddwCF5Nf+Hr0wiQ6UiUETmXdL9ALAFSWUrXDG4Gq4p8bdIKoeRdP/Za742VxaAP8WNxk4HdivS6Aq/qYYoqYzCLUD6Hu6yL7j+ht8l6X7KV6ywFi4FfB/YH9dq5wXc3r8X59VcC6OkJakIFJHhk3TfSFK5Bdcb7QfA2sCfSCpXAEeQdD/uM147CuKsCzgDVzi9D+xcpNG1flMNQVIxwETcaOZK5b1/BA4j6b7HV6ywFi6HW3yyHzAGV2T/FPiBdvyQVqciUESGV9I9HTiXpHIpbqTkcGAnYHuSyhnAiSTdL/mM2C6COBuBm4u2L+5y6aQijW70m2oI3KKPk4ANynsew33vXONx3t8KwJFAFbf/MLidP47Oq/mjPjKJDLchFYHGmPmB9XHbSq0LLA0sAcwHvAK8hFvCfwdwh7X2X8OSVkRah2vYeyxJ5WzgeNwv028CB5JUfgn8hE//ymfClhbE2UjcLiB7Ae8C2xVpdKvfVINgLSSVjXHz/jYr730FSHC9J32t+P1kmWlP3BZ7M3Fb0J2QV/OHfGQSqZdBFYHGmM8ABwK7Awv03D3L05YpbxMoV3MZY+4DzgYusda+PS+BRaTFuF1FvkRSOQ13iXhb3GT/r675xM+7SfZeiaR7iteMLSaIs1HARcCuwNtAVKTRHX5TDVBS6QKijcYutzLwh/LeN3G7mpxULjZquLAWhrhV1V/A/V6bAVwI/DCv5o/5yCRSbwMqAo0xE3CTvTemt+ibCtwL3Idbsv8q7l+ji5a35XHzgZYDPoPb2uckY8yJwGnWWjXQFOkkSff9wHYklf/Dban1hWVe/9viwKMklcuBH5J0/9NrxhYQxNlo3KKbHYA3gK2LNPqL31QDkFRGArvgLrGGlXefAjfy91PgDJLu1xodqdzlY23cpecdyrun4UZY07yaP9HoTCKNNNci0BhzIe5yQxfuMu9lwCXA36210wfw+o/gJvvuBXwe11PsK8aYqrX2zqFHF5GW5Aq93Ukqxz477rN/Web1v1VwI1q7klSuw80ZvMtvyOYUxNl8wOW40dTXgS2LNPqb31RzkVTGAHvjFlesWN773KNL7jBj5eevWoWku+FXh8JauCjud9KXgdXLu9/D7Y99Ul7Nn250JhEfBjISuDfwMO4yzu+stTMG8wbW2hdx/2OdY4z5OG4E4Eu4UUUVgSKdKumecs/kyU8uc9/eOwCH4RpObwtsS1K5Hddv8CaS7kH9zGlXQZyNBa4GtsBdedm8SKN7/aaag6SyCO5n/aG4KUIAj+MaLP/qX0vt8OeVD7qwYQVgOeq3Aa7w2xm30hfc4MYFwE/zav7fRuURaQYDKQJ3By6z1s7zCi1r7ZO4UcATgI/P658nIm0g6X4a+CZJ5QTcXMFDgI3K21MklfOA88vt6jpSEGcLANcAm+CKlk2LNMr9puqHa/OyHq6g3wW3WBDgQeBE4PJy9ThMntyQSGEt/AhuUdL+wCf6PHQzboBisvb3lU411yLQWvvb4X5Ta+0zQMf+QBeRfri2MUeTVH6MW4B2ILACrkHv90gqGa4dyo3/KyQ6QBBnCwEZriPD87gC8GG/qWaRVBbDbaN2ALBKn0duxi34uI6ku2ENlcNaOBpXMO8LTKK3xctzuFG/8zTfT0R9AkWk2bgtwU4iqZyM+0V+AO4X+Xbl7RmSyvnAeT53kGiEIM4qwA24VlzPApsUadQcK1XdqN8GuK/PTvReXn0eV2idS9L9n0bFCWvhQsBWuO+VCKiUD80ErsON+l2fV/OO+QeEyNwMtU/gotbaVwf5mg2tta3RwkBE/HMjR7cAt5BUei7pHQCMB44FjiGp3ACcixsdfNdb1joI4mxR4CZgTeBJXAHYsKJqtpLKMrj2XwfQe3nVAjfiRmqva1SPv7AWLglsj1t8uBluj+EeDwG/BS7Iq7muPIn0Y6gjgQ8YY/ay1t4+tycaY7qA43Arw0bN5ekiIh+WdL8I/LgcHdwIN7l/J2Cb8vZ2WRBeBWTlaGLLCuJscdyl1AnAf3AF4JPeAiWVlXAtVHbEtVTp8RzQM2ezqHeMcnHHJ3BF3yRgHXrbllngT7jFM5Pzav7veucRaXVDLQKXBm42xvwI+N7sVgyXq4F/wwd/aIiIDI3bQuw24DaSyuK47gW740bLdi5v00gqtwJX4rYde8FX3KEI4uyjuBHQ1XHbp21apFFjR7Lcpd4J9BZ+q/V59F3cCOUFwPX1nJ8Z1sIuYFXcfMgNyo/L9HnKe7hi+Wrg2ryav1ivLCLtaKhF4OX0Nv3cxBize7ny93+MMbviGkRXcD80DpuXoCIiH5B0vwycApxCUvk4bmRoB1yhsFV5O5uk8mdcQXhVI0ar5kUQZ0sDtwIr41pzbVakUWPaliSVEcDncH+HOwBBn0e7gWtxI6031au3X1gLR+E2F+gp+NbDbT7Q16u4hTKTgZvyav5WPbKIdIIhFYHW2l2NMTfjOr2vA/zTGHOQtfbScl/hn+Pm7xhca4DdrLXNtZpNRNpH0v0kcBpwGkllCdw8sR2AzXFN6j+PKxYfx/Un/WP58fFydNG7IM6WxW2jNh7IcQVg/Ua2kspo3Ajq+vQWXOP6POMF3AjblcDtJN3D2kZlup1uwlq4OhCWt7Vxv0/mn+Wpz+C+Vj1ft0fyat6wlcYi7WzIq4OttecaY/6E277oU8CvjTHb4/4V1zNZ+EzgMGvte/OcVERkIFyrmfOA80gqCwNb4y5pbo3bsWJFYJ/y2c+TVHoKjDuB3Edz6iDOAlwBuDxuK87NizR6ZVjfJKkshFtl3FP0rU1vH78e/8GN9l0F3D0cfxflPL7l6C32QiDsoms1XLE7q3/xwaLvybyaN0WhLtJu5qlFjLX2UWPMZ3H7Ch+M2/rJ4PYS3s9ae+28RxQRGaKk+w3cCtHflnvXTqC3CFofWBI3tWWX8hXdJJW/AH8DHgEeBR6r58rjIM5WxM1zXLZ83y2LNHp9nv5QN19ylfK2Gu4y76eBEbM88xF6C647yxHVQQtr4QK4DQB6bkGfj6sCC8/6mpnMBFd05uXtPuDPeTVvqTmcIq1sOPoELoy7fGHpXaU1FTeHpC6MMVvhLv2MAM611qazPD4G+BWwBm6D8l2ttUX52JHAfsAM4OvW2pvqlVNEmohbwHBPeTu1XPzwSXoLwg1whcvW5a2HJak8gSsIH6G3OHyEpHtQrbJmNd0agxvtWhr4C7B1kUZvDOx8Kl24EbaeYm/lPp8v1s8rZgB/p7fo+1M5r7Jf5aKMRYDF+7l9lA8WfP29X18v0VvsPQjkR1eOPmvXSbt+ZgBnKiJ1Mk9FoDFmM1yx9VHcD5jTcP+iXg641RiT4lYPD9v8DWPMCOAM3FyfZ4C/G2OumWXO4X7Aa9ba8caY3XB7Ve5qjFkV199qNdwP3VuMMZ8Y7H7IItIG3FzAR8vbOe6+yrK4+YOforegWhG3c8kKuHY0ff6MyqvAi7gi5+U5fHwF+MCcurFj5xv32rSu+Vfi1QXGmGl3HTvywuoGIx9Y6O3vs9QMw0cMLDETs4TBLgEsbjGLG+ziwGIWszhdXR+dDmOnG8N0A9MpPxrD+5h33uoyT74xYsRTL4/oeubR0aOLO+Yf+8xrI0aMBBbA/Qz8LG4Eb8HyvgVwcwJ7Cr1Fga4B/m2+DzyF62dYlB97bo/2N7o3efJkzesT8cwMZUvgshA7Ebfitwt4AtjdWvs3Y0wF17x1J9zo4N3AHrOuHh5yYGPWBRJr7Zbl8ZEA1tof9nnOTeVz7jLGjMR1sF8CiPs+t+/z5vKetw9H9jkZP378Gv/+97//Ue/3aVadfP469zqeexddZqQZZUaYUWakGWW6zAi6GPG/j+Z/x12Y3vsxdBmMwf3X1WUYYQxdxtBloAvjHuv703N2n/d3DDD1qakAzLfcrNPymshMptuZdhozmGZn2ml2Rp/bNPuenWanznx/5lQ7zQ560Ugnf99DZ5+/zr3+526t3WggzxtqEXg3sBbu8u+lwIHW2jdnec6XgVNxK73eAL5irf3NoN/sw++9M7CVtXb/8viLwNrW2oP7POfB8jnPlMeP4yZBJ8Dd1tqLy/vPA26w1v6un/c5ANcRn8UWW2yVRRZZpK7/ah09evT877///jv1fI9m1snnr3Mf3LlbLDPMDDODGV0zmNE1w8wwM5nZezO9n9t+y6/mMKci0HzoeNZ7/vcs2/OYmcOxq1iNNZieY9tFV++97n7bRRdddNkuumyX7arrX14nf99DZ5+/zr3+5z5lypSFBvK8oV4O/izwNm5O3QX9PcFae44x5k56Vw9fhGscPa/6+2k46w+r2T1nIK91d1r7S9wWSA0xefLkeyZOnLhmo96v2XTy+evcP3juYS0cibsEO57+FxssOYi3eI8PXpJ9A/ez623grdl8/jaut+m0Adym4/amteVt5iwf//d5Xs1tEGfr4LZXqzx3wSGvfHzhkWOmPPrYgH5Yt5tO/r6Hzj5/nXvznPtQi8D7cYstpszpSf2sHh4Oz+BW0fX4GG7rov6e80x5ObiCazA6kNeKSAOEtdActvBho8JauCUfbB+yKjBmDi+dgft/ucDNOXsGNy/v5X5u7zRLe5Egzj4PXA8sBFwx7cViCRZeUQsjRMSboRaB61g7sDkg5fO+boy5cYjvNau/AysZY5YHnsUt9Nhjludcg2tWfRduG6k/WGutMeYa4BJjzCm4hSEr4VoyiEgd9dn+63O4KwMhsPpP3vjJoriRsVk9hdsyraB3gUHP58/l1bxuW5XVQxBnGwHX4RZf/AbYG+wtXkOJSMcb6o4hg54EbK29fijv1c+fM90YczBu78oRwPnW2oeMMccB91hrr8E1ir3IGPNv3AjgbuVrHzLGXIbbjmk68DWtDBYZfn22/+ppvdLf9l+MYcyM93jvL/S2D8mBB/NqXrcWU40WxNnmuC3OxuK6KexbpNEM8yO/uUREhqNPYMOVBeX1s9x3bJ/Pp9Lb/HXW154AnFDXgCIdJqyF8+O2/Oop+vrb/utZ4E/AvZQF39GVo6+eNGnSBo3M2khBnG2D23ZtDK5rwoFFGqk1iog0hbkWgcaYnftbPTsvjDHLAMvNrTWLiDSvsBYuD0wEJuFG+mb9edJ3+687gWLW+XmTJ09uQFI/gjibBFwGjMJtoXmICkARaSYDGQm8zBjzAPB94Go7lJ4yJWPMssARuGbOP8TN2RORFlDuAft/uKJvUvl5j5m4Eb7/7UbRydt/BXG2C3AJ7mfsqcBhRRo1xQIVEZEeAykCLwF2B34HvGCMuQQ3sfnegRSExpglgO2BPXGXibpwk75vH2JmEWmQsl3L+riibyKuRUuPN4EbgKuBG/JqPm/73baJIM72xM396wJS4CgVgCLSjOZaBFpr9zLG/BT4Ce6XwbfK29vGmHuBf+L6cL2K68m1CG4C+Aq4foI9vzQMrkdXCpxqrX1veE9FRIZDOeK3HrAvrvDru6Djedwih6uB2/Jqrv+P+wjibB/gfNzPu+8D31cBKCLNakALQ6y19wAbGmPWBr6CW3SxIG5kb/3ZvKxvY+Z/AmcDF1tr3xp6XBGpl7AWLo5rrbQ/sHKfhx6lt/D7W17NNa+tH0GcHYD7OQdwdJFGWoAmIk1tUKuDrbV/Bf5qjDkE2BBXBK6N67m3BDAfriv/S7g2LH8EbrfWPjqcoUVkeJT9+zYGvgzsiFvEAG7E7wLgoryaP+IpXssI4uxg4Gfl4beLNDrZZx4RkYEYap/AN3GNT68b3jgi0ghhLVwK2Ac36rdCefdMXOulc4Asr+bT/KRrLUGcHYbbFQngG0Uane4zj4jIQLVkn0ARGZqwFn4eOAzYDtdsHeBpXIP18/Nq/rSvbK0oiLOj6O07elCRRmfP6fkiIs1kWIpAY8xqwJrAR8q7XsTt3vHQcPz5IjJ05UKPTYBjcNM4wO2YcxVu1O/3eTXXzjmDEMSZAY4FEsAC+xVpdIHXUCIigzRPRaAxZltcv79VZ/P4w8B3y63cRKSByuJvK1zxt255dzdwOnBmXs2f95WtlZUF4AnAkbhL6NUijS72m0pEZPCGXAQaY44FvkfvKuDpuEUhAIuVf/ZqwFXGmB9Ya5N5yCkiA1Qu9tgeOBpYo7z7FeAU4Ix22pe30coC8GTgUGAGsEeRRpf5TSUiMjRDKgKNMVvhLoOAWwF8PPBHa+375eOjcSuHjwI2Ao4xxtxlrb1pXgOLSP/CWjgC2AlX/IXl3S/gipZf5NVc7ZnmQRBnXcBpwMHANGDXIo2u8ptKRGTohjoSeGj58XJgt1l3DimLwVuMMbcCl+L6Ch4KqAgUGWblZd8v4P5h1tPf71ngJOCcvJq/6yla2ygLwLOAA4D3gZ2KNFJ3BBFpaUMtAtfETYY+dE5bx1lrrTHmMFwRuNYQ30tEZiOshZ/C9afboLzrSdw83Qu1m8fwCOJsBHAurqXOVGBikUa/9xpKRGQYDLUIHA28bq19dm5PtNY+Y4x5rXyNiAyDsBYuChyH28GnC9eg/WjgAvX3Gz5BnI0EasAewDvAdkUa/cFvKhGR4THUIvA/wCeNMaN75gHOjjFmDG6LOe0aIjKPynl/+wEn4hZgzcCt9v1eXs1f95mt3QRxNgr4Ne5KxlvANkUa3ek3lYjI8BlqEXgJ7pfQ3rjLJHPyRdxWVJcM8b1EBAhr4brAz4HPlHfdDnw9r+a5t1BtKoizMcBvgYnAG8BWRRrd5TeViMjwGmoR+BNgG+B0Y8w0a22tvycZY/bGjVLcWb5GRAap3OItxf2jC+AZ3K4fl+fVfLZzcmVogjibD7gC9zPudWDzIo3u8ZtKRGT4DbUIPBLXGiYEzjfGfB83KvEsbsHIx3A7EyyHa057J3CUMeZDf5C19rghZhBpa2EtHAl8A9ePcyHcqtQfAz/Mq/nbPrO1qyDO5sftpLIFrrfiZkUa3e83lYhIfQy1CExwxR64ZtHL4S779tVT8VVwRePsqAgUmUVYC1cALgI+V951LfCtvJo/7i9VewvibEHc3/NGuK0vNy3S6EGvoURE6mioReAf6S0CRWSYlD3/9sFNo1gQeA44IK/mmc9c7S6Is4WB64H1gP8CmxRppMVsItLWhlQEWms3GuYcIh0vrIWLA2cDO5Z3/Q44MK/mr/pL1f6COBsH3AisjZtvuUmRRlP8phIRqb8h7x0sIsMnrIVbAhcCSwJv4rYmu0gLP+oriLNFgd/j9lh+Eti4SKMn/KYSEWkMFYEiHoW1cOynR316WdxIFMCfgC/m1bzwl6ozBHG2BHAL8CngcdwI4FN+U4mINE6X7wAinSqshZ8G/nHftPs+AkzHLaDaSAVg/QVxtiSuo8GngH8BG6oAFJFOo5FAkQYrd/04HPgBMGqRrkWmvjbztfXyan6v52gdIYizZYBbgU8CD+NWAT/vN5WISONpJFCkgcJaOA64Dtf8eRTw84MXOvgRFYCNEcTZcsAduALwAWAjFYAi0qlUBIo0SFgLPwHcDWwFvAxsk1fzQ8aYMTP9JusMQZwtjysAVwTuxc0BfMlvKhERf3Q5WKQBwlq4BW4v2nFADmyvuX+NE8TZeOA23G5Gf8XtBfy631QiIn6pCBSpo7L589eBU3Aj71fjVv++5TVYBwnibGXgD8BSwJ+BbYo0esNvKhER/3Q5WKROwlo4BjgH+Cnu/7XjgZ1UADZOEGer4y4BL4VbDbyVCkAREUcjgSJ1ENbCjwBX4rYhexf4Ul7Nf+s3VWcJ4mwCrg/gYsDNwKQijd7xm0pEpHmoCBQZZmEtnABMBpbDbUM2Ka/m//CbqrMEcbYmbieQRXB7Au9UpNFUv6lERJqLLgeLDKOwFu6Em3e2HG4l8FoqABsriLN1cX0AF8EV4zuqABQR+TCNBIoMg3IByHdxDaABfgUcmFdzFR8NFMTZ+riRvwWB3wF7FGk0zW8qEZHmpJFAkXlUFoA/wRWAM3G7geyjArCxgjjbBLcH84LAJcDuKgBFRGZPI4Ei8yCshV3AWcABwDRgt7yaX+k3VecJ4mxLXPud+YALgf2LNJrhNZSISJNTESgyRGEtHAlcAOwFTAV2zKv5DX5TgEVIwAAAIABJREFUdZ4gzrYFrgBG41ryHFSkkXZhERGZCxWBIkMQ1sLRwG+AHYG3gW3zan6711AdKIizHXA7sYwCzgC+rgJQRGRgNCdQZJDCWjgWd+lxR6Ab2EwFYOMFcbYrcDmuADwFOEQFoIjIwKkIFBmEsBYuhFt9ujXwMrBxXs3v9puq8wRxthdu8ccIIAUOL9LI+k0lItJaVASKDFBYC8fhGhBvBPwX2DCv5vd5DdWBgjjbF9eCpwv4PnCUCkARkcHTnECRAQhr4RK4AnAC8CSwaV7NH/ebqvMEcXYQbjU2wHeLNDrRZx4RkVamIlBkLsJauDRu79lVgSm4OYBP+U3VeYI4+zpwWnl4eJFGP/GZR0Sk1akIFJmDsBYuA9wBrAg8CGyeV/Pn/abqPEGcHQ78uDz8epFGP/OZR0SkHWhOoMhshLVwUeAmXAH4D2AjFYCNF8TZd+ktAA9SASgiMjw0EijSj7AWzg9cC6wGPAxskVfzV/2m6ixBnBkgAY4FLLBfkUYXeA0lItJGVASKzCKshaOAy4DPAU8DW6oAbKyyADwRiHH7MVeLNLrYbyoRkfaiIlCkj3Iv4HOBCHgFNwL4jN9UnaUsAE8GDgVmAHsUaXSZ31QiIu1HRaDIB/0I2Bu3Fdw2eTV/1HOejhLEWRdwOvA1YBqwa5FGV/lNJSLSnlQEipTCWvht4HBc8bFjXs3/5jlSRykLwLOB/YH3gZ2KNLrObyoRkfalIlAECGvhPsBJ5WE1r+a/9xin4wRxNgI4D6gCU4GJRRrpayAiUkcqAqXjhbVwO9w8QIBv5NX8Nz7zdJogzkYCNWAP4B1guyKN/uA3lYhI+2upPoHGmEWNMTcbY6aUHxfp5zkTjDF3GWMeMsY8YIzZtc9jFxpjnjDG3F/eJjT2DKTZhLXw87iVwCOA4/NqfrrnSB1l+kwM8BtcAfgWsJUKQBGRxmipIhDXLuJWa+1KwK3l8azeAfa21q4GbAX81Bgzrs/j37bWTihv99c/sjSrsBaGuF6A8wG/xPWjkwYJ4mzM2Y90rQDsDHQDmxdpdKfnWCIiHaPVisCJuMtGlB8nzfoEa+1j1top5efPAS8CSzQsobSEsBYGuN1AxgFXAl/Nq7n1GqqDBHE2H3DVY290jQNeAzYt0uhuz7FERDqKsbZ1fu8ZY1631o7rc/yatfZDl4T7PP5ZXLG4mrV2pjHmQmBd4D3KkURr7Xuzee0BwAEAe+6553y77LLL1OE7k36tAjxS5/doZg07/6l2atdZb5618iszXxn7sREfe3PfBfedMtqM9vk/Qkd97afOoOush0esWLxlFl5gpOWAlWc8HCzEu75zNdrhhx/+ydGjR89/4okn3uc7iycd9X3fj04+f517nU2cOHHNgTyv6YpAY8wtwJL9PPRdoDbQItAYsxRwO1C11t7d577ngdG4y3+PW2uPG94zGJrJkyffM9AvWjtq1PmHtdDg5gDuDDwKrJNX8+56v++cdNLXPoizBXGX4DcCXjgsnP7yIXtOXN1vKj+MMbePHz9+jSlTpizkO4sPnfR9359OPn+de/Oce9OtDrbWbja7x4wxLxhjlrLW/rcs6F6czfMWBjLg6J4CsPyz/1t++p4x5gJcTzjpLDGuAHwDmOS7AOwkQZwtDFwPrAc8B2yy3IL82m8qEZHO1WpzAq/B9RGj/Dh51icYY0YDVwG/stZePstjS5UfDW4+4YN1TStNJayFWwMnlId75dX8Xz7zdJIgzsYBN+MKwKeBDYs00t+/iIhHrVYEpsDmxpgpwOblMcaYNY0xPX3evgBsAOzTTyuYXxtjciAHFgeOb2x88SWshSvhWpEY4Ni8ml/rOVLHCOJsMdwc3M8CBbBBkUb/9hpKRESa73LwnFhrXwE27ef+e3BbTWGtvRi4eDav36SuAaUphbVwIeBqoFJ+PGHOr5DhEsTZR3AjgJ8C/g1sUqTR035TiYgItN5IoMiglAtBLgRWxa3I2juv5jO9huoQQZwtBdyGKwAfxV0CVgEoItIkWmokUGQIjgJ2xDUjnpRX8zc95+kIQZwtA/wB+ARu7u1mRRq94DeViIj0pZFAaVthLYyAHwAW2COv5o95jtQRgjj7OPBHXAF4P7CxCkARkeajIlDaUlgLPwFcglsIckxeza/3HKkjBHG2Aq4AXAG4B7cTyMt+U4mISH9UBErbCWvhwrgFIAsDVwAn+k3UGYI4WwlXAC4H3I27BPyq31QiIjI7KgKlrYS1sAv4FW5rnoeAfbQncP0FcbYKrgBcBrgT2KJIIzXiFhFpYioCpd0cDUwEXsctBHnLc562F8RZCNyB2+7xNmDrIo20AEdEpMmpCJS2EdbCDYEEtxBk97yaqyFxnQVx9mlc4bcE8Htg2yKN3vabSkREBkJFoLSFsBYuAlyEWwhyQl7Nb/Qcqe0FcfZZXBuYxXB7dU8s0ugdv6lERGSgVARKyysbQv8CWBb4K3Cc30TtL4izzwG3AONwe3XvWKTRVL+pRERkMFQESjv4Im7P6LeAPfNqPs1znrYWxNkGuEu/CwGXAbsWafS+31QiIjJYKgKlpYW1cEXgjPLwkLyaP+4zT7sL4mxT4EZgAdwe3XsWaaSiW0SkBakIlJYV1sKRuEJkQeByoOY3UXsL4mwr4DpgLHABsE+RRtP9phIRkaFSESit7GhgHeBZ4CD1A6yfIM62AyYD8+HmX+5fpNEMv6lERGReqAiUlhTWws8Bx+DawXwxr+bamaJOgjjbEbgSGA2cDny1SKOZflOJiMi8UhEoLafcFu7XuO/fH+fV/DbPkdpWEGe74RZ/jAROBr5ZpJFGXEVE2oCKQGlFPwcC4F7caKDUQRBnX8QV2yOAE4DvqAAUEWkfI30HEBmMsBbujmsJ8y6uHYxak9RBEGf7Aufimm8fW6TRDzxHEhGRYaaRQGkZYS38OHBWefitvJo/6jNPuwri7CvAebgC8EgVgCIi7UkjgdISwlo4ArctXAW4Bvil30TtKYizbwA/LQ8PLdLoVJ95RESkfjQSKK3iCGB94Hlgf7WDGX5BnH2H3gLwYBWAIiLtTUWgNL2wFq4BfL883Cev5i/5zNOOgjg7BvgRruXOAUUanTGXl4iISIvT5WBpauWuIOfivld/llfzmzxHaitBnBngOFzjbQvsW6TRhV5DiYhIQ6gIlGb3TWAC8CRwlOcsbaUsAFPgO8AMYO8ijS7xm0pERBpFRaA0rbAWLo8bpQL4al7N3/KZp52UBeCpwDeA6cDuRRr9zm8qERFpJBWB0pTCWmhw7WDGApfm1fx6z5HaRhBnXbiG218BpgG7FGk02W8qERFpNBWB0qz2ALYEXsNdEpZhEMTZCOBsYD/gPWDHIo1UYIuIdCAVgdJ0wlq4GL2tSg7Pq/kLPvO0iyDORgLn07vjysQijW72m0pERHxRESjN6GRgceB24AK/UdpDEGejgF8BuwFvA9sWaXS711AiIuKVikBpKmEt3ATYB3ep8kA1hZ53QZyNBn4D7Ai8CWxdpNGf/aYSERHfVARK0whr4VjcfDWA4/Nq/pjPPO0giLMxwOXAdkA3sGWRRn/1m0pERJqBikBpJscA44GHgJM8Z2l5QZyNBa7CLbB5FdiiSKN/+E0lIiLNQkWgNIWnpz89Fvg2bteKL+fV/H3PkVpaEGcLANcAmwAvA5sVafRPv6lERKSZqAgU78JaOGLJriU/jvt+PDOv5nf5ztTKgjhbCLgO2AB4Adi0SKOH/KYSEZFmoyJQmsFXnp/5/ALAs8CRvsO0siDOKsANwLrAc8AmRRr9y28qERFpRioCxauwFi4L/LA8PDiv5m/4zNPKgjhbBLgJWAt4ClcAPu43lYiINKsu3wGkc5Vbw50BLDh+5PjX82p+te9MrSqIs8WBP+AKwCeADVUAiojInKgIFJ92xLUueWP7sds/5TtMqwri7CO4AnACMAVXABZeQ4mISNNTEShehLVwfuDU8vDIRUcsOs1nnlYVxNlSuJ1VQuBRYKMijZ72GkpERFqCikDx5VBgWeB+ehtEyyAEcfYx4A5gFeBBXAH4nN9UIiLSKlQESsOFtXBpelcBfyuv5jN85mlFQZwFwB+BlXCF9MZFGr3gNZSIiLQUFYHiw4nA/MBVeTW/3XOWlhPE2Yq4EcDlgb/jVgG/7DeViIi0GhWB0lBhLVwDqALTcDuEyCAEcfZJXAG4HHAXsHmRRq/5TSUiIq1IRaA0TNkS5qfl4Wl5NVcLk0EI4mxV3CKQZXCXgrcs0qjbaygREWlZKgKlkXYCPg+8BBzvOUtLCeLsU7gCcElcO5htijR602soERFpaSoCpSHCWjgf8OPy8Ni8mmsEa4CCOPsMcBuwBG5HkG2LNHrbbyoREWl1KgKlUb4JBLhWJuf6jdI6gjj7LHArsChwHTCpSKN3/aYSEZF2oCJQ6i6shUsCR5WHh+bVfLrPPK0iiLPPAbcA44ArgZ2KNJrqN5WIiLQLFYHSCD8AFgKuy6v5zb7DtIIgzjYEfo/7e/stsFuRRu/7TSUiIu1ERaDUVVgLJwD7AdOBwz3HaQlBnG0G3AAsAFwE7FWkkbbVExGRYaUiUOqmbAlzKmCAM/Jq/i/PkZpeEGdb4+b+jQXOB75UpJEun4uIyLBTESj1NBHYCHgVOM5vlOYXxNn2wNXAGOAs4MtFGmlLPRERqQsVgVIXYS0cA5xcHn4vr+av+szT7II42wm4AhgNnAZ8rUijmX5TiYhIO2upItAYs6gx5mZjzJTy4yKzed4MY8z95e2aPvcvb4z5a/n63xpjRjcufcc5GFgReBQ423OWpvbnF8yiuMUfI4GTgG8VaWT9phIRkXbXUkUgEAO3WmtXwvVOi2fzvHettRPK2/Z97v8RcGr5+tdwCxZkmIW1cAngmPLw0Lyaa1HDbARxVr38P13LAyNwq6hjFYAiItIIrVYETgRq5ec1YNJAX2iMMcAmwO+G8noZlO8DFeCmvJrf4DtMswribH/gAosBOLZIo2NVAIqISKMYa1vnd44x5nVr7bg+x69Zaz90SdgYMx24H9eWJLXWXm2MWRy421o7vnzOssAN1trVZ/NeBwAHAOy5557z7bLLLvVu0rsK8Eid36Punp/x/Jgz3jxjdYCDFjzooWVGLjPQv7e2OP+BuvlZs8R1T41YDmDb5WZM23wZ+4DvTJ501Ne9r8MPP/yTo0ePnv/EE0+8z3cWTzr2a1/q5PPXudfZxIkT1xzQE621TXXD7ZDwYD+3icDrszz3tdn8GUuXH1cACtzctCWAf/d5zrJA7vt8e25XX331Pb4zDMdt9QtXv2T1C1e3q1+4+jmdeP4DuX38iOu++fEjrrPl7ZuddO6d/HWf9QbcPn78+Dd959DXXuevc+/cc2+6y8HW2s2stav3c5sMvGCMWQqg/PjibP6M58qP/wFuBz4NvAyMM8aMLJ/2MeC5Op9ORwlr4erAbsD7uPltMosgzo7A9U4EtwL4pz7ziIhI52q6InAurgGq5edVYPKsTzDGLGKMGVN+vjiwHvCwtdYCtwE7z+n1Mk8SXGPoc/Jq/pTnLE0niLNjgBSwwP5FGp3pOZKIiHSwkXN/SlNJgcuMMfsBTwG7ABhj1gQOstbuj7vefrYxZiauyE2ttQ+Xrz8CuNQYczxwH3Beo0+gXYW18NPATsBU4ETPcZpKEGcG1yz7aGAmsE+RRhf5TSUiIp2upYpAa+0rwKb93H8PsH/5+V+AcDav/w/w2Xpm7GA9O4KcmVdzXWYvlQXgj4BvAzNw+wBf6jeViIhIixWB0pzCWrgOsC3wNq7gEf5XAJ4KfAO3Un23Io2u8JtKRETEUREow6FnFPD0vJr3u1in0wRx1gWcARyEWyizc5FG1/pNJSIi0ktFoMyTsBZuAGwOvEHvXsEdLYizEcAvgX2B94BJRRrd6DeViIjIB6kIlCELa6GhtxXMKXk1f9VnnmYQxNlI4AJgL+BdYLsijW71m0pEROTDVATKvNgU2AC3D3PH97sL4mwUcDHwBdz8yKhIozv8phIREemfikAZknIU8Pjy8Md5Ne/2mce3IM5GA5cCO+AujW9dpNFf/KYSERGZPRWBMlTbAGsDLwE/85zFqyDO5gMux62Qfh3Yskijv/lNJSIiMmcqAmXQZpkLmObV/C2feXwK4mwscDWwBfAqsHmRRvf6TSUiIjJ3KgJlKHbA7cf8X+Asz1m8CeJsAeBaYGPciOimRRrlflOJiIgMjIpAGZSwFo6gty/gCXk1f9dnHl+COFsIyID1gedxBeDDc36ViIhI81ARKIP1BWA13N7N53rO4kUQZ+OAG4B1gGeBTYo0esxvKhERkcFRESgDFtbCkUBSHv4gr+bveYzjRRBniwI3AWsCT+IKwP/4TSUiIjJ4KgJlMPYCPgH8B6h5ztJwQZwtDtwMTMD9HWxSpNGTflOJiIgMjYpAGZCwFo4Cji0Pk7yaT/OZp9GCOPsocCvuUvhjuDmAz/hNJSIiMnRdvgNIy9gbWB54FLjEc5aGCuJsaeB2XAH4MLCRCkAREWl1GgmUuSpXBH+nPDw+r+YzfOZppCDOlgX+AIwHcmCzIo1e9JtKRERk3mkkUAZiEm4uYAH81m+UxgniLAD+iCsA7wU2VgEoIiLtQkWgzFG5O8gR5eFP8mo+3WeeRgnibDyuAAyAv+HmAL7iNZSIiMgwUhEoc7MRsBbwMnC+3yiNEcTZysAdwLLAX3Bbwb3uN5WIiMjwUhEoc9MzCnh6Xs3f8ZqkAYI4Wx23CGRpXCG4ZZFGb3gNJSIiUgcqAmW2wlo4AdgSeBs4w3Ocugvi7P+A24CPArcA2xRp9JbfVCIiIvWhIlDmpGcU8Jy8mr/qNUmdBXG2Bq4AXBy3Jdx2RRq1/ciniIh0LhWB0q+wFq6A2yd4OnCK5zh1FcTZOrhG0IsA1wA7FGk01W8qERGR+lIRKLNzGO7745K8mj/tO0y9BHH2edxWcBXgCmCXIo06bk9kERHpPCoC5UPCWvgRYN/y8CSfWeopiLONgJuABYHfALsVafS+11AiIiINoiJQ+nMIMB9wbV7NH/Idph6CONscuB6YH/gV8MUijTqiB6KIiAioCJRZhLVwIeDg8vBHPrPUSxBn2wDXAmOBc4EvFWnUMVvhiYiIgIpA+bAvA+OAP+fV/M++wwy3IM4mAVcDY4AzgQOLNJrpN5WIiEjjqQiU/wlr4Wjg0PKw7UYBgzjbBbgcGAWcChysAlBERDqVikDpaw9gGeAhIPOcZVgFcbYHcCkwElfgHlakkfWbSkRExB8VgQJAWAu7gO+Uhyfl1bxtRsiCONsHuBj3/X4ccKQKQBER6XQjfQeQprEdsArwNK5dSlsI4uwA4Ozy8OgijU7wmUdERKRZqAgUwlpo6N0i7pS8mk/zmWe4BHF2MPCz8vDbRRqd7DOPiIhIM9HlYAH4PLAu8BquZUrLC+LsUHoLwG+oABQREfkgFYECvaOAP8ur+VtekwyDIM6OBH5SHn6lSKPTfeYRERFpRroc3OHCWhgCEfAuvSNnLSmIMwMcCySABfYv0uh8r6FERESalIpA+Xb58by8mr/sNck8KAvA44GjgJlAtUiji/2mEhERaV4qAjtYWAs/CuyGK5pO8RxnyMoC8MfAYcAMYM8ijX7rN5WIiEhzUxHY2Q7A7Z4xOa/mT/gOMxRlAXgacAgwDditSKMr/aYSERFpfioCO1RYC0cBB5WHP/eZZaiCOOsCzsIVs+8DOxVpdJ3fVCIiIq1BRWDn2gFYGngEuNVzlkEL4mwErp3NPsBUYFKRRjd5DSUiItJCVAR2roPLjz/Pq3lLbaEWxNlIoIbb6/gdYLsijf7gN5WIiEhrURHYgcJa+H/A+sCbwEWe4wxKEGejgF8DuwBvAVGRRn/0m0pERKT1qAjsTD2jgBfk1fxNr0kGIYizMcClwCTgDWCrIo3u8ptKRESkNakI7DBhLVwU2LM8PMNnlsEI4mw+4ApgG+B1YIsijf7uN5WIiEjrUhHYefYDxgI35dX8Md9hBiKIs/mBq4HNgVeAzYs0us9vKhERkdamIrCDhLVwBPDV8rAltogL4mxB4FpgI+BFYLMijXKvoURERNqAisDOEgEB8B/gRr9R5i6Is4WB64H1gP8CmxZp9IjfVCIiIu1BRWBn6VkQckZezWd4TTIXQZyNwxWqawPPAJsUaTTFbyoREZH2oSKwQ4S1cGXcnLp3gAs8x5mjIM4WBX4PrAE8CWxcpFFLbmsnIiLSrFQEdo6eUcCL82r+mtckcxDE2RLALcCncJetNy7S6Cm/qURERNpPl+8AUn9hLVwYqJaHTbtPcBBnSwK34wrAx4ANVACKiIjUR0sVgcaYRY0xNxtjppQfF+nnORsbY+7vc5tqjJlUPnahMeaJPo9NaPxZeFEFFgTuyKt5U66sfWUqo3AF4KrAw8CGRRo96zWUiIhIG2u1y8ExcKu1NjXGxOXxEX2fYK29DZgArmgE/o2bX9bj29ba3zUor3dhLeyi91JwU7aFCeJsuXGjR3wSGAM8gGsD85LnWCIiIm2tpUYCgYlArfy8hts+bE52Bm6w1r5T11TNbTPgE7gVtpM9Z/mQIM6WB+54/X0zBrgXtwpYBaCIiEidGWut7wwDZox53Vo7rs/xa9baD10S7vP4H4BTrLXXlccXAusC7wG3ArG19r3ZvPYA4ACAPffcc75ddtll6rCdSP9WAYa9B955b503/onpT1TWH7P+s1uO3fL54f7z58V/32HMGQ+P+OSb08yo5Ra0Mw9cecYDC46iqVvX1EldvvYtomPP/fDDD//k6NGj5z/xxBM7dfebjv3alzr5/HXudTZx4sQ1B/K8pisCjTG3AEv289B3gdpAi0BjzFK4S4tLW2un9bnveWA08EvgcWvtccN8CkMyefLkewb6RRuosBaugLscPg34WF7Nm2aELYizlYE/AEsBf/7hWtPn332niZ/xHMuLenztW0Unn7sx5vbx48evMWXKlIV8Z/Ghk7/20Nnnr3NvnnNvujmB1trNZveYMeYFY8xS1tr/lgXdi3P4o74AXNVTAJZ/9n/LT98zxlwAHD4soZvXVwEDXNpkBeDquJHYj+AWg2w3/0hu95lJRESk07TanMBr6G11UmXOc9x2B37T946ycMQYY3DzCR+sQ8amENbC+YH9ysOmWRASxNkEXOH3EeBmICrS6C2voURERDpQqxWBKbC5MWYKbveLFMAYs6Yx5tyeJxljAmBZ4I5ZXv9rY0wO5MDiwPENyOzLnsA44O68mt/jOwxAEGdr4i4BL4bbE3j7Io06edGOiIiIN013OXhOrLWvAJv2c/89wP59jgtgmX6et0k98zWLsBYa4JDysCmaQwdxtg5wE7AwbgR31yKN+l2UIyIiIvXXaiOBMjDrAiFuzuTlnrMQxNn6uEu/C+Py7KICUERExC8Vge2pZy7gBXk1f99nkCDONgFuxO1Y8mtgjyKNps35VSIiIlJvKgLbTFgLFwJ2LQ/P95kliLMtgAyYH7gQqBZpNN1nJhEREXFUBLafXYEFgDvzav6YrxBBnEXAtcB8uJ6M+xVp1ImNoEVERJqSisD203Mp+Nw5PquOgjibBFyFa8r9c+CgIo1m+sojIiIiH6YisI2EtXA1YB3gDeB3PjIEcfaF8r1HAT8Bvl6kUXNtSyMiIiIqAttMzyjgJXk1b3j/vSDO9sI16B4B/BD4tgpAERGR5qQisE2EtXAM8MXy8LxGv38QZ18CfoX7nkqA76oAFBERaV4t1Sxa5mh73C4oDwD/aOQbB3F2IPCL8vCoIo1+2Mj3FxERkcFTEdg+/rcgJK/mDRuBC+LsEOD08vCwIo1OadR7i4iIyNDpcnAbCGvhx4EtgPdwDZkbIoizw+gtAA9RASgiItI6VAS2h30AA1yZV/NXG/GGQZwdBZxcHh5YpFFT7FEsIiIiA6PLwS0urIUjgH3Lw7ovCAnizADfK28W1wT6gnq/r4iIiAwvFYGtb1NgOeAJ4Lb/b+/eo6Os7v2Pv/dMDBi5R4Qgl1FBLjItCCec04Nar0USAY+XH6Alx6PH03Kkvy6gOl322BZXPanL1XJYuJZWfq1RqeClymWUSytqjwoKB3G4lgA5ikBAICGYQC6zf388T+wUEzKBufJ8XmtlZWY/+9nP/s6eh3zZe555knkgNwF8DAgBUWBaRWlRypafRUREJHGUBGa/5gtCfhspiSTtrhxuAvgEMBNoBKZWlBa9nKzjiYiISHIpCcxiwbLghcAknFm5Z5N1nEAo7AP+C3gAaADurCgtej1ZxxMREZHkUxKY3e7GuT/vG5GSyN5kHMBNAJ8C/hXn6uPbKkqLwsk4loiIiKSOksAsFSwLGv66FJyUC0ICobDfbbsEOAFMrCgtWpWMY4mIiEhqKQnMXoXAcOAQsDzRjQdC4RygDJgK1ALFFaVFSb3wRERERFJHSWD2ap4FLIuUROoT2XAgFD4P+D1wO3AcuLmitOi/E3kMERERSS8lgVkoWBbsBExxnyZ0KTgQCncAXsK5F3E1MK6itGhtIo8hIiIi6ackMDvdAXQC3ouURLYnqtFAKHw+8CpwM3AUuLGitGhDotoXERGRzKEkMDsl/IKQQCicBywBbgC+AG6oKC3alKj2RUREJLMoCcwywbLgEOAfcT6rl5Avaw6Ewp1wLi65BqgErq8oLdqSiLZFREQkMykJzD7Ns4AvRkoix8+2sUAo3BV4A/gWsB+4rqK0KGFLzCIiIpKZlARmkWBZMBeY5j4966XgQCjcHViB83Uzn+EkgOVn266IiIhkPiWB2aUIuAjYDHx4Ng0FQuF8YDUwEqjASQD3nG0HRUREJDsoCcwuzbOAv4uUROyZNhIIhS8C/ggEgV3AtRWlRZ8loH8iIiKSJZQEZolgWbA7MB6IAi+eaTuBULgA+BMwFNiBMwNpgqFeAAAXMUlEQVS4LyGdFBERicOGDRsuysnJWYBz5ytfuvuTKv369SvYtGlTRYKaiwKbGxsb7xs1atTBM2lASWD2uB3IBVZHSiL7z6SBQCjcF3gLGARswbkKuDJxXRQREWlbTk7Ogt69ew/t2bPnUZ/Pd8YrW9nm2LFjPbt06fJFItqKRqPm0KFDww4cOLAA5wYP7eaZ7PsccJf7e+GZ7BwIhQcA7+AkgJtwloCVAIqISDoM79mz5zEvJYCJ5vP5bM+ePatxZlPPrI0E9keSJFgW7I/zHX4ngNfau38gFL4UeBe4FFiPswR8KKGdFBERiZ9PCeDZc1/DM87llARmh+b7BC+NlESOtWfHQCh8OU4C2B9Yi3MnkCMJ7p+IiIhkGSWB2aF5KfiF9uwUCIWH4iwBXwz8N3BTRWlRdYL7JiIiknXy8vJGAlRUVJw3bty4S9Pdn3RQEpjhgmXBb+B8lcsRYGW8+wVC4SBOAtgbWAOMqygtqklKJ0VERLJUIBBoWLFixe5kHqOhoSGZzZ8xXR2c+ZpnAV+KlETq49khEAqPxPki6HxgFXBrRWlRbZL6JyIicsYCofCoZLRbUVq0IZ56O3bsyC0uLh60c+fOLfPmzctfvnx5t7q6Ot+nn37a4eabb6566qmn9gL84Q9/6DJnzpw+9fX1ZsCAAScXLVpU0bVr1+js2bMLVqxY0e3kyZO+0aNHH1+4cOH/+nw+CgsLBxcWFh5ft25dp/Hjx1f9/Oc/z7iLMTUTmMGCZUEfMNV9GtdScCAULsT5Gph8IAxMVAIoIiISn61bt+a9/vrru7dt27Zl6dKl3cvLy8/bv39/zmOPPVbw7rvv/mXr1q3brrzyytpHH320F8CPfvSjg5s3b962c+fOLXV1db5FixZ1bW6rqqrK/9FHH+3IxAQQNBOY6a4G+uLc1u39tioHQuFv4dwLuDPOVcSTK0qL4po9FBERSYd4Z+xSZezYscfy8/ObAAYOHHhi165dHY4cOeLftWtXx8LCwiEADQ0NZtSoUccB3nzzzc6/+tWvep84ccJXVVWVM2zYsDqgGmDKlCkZfSGmksDM1rwU/Pu2bhMXCIWvBt4ALgBeAu6uKC3KzA8hiIiIZKjc3Nyv/t76/X7b0NBgrLWMHTv22LJly/bE1q2trTWzZs0asG7duq0DBw5smDlzZp8TJ058tcrauXPnaCr73l5aDs5QwbJgB5y7hEAbXxAdCIWvx5kBvABn2fguJYAiIiKJ8e1vf/vL9evXd9q8eXMHgJqaGt8nn3zSoba21gfQu3fvxurqat+yZcu6p7en7aOZwMw1HugGbIyURLa2VikQCo/DWfrtCPwO+NeK0qKm1HRRRETk3NenT5/Gp59+umLy5MmX1tfXG4Cf/vSnn3/jG9+ovuuuuw4NGzbsir59+9Z/85vf/DLdfW0PJYGZ6273d6uzgIFQ+BbgFZx7Cj8F/HtFaVFGTz2LiIhkgtra2o0AgwcPrt+5c+cWgB/84AeHgcPNddasWVPe/HjChAk1EyZM2HZqO/Pmzds3b968faeWf/jhhzuS0vEE0nJwBgqWBbsBxYAFFrVUJxAK/xPwB5wEcB4wXQmgiIiIxEtJYGa6DSe5WxMpiXx+6sZAKDwZ5+KPHOAJ4IcVpUW6B6OIiIjETUlgZmpeCv7adwMGQuFpOEvEfuAXwINKAEVERKS99JnADBMsC/YFrgFO4iz3fiUQCt8LPAMY4JGK0qJHU99DERERORdoJjDzTMFJ8pZFSiLVzYWBUPj7wAJ324+VAIqIiMjZ0Exg5mn+guivloIDofD/Bea6T2dWlBb9OuW9EhERkXOKZgIzSLAsOBz4JnAUeBMgEAo/yF8TwAeUAIqIiGSemTNn9nnkkUd6tWef5cuXd169evUFzc8ff/zxnvPnz89PfO9appnAzNI8C/hypCRSHwiFfwI8ivNVMf9WUVr0TPq6JiIiIu3V0NDAeeed1+K2t956q3OnTp2abrzxxi8BHnzwwUOp7JuSwAwRtVGAqQDWmoWBUHgO8B84CeA9FaVFZWnsnoiISHL8rOuo5LRbveF0m+fPn58/b968XsYYhg4dWuf3+21xcXH1PffccxQgLy9vZG1t7cbq6mrfuHHjBlZXV/sbGxvNI488su/uu++uAnjooYd6L168+MI+ffrU5+fnN4wcObIWoLCwcHBhYeHxdevWdRo/fnzV4MGDT5SWlhZYazt27tz58sWLF++ura31Pffccz19Pp996aWX8ufOnfvpqlWrunTq1Klpzpw5lZs3b+5w//33Dzh8+HCO3++3L7/88u4rrrjiZCJfIiWBGaK8sbwT0N9aPj2+/RdFwINAEzCtorTo9+ntnYiIyLlj/fr1HZ944omCDz74YHtBQUFjZWWlf/r06f1aqpuXlxcNh8PlPXr0iO7fvz9nzJgxQ6ZOnVr13nvv5b322ms9IpHI1oaGBkaMGDGsOQkEqKqq8n/00Uc7AA4dOuSfPHny9uPHjw9dsGDBkTlz5vR+5pln9k6bNu1Qc9IHsGrVqi7N+0+dOvWS2bNnH5g2bVpVbW2taWpqMol+HZQEZoiP6z/OB2isCR4E34NAIzClorTolfT2TEREJInamLFLhpUrV3a55ZZbjhYUFDQC9OrVq6m1utFo1Pzwhz/su3bt2k4+n4+DBw/m7t27N2fNmjWdxo8fX9W5c+cowE033VQVu9+UKVOOND/es2dP7qRJk/oeOXLk/Lq6ut79+vU77Yze0aNHfZWVlbnTpk2rAsjLy7M4K4MJlVUXhhhj7jDGbDHGRI0xo09Tb5wxZocxptwYE4opv8QYs84Ys9MYs9gYk5uanp9esCyYu6NhR3eA+i+uHw00ALcrARQREUk8ay3GmL9JqnJycmxTk5MLRqNRGhoaDMDTTz/d4/DhwzmRSGTb9u3bt+bn5zfU1dX5AIxpfXKuOTkEeOCBB/pPnz794Lp16+rmz5//vydPnjxt/mVtau4BkVVJILAZ+Cfg3dYqGGP8wJPAzcAwYIoxZpi7+ZfAr621g3CuwL03ud2Nj7W+8Sc56W860Zvoyd4ngYkVpUVL0t0vERGRc9G4ceOOLV26tMeBAwf8AJWVlf4BAwbUb9iwIQ9g4cKF3RobGw1AdXW1/8ILL2zo0KGDXbZsWed9+/blAlx33XXHw+Fwt+PHj5ujR4/6Vq9e3a2149XU1Pj79+/fAPDss89+dfVv586dm2pqavyn1u/Ro0e0d+/e9c8//3w3gLq6OlNTU5PwnC2rkkBr7TZr7Y42qhUC5dba3dbaemARMNE46fp1QPPsWhkwKXm9jU8gFPY31fWfC9B4bEQDUFxRWvRmmrslIiJyzho9evSJWbNm7b/qqquGDB48eNj06dP7zZgx49D777/fORgMDl27du0F559/fhTgvvvuO7Jp06YLhg8fPvSFF17occkll5wAGDt2bO2tt956ZPjw4VcUFxdfVlhYeLy14z388MP7pkyZctlNN93UMT8/v7G5/LbbbqsKh8PdhgwZMmzFihWdYvd54YUX9jz55JMXXX755cNGjx495LPPPkv4R/hMqqYcE8kY8zYw21q7voVttwPjrLX3uc+/C4wBfgastdYOdMv7AW9aa4e3coz7gfsB7rrrro533HHHiSSEwpcNTb7S6rkjov4qM4FZu8d073Y0GcfJAkOBbenuRJoodg+aPXv24Nzc3LzHHntsY7r7kiaeHXuXl+Mf2q9fv5yBAwc2tl313BKNRjv6fL6E5hPl5eU5n332WSS2bOLEia1+ZC5Wxl0YYoz5I9C7hU0PW2vjWSJtaYHenqa8Rdba3wC/ieN4Z+0nPz3S7fbLav/nsWkll6XieJloyZIl6+N9055rFLs3Y580adLbAwcOHOXV+L089uDt+JcsWbLe7/df2KVLly/S3ZdUO3bs2NAuXbokNPn3+/0Xnul7KeOSQGvtDWfZxF4g9jLvvsA+4AugmzEmx1rbGFOedrt/fl/VkiVLjrRdU0RERCQxsuozgXH6CBjkXgmcC0wGllpn3XsNcLtbrwTQxRciIiLiSVmVBBpjbjXG7AX+AQgbY1a65X2MMW8AuLN8DwArcT5v8ZK1dovbxEPATGNMOZAP/L9UxyAiIiKSCTJuOfh0rLWvAa+1UL4PGB/z/A3gjRbq7ca5elhERETE07JqJlBEREREEkNJoIiIiEgrli9f3vnaa68d2NK2a665ZuAXX3zxtS97zhZZtRwsIiIikineeeed8nT34WwoCRQREZG0CZYFRyWj3UhJZMPpts+fPz9/3rx5vYwxDB06tM7v99vi4uLqe+655yhAXl7eyNra2o3g3PbtxhtvvGz37t0dx4wZU/P8889/6vf7ufjii4Pr16/fVlBQ0Hhqe6+//vqeZMSVSEoCRURExFPWr1/f8Yknnij44IMPthcUFDRWVlb6p0+f3q+1+pFI5IKNGzduvvzyy+uvvvrqQc8991z35mSxtfZSE8nZURIoIiIiadPWjF0yrFy5ssstt9xytKCgoBGgV69eTaerHwwGvxw2bFg9wJ133nnkz3/+c6fYJLC97WUKXRgiIiIinmKtxRjzN7eOzcnJsU1NTu4WjUZpaGj46nazxvztnWdPfd5Se9lASaCIiIh4yrhx444tXbq0x4EDB/wAlZWV/gEDBtRv2LAhD2DhwoXdGhsbv8r0IpHIBdu3b89tamrilVde6XHVVVfVtNVeKuM5U1oOFhEREU8ZPXr0iVmzZu2/6qqrhvh8Pjt8+PDauXPn7i0uLh4YDAaHXn311cfOP//8aHP9ESNGHJ81a1bf7du3nz9mzJia7373u1Vttffqq69WpDywdlISKCIiIp4zY8aMwzNmzDgcW7Zp06btzY+ffPLJzwGKi4triouLa07dH+Dzzz+PnK69TKflYBEREREPUhIoIiIi4kFKAkVERCTVotFo1LRdTU7HfQ2jbVZshZJAERERSbXNhw4d6qpE8MxFo1Fz6NChrsDmM21DF4aIiIhISjU2Nt534MCBBQcOHBiOhyakmpqacvx+/4UJai4KbG5sbLzvTBtQEigiIiIpNWrUqIPAhHT3I9WWLFmyfuLEiaPT3Y9mnsm+RUREROSvlASKiIiIeJCSQBEREREPMtZm3f2Oz0nGmPuttb9Jdz/SxcvxK3Zvxg7ejt/LsYO341fsmRO7ZgIzx/3p7kCaeTl+xe5dXo7fy7GDt+NX7BlCSaCIiIiIBykJFBEREfEgJYGZI2M+I5AmXo5fsXuXl+P3cuzg7fgVe4bQhSEiIiIiHqSZQBEREREPUhIoIiIi4kFKAlPIGHOHMWaLMSZqjGn13oHGmHHGmB3GmHJjTCim/BJjzDpjzE5jzGJjTG5qen72jDE9jDGr3b6vNsZ0b6HOtcaYj2N+ThhjJrnbnjXG7InZNiL1UZy5eOJ36zXFxLg0pvxcH/sRxpgP3PPjE2PM/4nZlnVj39o5HLO9gzuO5e64BmK2/dgt32GM+U4q+50occQ/0xiz1R3rPxljBsRsa/EcyBZxxP7PxphDMTHeF7OtxD1PdhpjSlLb88SII/5fx8T+F2NMVcy2bB/73xpjDhpjNrey3Rhj5rmvzSfGmCtjtqVn7K21+knRDzAUGAy8DYxupY4f2AVcCuQCm4Bh7raXgMnu46eA76c7pnbE/jgQch+HgF+2Ub8HcATIc58/C9ye7jiSHT9wvJXyc3rsgcuBQe7jPsB+oFs2jv3pzuGYOtOBp9zHk4HF7uNhbv0OwCVuO/50x5SE+K+NObe/3xy/+7zFcyAbfuKM/Z+B+S3s2wPY7f7u7j7unu6YEh3/KfVnAL89F8be7f/VwJXA5la2jwfeBAzw98C6dI+9ZgJTyFq7zVq7o41qhUC5tXa3tbYeWARMNMYY4DrgFbdeGTApeb1NuIk4fYb4+n478Ka1tjapvUqd9sb/FS+MvbX2L9bane7jfcBBoGfKephYLZ7Dp9SJfU1eAa53x3kisMhae9Jauwcod9vLJm3Gb61dE3NurwX6priPyRLP2LfmO8Bqa+0Ra+1RYDUwLkn9TJb2xj8FeDElPUsBa+27OJMXrZkIPGcda4FuxpgC0jj2SgIzz8XAZzHP97pl+UCVtbbxlPJs0ctaux/A/X1RG/Un8/V/HH7hTqH/2hjTIRmdTKJ44+9ojFlvjFnbvBSOx8beGFOIM4uwK6Y4m8a+tXO4xTruuFbjjHM8+2a69sZwL87sSLOWzoFsEW/st7nv51eMMf3auW8mizsG9yMAlwBvxRRn89jHo7XXJ21jn5OKg3iJMeaPQO8WNj1srV0STxMtlNnTlGeM08XeznYKgCCwMqb4x8ABnOTgN8BDwJwz62lyJCj+/tbafcaYS4G3jDER4FgL9c7lsX8eKLHWRt3ijB/7U8RzrmbteR6HuGMwxtwNjAauiSn+2jlgrd3V0v4ZKJ7YlwEvWmtPGmO+hzMjfF2c+2a69sQwGXjFWtsUU5bNYx+PjDvvlQQmmLX2hrNsYi/QL+Z5X2Af8AXO1HGOO3PQXJ4xThe7MabSGFNgrd3v/qE/eJqm7gRes9Y2xLS933140hjzO2B2QjqdQImI310KxVq72xjzNjASeBUPjL0xpgsQBn7iLpU0t53xY3+K1s7hlursNcbkAF1xlpHi2TfTxRWDMeYGnP8kXGOtPdlc3so5kC2JQJuxW2sPxzx9BvhlzL7fPmXftxPew+Rqz/t3MvDvsQVZPvbxaO31SdvYazk483wEDDLO1aC5OCfKUut8enQNzmflAEqAeGYWM8VSnD5D233/2udE3OSh+fNxk4AWr77KYG3Gb4zp3rzUaYy5EPhHYKsXxt59r7+G83mZl0/Zlm1j3+I5fEqd2NfkduAtd5yXApONc/XwJcAg4MMU9TtR2ozfGDMSeBqYYK09GFPe4jmQsp6fvXhiL4h5OgHY5j5eCdzkvgbdgZv429WQbBDPex9jzGCcCyA+iCnL9rGPx1JgmnuV8N8D1e5/ctM39qm4+kQ/X10ZdCtOxn8SqARWuuV9gDdi6o0H/oLzP6CHY8ovxfmDUA68DHRId0ztiD0f+BOw0/3dwy0fDSyIqRcAPgd8p+z/FhDBSQBeADqlO6ZExw98y41xk/v7Xq+MPXA30AB8HPMzIlvHvqVzGGcJe4L7uKM7juXuuF4as+/D7n47gJvTHUuS4v+j+29g81gvdctbPQey5SeO2P8T2OLGuAYYErPvv7jviXLgnnTHkoz43ec/A0pP2e9cGPsXcb7ZoAHnb/29wPeA77nbDfCk+9pEiPmWkHSNvW4bJyIiIuJBWg4WERER8SAlgSIiIiIepCRQRERExIOUBIqIiIh4kJJAEREREQ9SEigiIiLiQUoCRURERDxISaCIiIiIBykJFBEREfEgJYEiIilgjHndGGONMTNa2Paou21BOvomIt6k28aJiKSAMaYHsBHoBfyDtXajW349sArYDvydtbY2fb0UES9REigikiLGmG8B7wB7gCuBPGAT0BUnAdySxu6JiMdoOVhEJEWste8D/wEMAp4GXgB6Az9QAigiqaaZQBGRFDLGGOBN4Dtu0YvW2qlp7JKIeJRmAkVEUsg6//N+LaZobrr6IiLepplAEZEUMsYMAv4HaMD5LOAWoNBaeyKtHRMRz9FMoIhIihhjOgCLgQuAycB/AkE0GygiaaAkUEQkdZ4ARgKPW2tXAT8F3gP+zRhzZ1p7JiKeo+VgEZEUMMZMwvks4DpgrLW20S3vB3wM5AAjrbW709dLEfESJYEiIklmjOmPk+j5cBK9Padsnwi8DnyEkyDWp76XIuI1SgJFREREPEifCRQRERHxICWBIiIiIh6kJFBERETEg5QEioiIiHiQkkARERERD1ISKCIiIuJBSgJFREREPEhJoIiIiIgHKQkUERER8aD/Dztt/vDDdXEhAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f, ax = plt.subplots(figsize=(10,10))\n",
+    "\n",
+    "# Three simple polyniomials\n",
+    "x = np.linspace(-1, 1)\n",
+    "y1, y2, y3 = [x**i for i in [1,2,3]]\n",
     "\n",
     "# Plot each with a label (for a legend)\n",
     "ax.plot(x, y1, label='linear')\n",
@@ -757,9 +1015,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<ErrorbarContainer object of 3 artists>"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAEP5JREFUeJzt3W+MXNdZx/Hv041DN7SJJbyIZm3XQbgWpgVcVm6QJWpoKzsF2VaJwJEKGJVaKgoFNTKKAZUSXjQ0Eo2gQcVAlVJo09BYxkSJzJ/EASESvKnrunYwWkJbe10pbuimoC6Nd3l4sbPt7HjWc3c9O3f27PcjWZp77tmZR8een8+ee+dMZCaSpLK8ou4CJEndZ7hLUoEMd0kqkOEuSQUy3CWpQIa7JBXIcJekAhnuklQgw12SCnRdXS+8Zs2a3LBhQ10vL0nL0rPPPvvVzBzq1K+2cN+wYQOjo6N1vbwkLUsR8aUq/VyWkaQCGe6SVCDDXZIKZLhLUoEMd0kqUG13yyyVIyfHue/YOS5OTHLz6kEO7NjEni3DdZclST1VVLgfOTnOwcOnmbw8DcD4xCQHD58GMOAlrSjLMty3P7i9bfv5sf1MT900p23y8jR3PfIU9586NKf9+L7jS1SdJNWvqDX36akbF9QuSaValjP3+Wbd2+59gvGJySvah1ff4Exd0opS1Mz9wI5NDK4amNM2uGqAAzs21VSRJNVjWc7c5zN70dS7ZSStdEWFO8wEvGEuaaUrallGkjTDcJekAhnuklQgw12SCmS4S1KBDHdJKpDhLkkFMtwlqUCGuyQVyHCXpAIZ7pJUIMNdkgpkuEtSgQx3SSqQ4S5JBaoU7hGxMyLORcRYRNzd5vz6iHgyIk5GxOcj4u3dL1WSVFXHcI+IAeAB4DZgM3BHRGxu6fZbwMOZuQXYC/xRtwuVJFVXZea+FRjLzOcz82XgIWB3S58Ebmw8vgm42L0SJUkLVeVr9oaB803HF4A3tfT5APC3EfErwHcCb+1KdZKkRakyc482bdlyfAfwYGauBd4OfCIirnjuiNgfEaMRMXrp0qWFVytJqqRKuF8A1jUdr+XKZZd3AQ8DZOa/AK8E1rQ+UWYeysyRzBwZGhpaXMWSpI6qhPsJYGNE3BIR1zNzwfRoS58vA28BiIjvZybcnZpLUk06hntmTgF3AseA55i5K+ZMRNwTEbsa3e4C3h0Rp4BPAfsys3XpRpLUI1UuqJKZjwGPtbS9v+nxWWBbd0uTJC2Wn1CVpAIZ7pJUIMNdkgpkuEtSgQx3SSqQ4S5JBTLcJalAhrskFchwl6QCGe6SVCDDXZIKZLhLUoEMd0kqkOEuSQUy3CWpQIa7JBXIcJekAhnuklQgw12SCmS4S1KBDHdJKpDhLkkFMtwlqUCGuyQVyHCXpAIZ7pJUIMNdkgpkuEtSgQx3SSqQ4S5JBTLcJalAhrskFchwl6QCGe6SVCDDXZIKZLhLUoEqhXtE7IyIcxExFhF3z9PnZyLibESciYhPdrdMSdJCXNepQ0QMAA8AbwMuACci4mhmnm3qsxE4CGzLzK9FxHcvVcGSpM6qzNy3AmOZ+Xxmvgw8BOxu6fNu4IHM/BpAZr7Q3TIlSQtRJdyHgfNNxxcabc1eB7wuIv45Ip6OiJ3dKlCStHAdl2WAaNOWbZ5nI7AdWAv8U0S8PjMn5jxRxH5gP8D69esXXKwkqZoqM/cLwLqm47XAxTZ9/jozL2fmfwLnmAn7OTLzUGaOZObI0NDQYmuWJHVQJdxPABsj4paIuB7YCxxt6XME+HGAiFjDzDLN890sVJJUXcdwz8wp4E7gGPAc8HBmnomIeyJiV6PbMeDFiDgLPAkcyMwXl6poSdLVRWbr8nlvjIyM5OjoaC2vLUnLVUQ8m5kjnfr5CVVJKpDhLkkFMtwlqUBV7nNXFxw5Oc59x85xcWKSm1cPcmDHJvZsaf0smCR1h+HeA0dOjnPw8GkmL08DMD4xycHDpwEMeElLwnDvgu0Pbr/q+fNj+5meumlO2+Tlae565CnuP3Vo3p87vu94F6qTtBK55t4D01M3Lqhdkq6VM/cu6DTD3nbvE4xPTF7RPrz6BmfnkpaEM/ceOLBjE4OrBua0Da4a4MCOTTVVJKl0ztx7YPaiqXfLSOoVw71H9mwZNswl9YzLMpJUIMNdkgpkuEtSgQx3SSqQ4S5JBTLcJalAhrskFchwl6QCGe6SVCDDXZIKZLhLUoEMd0kqkOEuSQUy3CWpQIa7JBXIcJekAhnuklQgw12SCmS4S1KBDHdJKpDhLkkFMtwlqUCGuyQVyHCXpAIZ7pJUoErhHhE7I+JcRIxFxN1X6Xd7RGREjHSvREnSQnUM94gYAB4AbgM2A3dExOY2/V4NvBd4pttFSpIWpsrMfSswlpnPZ+bLwEPA7jb9fhf4EPC/XaxPkrQIVcJ9GDjfdHyh0fYtEbEFWJeZj3axNknSIlUJ92jTlt86GfEK4MPAXR2fKGJ/RIxGxOilS5eqVylJWpAq4X4BWNd0vBa42HT8auD1wPGI+CJwK3C03UXVzDyUmSOZOTI0NLT4qiVJV1Ul3E8AGyPiloi4HtgLHJ09mZkvZeaazNyQmRuAp4FdmTm6JBVLkjrqGO6ZOQXcCRwDngMezswzEXFPROxa6gIlSQt3XZVOmfkY8FhL2/vn6bv92suSJF0LP6EqSQUy3CWpQIa7JBXIcJekAhnuklQgw12SCmS4S1KBKt3nrrIdOTnOfcfOcXFikptXD3Jgxyb2bBnu/IOS+pbhvsIdOTnOwcOnmbw8DcD4xCQHD58GMOClZcxwL9D2B7dX7nt+bD/TUzfNaZu8PM1djzzF/acOdfz54/uOL7A6Sb3gmvsKNz1144LaJS0PztwLtJDZ9LZ7n2B8YvKK9uHVNzgrl5YxZ+4r3IEdmxhcNTCnbXDVAAd2bKqpIknd4Mx9hZu9aOrdMlJZDHexZ8uwYS4VxmUZSSqQ4S5JBTLcJalAhrskFchwl6QCGe6SVCDDXZIKZLhLUoEMd0kqkOEuSQUy3CWpQIa7JBXIcJekAhnuklQgw12SCmS4S1KBDHdJKpDhLkkFMtwlqUCGuyQVyHCXpAJVCveI2BkR5yJiLCLubnP+fRFxNiI+HxH/EBGv7X6pkqSqruvUISIGgAeAtwEXgBMRcTQzzzZ1OwmMZOY3IuI9wIeAn12KgrVyHDk5zn3HznFxYpKbVw9yYMcm9mwZrrssaVmoMnPfCoxl5vOZ+TLwELC7uUNmPpmZ32gcPg2s7W6ZWmmOnBzn4OHTjE9MksD4xCQHD5/myMnxukuTloWOM3dgGDjfdHwBeNNV+r8LePxailJZtj+4fcE/c35sP9NTN81pm7w8zV2PPMX9pw4t6LmO7zu+4NeXlrsq4R5t2rJtx4h3AiPAm+c5vx/YD7B+/fqKJWolmp66cUHtkuaqEu4XgHVNx2uBi62dIuKtwG8Cb87Mb7Z7osw8BBwCGBkZafsfhMqzmJnztnufYHxi8or24dU3OBOXKqiy5n4C2BgRt0TE9cBe4Ghzh4jYAvwxsCszX+h+mVppDuzYxOCqgTltg6sGOLBjU00VSctLx5l7Zk5FxJ3AMWAA+FhmnomIe4DRzDwK3Ae8CviriAD4cmbuWsK6VbjZu2K8W0ZanMisZ3VkZGQkR0dHa3ltSVquIuLZzBzp1M9PqEpSgQx3SSqQ4S5JBTLcJalAhrskFchwl6QCGe6SVCDDXZIKZLhLUoGqbBwmqYVfJKJ+Z7hLCzT7RSKTl6eBb3+RCGDAq28Y7lpxFvPlIc26+UUis9zGWN3mmru0QH6RiJYDZ+5aca51luwXiWg5cOYuLZBfJKLlwJm7tEB+kYiWA8NdWoQ9W4YNc/U1l2UkqUCGuyQVyHCXpAK55i4VxG0RNMtwlwrhtghqZrhLNbvW7RBmLcW2CM38gNby4pq7VAi3RVAzZ+5Szbo1I3ZbBDVz5i4Vwm0R1MyZu1QIt0VQM8NdKkg/b4vgbZq9ZbhLWnLeptl7hrukObp1a2azpb5Ns5kXj2d4QVXSkvM2zd5z5i5pjqWY+fbzbZqlXgtw5i5pyfXrbZqz1wLGJyZJvn0t4MjJ8Vrr6gZn7pKW3LXcprkU1wBm9fJaQLNe/LZiuEvqiX68TbPkawGGu6S+tpSz3H6+FnCtKq25R8TOiDgXEWMRcXeb898REZ9unH8mIjZ0u1BJ6rZ+vRbQDR3DPSIGgAeA24DNwB0Rsbml27uAr2Xm9wEfBn6v24VKUrft2TLMB9/xBoZXDxLA8OpBPviON/Td8tFiVFmW2QqMZebzABHxELAbONvUZzfwgcbjzwAfiYjIzOxirZLUdf14LaAbqizLDAPnm44vNNra9snMKeAl4Lu6UaAkaeGqhHu0aWudkVfpQ0Tsj4jRiBi9dOlSlfokSYtQJdwvAOuajtcCF+frExHXATcB/9X6RJl5KDNHMnNkaGhocRVLkjqqEu4ngI0RcUtEXA/sBY629DkK/ELj8e3AE663S1J9Ol5QzcypiLgTOAYMAB/LzDMRcQ8wmplHgT8DPhERY8zM2PcuZdGSpKuLuibYEXEJ+NI1PMUa4KtdKqeb+rUu6N/a+rUusLbF6Ne6oH9rW0hdr83MjuvatYX7tYqI0cwcqbuOVv1aF/Rvbf1aF1jbYvRrXdC/tS1FXe4KKUkFMtwlqUDLOdyXbj/Oa9OvdUH/1tavdYG1LUa/1gX9W1vX61q2a+6SpPkt55m7JGkefR/u/brdcIW69kXEpYj4XOPPL/Woro9FxAsR8YV5zkdE/EGj7s9HxBt7UVfF2rZHxEtNY/b+HtW1LiKejIjnIuJMRPxqmz49H7eKddU1Zq+MiH+NiFON2n6nTZ+63ptVaqvl/dl47YGIOBkRj7Y5170xy8y+/cPMh6b+A/he4HrgFLC5pc8vAx9tPN4LfLpP6toHfKSGMfsx4I3AF+Y5/3bgcWb2A7oVeKaPatsOPFrDmL0GeGPj8auBf2/z99nzcatYV11jFsCrGo9XAc8At7b06fl7cwG11fL+bLz2+4BPtvt76+aY9fvM/VvbDWfmy8DsdsPNdgMfbzz+DPCWiGi3kVmv66pFZv4jbfb1abIb+POc8TSwOiJe0ye11SIzv5KZn208/m/gOa7c+bTn41axrlo0xuF/GoerGn9aL+DV8d6sWlstImIt8JPAn87TpWtj1u/h3q/bDVepC+CnG7/CfyYi1rU5X4eqtdflRxu/Tj8eET/Q6xdv/Bq8hZnZXrNax+0qdUFNY9ZYXvgc8ALwd5k575j18L1ZtTao5/15P/DrwP/Nc75rY9bv4d617Ya7rMpr/g2wITN/EPh7vv2/cd3qGK+qPsvMR6t/CPhD4EgvXzwiXgU8AvxaZn699XSbH+nJuHWoq7Yxy8zpzPxhZnaK3RoRr2/pUtuYVait5+/PiPgp4IXMfPZq3dq0LWrM+j3cu7bdcK/ryswXM/ObjcM/AX5kiWuqqsqY1iIzvz7763RmPgasiog1vXjtiFjFTID+ZWYebtOllnHrVFedY9ZUwwRwHNjZcqqO92al2mp6f24DdkXEF5lZyv2JiPiLlj5dG7N+D/d+3W64Y10t67G7mFkv7QdHgZ9v3P1xK/BSZn6l7qIAIuJ7ZtcXI2IrM/8+X+zB6wYzO5s+l5m/P0+3no9blbpqHLOhiFjdeDwIvBX4t5ZutWwFXqW2Ot6fmXkwM9dm5gZmMuOJzHxnS7eujVmV71CtTfbpdsMV63pvROwCphp17VvqugAi4lPM3EGxJiIuAL/NzAUlMvOjwGPM3PkxBnwD+MVe1FWxttuB90TEFDAJ7O1FGDAzo/o54HRjnRbgN4D1TbXVMW5V6qprzF4DfDwiBpj5D+XhzHy07vfmAmqr5f3ZzlKNmZ9QlaQC9fuyjCRpEQx3SSqQ4S5JBTLcJalAhrskFchwl6QCGe6SVCDDXZIK9P9hOJ4XjTdaVQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# example data\n",
     "x = np.arange(0.1, 4, 0.5)\n",
@@ -784,9 +1063,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x116112dd8>]"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "x = np.linspace(-5, 5)\n",
     "y = 2 ** x\n",
@@ -806,9 +1106,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x114ce2a58>"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "N = 5\n",
     "men_means = (20, 35, 30, 31, 27)\n",
@@ -845,9 +1166,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.lines.Line2D at 0x116340588>"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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z5Lh9jO88mOGFvROK2RhTP0sMB2CHv4zzZj1KedhP0Inw1Z5NfLJ9JT8acgoX9j0y3eGljc/t4fejruDWuU/gqBJwQuS4fZRkF3LH0KZOm7W/Il8+T4+7hf+um82sbYvJ92RxercjyPfkM3fnWkZ26InnIGsjxpj6WWI4AFOWvc/eUBXhGg2i/kiI3y1+k2/1HE6Ox9fA0a3byA59eXXinczYspAd/r0Mad+DozoNwF1P20NTFXhzuLrfBK7uN4E3Nizi7i9ewi0uFMXn8vDo0ZcyrKhHkn4LYwxYYjgg729bVisp7OMWF1/v2cLIjr3SEFV6Oap8sXM9OwMVjOzQg3N6Nk/NaV3FLn785Yv4I98s91lBkO98/BTvT/4BWe76p9IwxhwYSwwHoJ03h42U7rc9rA7tfG1v8frNlXu46oN/sT1QgQsIOhGuHXAMtw6dmPRzvbD2S8LO/knZUYcPtq7gxG6Dk35OY9oq65V0AK445Ghy6nwzdSF0zy3kkPxOaYoqfW797Dk2VJZSGQ5SHg4SdCL8c8WnfLR1ZdLPVRbyx62tOarsDfmTfj5j2jJLDAfgjB7DOLfXEfhcbvI8WeS6fXTLLeSRsZe1uekZdvjLWVy6hUid9TyqIiGeWf1F0s83vsuh5Ma5XBRRh6M62QhoY5LJLiUdABHhzsNP49v9x7Fw9waKs/MZXtSzzSUFgLDj1Dt2we+E425PxLjO/TiyuA+f7VhDVWyEdY7by5X9jqJbbmHSz2dMW2aJ4SCU5LSjJCfestZtR0lOAd1y27O6fGet7TluL2f1Sv7gM5e4+NNRl/DWpsW8tn4h2R4v5/cexVirLRiTdJYYzEERER4ccx5XfPAEEcchEAnjc3sYV9KPyd2bJ2m6xcWp3Q/j1O6HNcvzt3WBSBiXCN7Y2BBHFVcbrA0bSwwmAYMLuzBr8q28sXExOwMVHFncm5EdeqTs0trHW9YwbcV8RIRL+o9gbEnb6y6cDFsqy7j945eYs309gtA5J5+LnWJumPYbTus5mF+MOZU8b9sdo9MWWWIwCcn3ZnF+n5EpP+/fFs/mwQUfVLc3vLV+GXcdMZErDh3VyJEGoCwY4Hfz3uO1tUvYG44O2ox2I1A2Ve6F7GKCEYeX1yzmrfXL6ZSTz0X9hvGdIUfhcVmfldbO3mHT4lSFQzy44P3qpADR3lC/+XIWgUjyG75boyvfncrUFfPYEagg6OxLCnUoRFSpDIdYW7abhxZ+xI9nv57qUE0aWI3BtDibKvbGXRvaUWV7VUUaImo5Fu3cynMrF/DVrq2EnEi95b5JFN9cFqwKh3luxSJEXVzY/3BGdbapSFqrpNQYRGSyiCwVkRUicmec/beLyGIRWSAi74hI7xr7IiIyL3abnox4TPMqDfg57vm/MOzpP/CDD19lTzC1A8y65bXD0f2/47oken3cxPfIwk84/42n+NfSLxpMCvGoAio4Cs+sWMDlM6bxzyWfN0+gJu0STgwi4gYeAU4FhgCXiEjdbilfAqNVdRjwHPB/NfZVqeqI2O3MROMxzeuNdcvYWLGH9eV72BsKMH3NYq5957mUxpDj8fLD4ceT4/YiRL/T5rg93H3ECfjcNttqPDv9lTy04CP8kTCOKt/kVYlWDzTa6yvb7cGF4BapPU5F973S0eJVkTD/9+V7teauMq1HMi4ljQFWqOoqABGZCpwFLN5XQFVn1ij/KXB5Es5r0mDKV7OZqN+MQA45Dgt3bWVD+R565LdPWRzXDD6SoR1KeGblfNwiXNR/BKM62aWN+iwv3YHP5SEQiRBNBooCbhFyPD7a+7L5yehJdMtrx+DCzsyY+S6/Omwyv/piJqpKWbB2AlCFcNhh6tIFnNyrP93y26Xl9zLNQzROlfyAnkDkfGCyql4Xe3wFMFZVb66n/J+ALar6i9jjMDAPCAP3q+qL9Rx3PXA9QElJyaipU6ceVLzl5eXk52f25YZMjnHFnp20UxdbI98s1+kSYUBh8UGv1JZsmfz67ZOqGMPqsL5sD5WhEA6155oSgTyPj845+ft1R90Xn4NSHgywtaocf7hu7UBwxWoRfdoVprRLq73HB2fixImfq+roxsolo8YQr9N63GwjIpcDo4Hja2zupaqbROQQ4F0RWaiq+83CpqpTgCkAo0eP1gkTJhxUsLNmzeJgj41HVdlRVUm+z0eOJzlTPyc7xmTatGwe2xct5YGKtUA0KfRtV8TbEy/MmKlBMvn12ycVMTqqnPLCP1i1Z1d0AkJRxAVI9NJbtsfLKydfTfc43/brxrdyz07Off0pQk4EfzBMpM58hkX+bOZd9v1m/X0aii8TtYQY65OMxLAB6FnjcQ9gU91CInIicDdwvKpWf91U1U2xn6tEZBYwEkj+9JzNYHN5GZe9No0N5XtxVPl/w8fyg9Hj0h1Ws7pkwHCmrdhAdpWHkBNhWMeuPDz+zIxICqX+qv0m9WvLNlXsZV1Z6Tez0qpABI7s2p1v9R3MWX2H0D6radPF92vfkY/Ou5E31y3nz/M/ZUXprlr79wQC+MNhsj3W0bE1SMa7OAcYICJ9gY3AxcClNQuIyEjgr0QvOW2rsb0IqFTVgIgUA8dSu2E6o93w9ous3Vta/WH02MI5DOvUhZN6909zZM1HROiSm8+iybcRciJJqyUlIuw43PLuK7y1ZjmCcFenvowNhzIitnTyulz79d5yi4uJ3fpx5aAjDvj58r1ZnNfvMJbu3M76vXsI7OvZpJDn9TFr3SpGlHSlS15BMsI3aZRwryRVDQM3A28CS4BnVPUrEblPRPb1MvotkA88W6db6mBgrojMB2YSbWNYTAuxeOe2Wt9Qq8Jhvti6X2WpVfK4XBnzwfv4wrm8s24lIcch6ESoDAX59afvpTustNpWWcGynTsZ2akb2e7o9z8Bsj0ezuqX2FxWt4w8lr7tO5Dn8ZLn8eJ2XISCDj+c9QYnTHucz7dsTMJvYNIpKfU+VX0NeK3Otp/VuH9iPcd9DByejBjSoUNWDttqDKjKdnvompdZjU1twZwtG2o1jDrA3K1t98Ppow1r+c4bL+J2uQhGwgzv2oWKSIguuQX8eMzxcdsUDkSe18fLZ17Jx5vX8unG9Tyx6EuqwuFYjye4febrvHfJdcn4VUya2JQYCfj9xNPI8XjI9XjJ9XjpX9SRCwcmf8pp07B+hR1r9YgS4JD2HdIXUJp97+1XqAyHKAsGCEQizN+8lb9NOoe/n3Qu/dp3TMo5fG43E3ocQq+C/dfC2FlVmZRzmPSxlqIEjOveh9fPvZrPtmygnS+LE3r1swFWaXDzyKOZuX4VG8r2IAgel4ufHZP8dadbAlWlNFB7JLrP7WZrRUWzjDU4oqRbrS6IXpeLI7t0T/p5TGpZYkhQn/ZF9GlflO4w2rR8n49Xzr2SL7duJqwOgWUr6ZzbNi/piQjDOpWwaPtWwrH2L0HoX9Q8NahBHTvxwIRTuev9t6gIBTmiczd65rbnO6+8yKn9B3DOwCEZ0WOtJVm5exdlgQCKcte7M9hZVcnE3n1Zvmsnm8rLOKlvf+4ZPxFvM34JtcRgmmTWmtXc+e6b+MNhfty9L6qaUX/wXpebMV2jI59nLVuV5mjS62+Tz+Gmt6azYPtWuuTl86eTzqDAl9Vs5zu930BO7zcQx3E477mnmbZ4EcFIhI/Wr8UfDnPpYcOb7dytzS8+mMW/F83HBfgjkepeZc8u+aq6zH+//op2WVn8zzHHNVsclhhMo7ZVlHPT69OpijXwbq+s4K1VKzil34A0R2b2UVWmLVrIh+vXMaJLF6aeeRHuFK+bUBrw89X27dUT9FWFwzyzeJElhkbMWLmCu959i6pQmKBGCDtOg+X94TAfrl/L/2CJwaTRmtLSWouzqCpLdmy3xJBBpnw+l4dmf0JVOMy7q1expbycn4yfkNIY8nw+alYiXSKUWC+9ejmqbK+o4JY3X8UfDkfbappQCfe53Awt7tyssVmvJNOo/h061BooJSIc0bVbGiNqnKPa6Dev1uTlZV9X1+j84TCvLV+W8hiy3B5+c8LJZLnd5Hm9dMrN5Wfj22YngMY8vWABQx5+iHF//xs156sTohMbAvhcLgp8PtwiHNmtOx2yc3DF/vZ+fNzx9TxzcliNwTSqQ04uT559Pj+Z+TblwSBdCwoY36tPusOqV1kgwOEPP0woEuG60aP5n+Oar8qdKfoVdWDZzp2EHQeXCH3a79+NNBXOHjSE43v3ZXtlBb0LC/l47Tpe/GoJ4/v24fCSkrTElGm2V1Rw36yZBCMRQIlEvqkoZLncXHL4cDwu4eyBQxjSqXOt9jxHFVcK2vYsMZgmGdmlG69eciUQnRwsU6kq6/fsqR7w9q8vv+TMQYMY1KlTmiNrXvdOOIGNZXtZsHUr/Ys68LtTTk1bLEU5ORTl5PD0ggX8cuYsAuEwf549m6cvupBhXbqkLa50KwsEeHbhIkr9/hodN4Rs8XBE9y543G5uGj2WMd1rTx9fs5NHKpICWGIwrYyjWmtyaRGhPBhMWzypUpSTw3MXXpLuMGp5afGS6stbwXCY91avabOJQVW58OmprNldCoDP58bljU4p06ewkH+cdV6zdj89UJYYTKvidrnonJdHtseDS4ShnTszomvXdIfVbMKOw7byCkry81LeC6kxI7p2ZeHWrfjDYbI8Hga38lpbQ/b4/azetZtQrN0r5I/wxzNOx0E5qV+/jEoKYInBtEKd8/J44dJLqQgGObxLl1o9qlqTPX4/Z//zP2wrL6dnYXuev/JScn2ZMbEhwO3jjsVRZd7mzXxr0CBO7N8v3SGlXCAc5uXFS2mXlUWn/Dy2lpUjIhxaXMzpAwemO7x6WWIwrdKhxcXpDqHZvb18JTsqKwhEImzaW8aHa9Zy8qGZM+W7z+3mxxNq957JtIGRze3G517i843RGZevHD0SfySM1+3ihjFHpjmyhlliMKaF6l1UWL1WoqrSo33mrrscdhxuePYlPli1hlMHHcofzj6tTSSILzdtpioUbWeZv3ELT156fpojaprWWcc2pg0Y3aM7vzn9FM4aMog/nnU6Q0qad9BTIr7aso056zegwDsrVrJu9550h5QSFw0/nGyPh2yPhytGtZwR4FZjSKLFW7Zxy39fpWv7Av5y4VkZdb3XtE6nDTqU0wYdmu4wGtWjsB1ucZHj8ZDl8VCcn5vukJrN/I1buO2F17iqWwdu+9YZXDD8MPJ8Prq2azkr21liSKK/fPQZa3eXsq28nPdXrmby4Mz/g23M64uXUREMcu7woSnrQ21an465ubx4zWXMWb+RY/v0Is/nS3dIzeZP73/ChtI9VBTn88madUwccEi6QzpglhiS6MSB/Xh32SrcLheHd235/bXnb9zMnS+9CUTnwTl1SMtMdB+uXMvXW7dz5ZgR+Gyx+rTpXVQYbRdp5U4ePICP16xDRBjSJXMv7zUkKX8lIjIZ+CPgBh5T1fvr7M8C/gWMAnYCF6nqmti+u4BrgQjwfVV9MxkxpcOZhw3mmD69yPF5W8U3oqKcHJBow2ZJQcucDC0UifCd/7yAW4Si3BzOGzE03SEl7N2lK5ny4Rzu+9aJHNq5Zfa+clRZtnUHAzp3zLjxF4m6YMRhTOzfl4VzPmuxfzcJvyMi4gYeAU4FhgCXiEjd1cavBXaran/gQeA3sWOHABcDQ4HJwJ9jz9diFefntYqkANCrQyFv3fRtXr3xSo7omdmT5tXH43Ixrl9v2uVkM7x7y6/FATz12TzmbdjM20tWpDuUg/bM5ws5+69P8ZcPPkt3KElR7g9w+ePP8PyXi4Do50BL7nUlNWf2O6gnEDkauFdVT4k9vgtAVX9do8ybsTKfiIgH2AJ0Au6sWbZmuYbOWVBQoKNGjTqoeEtLSykszOzqbKbHaPElLpEYA+Ewuyqr6NyMo52b+zUsDwRZuWMXfToU0j4n+4CPz7T3OBCOMH/DZjrl59K3OLpaXqbFCPDee+99rqqjGyuXjEtJ3YH1NR5vAMbWV0ZVwyKyB+gY2/5pnWPjLhgrItcD1wN4vV5KS0sPKthIJHLQx6ZKpsdo8SUu0RhzgLK9e5MXUB2peA1752WjAf9+a1Q3RSa+xwMK8xGojisTY2yqZCT8Gq+tAAAgAElEQVSGePWlutWQ+so05djoRtUpwBSA0aNH69y5cw8kxmqzZs1iwoQJB3VsqmR6jBZf4jI9RouvcVXBEK/O/5oj+nTnkE77r6mdCTHW1dTLW8moh24AetZ43APYVF+Z2KWk9sCuJh5rjGnFlm/dwR3PvM57S1enO5QD8scZH/Hzl2dy+ZRp6Q4l6ZKRGOYAA0Skr4j4iDYmT69TZjpwVez++cC7Gm3cmA5cLCJZItIXGAC0jtYoY5Joe1kFs1euJxiOpDuUpLvjmTd4ed7XfO/J6URa0Kp7PTu0R1XpVpi5U5EcrIQvJcXaDG4G3iTaXfVxVf1KRO4D5qrqdODvwJMisoJoTeHi2LFficgzwGIgDHxXVVvf/3xjErCzvJJvPfAEYcdhVJ/u/PWac9IdUlIN6daZVdt30aOofcYPolRVdlVUUZibzWVHj2TCoEPoVJCX7rCSLinjGFT1NeC1Ott+VuO+H7ignmN/CfwyGXEY05BwxOGBV99n6abt3HzKMRzRN24/h4yzbmcpYcehKhhi4fot6Q4n6e475ySuOGYkvYuLMrqLp6ryvX++xIdL19KtqB3P3nIZ3YvapzusZtG6RpYY04AX537Fs58u5LOVG7jxsRdItKt2qgzr2YXjBvahQ14Od5zRvIvAp4PLJQzs2olsr4fte8uZ9vF8vli9Md1h7WdneSUfLltL2HHYUVbBnFUb0h1Ss7H5Acx+yqoCABTkZKU5kuQKR5zqZBBxHFQhg7+gVnO7XDx42RnpDqPZVQZCnP/7p6gIBBGEB648g/GD+6Y7rGqFuTl0aV/ArvJKRIRB3VrvinSWGEwtT73/Bb9/+QNAuOOc47nomJYzVXBjzh0zlPnrNrN003ZuP+04XK4WkBXakPU7S/EHwwRC0WbG2cvXpT0xqCpTZnzGOwuXc+zA3kz9/iV8sXoTg7t3pkthy5kt9UBZYjDVVJXfv/wBoUi0Z8jvXnq/VSUGn8fDry+enO4wTD36di6iY0EuUl5FxHGYdHj6V6ObMX85j787h6pgiDXbdtO9YyHnH314usNqdpYYmtHeSj8et4vcrJYzd1KOz0sodikpN8vWk0iXLbvL+PGTr7Np114uHT+SK084uClgWhKfx8Ozt13OnJXr6du5A1WBEL974T26dWjHBeOG4XWnfhq1Dbv2EIp1EQ6EwqzbsTvlMaSDJYZmoKr86pl3ef7T6IRat591HJdNOCLNUTVORPjTdWfxk6ffwiXCLy89Jd0htVm3P/4yS9Zvw1Hlz69/wsDunRg7sFe6w2p2edk+Jgztx+qtu7j6j9OoCobJ8nqYv2YTv7nq9JTEoKpMn/0V81dv5tAencjN8uKoogpnj2n5s/M2hSWGZrBo3VZenrOYcOySzIPTP+SMI4fQPu/AJwtLtZF9u/Pqj7+d7jDavPU7SnFiDeWOKmu3724TiWGf2cvWEXGiv38gFOb9RakbFf3Ym5/x9xmf4Q+GyfZ5+O7px3Boz07071JMx4LWu/JcTdZdtRlUBoK1+mML0RkxTeYIhMJMee0TfvyP13j7y+XpDmc/p40aRI7Pg9sluF3CMYP7pDuklDqkS8fqzgEuEXp1KmTphu1s2tl8Ewfu8/rnX+MPRv9e/cEwsxauZOyAXm0mKYDVGJrFEYd0p1enQtZtL0UVxg3pQ+f2LXPBjtbq1r+8xJcrNhIIR5i5YCX+YIgzxtZdRiR97jh3IiP6dmPz7jImDetPj46tcyBVfcYM6MntZ47n3+99Saf2eezYWc63H5hGJOJwxaRRHJbkl6Os0s8Dz73Hyk07UUfxuFyEHQefx02/Lh2Te7IWwBJDM/B63Dx528XMXrYen9fNkf17Nn6QSZlAKMxnS9dXX6rxB8O88NGijEoMLpdw6qhB6Q4jrS46bjgXHTecR1/5mH8sm1PdW+6pdz/n599K7rX+m//0Al+v20Yo4pDlcdOxfS7lgSAjD+nGLWcdl9RztQSWGJqJz+vhuKGZMzjHfMPrduPzuqsvF7hdQqfC9M93EwpHmPnlCsqrAhw1pDfdittWLaE+u8qqqpMCgCDs3FvJv2d8wRnHHHzbnaoyf+UmNu3Yy6I1W6sHPwbCEby4+Oi3301K/C2RJQbT5rhcwv3fPo07H38NBDoU5PKD89I71UQoHOHa/5vGqs27UEdxuYQpP7yAwb1L0hpXJjh9zGBe+XQx/lAYtwghf5jS8iqeePtDnprxOdPuuYJ2B5EcfvXUO7w++2sktq75Pi4RunRovYPXmsISg2mTjh/Wj3fuv4Hd5VWUFBXgcae3H8aHC1ezavMuqgKh6m1//O8H/OX289MYVWYY0a8bf/7eubz4ySIWLN/Mui27UYVgOEJpWRU/fex1DuvbhTOOGUrX4oanwK6oCvLSh4tYtWknr85eUmsac3FDls9DfnYW91xxcnP/WhnNEoNps3KzfeRmZ8bgw0p/cL9tZZWBNESSmUb2787I/t257ZGXWLclNshMlVAwzMcLVvPpojU8+eZcbjl/PB3b5zFqUA8KcqO1iFA4wscLV1NaVsVjr8xm596K6LQb7to9B9tlZfHvn15Gp8L8tAymyySWGNo4VeXlD7/ihfcW4HW7ufbMoxg7tHe6w0q5HaUVbC8tp0en9hSkYbzJmMG9cLskdlkDsn0ezh3f+qdeOFCXTjqC2YvXASCxZgcFIhGlqirE7/4zE6/HHX0REcLhCNnZXsIRh3DEIRipsdxLjVkUs7xuJo4cQLc21vurPpYY2rhn353Pw8+8X90Q+4OHXuIPt57N6MFtZzDVU6/P5S/Pf4TX7SaiDr++6QyOHX5ISmPoVJjPP++8hIf++z57KgKceewQzjr2sJTG0BIcOagnD3//HL5e+AUd2+eyc09l9T4lOoNuOFx7FbhQrOZV3Yog0RqCOuDyCN2K2zHu8L7cev74lPwOLYElhjbu32/MrU4KAIFgmP+89UWbSQyLV2/hry98TDAUIRib1fOuP7/CK7+//qAaNA+UPxBi7uL1BEJhRhzanQdvPrvZz9nSjRrYg7LNK/jeef24/6l3qv//Huhcudk+D5PHDOKn327b7QnxWGJo45w4i9Xsm4qgLVi2bvt+Hyhul4sN20oZ0rdLs557995Krrn3P5SWVSEiqCoP33E+h/Xv2qznbS3OOHYo/lD0i8yesioq/cHqaWhqiV5VQgCXQFaWl/b52Ywf0Y9bL2x9Cx8lQ0KJQUQ6ANOAPsAa4EJV3V2nzAjgUaAdEAF+qarTYvv+CRwP7IkVv1pV5yUSkzkwF5wwnL+99Gn1t64sn4cLJ41Ic1Sp06VjwX7LSYbCEToXNf9I9QeenMm2XeW1PszufGg6rzx0Q7Ofu7U4f8Jwzp8wnGAozI/+NJ05S9aDavWXG8dR3C5BJZrwe5UU8cgPz6Nj+/SPW8lkidYY7gTeUdX7ReTO2OM76pSpBK5U1eUi0g34XETeVNXS2P4fqepzCcZhDtIVpx6Jx+3mxfcX4vW4ue7Mozh2WNsZmDd2aG+OGdaXjxesru7Lfs2ZYykubP7EsGLd9v2+4e7YXUE44qS9+2xL4/N6+ONt57JzTwWOo4TCEaZ/uIhAMMyJRx5K324d8QfDFBXkZPS60pki0cRwFjAhdv8JYBZ1EoOqLqtxf5OIbAM6AaW0EYuWbeKVWYsQ4FsnHM6QDLpUICJcesooLj2l9c/3H4+I8KubTufTRWvZsnMvA3p24rB+qXl/enYpYt2W3bUu3bXLz7akkICaNYEbzzm21r5M6ZrcEkgiC6KLSKmqFtZ4vFtVixooP4ZoAhmqqk7sUtLRQAB4B7hTVeN23haR64HrAUpKSkZNnTr1oGIuLy8nPz91E9rtKati646y6m+j4hJKitvRPr/+hs1Ux3igWnN8wVCY7bvK8QfC5GR5Ke6Qj8+b/D7t5eXlZGfnsnrTzlrtPD06F5KXk/4PsNb8HqdKJsY4ceLEz1V1dGPlGk0MIvI2EK8V7m7giaYmBhHpSrRGcZWqflpj2xbAB0wBVqrqfY0FPXr0aJ07d25jxeKaNWsWEyZMOKhjD1Q44nDqdY9QUVl78FJBXhavPXYTblf8b4apjPFgtNb4Nm/bwxU/fIKqQCjWxV3Iy/HxnwevpjhJbQ6hUITHnvkYb3gLz767lfFj+zNwQBcUGHtYb3p1rfd7VUq11vc4lTIxRhFpUmJotM6qqieq6mFxbi8BW2Mf7vs+5LfVE0w74FXgJ/uSQuy5N2tUAPgHMKZpv17LsKesilAost92fyDM3nJ/GiIyDXn29S8JhiLs+66kqgSCYV56e0HSzvF/U2bw7GtfEIk4lFcGmPHh13z46QouOGlExiQFYxK9mDkduCp2/yrgpboFRMQHvAD8S1WfrbNvX1IR4GxgUYLxZJTCdjlkx1k3OTfHR7sGLiWZ9Ni4rXS/xuBQOMLGLclpDquoCjLjo68J1Bg3EgpFmL9kI1u2N/8CNMY0VaKJ4X7gJBFZDpwUe4yIjBaRx2JlLgTGA1eLyLzYbV9/yH+LyEJgIVAM/CLBeDKK2+XiB9dMIsvnweUSXC4hy+fhR9dNqvcykkmfcaP6kZ1Vuz9GdpaXo49IzijoispA3EFYHo+L3Xsr4+wxJj0S6pWkqjuBSXG2zwWui91/CniqnuNPSOT8LcFJxw7ikJ7FvPHBYkRg8nFDOKRncbrDYvHSTXwydxV5uVlMGj+ITh3b9jTDAJPHD+HND5awZOUWIhEHF0Knglxee3MBy5Zt5vwzRlHSqeHZO+tTVu5nwaL15Gb7CIaqau1zidC/V6dk/ArGJIWNfE6Bfr2K+e5lmTMPy4N/fZvX315IIBjG43Hz9/98yC/vOpsxR7Sd8QvxeD1uHv7ZBXzx1XoWLNnAsy/MZce2vWzeuJv5X63nlTcX8OhvL6dPzwNb6vH9T5bx8wdexe12EdnXO02EnGwvqsr/3no63mbo+WTMwbLrGW3MkuWbef3thfgDYVSj17gDgTD3PfBK/OkE2hgRYdRhvdi1o5wqf6i680A47FDpD/Lnf8w8oOcrK/fz8wdeJRAMU1kVJOAP4Qo4oMr3rjqeFx69nqNGtu2EbDKPJYY25tO5q2o1fu4TCkdYvXZ7GiLKTHPnryVSJ1GqwqKvNx3Q83z6+Spc7totC0J0ecridnm0K8hJNFRjks4SQxuTl5sVna++Diei5OVmpSGizLRfW4KjSNChancVl377r7z+1kIaGgO0c2c5v/rtK/z2D29QVRWKW8amZjCZyhJDGzNp/CBcrtofSG6X0Ld3Md26FNZzVNtz5QVHk7Wvh5KjSEgRjdYaNm0u5Y+PzGDac5/FPbayKsgN33+Cd2YtJlAVgnoSyKhhbWNqc9PyWGJoYzoW5fOru8+hsF0OOdlefD4Ph/bvwq9/ck66Q8soRwzrxU9uPY3OxQVIWGt3M1XFXxXkb4/N4v7fvMLyFVsAqKwMMPWZT7nm+sfYtauCSCR6nIS1OjlkZ3nIzfHRo2shWXHGuBiTCaxXUhs0ekQfXnjiJtas30lujo+uJbacYTzHHzOQ448ZyJkX/JG9ZbGR6qrfLCmpyltvL2LG29EJElUEl0BINTrxf4woEFK8PheTJwzlu9dN5JNPPkr572NMU1liSLFNG3fz3vtfEwk7HH10f/r1L0lLHG63i359rO98U3TtUsjesmitYF9SEIguAKPVP0CUiMR21lhPeF95n9vNcUcNsJqCyXiWGFLoP//+mCf/9RGO4+A4yn/+/TEnnngYt/1gsjVEZrCrLx/Hvb96kUCgzhKSNZsO5JsdoqB1koPbLRQW5jJqZJ/UBG1MAqyNIUWWL9/CU09+RDAYJhyOJoZAIMw773zFRx8ua/wJTNocPbYfP/j+KRQV5jZpXWHhm5oFgMsljBzem4d/d9l+Df/GZCKrMaTIm28siD/Tqj/E9OlfMO64gWmIyjTVyZMO48SJQ3n0r+/w8itfEgzWeS/31R7kmx/iQJbPzZNP3EBxsU05YloOSwwpUl4ewHHid1usKI+7NlFSzf9iDVMeeYflS7eQne3lpFMP59obTyA3z8YuNJXLJVz77eNZsmQTq9dsp6oyVPtyElQvPJ+d7UUV7v3Z2ZYUTItjiSFFjj5mAB9+sHS/wU4+n6fZawtffr6an/5oWvU18qqqIK+/PI9F89fz58evw+2xK4pNlZ3t5aE/XMEXX65hyZJNfP31Zj7/fDVer5tIRGnXPoeTTz6Mbl0LGTfuUPLzbHp10/JYYkiRceMOZdrTHVm9egfB2JQUXq+boqJcvnXmyGY996N/nFGdFPYJhSJs3lTKJx8tY9zxg5r1/K2NyyWMHtWX0aOicxyVl/tZunQLBQXZDBhQYh0JTItniSFF3G4XD/7xcp57dg5vvrGAcNhhwsTBXHTxWPKbcdGecDjCmlVxF9ajqirI55+tssSQoPz8bEaN6pPuMIxJGksMKZSV5eWyy4/hssuPSdk5XS4Xbo+bcJyGb7dbyC+wSx3GmNrs4nIr53IJ4ycMwu3e/612e9ycOHlYGqIyxmQySwxtwP+75WQ6l7QjOyc64tblErKyPFx+9XH07pP+1eSMMZkloUtJItIBmAb0AdYAF6rq7jjlIkTXdQZYp6pnxrb3BaYCHYAvgCtUNZhITGZ/hUV5PPbUjbz37mLmzl5J+8JcJp8xgkPSNB2HMSazJdrGcCfwjqreLyJ3xh7fEadclaqOiLP9N8CDqjpVRP4CXAs8mmBMLUZVZYDPP15BKBDmsFG96dSM0177sjycdOowTjrVLh0ZYxqWaGI4C5gQu/8EMIv4iWE/Eu3TdwJwaY3j76WNJIaXn/6Ux37/Bm63C1UlHHY49sQh/OAX56U7NGNMGycNrULV6MEipapaWOPxblUtilMuDMwDwsD9qvqiiBQDn6pq/1iZnsDrqnpYPee6HrgeoKSkZNTUqVMPKuby8nLy8/MP6thkqSj3s2X9bpw6r71LhILCHHILPEmJMRJ22LO7gqrKIB6Pi/ZFeWTn+hJ+3kx4DRuS6fFB5sdo8SUuE2OcOHHi56o6urFyjdYYRORtoEucXXcfQDy9VHWTiBwCvCsiC4G9ccrVm6VUdQowBWD06NE6YcKEAzj9N2bNmsXBHpssN1/4J1Ys2Rx3n9fn4bbfTkg4xkVzV/PTG5/AiTgEA2FEwJftZfzkw7ntF+clNAgrE17DhmR6fJD5MVp8iWsJMdan0cSgqifWt09EtopIV1XdLCJdgbgjqVR1U+znKhGZBYwE/gsUiohHVcNAD+DAVlpvodYsjz/gDMDrcxMMxF8juKmCwTD3fvdJ/JXftOOrQqAqxAdvLGT0uEMZb20Nxph6JNpddTpwVez+VcBLdQuISJGIZMXuFwPHAos1eg1rJnB+Q8e3Rg1dzomEHVxxxhwciNkzl9Q7YZ+/KsR///lhQs9vjGndEk0M9wMnichy4KTYY0RktIg8FiszGJgrIvOJJoL7VXVxbN8dwO0isgLoCPw9wXhahJPOHonX6467r2Pndvh8ifUJ2LaplGCduZFq2r65NKHnN8a0bgl9AqnqTmBSnO1zgeti9z8GDq/n+FXAmERiaIkuu+EEPp35NTu37a3+AHd7XHh9Hu64/wI271yZ0PN37dkRX5aHqvD+02AAdOnRIaHnN8a0bjbyOQ3y2+XwyLM3c/lNJ9CjTzGduxZy8tmjePS57zHw8J4JP/+Y4wfiqadGkp3j5fxrxid8DmNM62WT6KVJbl4WF15zPBdec3zSn9vjdfPzv17Nj6/9O5GwQ8AfQlyCz+fhlPOP5OhJg5N+TmNM62GJIQOoKl9/voZ3X5hDZZmfgRM64q8MkJ17cKurqSq9+3XmH2/9kLdf+pIlX66jqDifk88dTf8h3ZIcvTGmtbHEkGahYJj7rvkbi2avIOAPoY7S4dCxXD7qp/x62s0MGNbrgJ7rmT+9xUuPzaJibxVut4vjzxrFjT8+k47NON2GMaZ1sTaGNPv7z19kwSfL8VcG0VgXU8dRKvZWcddFf8Jf2bT1oCPhCHdf8ieeffgtynZX4EQcQsEwM5+fw3dP/DU7rCeSMaaJLDGkkb8ywBv/+ZigP/6Atkg4wszn5zbpuT56bR7L560lUOe5IhGH8tJK/vmrNjFExBiTBJYY0mjDqm24PfF7DwH4K4Ms/HRFk57r5cffrzXSuaZIxOH96V8Qqaf7qjHG1GSJIY2yc7KIROr/sBYRcpu4HvTu7fGmnvqG4yj+KlvqwhjTOEsMadT9kE4UFhfUuz8rx8vE845s0nP1HtiVhubFy8nzkZN3cL2cjDFtiyWGNBIRvvurC/Fle+vsUVyRMO3yvexYt51QsP7pLSDaVtGzX6d651jyZXv51rePx+Wyt9sY0zj7pEizI08Yyt1TrqWkZwd82V5coSBEHJzKKrYs38yD332ciw/5Hgs/Whr3+Peen81Ffb/HCw+9TrjCH51GtcY6D9m5Pvof3pOLb5mcql/JGNPCWWLIAGMmDeUfn9zLuBMHI7E2h32zo1aV+ykvreQn5z7AplVbax234IOveeCGx/BXBPBXBNBgEKeqCg1HQB269i7m+7+9lN/899Y4tRJjjInPEkOGqNxbxfv/nU2onrUYQoEQz/3x9Vrb/vG/zxGo26AccVC/H6e8kuDuvUw4Z3S98yYZY0w8lhgyxIIPv8bj3X8guqqijkM4EOL9Fz6r3u6vCrDks4a7su7dXc6mVfUvCmSMMfFYYsgQ4dD+3VadcBj1B9BAEA2G2LNxJ7cdfw+v/u1truh3c/VI6fq4XC7CjTRcG2NMXTZXUoYYdGQ/QsFvLiM54TCEanyoqwLKog8Ws+ijr6NrNnu9SEM9jQS6HtK5+YI2xrRKVmPIEJ26d+CIEw7Ds2/1tjhJAQCXK5oUACIRVOPXGrJyfHzrO5PwZVmjszHmwFhiyCD/87fr6XlovIFq9VwychxwnGg7RHWCULJyfBx27ECu+um5zRitMaa1SigxiEgHEZkhIstjP4vilJkoIvNq3PwicnZs3z9FZHWNfSMSiaelyy/M45EP/5f2HQu+GaxWT42gWjgMoVA0QTgOLpfw7XvO4xfP3x63MdsYYxqTaI3hTuAdVR0AvBN7XIuqzlTVEao6AjgBqATeqlHkR/v2q+q8BONp8dweN3ntc8nO9TX9INXqBOFyHMafN9ZGORtjDlqinx5nAU/E7j8BnN1I+fOB11W1MsHztmq57XK+aWuIo752BXEJQ485lI5d96u4GWNMkyWaGEpUdTNA7GdjXWAuBp6us+2XIrJARB4UEZvlLeb2KTeSlROn1uA4wP7JweUS8trlcuuj30lFeMaYVkzq+/ZZXUDkbaBLnF13A0+oamGNsrtVNe7XVRHpCiwAuqlqqMa2LYAPmAKsVNX76jn+euB6gJKSklFTp05t5FeLr7y8nPz8/IM6NlX2xVi5t4pt63cSCgTrbX9Gov8UFOVR3L1DgzWNZMeXqTI9Psj8GC2+xGVijBMnTvxcVUc3WnBfj5aDuQFLga6x+12BpQ2UvQWY0sD+CcArTTnvqFGj9GDNnDnzoI9Nlboxrl60Tm8Zd7eennepnuS+QE+U8/UU30V6as4l+sB3HtXK8qq0xpdpMj0+1cyP0eJLXCbGCMzVJnzGJvr1cjpwFXB/7GdD60deAtxVc4OIdFXVzRLtmH82sCjBeFqlPkN78ocPfsHSOSt49W9vs2vTbnoM7MoZN5xMj0O7pTs8Y0wrk2hiuB94RkSuBdYBFwCIyGjgRlW9Lva4D9ATeK/O8f8WkU5EL4jMA25MMJ5WbeCR/Rl4ZP90h2GMaeUSSgyquhOYFGf7XOC6Go/XAN3jlDshkfMbY4xJPuvsbowxphZLDMYYY2qxxGCMMaYWSwzGGGNqscRgjDGmFksMxhhjarHEYIwxphZLDMYYY2qxxGCMMaYWSwzGGGNqscRgjDGmFksMxhhjarHEYIwxphZLDMYYY2qxxGCMMaYWSwzGGGNqscRgjDGmFksMxhhjarHEYIwxppaEEoOIXCAiX4mIIyKjGyg3WUSWisgKEbmzxva+IjJbRJaLyDQR8SUSjzHGmMQlWmNYBJwLvF9fARFxA48ApwJDgEtEZEhs92+AB1V1ALAbuDbBeIwxxiQoocSgqktUdWkjxcYAK1R1laoGganAWSIiwAnAc7FyTwBnJxKPMcaYxHlScI7uwPoajzcAY4GOQKmqhmts717fk4jI9cD1sYflItJYQqpPMbDjII9NlUyP0eJLXKbHaPElLhNj7N2UQo0mBhF5G+gSZ9fdqvpSE84hcbZpA9vjUtUpwJQmnK/hYETmqmq97SGZINNjtPgSl+kxWnyJawkx1qfRxKCqJyZ4jg1AzxqPewCbiGbSQhHxxGoN+7YbY4xJo1R0V50DDIj1QPIBFwPTVVWBmcD5sXJXAU2pgRhjjGlGiXZXPUdENgBHA6+KyJux7d1E5DWAWG3gZuBNYAnwjKp+FXuKO4DbRWQF0TaHvycSTxMlfDkqBTI9RosvcZkeo8WXuJYQY1wS/eJujDHGRNnIZ2OMMbVYYjDGGFNLq00M9U3DUWN/VmwajhWxaTn6pDC2niIyU0SWxKYUuSVOmQkiskdE5sVuP0tVfDViWCMiC2Pnnxtnv4jIQ7HXcIGIHJHC2AbWeG3micheEbm1TpmUv4Yi8riIbBORRTW2dRCRGbGpX2aISFE9x14VK7NcRK5KYXy/FZGvY+/hCyJSWM+xDf5/aMb47hWRjTXex9PqObbBv/lmjG9ajdjWiMi8eo5t9tcvaVS11d0AN7ASOATwAfOBIXXK3AT8JXb/YmBaCuPrChwRu18ALIsT3wTglTS/jmuA4gb2nwa8TnRMylHA7DS+31uA3ul+DYHxwBHAohrb/g+4M3b/TuA3cY7rAKyK/SyK3S9KUXwnA57Y/d/Ei68p/x+aMeGDKYgAAAOkSURBVL57gR824f9Ag3/zzRVfnf0PAD9L1+uXrFtrrTHEnYajTpmziE7DAdFpOSbFpulodqq6WVW/iN0vI9pbq95R3xnsLOBfGvUp0XEpXdMQxyRgpaquTcO5a1HV94FddTbX/L9W39QvpwAzVHWXqu4GZgCTUxGfqr6l38xA8CnRMUVpUc/r1xRN+ZtPWEPxxT4/LgSeTvZ5U621JoZ403DU/eCtLhP7o9hDtMtsSsUuYY0EZsfZfbSIzBeR10VkaEoDi1LgLRH5PDYlSV1NeZ1T4WLq/2NM92sIUKKqmyH6pQDoHKdMpryW1xCtBcbT2P+H5nRz7FLX4/VcisuE1+84YKuqLq9nfzpfvwPSWhNDU6bbOKApOZqDiOQD/wVuVdW9dXZ/QfTSyHDgYeDFVMYWc6yqHkF0Ztzvisj4Ovsz4TX0AWf+//bO3zWKKIjjn4EERJGgWKhl/AcsgohYSlARwVIEQW1S+B+k8w+wtVBBkBQiKKQIWGgtFqKJoujZiSEBC0Vs/DEWMwu76208j+xuCN8PLLv33hxvmJvd2TfvMQfcH9K9FWw4KlvBlvPAT2ChQeRf/tAWN4BDwGFglUjX1OndfsB5Np4t9GW//2a7BoamMhxDZcxsAphivCnsWJjZJBEUFtz9Qb3f3b+6+7e8XgImzWxfV/rluJ/yvA48JKbrZUaxc9ucAp67+1q9YyvYMFkrUmx5Xh8i06stc7H7DHDBMyFeZwR/aAV3X3P3X+7+G7jZMG7f9psg/oLgXpNMX/Ybh+0aGIaW4ajJLBJlOCDKcjxpuiE2m8xF3gbeuPv1Bpn9xZqHmR0hfqvPXeiXY+4ys93FNbFA+aomtghczN1JR4EvRcqkQxrf0vq2YYmyrzWVfnkEzJrZnkyVzGZb65jZSaIKwVl3/94gM4o/tKVfed3qXMO4o9zzbXICeOvuH4d19mm/seh79butg9gx847YqTCfbdcI5wfYQaQfBsAzYLpD3Y4T09xl4EUep4E5YC5lrgKvid0VT4FjHdtvOsd+mXoUNizraMSfMH0AVoCZjnXcSTzop0ptvdqQCFKrwA/iLfYKsXb1GHif570pOwPcKn33cvrjALjUoX4DIj9f+GKxW+8gsLSRP3Sk3930r2XiYX+grl9+/uue70K/bL9T+F1JtnP7bdahkhhCCCEqbNdUkhBCiDFRYBBCCFFBgUEIIUQFBQYhhBAVFBiEEEJUUGAQQghRQYFBCCFEhT8iFdMYhab6bwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "from matplotlib import cm    # cm == colormap\n",
     "\n",
@@ -856,7 +1198,7 @@
     "phase = t % (2 * np.pi)\n",
     "\n",
     "f, ax = plt.subplots()\n",
-    "ax.scatter(t, y, s=100 * abs(y), c=y, cmap=cm.jet)\n",
+    "ax.scatter(t, y, s=100 * abs(y), c=y, cmap=cm.viridis)\n",
     "ax.set_ylim(-1, 1)\n",
     "\n",
     "ax.grid()\n",
@@ -916,9 +1258,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/jbloom/anaconda3/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6521: MatplotlibDeprecationWarning: \n",
+      "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n",
+      "  alternative=\"'density'\", removal=\"3.1\")\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "fig, ax1 = plt.subplots(figsize=(10,6))\n",
     "\n",
@@ -967,9 +1329,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x648 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15,9))\n",
     "\n",
@@ -1019,7 +1392,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1028,9 +1401,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Simple data to display in various forms\n",
     "x = np.linspace(0, 2 * np.pi, 400)\n",
@@ -1073,9 +1477,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.image.AxesImage at 0x117705940>"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "import numpy as np\n",
     "from matplotlib import pyplot as plt\n",
@@ -1085,9 +1510,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Shape: (1200, 628, 3)\n",
+      "\n",
+      "[[1 2 2 1 1]\n",
+      " [2 2 2 2 2]\n",
+      " [3 1 1 3 4]\n",
+      " [4 1 1 4 5]\n",
+      " [5 1 1 4 4]]\n"
+     ]
+    }
+   ],
    "source": [
     "img = plt.imread('data/stained_glass_barcelona.jpg')\n",
     "\n",
@@ -1098,9 +1537,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.image.AxesImage at 0x117533860>"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 360x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.figure(figsize=(5,15))\n",
     "plt.imshow(img)"
@@ -1108,9 +1568,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.image.AxesImage at 0x117ac0908>"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 360x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.figure(figsize=(5,15))\n",
     "plt.imshow(img[..., 0], cmap=plt.cm.hot)"
@@ -1163,9 +1644,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 33,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"800\"\n",
+       "            height=\"500\"\n",
+       "            src=\"https://stanford.edu/~mwaskom/software/seaborn/api.html\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.IFrame at 0x117561630>"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "from IPython.display import IFrame\n",
     "IFrame('https://stanford.edu/~mwaskom/software/seaborn/api.html', width=800, height=500)"
@@ -1180,7 +1683,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1191,9 +1694,119 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 35,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>dataset</th>\n",
+       "      <th>x</th>\n",
+       "      <th>y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>III</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>6.42</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>I</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>4.82</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>III</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>12.74</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>IV</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.84</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>I</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>8.04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>I</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>8.81</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>II</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>9.14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>IV</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>7.04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>I</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.68</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>I</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>10.84</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   dataset     x      y\n",
+       "31     III   7.0   6.42\n",
+       "9        I   7.0   4.82\n",
+       "24     III  13.0  12.74\n",
+       "36      IV   8.0   8.84\n",
+       "0        I  10.0   8.04\n",
+       "3        I   9.0   8.81\n",
+       "11      II  10.0   9.14\n",
+       "38      IV   8.0   7.04\n",
+       "10       I   5.0   5.68\n",
+       "8        I  12.0  10.84"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# Load the example dataset for Anscombe's quartet\n",
     "df = sns.load_dataset(\"anscombe\")\n",
@@ -1202,9 +1815,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 36,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.FacetGrid at 0x1a1bb37eb8>"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Show the results of a linear regression within each dataset\n",
     "sns.lmplot(x=\"x\", y=\"y\", col=\"dataset\", hue=\"dataset\", data=df,\n",
@@ -1223,9 +1857,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 37,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.FacetGrid at 0x1a1bb37e10>"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sns.set_context(\"paper\")\n",
     "# Show the results of a linear regression within each dataset\n",
@@ -1236,18 +1891,78 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 38,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'axes.facecolor': '#EAEAF2',\n",
+       " 'axes.edgecolor': 'white',\n",
+       " 'axes.grid': True,\n",
+       " 'axes.axisbelow': True,\n",
+       " 'axes.linewidth': 0.0,\n",
+       " 'axes.labelcolor': '.15',\n",
+       " 'figure.facecolor': 'white',\n",
+       " 'grid.color': 'white',\n",
+       " 'grid.linestyle': '-',\n",
+       " 'text.color': '.15',\n",
+       " 'xtick.color': '.15',\n",
+       " 'ytick.color': '.15',\n",
+       " 'xtick.direction': 'out',\n",
+       " 'ytick.direction': 'out',\n",
+       " 'xtick.major.size': 0.0,\n",
+       " 'ytick.major.size': 0.0,\n",
+       " 'xtick.minor.size': 0.0,\n",
+       " 'ytick.minor.size': 0.0,\n",
+       " 'legend.frameon': False,\n",
+       " 'legend.numpoints': 1,\n",
+       " 'legend.scatterpoints': 1,\n",
+       " 'lines.solid_capstyle': 'round',\n",
+       " 'image.cmap': 'rocket',\n",
+       " 'font.family': ['sans-serif'],\n",
+       " 'font.sans-serif': ['Arial',\n",
+       "  'DejaVu Sans',\n",
+       "  'Liberation Sans',\n",
+       "  'Bitstream Vera Sans',\n",
+       "  'sans-serif']}"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "sns.axes_style()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 39,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0x1a1c90c208>"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 846.1x720 with 20 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "import seaborn as sns\n",
     "import matplotlib.pyplot as plt\n",
@@ -1261,9 +1976,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 40,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/jbloom/anaconda3/lib/python3.6/site-packages/seaborn/timeseries.py:183: UserWarning: The tsplot function is deprecated and will be removed or replaced (in a substantially altered version) in a future release.\n",
+      "  warnings.warn(msg, UserWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(10, 31)"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "import numpy as np; np.random.seed(42)\n",
     "import seaborn as sns; sns.set(color_codes=True)\n",
@@ -1275,9 +2019,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 41,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x1185ea518>"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "plt.scatter(data[0,:],data[1,:])"
    ]
@@ -1291,7 +2056,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1307,9 +2072,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 43,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/jbloom/anaconda3/lib/python3.6/site-packages/seaborn/timeseries.py:183: UserWarning: The tsplot function is deprecated and will be removed or replaced (in a substantially altered version) in a future release.\n",
+      "  warnings.warn(msg, UserWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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kTOCmidJr/4XK22+ieuYjOH0YguHFUBmAR52lCwhYs7NoXbsK47vvAO6g8NLLSGzYFP7YhgFuGKDJzl7a3DAgbDseUeaDoOWE1VQXtWtVqMlENAM2hLuyYboe/lirBKcevjzLjZZUGdWL6pkP3VIfpWhdvwqnVkX+9GmwzOAGiQ9Nph5llm4bLdQvnMP8v/8vLPzHv6N17SrgOBCWhfLrv0N7ejKaz6l5mzZFKc1bDwT5vYRju0qpIauhd8S2IzV/W0/WFLzdhjDD7Uu4CUB4X57WrRswbt0Ey2ZR+NXLUMbGYE7ex8Jrr8KcnQl9/KAMTQoZNkvn3IF1/x6a166hfecOsFjzVsfHkdi2HYlt29C+ewf1z86i/PrvUHj510hMbAh50g54ow6m5zqfV6MO5Dr/+5gfcL3T/WXqDza6VtlQaqdWB02lIxlEzA0DwnFAGIvgzIabsOU1wR3XiTNkAmDX66h+fAagFNlnn0Ni82awzGnUv/gC7dvfofT6a8g9dwrJ7dv7Mmx6OUMR1LnRCpylW7UqWteuwLh168FyiqbSSGzbjcSOHVCLo6CJBAhjUIpFCM7R+OJzlF9/DcWXfw1tfCLUuTv1OkiXsVS8bYJbFqgafP7peoG3Wr5rpU6lMvBu40BwDqdeh5KN4IEvAKfZiOZYQ4zgPNTK17XSLYXuWeCCo/LeOxDtNtKPP4HElq0ghEIpjkA/cRIsl0Pz4gVU3n0bzlPHkDn0eF8fuEMR1O0ANTIhBKpnPnRLK0IAlELbuhXJR3dA3foIWCoJyn789Qih0B9/EuACja++QOn111B86b+FC+wC7sNkPN/xJbzRAI1wkPBaxa9qxanXVrWkjzcaEOk0CAt/G/JGA1jjQd1p1EOZr/F63f/wkxVonj8Ha2oS6vg4MkeeepCJExCouTzooSfA9Czqn51F/fOzsCtlZJ9+BkxLhP5sGQYe1LnRCuS1YNy8gdbVK6CZDFK79iCxaxeUbBZU1bq+jzAG/cnDAHfQOPe1G9hf/jW0sfGgX8Fd/nZRIDiNRqTT4dciQghfAzG40eprP4MQAu27d+BUKkjt2x/NymvRekIpFEMfihvtNb8pH0abzm07kuYvc24G9a++BFFVZJ89BbZCvGHpNFK7doOl06h+8jGMG9cXN1B/DkXv/QbqwK+AIFm602yi+skZgDEUfvkS1LFRX0oCwhgyR56C4ALNC+cWM/ZfQxsb830uANybs9UCOpyDsCzwdhs00Z8n9WrEj3c6t8zejRh7COE4aF6/iuali3AWLZjr576CfvQ40vv2g5BwChbeaoFnMp7JiAxOowEl33nFuJpxN0iDZ9lOJfwEI25bqLz3LuA40I+f7BovaCIBbetW5E//HPXPPoU1NYXSq/+F/As/hxZ2L8+DgapfgmTpQghU3n8HwjShP3UU2thYIGkYZQr0o0eRPvQ4hGGg/MZrsOaD+zLbHpr0WLPeHdnSi6t06b01qtNqovb5Wcz8P/83amc+glOtQtuyFck9eyFME7WPPsD8v/9/aE/eD/9ZEQ14WMvXWJgsmzcbkUwwqn36CZxyGYltjyK9/zHP11NFhTYxgezPTiG5cxecWhWl119D6+aNnvYWDDRTD5KlN69fg3nvHtTxCWQefzLU57uB/RggBJqXLqL0+qsovvTfoY6O+D4Wb5vgxAJVVl6W82YDGPF/3PWCjOOgEBxWqdRTkzertIDGhXMwvvkGcBwQRUFy124kd+4CS6cBAMntO9C8fBHmvXsovfqfSDy6HfqJp6EGVDkJ0wQ3WqBdNtylj7MGN+UF54Flm8KxpRoFvTBu335Q7s0+85z0xidhDGqxCP3ocbBsFo3z51B5/12YU5PQnzoOlg73N1+JgQX1IFm6Xa+h/skZEEVB/vQLoZe+gPs01Y8eg+AcrSuXUXrjVRRf+jXUAAGYt1qg2ZVvKGE7kdy4axHebkNIKBJcr+sejJ0TAsbdO2heOA/z/j0AAE2lkNy1G4ltj4KqKoiigKZSAGNuPfXYCVg75tC4cB7t29+hffcO0gcOQn/ySKAym12pQE0kQsvf1uKmPG82A2+QRjFEw2k2Uf3ofYAQZJ9+ForPRi9CKJRcDqnHDrobqF9+jta1qzDv3YV+4unIZY8DC+p+s3QhBCrvvQth29BPPg0lH92FS1UN2aMnAMHRunoVpTdcVYxa9BfYebMJkc12LAc5jUYc1FdARqbGW82eOC62vr2FhXNfw1wsvbFCEandu6Ft2gzCGEgiAZpM/mgFRvMFcMsEURQoI6Nof38bzSuX0bxwHsbNm9CfOork3r2g1IeMjXM4lUroTVOnufY25YN2kHKjFfqaEUKg8uF74K0WUo8dQPLRRwMfS8lkQHfsgFLIo3n5Moxvv0Hl7Tdh7NyF7MmnoaQzoc71wedEchSfBMnSm5cvujKijZuQOfh45OdEExr0o8cBLtC6fg2lN36Hkf/tf4eS8fFU5hyi3QZJrGwdwJtNiBERyQpjLSFTT4+6M9dpNlE98yHat78DAGibNiG5azeUkVEQVXEDeSLZMYOiqgZa0MDbbZBdu6Bt3oLW9Wswbt1E9aMP0Lx6BdmTzyCxSd6Sgrda4IkEaCod+HsJ0wI3TVAt/MbrMMAtE9zw788iBPc1W7gTzcuXYN65A2VkBPqx46EzappIQhkbd/cDt25F46uv0P7mFqzJ+9CPn0R6z97Q5zyQoO43S7erFdQ+Owuiqsg9f7pnQZElU9CPHYfgHMbNGyi/9XuM/Pc//InevRtOqwnaIagLh4O3Wg9qszGu0ZpX8xC37Ug2ugC3AcW4dQu1T86AGwZYvoCxZ5+GnUiDaBpoKtVxX2QlaCIBmkiApwzQJ55E8tHtaFy64KodXvtPFF/+b0hs3ip9PLtSgappobTrTqOxZoJ6UBmjU62G3nuxyguof34WYApyz52KTGdOFRW0UARJJKAUimhdv4bW9Wuovv8ujG9vIf/sqVBePn1Xv/jN0oUQKL/7jisjOnocao8bLFgqDf3YCagbN8GenUX1ow99vV8YRlc/GKdacXXtq8WnpMfIZOlRjW2z6w2U33oTlXffBm+3kdr/GPKnf470I1uhFEegZHO+AvpyaCIJpViEunEDck8/h+zJpwEhUD3zkT+lgxCwK+HkmlH6ygwSIUSgeb/cNELbL3PHRuXdd9xy75EjPZEhslQa6ugYMk8cRv6FF6EUizDv3MHc//p/0bhyOXCM6Hum7jdLb5w/B3t2BurmzUgdONCjs/oxSiaD7HOnUHn9VRg3rqMxOipf8hFuEGLplZ+03GjDnJoCKAFNpcCSKdBUak03jXTDK2ALiEhu0Pa336D22VnX0TCXg37kKNSNG8EyGSjpNEgtfL2egIAl06CJJGgqBXNyEu3vb6Nx5TL0g4ekjyPaJpxmveM15Pl+y14TfRG82YTw6ekTVdml/tlZ2PPz0DZvQboH5d4lCGNQcjnQRAIsn4dx8yaaVy6hduZDGLduYux//E/fx+xrpu43S7fKJdS/+gJE05D/2fOgfTTG0QoF5J57HkRRUDv7Kdr35fXIvCnRus4FeKMJa34e7bt30b5/D9bCgru5s06yeOE4nvVSYbQDL6OF4LAqZVTffw+V994FbzaR2rMX+Rd/icT27VD0bE/MlgihYOk09BMnQRQFjS8/B/fp2+1Ua6GmJK0FzXqQDVKnVgvt7dK45jab0WQSuedOgfYh4aKJBNSREaQPHUThxV9CndgAa3oKU//X/+n/WD04v474ydIF56i8+7Zbdjl2YiBmRdqWzdBPnAQ4R+Xdt6TPX1iW7xtSmBacahXm1DTad76HOTMz3GP9IkCmocSPdcByeNtA6+ZNlF57FcY3t0B1HbnnX4B+/ATU0dHAZRY/qPkCUvsPuM1KX3zm781CwCmXA49JW+1Tt4Rtg7f8rZ64ZYYuPbXv3UXt448AxpA7dRpKHx1WCaFQMllomzcj+7NT0J86BtXHRvsSfQvqTstfll7/+kt3+bN1K9L79/fwzDpDCEVq736kHjsA3mqh/NbvwSUnwocqGXC35GDNz8Oamw1+nCGGW5Zn7VhwB6LtvyziNOqofvIxqu+/C96oI7lrF4p/8DJSO3eBpdLRDKeQJHP4MGg6jdbVK7B8DvEQlhV4kIO7ChqSodsB8JulCyzuRYRY5FqlEsqLiWT2xEkkHnkk+MFCQBUVarGI1L79GPsff+L//T04pxWxKvJdXdbcHBrnvgZJJJB79md99yNeDmUM+rHj0DZthj03h+qHchunvNWKZBitU2/Aml1bgV0IAXtu1rOhhDf9W/Fyy0Lp9d/BuHkDNJ1G7vnTyD17CmpxZCB+4yyRRObIU4AQqH1yxvf7nXoNPOCItNVaghFC+Fa98Ho9kDHgErbRQvnNNyAMA+lDTyC977GBxh0CApZO+250AvoY1LlkJ6DgHJX33wE4h348RNmFAFBVdzMym4MyMuJ2BAaAaQlkT50Cy2Zh3LyOxsUL3m/i3K0HR4DTcAP7Wqm1O5WK1BzSIKWX+pefwy4tQNu0GSO//kOk9uwduLwvtWefOxXn3j0Yd7/392bhdtJ6TdhaCd5srMprhrdavoY4c8sK5w1j26i8+Xs41QoSO3Yg89RTq3rgyNCMs1ui/sXnsEslJB7ZhvTefXJvUhhIMgmW1aEUi1DGx6Fu3ARtbBxKoQim66CJJFg+D7BgX1nN5pE7dRpEVVH77FO073lvnDpGdA0zTqMBe25uVd6ky+HttpRkj1um78Ep5uwMmpcvgSSTyL3wIpR8vq+llk5QxpA9dgIAUPv4jH8zJ9sONPFHOHzVlWCEvTia0AdmqRTYCoALjuqH78GanoI6sQG5Z55b0U53NTFUQd1pNNC4cA40mXRNc7yWP6oCdeNGaOMboBZHwPQcaNJtHlnpZnY9GIK3UGubNrn6Y85Ree8tzxF8wjAgeLid+OU4jQasudWbsQvOYc3NSZVU/O5JcMFR/egDgHPkTj4DZcgavLQtW5DYvgNOtYrG5Yu+388bTXDTf4AOovMeFIJzmDMzUj5AS/BWU2rV14nGl1/AuHULLJdD7vnTYCG6eYeFoQrqjYvnASGQPvg4lKy3mbyS0X3XvWgyGbgMQ0CQ2rMP6YOHFjdO3+iuchGIfDIPbzRXbWC3yyWp0XNCcN+/W/PcOXdjfctWpHbvCXqKPYOAIHvsuCtx/OpL8AAbwEHKME6z6auUMSiEELBmZ3x3DntZXnejef0aGl9/5e7dnToNNaifFKWgITpAoyZUUD937hxeeeWVSE6EWxZa166CaAmkH5NoMlKUwB4ZLJ8HaLCvTihF5thxaJu3uBunHh2nTg/Gra3GwO60WnCqkpJQw/C1nLYqFdTPfeW6Jz53Kugp9hwlX0DqsUWJ4+c+JY4A4PAHgzqk4QJmnwaKhMGen/MvYTTbgV072/fvo3rmQ4Ax5J87BW1D8I5RJZeDks1BKRaBIfB1ChzU/+Vf/gV/8zd/g7bPpopONK9dhbAsJPfsleqEC7IrvAQhNNSEGKaoyJ16ASyXg3HzBuoXz3d+cQDNugy80Vw1m6eCc9hzc9Kv92PeJYRA9cP3Adt2db0SK7xBkjl8BDSTQevaVVjlBd/v562W28TnA6tSgQg42L0f2OUSnLr/jNsJqEm3KiWU33nTlS4eO4HEtkcDK11IMvkguaTJFJTR0cAJY1QE/vRt27bhH//xHyM5CcE5mpcuAJRCPyTRkqswkIAllCVoMgWSWtl4SwZFzyD//M9BVBX1z86iPds5aIVtc+923NUQ2O35eekSALctX0vw1rWrrnvnxARSBw8GPcW+wbTEDxLHM/4ljgBg+9005QJ2NXzrfC9wajXYZf/nJhw7kK2uY7RQfmNJuvg4Uo89FlzpQshPmpOoqkEdGwMZ4KCSwP2vL730Eu7evevrPdnsykG0duMGeL0Ofe8eFDZ5zwnVRkagZMJvaIh8EsbUlG9/iQdkHwVr/Qyzb72Dhc8+x6Zfv7ziywgTSBZSvXOXdBpIbtzYU0vf8fFgGbBVq6GtCUCT+3uZlQrsDtfJw9jNBmY+PwvCGDb96pdI5IJfE52uzZ9ASaiJ9gCQOfIEzJvX0Z68DzI3CX3HDt8Q9AKWAAAgAElEQVTHSGQUMB9SzZzCkS4kh2oqkt1swqgaQNH/382sVGDrP/zNZP5+nNu4/7u34FQryOzejQ0/ewYsGTyx00aKUDIre6CLUR1mqQynES6hSxX8e6z31UWq1sE0ae7s5wAA7bFDHV/zAIVBNQWIGU32y6HBrgWvOZJtO0H1z1C/eROVuXJH290mWejdgIxSE3S+AXVioieBfXw8i9lZ/5YFwrbRvn9POggKCFjT89JeL6U33wRvt5F58jDMpA4zoClXNptc+bojAFFU15JXS4BoquuiWC6HtgJOHzmG9mv/hZl33gMf2QDic8ne4PNQcnIlxGIxjdJCA1XrLtTRgMPVI4a32zCnpwI9IIXgsGZ+uE46/v0eovz+uzDu3Yc6sQGpoyfQtABYwa4ZktCgmgToFodIEg6sUHYf7XIDftOpgatfzNlp2LOzrjRxbNzz9UpGj1R7TFNpkBBPa0qZO4SWczSvXev4ul5smC6Ht1pD5/dhzc/5ummFYUgH9NZ336J9+zZYoYjMk0eCnuKPIQQkoYFls1BGR6Bu2Ah1bBxKLg+aTIJQBsIUqKNjYLlcqE0xbdMmJHYsShwvSTSzPYTfujrgeu3INgH2EmHbsGZmAq94/FwnSxh3vodx4zpYNofsz06F2pMDIdKT15ie7fsG6sCDeuPcOQBA5uAT3i9mFKQH+mMl5A2a3vcYQClaVzt7IIt2tJr1lbAr5aGpr9vVqm81g+yDj5smamc+BAhB7ulnw5UUKIVayEMZG4O6cSPUkTEwPQuqdZ56BAAso0MJUTslhCJ79ASIoroSR7/1YYf7tw8QgDNgJYzgHOb0dCiZpV8Zo+ActY/d/YvsiRNQi+FGBrJs1tcQk35voIb6lK1bt+Lf/u3fAr/fqdXQ/v42WD6PhMTsP6ZHm6UvQZgSyo2NJpPQd+2EU6vBnOzQaSokLXlDICw7sAFUlHDLhO3XvMqxpc27qp9+7M6M3LsP2pbNQU7RhVIoo6NQs1lQVfN9bVFFhTI2BpbNIshlqeTzSB84AGFZqH121vf7gwwPcRoN8IimSPlFCAFrZlqqV6ETQWSMjXNfw6lVkdixA4lt20PFEKJpYH5GXC7Szw3UgWbq9aVmowMHvWvBjIJGNJh1JWg6A5II3h6cP/IkAKB5qXO3YJS2AZ0YdLbuNpH4K7sAi01aEm9pT07CuH4NTNfdmZFBb1CFQR0bC23BS0DcJfboGBDAdzv9xJOgGR2tG9dglfy1xwe1ALAHlK1bc7OB5o0ux6+M0W7U0Tj/tdvDcOyE772LH0GI2+MS9O1MgTI6CpbVQTStZyWZgQV1bpowrl8DSSaRkvB4YRHX0ldCyRcC/9CpTZvB8gW073zfWWdt2YEd92QRthN4+noUOJVgm4gypRfhOKh++B4AQD9xEizoxrOqQB0ZDTUH9GGWMjHqU5XFEknoR44sjr474++B7HA3c/UJbzZ9D+0IA2+3Yc3PgYdUggSRMdY+PgNh20g//oT0xnInmK6HTwIIBdNzUEfHoG3cBGV8HEqhAJrJRBboBxbUm1cvuz/23n3ePxSloCvU0glj0DZtgjoxDmVkBCyfB9MzoKmku8yh/n4gwhSwXDDpHiEE6cceA4RA8+rljq/rlWZ9OU6lMpBs3TXr8q855mZbyryr9uXncKpVJHbsRHLb9gBn6C6f1dGxSAP6g2MvegspoyO+jOOSu/ZAnZiANTWJ9u3vfH1mkA1ToLfZurBttxQ5O+MOfJmcDDxAejlOs+nLitm4fxft29+BFQpIH5LYs+uGqvbECoAqKmgqDSWXXxboJ6AUi6C6HqhcM5DBmG6z0UWAMan5f6yDxwvNpBe7Tzt3oArO3U0Zx4ZdLnsu/1haB28ZgbLN1J59qH3+GVrXrkI//NSKSz3ebMKGa1XQq5WHsB04tVpfp7b4Met6GJkHnbkwj+aF86CplFt2CdAwQhIJKMViz32yqZaEOj4Bu1SCkMiIqaJAP3YcpddeRfXTT5B4ZJv09+MtAwjwZ3Y7Uw3QEMqvJZYGcrj/aUGE8DXv+BmC+0qIBOeonfkIAKAfOwkWppZNAKVQ6JvjJ1UU1wYlmQILIAwZSKZufHMLvNlEcsdO75OmtOOSVmbDglAKqqruDnRBbtebBSzDUE1DcvsO8GYT7S6+2bzZdG10JacoBcGpVPxbvIbALpcDbYAJ4W0PK4RA9f13ASGQOXI00MOKplJQRkb6NviAEAqlIH8daRtdiSOv11xjO1k4D+TeCITL1gXnsMsltO/fR/vOHVizs3BqtZ4EdAAQrZYvGWPjwnk4lQoSj25Hclu4CUZRlF36Sd+DuhACjQvuRZt+4knP13fK0omq+J6WTpNJ0KT3e6iiLN6Qvg4PAEgvTo1vXrrU9XXCsmDNzQW+Ib0QjtO3GafcMOBU/ft9A4s3q0epyLj93aID4xak9uzxr1JJp6EUin33VieUSZfzXInjcRBVddUaPpQtfqWjD95nGIH6J3i7DXPyPuxyJXQTliy2jw1Sp9lAY8ng7fiJcA9yRQHVh9tP6GH6HtTNqUnYC/PQNm+BVhzp/uIuWXpQJQyTbBpwM/sR3xm7NjYOZXQU5v17sL2CKuewFxZCTW3phlPtfbYuOHebjAIiY97VPP81ACD9+JO+MyaW1aUbRXoBS+uA5NJfyeWRPnDQlTie/VT6M7hhBB6d6PiUntqVCsypyZ5l5CvBTcPXqLraJx9DWBbSBw+F/tv3s+wSFX0P6o3zbrORzMYFy2Q6PmVZB88Fz2OmUqCS0kWaTEIZ8R/YU4vWwc0rnTdMHyAAp1aFVV4INLKs66EdHmhijh/sUinwDc5ty7NkY05PwZqdhbphIxKb/GnSWTYHpvdvX6ETfhxB008eBtV1GDdvwJR1tuQcIoAKBgB425SSCQrHgTk9DbtUCjXcOQh+/FPak5Mwvv0GLJeTqgR0g2YyoKtwClJfg7pdrcC8ewesWERi69buL6YUtEPgJpoaau6kbLYOAFRL+O4GS+/aA6JqaF2/Jt05J1qGW46J2KbXqVZ7lq07rVaoEo+MrUH9668AuEmAH42xUiiADcngAqpqK6q3VoKpGvSnjgIAap98JK1iClqCAbxr69wwYE7ej3zgiwx+mtLczlF3voF+/ESosXREVd2mslVIX4P6A0sAiWajrll6yCYklk67mlBJqKr5CuxEUZDcvRuibcC4/a38idk27Lm5wDK1lRAOD1zv7npczmGHKLtw2/bsiLTLJZh370ApjiDhY7OLptOBB6j0CpbLSV8/qd17oE5sgDU9DePbW1LvCVOCEWbnwc12uQxzesrXiLko8SNjbF66BLtUgrZ1G5KPbg/8mURz7/d+bapHTd/O2jEMtG7dAE2lkdyzt/uLCemYpQPo+u9kUQr+GhGoorpdg5L64/QB19u7eVmiBLMcIWCXSnDq0QViuwe1dXthPtSNzus1z5u1vlhLTx08CEolJYyUDmWG5WrY5UpBhFBkT5wECEHt7Kdyqz3OpeSTnbAf6m0Qtg1zasrN4gfUoOxHxugYLdS//gJEUZA9EXxzlCS0vqqkekHfzrz89TnAcZDatx/Uo/GD6Z2zdKJpkXhCs3TGtVL1AVVchz6ZdnC1UFzMtqYCScecWh3Wwnzg7OtHcAEnwiEJTrMRaFLNg9Oxbc/ViNNowLh1CzSTQWrnbuljs6wOIvsACEKIPTOakl8hahs2IrlzF3jDVXLIENQ2AHDVWEu+QU6r5ZZbQhwvCvzIGGuffgJhmkgfOAjVS4DRAZJMQhlZvRn6En07+8q58yCK8iCD7QghoF3050E3SFciyM64a706KqVoSD3I1rvLGzsh2m03o40Au1qNZACxcBzY8/7HsC1HJktvXLwAcI70YwfkH+KqEo0/ECWLxk0ZKIUC1LEx1yp32zaoEvbQ3WD5vPSDQT9+wpU4XjgvtZkZpgQDuL5BVqkEa3o6+OCYCJGVMbYmJ2HcvAGWzSJ9OJgNM0kl3ca0AE9toipQN2wAUXqYTPigf+WXVguJnbvAPMbQ0XTKw/I0uqDOMplAbbiEMqijo55ZV2rHTpBkEq2bNwLPiHRq9UD+Hj+Bi0At/A9jLciPplvxNGzLM0vnponWtSsgiQRS+yWGkC+i5HL+b0oCqIUC1NFRaBs3IrF1K5LbHkVi82aoi74cTNdBEwkQSsEyGTA9+DVIFVX6waNkdKQPPQ5h26id/cT7DSFLMMJ2/A+27hGyMkYhBGbefgcAkDl2PNDmKE2loBZGAksXleIIWCoFbdNm6Q3xXtK/dQYhyEhIjLpd8DSZAAnghNeNoAOoCaFu7a2LPJJQitTuvRCWidY3chteK2GXS5HIHZ16LdQAYqdeD23KxOt1zyy9efUyhGUhtWcvmGSDGUklQTX/Le9KcQSJsVGwbNYdhCFxfSkjoyBq8OuQZbPSm6aZx58Ey2Zh3LqF9uy05+sHoVDpBbIyxubVyzBn56Bt2YrUjp2+P2epMS0oNPVDKz9hDNrExKIMOvAhH0A0NdCGf9+CevrRbVA9yh1E07o2l0SxQbrSMYPeoG5gH+0a2NMHw5VgAAAOjyaDCjGAWNg27FLIsotteQYd4ThoXrzg+gI9LmnCRAiUbEDrgACWA4RStwwT8Mb1s2lKVRX60eMAgPrH3i6OYUsww4CsjJGbJupffA7CGLInTvquhdNMJlxzEoEbwB9CyeWgbdwUfICKqkAdG0Ni8xbfXfNAH4P6xC9e9HxN19IKCS9lXPGwPkZTrfh+ELAulp6KnoW2eQvs+TnX8CogvNUKNBThYZxasGzdmp8PXWeVsQRu3boB3mohuWMXFMm/N9N1366LhLl+6kGhiUSo68bPpmly1y6oGzfCmp2FcfNG9xcLARHSs3zQODXvPRcAaF69AtFuI/f4Qagjo74+g2X18Fa8uXzH/R6aSEDbtMlXqY4wBmV0BNrmLaF6LPoW1FUvmRmlXWeF0mQykDOfDGGydcCtk7JU53Nf2hxuXAmRrcOVnfEQ5RMAgIDv2rpVrYZe1nPbgvBokBFCuB3HhCDzhGSWzjo3qXWEAOr4eOjrSSkUpLyEOiG7aUpAkD3xjCtx/Pwzzwa1KPsc+g1vNaWuNSEEmlcuAZSiePQpX5/BstnQncaEMc/S7dKKTh0b624DTgmUYgHali1QsrnQw+MHYr27EiyT7rpREWSElCyEECi5PKx5f5NnlqPoWWBmZeli4pFtoOm060558png3bBCwCmXQMbGQvlROPWaWzsWwtWvC+7+N+c//DO++M+EQLsQfvNHpvO0ffd711lv2zZpWZqSy/tediv5fCSWswCgjo2jff9eoCHKVFFBM7rUCEJtfBzJ3Xtg3LiO+tdfIXfsRMfXLpVgVptnCbct6YSjfec2eL2OxI6dULM5GDU5+SXL5SKJJUqxKN3hzHQdJJGANTv7YwM0SqDkcmC5fLiJTA8xHIJMgu4bAgQ931Wmuh5KksSSiY4yR0IpUvv2A7aNltfy2QNXTxxS5ihczxa7XIZTrboKm0YTvGWAG20I03Ibi7iIpPGEW6bUxJrG10vGXYeljks0DdTn9COaTPqyifA8h6XehYAwXZduaMseOwGiaWhduthd7ieE7wlBg0YI18rXy7FzicaFCwCA9CHveQxL0HQ6koBOkwnf5RGqqm45JufOs2W5LBKbt7juoREPpB6KoE4Sya41UZpKR/7Ff3IOIecPAoDSpQyQfuwAQAiaVy6Fnkrk1COSOfYJmSzdnJ2BNTMNdcMGJDZu9D4oge+/F2HUHf4b8WzIMDJHd9NU7nuwdBqZJ56EsG00vvyy62sH3TjkF6dalXZitMolWFOTUMbGkZjYIPcBhETmBaQEbW4iBOrIKBKPbHPHKUas5FtiKIK616CMKLXpXT9Hz4aqs5JUqqNUjaXSSDyyDU65DHNqMvBnAHAz7Yhkjr2GW6aUdrqxaNyVkRw7RtNp3za8yuhYz26kMDJHmkyBSKoc0oceB0kkYHx7q2u/ADeMVXF9AIt1dB9TjZpL8xi8GhmXwfRMJCMMWVYPpEhZTq8T1MEHdYWBJrrUNykB9WhYioqw2ToB6foASh9yB2hU3nvH22vdi6hkjj1GxvrXrlbQ/v42WKEA7dFHvQ9KKZhPCSPLZQONBpMlrMyRyUocmYLkjp0Qptl1uhaECNWI1C/81NGBxca0W7dAUymkdknaR1DatUtdGkpCadr7xcCDOkt1z8JZH0ovP/o8XQfxMTT4YWgm09F/PbFpC1IHDoI3Gii99p9wJKxnuxGVzLFXuFm692ScxrnFWvrBQ6ASm55KNutrc5RoWuAlsx/CyBypokpn66l9+wAArevXu77OGXIVjN86OuA2G8Gxkdq7T36jMrvy9DS/KIVizxR4UTLYoE5Ix8lGS/Si4agbhFLprGnF9xPadWWhHz+J5O49cGo1LLz6n1KTf7oRicyxR8hk6U6rhdbNG6DpNFJ793kfVJVvswcAUOLKFyOuo3cijMxRtuarjo6D5XJo370D3mWcnDDaQ12C8VNHBxYH1l92ZYxLYyM9UaLxAyLa6vFXH2hQp8lk9ydoH0svy2HZXMhsvYshmaIg+9zPkNyxC061goXX/itcYF+UOQ5bFyE323JZ+qUl4y45e12/HaDqyGgkrp6+PnNsvLsuuQNUS0g1JBFCkNy1G+Acxq2bnV84xCUYv3V0AGh/fxu80UDi0e1gku3zSjYbibRTHRnpW2IQlsEGdY8s3B2U0f8fklDqDsUI+NFUUbo2UjFFRfb555F4dDuccgml118NtVSOROYYMTKKF25ZaF25DKJpSB/wNu6iqRSoJp8FMz0zkOlHYWSOsqKA9J7FEoyHRHYYSzB+6+hLNC5dBACkH5eTMQaRvK4EzaQjOU6/GFxQV1XP+X+R2KgGhKUz4fTHXg8sRUXu+dPQtj4Ce2EBpddfAw+RVTn1OrjVn8nuXnDTkJoy37p2BcI0kdq7zztYE+Jr+UtUFYrP1vEoYZlMoOU6Taak/PpZNgt1fALWzHTXweXCMOAMyXUBBKujA4BVXvhBxjguJ2MMU0Z9ACWB/dkHxcCCuuKhRCCMRdb1FxSm64H9QaiW8DT0YVoC+Z+/6HrDzM2h9EaIwC7Qk7F1QXBq3h2SgnO3gYQxZCSMu3xJ0pZsAPq4wb4S6uio7wlbAKBIri6Se/YAAJo3rnV+kQCs+eGRv/qtoy/RXGo2kpQxklQykqHRSi7fMxlsrxjMVU+Iq+nuAs2kh6KGxXQdymiwJ7XMUpppCeRf/IVr2DQzg9Kbb3Td/OqGMM2Bq2F4WzJLv3EdvNlAcsdOb6M2n5I0JZ8PNZg8SpRC0R2q4uNSJqmUVJdpaudugFIYN292bWjjljUUD/wgdXRgScZ4U17GSBDa2wVw3RIjyfb7zECCOk2nPSVGvXBkDIqSza1osemF7M3JEkkUfvFLqBMTsKYmUX7r93Cs7qZNnbCr1YFlZcKxpax9heOg/tUXAKXQD3ubMTFdXpLm3ojhOoOjhmWzUCc2SG+eEhCwtPdDjCYS0LZshVOtwPbwLeLN5kCNvoLW0QG4xl2LozBlVl80nQGNILv24+8yTAwsqHeDKIMvvTyMkstBKfrTIMvenADAkmkUfvkHUMbGYN6/h8rbbwYL7JxLbVJGjRAcVmkBkBhG3bx6BbzRQHLnLu8hJQrzJWtViiNDeSOyVAraho3SOmeaSUsN0kgtDnFvXr/q+Vq7XB6I/JUvefEHsMcQnKN55bIrY5QpvURhB0AJ1LGxoUos/dD3q58kug/CALpLAgeJki/4rpHSTLpjM9LDsFQahV++BGVkBObdO6i+9w449z86jjcbnvasUSIEh72wIDd+zLbdQcqMQX/qmOfrlaz8iDqaTve0azQsSx7bMsMTCKFgHj0cAJDc9iiIpsH49hvXVbMbA5C/crMNe35O6mG/Eg9kjNvlZIxMz4YaPE5TKSRC+pkPmr4HdZmn3zDfmEqh6MtKgBAKmpaXQymZDAq/fBmsUED79neof/qp/5MUgBNwwpH/jxKwSyWpOjoANC5fAm+1kNqzF4qXOkRV5aVklEANUCLrN0RRoG3aJNWgRNOdu5MfHI8xJLdvhzAMtO/f9Tym6GN9nRst92Hv9bDpQuPikhujhCcQo6BB58cuZufahg2rbmP0Yfob1D0GYQCuFC2sYU6vUYtF10JTEpbRfW2UKVkdxV+9BJpOo3nlEqxSyfc5irbZlxqqUy5LN7hwy0Lj/NcgigL9yFHP1ys+fmMlv3pUCoRSqBs2enZTE8qkEoLkXjnbgCV4o9FzF0enXoNd8i9dXI5Vmoc1PbUoY5zwfL2fVd1yaCq56rPz5fQ1qLNMxvNHXy2tuOrIqPS5Eta9GWkllFwe+tFjgBByk+RXwK5WerppalfLviYiNS6eh2i3kdr/mOdqjCQ06UHSRFWHbnPUC0IItPEJT3WFTEKgTWwE1XW3VCG5D2NXyhBO9PV1AQG7Uo5kX+eBZ7qMJYAaYEgzJVBHR929jlWSEMjQv6BOJFr+aXSex/1AHR2V9tEOYs6f2rPvQX29PXnP9/vhcPCGt2Y8CE69Bi458R0AeLuN5oXzIKqKzOEjnq/348Kojq6eFu6HUUdGukpmCVM8S1CEECR37AIcB8Z338h9MOewyytP6gqKu7cyH0i2+DC83YbxzS3XE2jnLs/X+1nVAa5FSWLzllWTRPqhb0GdpboPwgDcWvowKhe6oY6Ney6jAYCqmu/p4oQQ6CefAQDUPvkk0HANp96IXPHgNOu+M7H6+a8hLAvpAwfBulktY9EOQLJxhGUyq6qFeyW8JLNUItFZcm40bsiVYAC3r0FmGLjUsRwb1vyclN+PDM0rl10Zo4QbI0slpVd1oMQd7rxxbWXny+lbBFUkMlW/HtnDgjoyKiU/C7IKSW7eAm3rVtgL88FG4Qkh5ZYoCzdacCr+jscNA63Ll0ASCWSe9BhVRwCqS2ZPlEApDr+/tQxM1zvq2GVsedV8AcroKMzJKV8GcU69FnqKFrdMWHNzgTpFV0Jw7lrsysgYCaBKCheIwqBt2gxllcYZWfqXqXvs9hNNG/oN0k4QxqCNeAcXkkwCAeagLk2Sr3/xWddpN50QhgHeDr8xxtuG69vhk/pXX0DYNjKPPyHh95OWbhxRCsU1k20RSrt2IMskBMndewAItG7KZ+tL82pFAOks4D6w7fn5UAqXhzG+/25RxrjDU8ZIkylpF06lUOy7Y+cgCBzUOef47W9/iz/5kz/BK6+8gtu3b4c6EU9525Cj5vOe48zcZiT/kiu1WERyzx7wRgONC+cCnZ9drYbSJ3PLXFQz+Huf02yiee0qaCqFzEEPdz1CwCSz9NXkby1Lt+8u4yWU3r0XIASG3xVdgPq6EBxOow67HKypqBtLPi8yow1lG9OIqvR9NsOgCBzU33zzTZimiX/913/FX/7lX+Lv//7vQ5wFWfU/OCFypQCW0aU8sx8me/QEiKKicf4cHCPARpRtg3dx8+sGtyxXbxzg5q1/+RngOMg8cdgzq2a6Lt04oo6MrtrN0U7QRAJE6xy4vbJ1mkxC27wZdqnkdvf6QLTbcJZtqgsICMcGNw3wZgN2rQqrvABzbhbm1CSsqSlX7x5xH1P73l13APn4BLTx8a6vJRJOr0soufyau146ETiof/HFFzh16hQA4PDhw7h48WLgk2AZfdVtkK4ES2dAU94bNkqhIFWD//Gx00gfehzCslD//ItA5+fU675kbNwy3fmhs7OBltd2rYrW9eugmYx3bZRS6Qc70zNDZyMRFV2zdQlb3uSSz7qPDdMlnFoV1sIczNlpWFOTsGZmYM8vuNO16nWIlgFYVuSZ+RJ2rYbKB+8BANJPSDh3ymbpCpPabF4rBC5I1ut16Mt+KMYYbNuG0uWiKxZXro+lHtkEtkrr6csZH8/CyWlo3b3neeE7uob27Jyv46d/dgK3b1xD68Y1TDxzDFqAIbiM2kgUO28UOZYJp9mC02xB2DZAAeEA2az/IDr10XuAEBh75iRy+e61Ua1YkLKcJYwhve2RyGdFjo8PRylHjKTRQLvj9WNrEzAXOmfhmUP7UfvoA7S/uQX9xdMPslN/fz8KoL+1Z26auPfqu+CNBnKHDmLi8e5DU4hCkdz4w2qtU2wBgMT4GNT82t4cXU7goK7rOhrLBidzzrsGdAAolX5aNqDJBFpVE8DwGPkHYXw8i9lZVx5mWVRK8udAkfIeX0768BHUPvoQk2+9h5E/eNn/idYMKBb50VAKbtsQRsudkrOCgiGbTaJW87fRapVLqF27DpbNgjyys/v7FQZVJyArXB8/eenoCJoL0doLL//bDQNmW3TsARAQsJom4HReOSW2bYNx6xbmb3yLxKbNgf5+/UQIjsqH78OYnIS6YQMSh496ni/L6jDKbuNbsZheMbYAi4qXHAEZor+vX/wmHIFrHk899RTef/99AMDXX3+NvXv3BjqO7MbYasItr3jX76ie9V1fT+3bD6VYhHnne7Qn7wc6P7vqDqt26nWYc7OwZ2fch1BEkjQAqH/+GSAEMkePeZbWZNu7aUJb83I0oPs9IeP8mVoqwVzvMjxjiGhcugjj+nXQjI7cqdOefQwgkO4eZfn1U0tfInBQ/9WvfgVN0/Cnf/qn+Lu/+zv81V/9le9jECZfR11NEMag5L1tegmI7/o6JRT68ZMAgNqnwRqSYNmLgbzq1kgjxlqYR/v2d2CFgjvIoQvEh2nXIMfT9ROWSoF0kb56OX9qm7eAptJo3/7OLaENMcbdO6h/dhZEUZA79TxUifuGJlNSU7AIY2syafQicPmFUoq//du/DfXhNKOv2acoy+XcjUmPoEmYAqVQcNUlkiQf2QZt8xaY9++hdeuGK2UbImqfnQUAZI8e9/z7yhqjsWx21fYxBIHpOuzyyk6bhFDQVKpjO9c84JIAABd2SURBVD4hBMmdO9G8dBHGndvIFeVGwPUbu1JB9b13Ac6RffpZJLZskXqf1zyGJdZjlg4McvA0Vo95VxBkJY4AQBNJ37vz+omTbkPS58EaknqFOT0N8+4dKKOjSDy6vetrpU276OKKZh3hlWF6BbbUknPjteEswTimifLbb4IbLaQPHHLtAGQcFlXVe0g5lrL09aN4Wc7AgjpNJdd8dxdLp6UkjoD7gPNTX9dGx5DctdttSLp4PugpRk7tCzdL14+d8M7SJevjSj4fudpl2CGK0vXaoaoGdLl/1JFRsEIR5v17cHw4afYDzh1UP3gP9sI8tC1bkDl2TPrvq8jKXvP5NSGTDsLAvvV6qXUpxREpL/Ug9XX92HG3IencOTgR2ACEpfXtN7AmJ6FObEBiy9auryWJhFTjyDDOHO0XXs6eile2vms3IASqV65EeVqhaZz7Gu3vvgXL55E/dRpMsoFIZh4DsL6zdGBAQZ0wJl0XW+1QTZNvfWeK1AbrEkpGR+rAAQjLdNUmA8Scm0P1w/cBQqCfOCmRpcv9JkqhuC7rooDbAk+6DC4nqVTXDdPkoiKt9OVXsHtkweyX1nffovHVlyCahtzzp31ZUssMrAfc/az1mqUDAwrqLLt2N0hXQlbiCLit3n4UQfoTh0FTabSuX4vcH1sWu9lA+a03IEwT2RMnkdiwsevrZbN0mkxIdw2uRQjpbp+xtGHaCSWdQerAQTj1Bsq/f116gEavsEoLqC52jOaeeQ7axAb5NxO5MZeE0TW9VydD/4M6WT+llyUIY1B8dH+yXE7ae50mEsgcfhLgHNVPzgQ9xcBw23IDRr2O1P7HpEyYpLP04vDPHO01YTdM9WPHkdr2COz5eVTefSvQIPMo4IaB8lu/hzBNZJ48jOTOXb5Gz5GE9zwGIM7SgQEEdZpKrxm7VD+wbFY6UBMsKmckVzOpfQegFEdg3ruLxpVLYU7TF1xwVN55G/bcHLQtW5F99jnP95CEJpWlMz2zriSMnaCa1nUD3Wv4ClM1TPzyF1CKRbS//x71swEGmYeEOw7K770Np1JBYvsOZA4f8R14mcQgGjdLX/vNaV70Paiv1w0MPxJH4Af9ugyUMWSf+xnAGOpnP4UVwPM8CPWzn6L9/W0oxREUXvwlqEy9U+amo8TXymatw7Ld7xmvEpWWyyF3+rQ7yPzSRdQvBTff8wvnDmoffwTz7l0oI6PIPfMcqETG/SNURUr6GmfpLn39BYiqSNXF1ip+JI7AYuecZHavTUwg8+RhCNtG5d13er7Mbly5iObFC6DpNAp/8BKohBxTNktXcvl1uZrrBMt0nooELA5f8VjVaaMTyJ06DaIoqJ/9BMb330V8lj+Fcwe1Mx+hde0qaCbjbowGuP/la+lxlg70Oaiv1yx9OX7rxLK/GSEU6UOPu37a83M9VcMYd79H7eOPQRQVhV/8CorkHonMTUcUBpaLb87lEEq7TgAihIKmva0WElu2IPvMs4AQqLz3Lsy52ShP80dw7qC6LKDnX3gR2uiY/wMRIuXzwrJxlr5E/34FH1Nt1jJU03wpOmQ8tJdgqobs08+CJlNoXryA9uS9oKfZEXNhHpW33wIA5E49L61gkM7SC8X45lwBrxIMlZioRQhFas9eZA4fgTBNlN/6fU+kjpw7qH30IYxrV0EzuhvQN/hQuixDSsZIaZwILKOPg6fT664rsBOskJdqSFpCxmf8wWuLRejHTzzIxhwzuqYkp9VE+Y3fQVgW9KPHkdq5S/q9Mg90mtDi1VwH3FJc54c7VVSpjmRCKPQnjyC5ew94vY7ym7+HY0Zne70U0FvXr7kB/fQL0DZskNKXr4TMw0pdx92jK9G/oL5OuwJXgqr+snWSSgFdmlB+9FoQJHftRnLPXvBGA9UPPgh6mj+C2xZKr/8OvNFAav9+ZCQm0zw4p4Qm5dcRSxi74/XAk61XE8aQffY5qJs2wZ6bRfX9dyPZg+HcQe3DD9yAri8G9I0bAwd0kkh4DyGnBFohji3L6V9Ql6j5rSeUQlE6WycgvjJYyhiyx46D5Qtof/ctmiFNnYQQKL/zFuz5OWhbH4F+8llfN6pUlp5Jr9kRdVHBMnrXa4Ykk9I2E0zVUHjhRbBCAe3b36H+2dlwg8mXAvqN62C6jvzzp6FtCB7QAblxdUzPxhWAh4jXLAOCKIqvPQaaSvvyhWHpjLspxhhqn56BXa0GOU0AwNwHH8L8/nsoIyPInz4N5kOZIpWlUwI1ztI9IYrS1Xveq8P0YVg640pRF/dgmpcvBzovzh1UlwX03OkXoG3YFK4koiigXsMy4L3XsB6Jg/oAUfJ5afsAQqjvlvnE5s3IPPEkhGWh/M5bED6HR9t1dxBw+cuvHigYWNKfJE3mwcWyuVjCKIn3hqm/v49aHEH+hRcBpqD26cdoXr8Gu1KB02yCWyaE6H7NLAV048Z1MD2L3PMvQBvfELrGLVNKokk5u4n1RnwnDRA3W9fhVOXmJ9JMBk69Lj3NfUnmaE1NwpycRP2rL5A9etzzfXajjub5c2hdvwZh22CpFHLPn/adTRPNO0t3p0TFNVFZaCoNwihEhxmlSxumwsfmZ2LLFuSeew7V999D9YP3QJJJKIUClELR/e/RUTA961plKyroYrnDtdB9H8bNG2DZLHKnTkOb2BC+HEKI1MMpVtOtTBzUB4ySy7uBmnsHakIomJ7xNayaaQnoTz+H0mv/ica5r6FtfaSj4ZbdaqJ57ms3mFsWiKYhffAQRg8fgpn0fwPJeLwohUKsXPCBa/Klw+lSTmOZDGyfipb0nn0QtgPjm5uwy2VYU1OwpqYe/HuaTIItBfniCNSxcTSvXPohoP/s+WgCOmRljHKBfz0SB/UBQxQFLJuDU1l5dNnD0HQGTr0hna0DgDpSRPb4CVQ/eB+Vd9/G2P/xP380oMRpNdG4cB6ta1chTBNEVZF+7ACSu3aD6joSYyOw6v6ChFSWrqnr3lEvCCzbPag/2DD1WW5L79+P5KPbISwTTr0Gu1SCXS4/+I81NQlravKhc8m6s0UnNkYS0ElCk9KcM12Pk4EOxEF9CFByOXcItEy2ThloOgXeWHk+5YrvWZQ5mpOTMG7eQPXD91H4+S/gGC00L5xH89pViHYbRFGR2v8Ykrt2gelZsJTbWxBEwSCbpcf4h6oaaDIJbqzcg0DgZrG87q+xiBC6WMtOg+VyUMc3uHV1ywRsB7zVgl1ZCvIlEMaQefII1ImND0oyoVAVKMURKffGuPTSmTioDwGEMSi5XMdBww/DMro7dNiHAo0yBdljx2HNzsD45hbKANr37kG0DRBFQWrvPiR373Zrp+m0f9OlZUhl6aoKJtFYErMyLJvtGNQBt/buN6gvhxC6+Hd0NyKF40BkLbBCAdomCxAcIBSskI8moDMKtTgilUDQhCblNbReiYP6kMByeTi1WscNsOUQprg3bYdp8h0/I6Mj+/RzKL/5OoxvbgGMIblnL1K7d4NldNBMBlQJPzdWRmamxG3doaBpdxXVaeg4VRSQhAbRjqZblDDmTixblBlyxwZAognohEAZGZXySwfkZ9uuV+KgPiSQRf8KuyQ3vYhmMr6DOuDKHLMnnoZdWkBy+w7QTAYsnYks83Gzu+76YsIYaGwHEApCCKiud92LYekM7IiC+sOEWcn9CAIoI0X5ZCLeIPUkDupDBMvm4FSrUtk6VVSQVBKi5c/bhVCK1O49cBp1N5hHOYiCUjAJeSLL5dbVOMNeoWSzXYO6nw7TQaHkC1Je6UuwTLxB6sX/3969xLZRrXEA/5/HjO14/ErspJfLqy0gARVCEaIrYAMqqoCyIAuE1EUrRNhABYU+IKIoVguCHWIBUhcIsSldsEOlG1QhaBeIghoEbCokKIKWArdJ68SJz11M46Yhj5nxPOzp/7dqotpzJsfz+cyZc76Pf50u4o7Wva/Z9lO0dyFp27Aq/eEG9MtFQFYdcUnBFS8hEVqvuINUQHiqGJQUVSh4Sqt71Wt4h7cqBvUuowrec1lIy4bokpJvulz2lrSL1WlCtdoXpN/0EnGR+T7fK1iEbbPEoQfd19vXOCHdFQVedcPIRRWLK+YkaZOCD7lCpvr6IPTygwChNDID/b5SPUdNZLPQRf/LWZnnxRsG9S6knMKKF+pC0s54yqMdFek4nqeBVN5hRr0IrDbiVdls16S+FpYVbH+CFIGnG681DOpdSAgBXfL+wU/qwy5zOWivI28B5niJiHJWTskLuDuREx/pagXd720t+mIqn+e0nUf8K3Up6TgrVrq56v9ms4DHAtVhEbYN5WPEpfryzMQYEaG1xwRYRV+peUMlJXRlAEIGu1PjDlLvGNS7lN/Rup+Sdx2ztDvi8jFR62WpIwWnPa4oUuVy/NN1QkD3969exWi5l9sWH5D6wKDexWQ+72O0notnFOZjO/c8mctxW3fE3Bqmq9+tCbhLT70WM++YcOvmdpL3nKN0fxjUu5gQwleVdFUuRxvYfW7nnse59Hh4XQklpHLrwcYwR61LZU8VjJYl/ZVyJAb1rueuGPFedFqXK9Fsoxa4fAvtb+5eZmzWHo2JchzPlbSkdqfQEOHOXlUs+t5c9K/36OvjA1Kf+NfqckJK3zswdakcemDX5YqnzUWLcS49PkIpT2Xg5knLjiz9sZ+lrivh1It/DOo9QBWKnkdg83SpDOmzpumSBGBXyt42Fy1+KdPrxs7v5i6ZzYW+IUz29Xlf6roCYVm8ywuAQb0HCKUCjXp0sdRRNkSRzUJXBwOvrOFcevxkJgNh+5siU44T2p2dyGZDuzvjXHowDOo9ws8D04V0oeg/gZZlQQ/0u0m/gi5D0yqcOwXyLUjCNFUqdZxHSNjudI6fpa7LvxmDelAM6j1CWhZkwIx7yil4u9ClhC6XYVdrvtKhLnnMYonpdROi8t4fmM6bX+oo8/lgq2Lm9y4E2C26FNWXZ0qJgDrqgaNHj+LFF18Mqy20ik7ydyinsPxoXwioggNrcLDj1QoAIJTkKCtBQspA03VCSOhiCdbQkFsrNJf1lggswN6FVd8y6ZQGPSzwDoR6vY4vvvgCt99+e5jtoRXITAYym0GrMR3o9Srv5giZ++dKJXqZy11O9xveZhRVKHAZWsJUoYC5CxcCvVZAQGSzkNksTGsOrcYltC5egmk2//2fpQy0d2HF41s60IN5cgW+8oaHh7Fv374Qm0Je+CmiseTr+xx33tOyoKtV6HIl1AuS6XW7g7RtyEznu3iFVFB9DqxqDbpWcx+8z39ht7f/h5d3SGgF3T8Q2vtdi1a9mj/++GN88MEHV/1u//792Lx5M06cOOHrYLVautecxnN+BVwU02jNLDFq8qrSB6Dq7yUVb9MyVrmMTDWatc9RSuNns5m5DtN//AHAe/+tzh1UzDUa7rRdWDlZhIBVLsGuVALd5aWx/4JaNaiPjIxgZGQklIOdPRvsdrAX1GqF2M5vblaj+dfytSnDVqn04a+/Vi9yLXNZWC0Losf6Oc6+i5NptTDzvwbKxayn/gskQPHzxWQu6474Wzbw55Tv16e1/+b5/cJiLtQeJB0H4u+/Yebmkm5Km8zYsGqDXPHSRYSUkHkHwGzSTVmSuJxfnRvUwsWnWT3ITfTVPbebwrJgDQ7x4WgXUoVCpPldAhGALpdgX/dfBvQIdDRS37hxIzZu3BhWW8gHVShi9p9/gJZJtB1CK9hDQ1xT3KWkZSGTHwDO+5/WiII71TIAGXNRl2sJh1Y9SkiZeLIjoSSsoSFWNOpyVqkE5SQ7IhZawRqswR5aw4AeMQb1HqaLxeSqxEsBa3Coo+IHFB/dP+A7J0xYhFKw/3Mdp1piwqDew4TWyVwoArAHB1lirIcIKWHVBn2nDwiDVatyei5GDOo9LvZ85QKwajXu+OtB0rJgVf3tT+iULpf4WYkZg3qPk7YNmYsv57Q1UOVtdA9TffnYBgIym4UuV2I5Fl3BoJ4CnaYO8EpXKkzUlQK6XI68+IRQKva7AnIxqKeAyuUg7GgfWKpikUUvUkIIAatWg9DRzXNbtSpXRSWEQT0ldMAiGqsSgFUqwurvj+b9KRFCKffBaQTPTTmPnix+laaEzOdhSQEz00SrOQMz04SZbQI+9yYJS0PaGYhMxi2NZlnI1EpAinNrXKtkJgPd34/ZP8+H957ZLFSp9xK6pQmDekoIIdwHmAuS8ZlWC6bZhGk20ZqZgZkP9pdzxgil3OBt21eCOLf6X1N0oQjTmMbcVOc7ToWSsKpV5v9JGIN6igkp3bqTmQwWzp6auTnAGM55EgBADwy07+46ep9qjZ+pLsBh2TVIKMWLj9rC2JikSiWoHOfRuwGDOhF1tDFJZjPQZc6jdwsO14gIgLsxSV6fQavRQGu6gdalSzCzK+fsd+fRa5xH7yIM6kTUJrSGcpz2JrNWs+kWnm40YBoNmLnWVf+f8+jdh71BRMuSluWmyr1cTLw1Pd0O8jKT4Tx6F2JQJyLP5OWlr+Dm4q7FB6VERCnCoE5ElCIM6kREKcKgTkSUIgzqREQpwqBORJQiDOpERCnCoE5ElCIM6kREKSKMMT5r4xARUbfiSJ2IKEUY1ImIUoRBnYgoRRjUiYhShEGdiChFGNSJiFKEQZ2IKEUirXzUarWwb98+/Pjjj7BtG/V6HTfddFOUh4zd448/jkKhAAC4/vrrceDAgYRbFI5vv/0Wb7/9Nj788EP8/PPP2L17N4QQuPXWW/Haa69Byt4eDyw8v4mJCYyOjuLmm28GADz55JPYvHlzsg0MqNlsYu/evfj1118xMzODZ599Frfccksq+m+pc1uzZk1q+m5ubg6vvvoqTp8+DaUUDhw4AGOM/74zETpy5IjZtWuXMcaYb775xoyOjkZ5uNg1Gg2zZcuWpJsRuvfff9888sgjZmRkxBhjzDPPPGOOHz9ujDFmbGzMfPbZZ0k2r2OLz+/QoUPm4MGDCbcqHIcPHzb1et0YY8z58+fNAw88kJr+W+rc0tR3R48eNbt37zbGGHP8+HEzOjoaqO8i/br++uuvcd999wEA7r77bpw6dSrKw8Xuhx9+wKVLl7Bt2zZs3boVJ0+eTLpJobjxxhvxzjvvtH+emJjAvffeCwC4//778eWXXybVtFAsPr9Tp07h888/x1NPPYW9e/dicnIywdZ15uGHH8bzzz/f/lkplZr+W+rc0tR3Dz74IMbHxwEAZ86cQbVaDdR3kQb1yclJOI7T/lkphdnZ2SgPGatsNovt27fj4MGDeP3117Fz585UnN+mTZug9ZWZOWMMhBAAgHw+jwsXLiTVtFAsPr+77roLL7/8Mj766CPccMMNePfddxNsXWfy+Twcx8Hk5CSee+457NixIzX9t9S5panvAEBrjV27dmF8fBybNm0K1HeRBnXHcTA1NdX+udVqXXUx9bq1a9fisccegxACa9euRblcxtmzZ5NuVugWzuFNTU2hWCwm2JrwPfTQQ9iwYUP7399//33CLerMb7/9hq1bt2LLli149NFHU9V/i88tbX0HAG+++SaOHDmCsbExTE9Pt3/vte8iDerDw8M4duwYAODkyZO47bbbojxc7A4fPow33ngDAPD7779jcnIStVot4VaF74477sCJEycAAMeOHcM999yTcIvCtX37dnz33XcAgK+++gp33nlnwi0K7ty5c9i2bRteeuklPPHEEwDS039LnVua+u6TTz7Be++9BwDI5XIQQmDDhg2++y7SLI3zq19++uknGGOwf/9+rF+/PqrDxW5mZgZ79uzBmTNnIITAzp07MTw8nHSzQvHLL7/ghRdewKFDh3D69GmMjY2h2Wxi3bp1qNfrUEol3cSOLDy/iYkJjI+Pw7IsVKtVjI+PXzVt2Evq9To+/fRTrFu3rv27V155BfV6vef7b6lz27FjB956661U9N3FixexZ88enDt3DrOzs3j66aexfv1639ceU+8SEaVI7y1WJSKiZTGoExGlCIM6EVGKMKgTEaUIgzoRUYowqBMRpQiDOhFRivwfs3rrNlhTuf0AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "ax = sns.tsplot(data=data, ci=[0, 10, 90, 100], color=\"r\")"
    ]
diff --git a/Lectures/1_ComputationalAndInferentialThinking/02b_3D_plotting.ipynb b/Lectures/1_ComputationalAndInferentialThinking/02b_3D_plotting.ipynb
new file mode 100644
index 0000000..e5377d0
--- /dev/null
+++ b/Lectures/1_ComputationalAndInferentialThinking/02b_3D_plotting.ipynb
@@ -0,0 +1,3551 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "ML Course, Bogotá, Colombia  (&copy; Josh Bloom; June 2019)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Simple 3d plotting with matplotlib\n",
+    "==================================\n",
+    "\n",
+    "See also: https://jakevdp.github.io/PythonDataScienceHandbook/04.12-three-dimensional-plotting.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>\n",
+       "\n",
+       ".rendered_html\n",
+       "{\n",
+       "  color: #2C5494;\n",
+       "  font-family: Ubuntu;\n",
+       "  font-size: 140%;\n",
+       "  line-height: 1.1;\n",
+       "  margin: 0.5em 0;\n",
+       "  }\n",
+       "\n",
+       ".talk_title\n",
+       "{\n",
+       "  color: #498AF3;\n",
+       "  font-size: 250%;\n",
+       "  font-weight:bold;\n",
+       "  line-height: 1.2; \n",
+       "  margin: 10px 50px 10px;\n",
+       "  }\n",
+       "\n",
+       ".subtitle\n",
+       "{\n",
+       "  color: #386BBC;\n",
+       "  font-size: 180%;\n",
+       "  font-weight:bold;\n",
+       "  line-height: 1.2; \n",
+       "  margin: 20px 50px 20px;\n",
+       "  }\n",
+       "\n",
+       ".slide-header, p.slide-header\n",
+       "{\n",
+       "  color: #498AF3;\n",
+       "  font-size: 200%;\n",
+       "  font-weight:bold;\n",
+       "  margin: 0px 20px 10px;\n",
+       "  page-break-before: always;\n",
+       "  text-align: center;\n",
+       "  }\n",
+       "\n",
+       ".rendered_html h1\n",
+       "{\n",
+       "  color: #498AF3;\n",
+       "  line-height: 1.2; \n",
+       "  margin: 0.15em 0em 0.5em;\n",
+       "  page-break-before: always;\n",
+       "  text-align: center;\n",
+       "  }\n",
+       "\n",
+       "\n",
+       ".rendered_html h2\n",
+       "{ \n",
+       "  color: #386BBC;\n",
+       "  line-height: 1.2;\n",
+       "  margin: 1.1em 0em 0.5em;\n",
+       "  }\n",
+       "\n",
+       ".rendered_html h3\n",
+       "{ \n",
+       "  font-size: 100%;\n",
+       "  line-height: 1.2;\n",
+       "  margin: 1.1em 0em 0.5em;\n",
+       "  }\n",
+       "\n",
+       ".rendered_html li\n",
+       "{\n",
+       "  line-height: 1.8;\n",
+       "  }\n",
+       "\n",
+       ".input_prompt, .CodeMirror-lines, .output_area\n",
+       "{\n",
+       "  font-family: Consolas;\n",
+       "  font-size: 120%;\n",
+       "  }\n",
+       "\n",
+       ".gap-above\n",
+       "{\n",
+       "  padding-top: 200px;\n",
+       "  }\n",
+       "\n",
+       ".gap01\n",
+       "{\n",
+       "  padding-top: 10px;\n",
+       "  }\n",
+       "\n",
+       ".gap05\n",
+       "{\n",
+       "  padding-top: 50px;\n",
+       "  }\n",
+       "\n",
+       ".gap1\n",
+       "{\n",
+       "  padding-top: 100px;\n",
+       "  }\n",
+       "\n",
+       ".gap2\n",
+       "{\n",
+       "  padding-top: 200px;\n",
+       "  }\n",
+       "\n",
+       ".gap3\n",
+       "{\n",
+       "  padding-top: 300px;\n",
+       "  }\n",
+       "\n",
+       ".emph\n",
+       "{\n",
+       "  color: #386BBC;\n",
+       "  }\n",
+       "\n",
+       ".warn\n",
+       "{\n",
+       "  color: red;\n",
+       "  }\n",
+       "\n",
+       ".center\n",
+       "{\n",
+       "  text-align: center;\n",
+       "  }\n",
+       "\n",
+       ".nb_link\n",
+       "{\n",
+       "    padding-bottom: 0.5em;\n",
+       "}\n",
+       "\n",
+       "</style>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%run ../talktools.py"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib notebook\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Note that you must execute at least once in your session::"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from mpl_toolkits.mplot3d import Axes3D"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "One this has been done, you can create 3d axes with the ``projection='3d'`` keyword to ``add_subplot``::\n",
+    "\n",
+    "    fig = plt.figure()\n",
+    "    fig.add_subplot(<other arguments here>, projection='3d')\n",
+    "\n",
+    "or"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        fig.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        event.shiftKey = false;\n",
+       "        // Send a \"J\" for go to next cell\n",
+       "        event.which = 74;\n",
+       "        event.keyCode = 74;\n",
+       "        manager.command_mode();\n",
+       "        manager.handle_keydown(event);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<img 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\" width=\"639.9999861283738\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f, ax = plt.subplots(subplot_kw={'projection': '3d'})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "A simple surface plot:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        fig.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        event.shiftKey = false;\n",
+       "        // Send a \"J\" for go to next cell\n",
+       "        event.which = 74;\n",
+       "        event.keyCode = 74;\n",
+       "        manager.command_mode();\n",
+       "        manager.handle_keydown(event);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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\" width=\"639.9999861283738\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(-1.01, 1.01)"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from mpl_toolkits.mplot3d.axes3d import Axes3D\n",
+    "from matplotlib import cm\n",
+    "\n",
+    "f, ax = plt.subplots(subplot_kw={'projection': '3d'})\n",
+    "\n",
+    "X = np.arange(-5, 5, 0.25)\n",
+    "Y = np.arange(-5, 5, 0.25)\n",
+    "X, Y = np.meshgrid(X, Y)\n",
+    "\n",
+    "R = np.sqrt(X**2 + Y**2)\n",
+    "Z = np.sin(R)\n",
+    "\n",
+    "surf = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=cm.viridis, linewidth=0)\n",
+    "ax.set_zlim3d(-1.01, 1.01)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "And a parametric surface specified in cylindrical coordinates:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        fig.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        event.shiftKey = false;\n",
+       "        // Send a \"J\" for go to next cell\n",
+       "        event.which = 74;\n",
+       "        event.keyCode = 74;\n",
+       "        manager.command_mode();\n",
+       "        manager.handle_keydown(event);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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\" width=\"639.9999861283738\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "[<mpl_toolkits.mplot3d.art3d.Line3D at 0x11657c780>]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(subplot_kw={'projection': '3d'})\n",
+    "\n",
+    "t = np.linspace(-4*np.pi, 4*np.pi, 100)\n",
+    "\n",
+    "r = t**2 + 40\n",
+    "x = r * np.sin(t)\n",
+    "y = r * np.cos(t)\n",
+    "z = t\n",
+    "\n",
+    "ax.plot(x, y, z)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "Let's try it with some real data:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "data = pd.read_csv(\n",
+    "    'https://raw.githubusercontent.com/plotly/datasets/master/api_docs/mt_bruno_elevation.csv')\n",
+    "del data[\"Unnamed: 0\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X, Y = np.meshgrid(np.linspace(-10, 10, data.shape[0]), np.linspace(-10, 10, data.shape[1]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "/* Put everything inside the global mpl namespace */\n",
+       "window.mpl = {};\n",
+       "\n",
+       "\n",
+       "mpl.get_websocket_type = function() {\n",
+       "    if (typeof(WebSocket) !== 'undefined') {\n",
+       "        return WebSocket;\n",
+       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
+       "        return MozWebSocket;\n",
+       "    } else {\n",
+       "        alert('Your browser does not have WebSocket support.' +\n",
+       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
+       "              'Firefox 4 and 5 are also supported but you ' +\n",
+       "              'have to enable WebSockets in about:config.');\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
+       "    this.id = figure_id;\n",
+       "\n",
+       "    this.ws = websocket;\n",
+       "\n",
+       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
+       "\n",
+       "    if (!this.supports_binary) {\n",
+       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
+       "        if (warnings) {\n",
+       "            warnings.style.display = 'block';\n",
+       "            warnings.textContent = (\n",
+       "                \"This browser does not support binary websocket messages. \" +\n",
+       "                    \"Performance may be slow.\");\n",
+       "        }\n",
+       "    }\n",
+       "\n",
+       "    this.imageObj = new Image();\n",
+       "\n",
+       "    this.context = undefined;\n",
+       "    this.message = undefined;\n",
+       "    this.canvas = undefined;\n",
+       "    this.rubberband_canvas = undefined;\n",
+       "    this.rubberband_context = undefined;\n",
+       "    this.format_dropdown = undefined;\n",
+       "\n",
+       "    this.image_mode = 'full';\n",
+       "\n",
+       "    this.root = $('<div/>');\n",
+       "    this._root_extra_style(this.root)\n",
+       "    this.root.attr('style', 'display: inline-block');\n",
+       "\n",
+       "    $(parent_element).append(this.root);\n",
+       "\n",
+       "    this._init_header(this);\n",
+       "    this._init_canvas(this);\n",
+       "    this._init_toolbar(this);\n",
+       "\n",
+       "    var fig = this;\n",
+       "\n",
+       "    this.waiting = false;\n",
+       "\n",
+       "    this.ws.onopen =  function () {\n",
+       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
+       "            fig.send_message(\"send_image_mode\", {});\n",
+       "            if (mpl.ratio != 1) {\n",
+       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
+       "            }\n",
+       "            fig.send_message(\"refresh\", {});\n",
+       "        }\n",
+       "\n",
+       "    this.imageObj.onload = function() {\n",
+       "            if (fig.image_mode == 'full') {\n",
+       "                // Full images could contain transparency (where diff images\n",
+       "                // almost always do), so we need to clear the canvas so that\n",
+       "                // there is no ghosting.\n",
+       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "            }\n",
+       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
+       "        };\n",
+       "\n",
+       "    this.imageObj.onunload = function() {\n",
+       "        fig.ws.close();\n",
+       "    }\n",
+       "\n",
+       "    this.ws.onmessage = this._make_on_message_function(this);\n",
+       "\n",
+       "    this.ondownload = ondownload;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_header = function() {\n",
+       "    var titlebar = $(\n",
+       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
+       "        'ui-helper-clearfix\"/>');\n",
+       "    var titletext = $(\n",
+       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
+       "        'text-align: center; padding: 3px;\"/>');\n",
+       "    titlebar.append(titletext)\n",
+       "    this.root.append(titlebar);\n",
+       "    this.header = titletext[0];\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_canvas = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var canvas_div = $('<div/>');\n",
+       "\n",
+       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
+       "\n",
+       "    function canvas_keyboard_event(event) {\n",
+       "        return fig.key_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
+       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
+       "    this.canvas_div = canvas_div\n",
+       "    this._canvas_extra_style(canvas_div)\n",
+       "    this.root.append(canvas_div);\n",
+       "\n",
+       "    var canvas = $('<canvas/>');\n",
+       "    canvas.addClass('mpl-canvas');\n",
+       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
+       "\n",
+       "    this.canvas = canvas[0];\n",
+       "    this.context = canvas[0].getContext(\"2d\");\n",
+       "\n",
+       "    var backingStore = this.context.backingStorePixelRatio ||\n",
+       "\tthis.context.webkitBackingStorePixelRatio ||\n",
+       "\tthis.context.mozBackingStorePixelRatio ||\n",
+       "\tthis.context.msBackingStorePixelRatio ||\n",
+       "\tthis.context.oBackingStorePixelRatio ||\n",
+       "\tthis.context.backingStorePixelRatio || 1;\n",
+       "\n",
+       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
+       "\n",
+       "    var rubberband = $('<canvas/>');\n",
+       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
+       "\n",
+       "    var pass_mouse_events = true;\n",
+       "\n",
+       "    canvas_div.resizable({\n",
+       "        start: function(event, ui) {\n",
+       "            pass_mouse_events = false;\n",
+       "        },\n",
+       "        resize: function(event, ui) {\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "        stop: function(event, ui) {\n",
+       "            pass_mouse_events = true;\n",
+       "            fig.request_resize(ui.size.width, ui.size.height);\n",
+       "        },\n",
+       "    });\n",
+       "\n",
+       "    function mouse_event_fn(event) {\n",
+       "        if (pass_mouse_events)\n",
+       "            return fig.mouse_event(event, event['data']);\n",
+       "    }\n",
+       "\n",
+       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
+       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
+       "    // Throttle sequential mouse events to 1 every 20ms.\n",
+       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
+       "\n",
+       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
+       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
+       "\n",
+       "    canvas_div.on(\"wheel\", function (event) {\n",
+       "        event = event.originalEvent;\n",
+       "        event['data'] = 'scroll'\n",
+       "        if (event.deltaY < 0) {\n",
+       "            event.step = 1;\n",
+       "        } else {\n",
+       "            event.step = -1;\n",
+       "        }\n",
+       "        mouse_event_fn(event);\n",
+       "    });\n",
+       "\n",
+       "    canvas_div.append(canvas);\n",
+       "    canvas_div.append(rubberband);\n",
+       "\n",
+       "    this.rubberband = rubberband;\n",
+       "    this.rubberband_canvas = rubberband[0];\n",
+       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
+       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
+       "\n",
+       "    this._resize_canvas = function(width, height) {\n",
+       "        // Keep the size of the canvas, canvas container, and rubber band\n",
+       "        // canvas in synch.\n",
+       "        canvas_div.css('width', width)\n",
+       "        canvas_div.css('height', height)\n",
+       "\n",
+       "        canvas.attr('width', width * mpl.ratio);\n",
+       "        canvas.attr('height', height * mpl.ratio);\n",
+       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
+       "\n",
+       "        rubberband.attr('width', width);\n",
+       "        rubberband.attr('height', height);\n",
+       "    }\n",
+       "\n",
+       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
+       "    // upon first draw.\n",
+       "    this._resize_canvas(600, 600);\n",
+       "\n",
+       "    // Disable right mouse context menu.\n",
+       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
+       "        return false;\n",
+       "    });\n",
+       "\n",
+       "    function set_focus () {\n",
+       "        canvas.focus();\n",
+       "        canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    window.setTimeout(set_focus, 100);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) {\n",
+       "            // put a spacer in here.\n",
+       "            continue;\n",
+       "        }\n",
+       "        var button = $('<button/>');\n",
+       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
+       "                        'ui-button-icon-only');\n",
+       "        button.attr('role', 'button');\n",
+       "        button.attr('aria-disabled', 'false');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "\n",
+       "        var icon_img = $('<span/>');\n",
+       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
+       "        icon_img.addClass(image);\n",
+       "        icon_img.addClass('ui-corner-all');\n",
+       "\n",
+       "        var tooltip_span = $('<span/>');\n",
+       "        tooltip_span.addClass('ui-button-text');\n",
+       "        tooltip_span.html(tooltip);\n",
+       "\n",
+       "        button.append(icon_img);\n",
+       "        button.append(tooltip_span);\n",
+       "\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    var fmt_picker_span = $('<span/>');\n",
+       "\n",
+       "    var fmt_picker = $('<select/>');\n",
+       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
+       "    fmt_picker_span.append(fmt_picker);\n",
+       "    nav_element.append(fmt_picker_span);\n",
+       "    this.format_dropdown = fmt_picker[0];\n",
+       "\n",
+       "    for (var ind in mpl.extensions) {\n",
+       "        var fmt = mpl.extensions[ind];\n",
+       "        var option = $(\n",
+       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
+       "        fmt_picker.append(option)\n",
+       "    }\n",
+       "\n",
+       "    // Add hover states to the ui-buttons\n",
+       "    $( \".ui-button\" ).hover(\n",
+       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
+       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
+       "    );\n",
+       "\n",
+       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
+       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
+       "    // which will in turn request a refresh of the image.\n",
+       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_message = function(type, properties) {\n",
+       "    properties['type'] = type;\n",
+       "    properties['figure_id'] = this.id;\n",
+       "    this.ws.send(JSON.stringify(properties));\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.send_draw_message = function() {\n",
+       "    if (!this.waiting) {\n",
+       "        this.waiting = true;\n",
+       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    var format_dropdown = fig.format_dropdown;\n",
+       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
+       "    fig.ondownload(fig, format);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
+       "    var size = msg['size'];\n",
+       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
+       "        fig._resize_canvas(size[0], size[1]);\n",
+       "        fig.send_message(\"refresh\", {});\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
+       "    var x0 = msg['x0'] / mpl.ratio;\n",
+       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
+       "    var x1 = msg['x1'] / mpl.ratio;\n",
+       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
+       "    x0 = Math.floor(x0) + 0.5;\n",
+       "    y0 = Math.floor(y0) + 0.5;\n",
+       "    x1 = Math.floor(x1) + 0.5;\n",
+       "    y1 = Math.floor(y1) + 0.5;\n",
+       "    var min_x = Math.min(x0, x1);\n",
+       "    var min_y = Math.min(y0, y1);\n",
+       "    var width = Math.abs(x1 - x0);\n",
+       "    var height = Math.abs(y1 - y0);\n",
+       "\n",
+       "    fig.rubberband_context.clearRect(\n",
+       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
+       "\n",
+       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
+       "    // Updates the figure title.\n",
+       "    fig.header.textContent = msg['label'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
+       "    var cursor = msg['cursor'];\n",
+       "    switch(cursor)\n",
+       "    {\n",
+       "    case 0:\n",
+       "        cursor = 'pointer';\n",
+       "        break;\n",
+       "    case 1:\n",
+       "        cursor = 'default';\n",
+       "        break;\n",
+       "    case 2:\n",
+       "        cursor = 'crosshair';\n",
+       "        break;\n",
+       "    case 3:\n",
+       "        cursor = 'move';\n",
+       "        break;\n",
+       "    }\n",
+       "    fig.rubberband_canvas.style.cursor = cursor;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
+       "    fig.message.textContent = msg['message'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
+       "    // Request the server to send over a new figure.\n",
+       "    fig.send_draw_message();\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
+       "    fig.image_mode = msg['mode'];\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Called whenever the canvas gets updated.\n",
+       "    this.send_message(\"ack\", {});\n",
+       "}\n",
+       "\n",
+       "// A function to construct a web socket function for onmessage handling.\n",
+       "// Called in the figure constructor.\n",
+       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
+       "    return function socket_on_message(evt) {\n",
+       "        if (evt.data instanceof Blob) {\n",
+       "            /* FIXME: We get \"Resource interpreted as Image but\n",
+       "             * transferred with MIME type text/plain:\" errors on\n",
+       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
+       "             * to be part of the websocket stream */\n",
+       "            evt.data.type = \"image/png\";\n",
+       "\n",
+       "            /* Free the memory for the previous frames */\n",
+       "            if (fig.imageObj.src) {\n",
+       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
+       "                    fig.imageObj.src);\n",
+       "            }\n",
+       "\n",
+       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
+       "                evt.data);\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
+       "            fig.imageObj.src = evt.data;\n",
+       "            fig.updated_canvas_event();\n",
+       "            fig.waiting = false;\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        var msg = JSON.parse(evt.data);\n",
+       "        var msg_type = msg['type'];\n",
+       "\n",
+       "        // Call the  \"handle_{type}\" callback, which takes\n",
+       "        // the figure and JSON message as its only arguments.\n",
+       "        try {\n",
+       "            var callback = fig[\"handle_\" + msg_type];\n",
+       "        } catch (e) {\n",
+       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
+       "            return;\n",
+       "        }\n",
+       "\n",
+       "        if (callback) {\n",
+       "            try {\n",
+       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
+       "                callback(fig, msg);\n",
+       "            } catch (e) {\n",
+       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
+       "            }\n",
+       "        }\n",
+       "    };\n",
+       "}\n",
+       "\n",
+       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
+       "mpl.findpos = function(e) {\n",
+       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
+       "    var targ;\n",
+       "    if (!e)\n",
+       "        e = window.event;\n",
+       "    if (e.target)\n",
+       "        targ = e.target;\n",
+       "    else if (e.srcElement)\n",
+       "        targ = e.srcElement;\n",
+       "    if (targ.nodeType == 3) // defeat Safari bug\n",
+       "        targ = targ.parentNode;\n",
+       "\n",
+       "    // jQuery normalizes the pageX and pageY\n",
+       "    // pageX,Y are the mouse positions relative to the document\n",
+       "    // offset() returns the position of the element relative to the document\n",
+       "    var x = e.pageX - $(targ).offset().left;\n",
+       "    var y = e.pageY - $(targ).offset().top;\n",
+       "\n",
+       "    return {\"x\": x, \"y\": y};\n",
+       "};\n",
+       "\n",
+       "/*\n",
+       " * return a copy of an object with only non-object keys\n",
+       " * we need this to avoid circular references\n",
+       " * http://stackoverflow.com/a/24161582/3208463\n",
+       " */\n",
+       "function simpleKeys (original) {\n",
+       "  return Object.keys(original).reduce(function (obj, key) {\n",
+       "    if (typeof original[key] !== 'object')\n",
+       "        obj[key] = original[key]\n",
+       "    return obj;\n",
+       "  }, {});\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
+       "    var canvas_pos = mpl.findpos(event)\n",
+       "\n",
+       "    if (name === 'button_press')\n",
+       "    {\n",
+       "        this.canvas.focus();\n",
+       "        this.canvas_div.focus();\n",
+       "    }\n",
+       "\n",
+       "    var x = canvas_pos.x * mpl.ratio;\n",
+       "    var y = canvas_pos.y * mpl.ratio;\n",
+       "\n",
+       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
+       "                             step: event.step,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "\n",
+       "    /* This prevents the web browser from automatically changing to\n",
+       "     * the text insertion cursor when the button is pressed.  We want\n",
+       "     * to control all of the cursor setting manually through the\n",
+       "     * 'cursor' event from matplotlib */\n",
+       "    event.preventDefault();\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    // Handle any extra behaviour associated with a key event\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.key_event = function(event, name) {\n",
+       "\n",
+       "    // Prevent repeat events\n",
+       "    if (name == 'key_press')\n",
+       "    {\n",
+       "        if (event.which === this._key)\n",
+       "            return;\n",
+       "        else\n",
+       "            this._key = event.which;\n",
+       "    }\n",
+       "    if (name == 'key_release')\n",
+       "        this._key = null;\n",
+       "\n",
+       "    var value = '';\n",
+       "    if (event.ctrlKey && event.which != 17)\n",
+       "        value += \"ctrl+\";\n",
+       "    if (event.altKey && event.which != 18)\n",
+       "        value += \"alt+\";\n",
+       "    if (event.shiftKey && event.which != 16)\n",
+       "        value += \"shift+\";\n",
+       "\n",
+       "    value += 'k';\n",
+       "    value += event.which.toString();\n",
+       "\n",
+       "    this._key_event_extra(event, name);\n",
+       "\n",
+       "    this.send_message(name, {key: value,\n",
+       "                             guiEvent: simpleKeys(event)});\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
+       "    if (name == 'download') {\n",
+       "        this.handle_save(this, null);\n",
+       "    } else {\n",
+       "        this.send_message(\"toolbar_button\", {name: name});\n",
+       "    }\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
+       "    this.message.textContent = tooltip;\n",
+       "};\n",
+       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
+       "\n",
+       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
+       "\n",
+       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
+       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
+       "    // object with the appropriate methods. Currently this is a non binary\n",
+       "    // socket, so there is still some room for performance tuning.\n",
+       "    var ws = {};\n",
+       "\n",
+       "    ws.close = function() {\n",
+       "        comm.close()\n",
+       "    };\n",
+       "    ws.send = function(m) {\n",
+       "        //console.log('sending', m);\n",
+       "        comm.send(m);\n",
+       "    };\n",
+       "    // Register the callback with on_msg.\n",
+       "    comm.on_msg(function(msg) {\n",
+       "        //console.log('receiving', msg['content']['data'], msg);\n",
+       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
+       "        ws.onmessage(msg['content']['data'])\n",
+       "    });\n",
+       "    return ws;\n",
+       "}\n",
+       "\n",
+       "mpl.mpl_figure_comm = function(comm, msg) {\n",
+       "    // This is the function which gets called when the mpl process\n",
+       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
+       "\n",
+       "    var id = msg.content.data.id;\n",
+       "    // Get hold of the div created by the display call when the Comm\n",
+       "    // socket was opened in Python.\n",
+       "    var element = $(\"#\" + id);\n",
+       "    var ws_proxy = comm_websocket_adapter(comm)\n",
+       "\n",
+       "    function ondownload(figure, format) {\n",
+       "        window.open(figure.imageObj.src);\n",
+       "    }\n",
+       "\n",
+       "    var fig = new mpl.figure(id, ws_proxy,\n",
+       "                           ondownload,\n",
+       "                           element.get(0));\n",
+       "\n",
+       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
+       "    // web socket which is closed, not our websocket->open comm proxy.\n",
+       "    ws_proxy.onopen();\n",
+       "\n",
+       "    fig.parent_element = element.get(0);\n",
+       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
+       "    if (!fig.cell_info) {\n",
+       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
+       "        return;\n",
+       "    }\n",
+       "\n",
+       "    var output_index = fig.cell_info[2]\n",
+       "    var cell = fig.cell_info[0];\n",
+       "\n",
+       "};\n",
+       "\n",
+       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
+       "    var width = fig.canvas.width/mpl.ratio\n",
+       "    fig.root.unbind('remove')\n",
+       "\n",
+       "    // Update the output cell to use the data from the current canvas.\n",
+       "    fig.push_to_output();\n",
+       "    var dataURL = fig.canvas.toDataURL();\n",
+       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
+       "    // the notebook keyboard shortcuts fail.\n",
+       "    IPython.keyboard_manager.enable()\n",
+       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
+       "    fig.close_ws(fig, msg);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
+       "    fig.send_message('closing', msg);\n",
+       "    // fig.ws.close()\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
+       "    // Turn the data on the canvas into data in the output cell.\n",
+       "    var width = this.canvas.width/mpl.ratio\n",
+       "    var dataURL = this.canvas.toDataURL();\n",
+       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.updated_canvas_event = function() {\n",
+       "    // Tell IPython that the notebook contents must change.\n",
+       "    IPython.notebook.set_dirty(true);\n",
+       "    this.send_message(\"ack\", {});\n",
+       "    var fig = this;\n",
+       "    // Wait a second, then push the new image to the DOM so\n",
+       "    // that it is saved nicely (might be nice to debounce this).\n",
+       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._init_toolbar = function() {\n",
+       "    var fig = this;\n",
+       "\n",
+       "    var nav_element = $('<div/>')\n",
+       "    nav_element.attr('style', 'width: 100%');\n",
+       "    this.root.append(nav_element);\n",
+       "\n",
+       "    // Define a callback function for later on.\n",
+       "    function toolbar_event(event) {\n",
+       "        return fig.toolbar_button_onclick(event['data']);\n",
+       "    }\n",
+       "    function toolbar_mouse_event(event) {\n",
+       "        return fig.toolbar_button_onmouseover(event['data']);\n",
+       "    }\n",
+       "\n",
+       "    for(var toolbar_ind in mpl.toolbar_items){\n",
+       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
+       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
+       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
+       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
+       "\n",
+       "        if (!name) { continue; };\n",
+       "\n",
+       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
+       "        button.click(method_name, toolbar_event);\n",
+       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
+       "        nav_element.append(button);\n",
+       "    }\n",
+       "\n",
+       "    // Add the status bar.\n",
+       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
+       "    nav_element.append(status_bar);\n",
+       "    this.message = status_bar[0];\n",
+       "\n",
+       "    // Add the close button to the window.\n",
+       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
+       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
+       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
+       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
+       "    buttongrp.append(button);\n",
+       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
+       "    titlebar.prepend(buttongrp);\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._root_extra_style = function(el){\n",
+       "    var fig = this\n",
+       "    el.on(\"remove\", function(){\n",
+       "\tfig.close_ws(fig, {});\n",
+       "    });\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
+       "    // this is important to make the div 'focusable\n",
+       "    el.attr('tabindex', 0)\n",
+       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
+       "    // off when our div gets focus\n",
+       "\n",
+       "    // location in version 3\n",
+       "    if (IPython.notebook.keyboard_manager) {\n",
+       "        IPython.notebook.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "    else {\n",
+       "        // location in version 2\n",
+       "        IPython.keyboard_manager.register_events(el);\n",
+       "    }\n",
+       "\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
+       "    var manager = IPython.notebook.keyboard_manager;\n",
+       "    if (!manager)\n",
+       "        manager = IPython.keyboard_manager;\n",
+       "\n",
+       "    // Check for shift+enter\n",
+       "    if (event.shiftKey && event.which == 13) {\n",
+       "        this.canvas_div.blur();\n",
+       "        event.shiftKey = false;\n",
+       "        // Send a \"J\" for go to next cell\n",
+       "        event.which = 74;\n",
+       "        event.keyCode = 74;\n",
+       "        manager.command_mode();\n",
+       "        manager.handle_keydown(event);\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
+       "    fig.ondownload(fig, null);\n",
+       "}\n",
+       "\n",
+       "\n",
+       "mpl.find_output_cell = function(html_output) {\n",
+       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
+       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
+       "    // IPython event is triggered only after the cells have been serialised, which for\n",
+       "    // our purposes (turning an active figure into a static one), is too late.\n",
+       "    var cells = IPython.notebook.get_cells();\n",
+       "    var ncells = cells.length;\n",
+       "    for (var i=0; i<ncells; i++) {\n",
+       "        var cell = cells[i];\n",
+       "        if (cell.cell_type === 'code'){\n",
+       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
+       "                var data = cell.output_area.outputs[j];\n",
+       "                if (data.data) {\n",
+       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
+       "                    data = data.data;\n",
+       "                }\n",
+       "                if (data['text/html'] == html_output) {\n",
+       "                    return [cell, data, j];\n",
+       "                }\n",
+       "            }\n",
+       "        }\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       "// Register the function which deals with the matplotlib target/channel.\n",
+       "// The kernel may be null if the page has been refreshed.\n",
+       "if (IPython.notebook.kernel != null) {\n",
+       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
+       "}\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Javascript object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
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\" width=\"639.9999861283738\">"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "f, ax = plt.subplots(subplot_kw={'projection': '3d'})\n",
+    "\n",
+    "surf = ax.plot_surface(X, Y, data.T.values, cmap=cm.viridis,\n",
+    "                       linewidth=0, antialiased=False, rstride=1, cstride=1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## yt\n",
+    "\n",
+    "\"analysis toolkit operating on multidimensional datasets\" ... very useful/powerful for volume rendering & 3d Viz\n",
+    "\n",
+    "http://yt-project.org/doc/visualizing/volume_rendering.html"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img src=\"http://yt-project.org/doc/_images/vr_sample.jpg\">"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/Lectures/1_ComputationalAndInferentialThinking/03_Featurization_and_NLP.ipynb b/Lectures/1_ComputationalAndInferentialThinking/03_Featurization_and_NLP.ipynb
index 5865fb8..c4ba7e3 100644
--- a/Lectures/1_ComputationalAndInferentialThinking/03_Featurization_and_NLP.ipynb
+++ b/Lectures/1_ComputationalAndInferentialThinking/03_Featurization_and_NLP.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 159,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -147,15 +147,6 @@
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<Figure size 432x288 with 0 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
@@ -229,7 +220,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -316,7 +307,7 @@
        "5          Colombia     Brown   None    1.02"
       ]
      },
-     "execution_count": 1,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -341,7 +332,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -428,7 +419,7 @@
        "5          Colombia     brown   None    1.02"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -448,7 +439,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -457,7 +448,7 @@
        "1.516"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -469,7 +460,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -478,7 +469,7 @@
        "1.73"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -490,7 +481,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -577,7 +568,7 @@
        "5          Colombia     brown   None    1.02"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -597,7 +588,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -607,7 +598,7 @@
        "dtype: object"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -618,7 +609,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -705,7 +696,7 @@
        "5          Colombia     brown   None    1.02"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -725,7 +716,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -812,7 +803,7 @@
        "5          Colombia     brown    N/A    1.02"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -833,7 +824,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -985,7 +976,7 @@
        "5                1              0         0         0           1  "
       ]
      },
-     "execution_count": 9,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1010,7 +1001,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1019,7 +1010,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -1044,13 +1035,13 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>height</th>\n",
-       "      <th>country of origin_Colombia</th>\n",
        "      <th>country of origin_Mexico</th>\n",
+       "      <th>country of origin_Colombia</th>\n",
        "      <th>country of origin_Chile</th>\n",
        "      <th>country of origin_USA</th>\n",
        "      <th>eye color_brown</th>\n",
-       "      <th>eye color_blonde</th>\n",
        "      <th>eye color_red</th>\n",
+       "      <th>eye color_blonde</th>\n",
        "      <th>gender_F</th>\n",
        "      <th>gender_M</th>\n",
        "    </tr>\n",
@@ -1059,8 +1050,8 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>0.935272</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
@@ -1085,26 +1076,26 @@
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>-0.149101</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>1.369021</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "    </tr>\n",
@@ -1124,8 +1115,8 @@
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>-1.314803</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
@@ -1139,13 +1130,13 @@
        "</div>"
       ],
       "text/plain": [
-       "     height  country of origin_Colombia  country of origin_Mexico  \\\n",
-       "0  0.935272                         1.0                       0.0   \n",
-       "1 -0.691288                         0.0                       0.0   \n",
-       "2 -0.149101                         0.0                       1.0   \n",
-       "3  1.369021                         0.0                       1.0   \n",
-       "4 -0.149101                         0.0                       0.0   \n",
-       "5 -1.314803                         1.0                       0.0   \n",
+       "     height  country of origin_Mexico  country of origin_Colombia  \\\n",
+       "0  0.935272                       0.0                         1.0   \n",
+       "1 -0.691288                       0.0                         0.0   \n",
+       "2 -0.149101                       1.0                         0.0   \n",
+       "3  1.369021                       1.0                         0.0   \n",
+       "4 -0.149101                       0.0                         0.0   \n",
+       "5 -1.314803                       0.0                         1.0   \n",
        "\n",
        "   country of origin_Chile  country of origin_USA  eye color_brown  \\\n",
        "0                      0.0                    0.0              1.0   \n",
@@ -1155,16 +1146,16 @@
        "4                      1.0                    0.0              0.0   \n",
        "5                      0.0                    0.0              1.0   \n",
        "\n",
-       "   eye color_blonde  eye color_red  gender_F  gender_M  \n",
-       "0               0.0            0.0       0.0       1.0  \n",
-       "1               0.0            0.0       0.0       0.0  \n",
-       "2               1.0            0.0       1.0       0.0  \n",
-       "3               0.0            1.0       1.0       0.0  \n",
-       "4               0.0            0.0       1.0       0.0  \n",
-       "5               0.0            0.0       0.0       0.0  "
+       "   eye color_red  eye color_blonde  gender_F  gender_M  \n",
+       "0            0.0               0.0       0.0       1.0  \n",
+       "1            0.0               0.0       0.0       0.0  \n",
+       "2            0.0               1.0       1.0       0.0  \n",
+       "3            1.0               0.0       1.0       0.0  \n",
+       "4            0.0               0.0       1.0       0.0  \n",
+       "5            0.0               0.0       0.0       0.0  "
       ]
      },
-     "execution_count": 11,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1185,46 +1176,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 14,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "ConnectionError",
-     "evalue": "HTTPSConnectionPool(host='github.com', port=443): Max retries exceeded with url: /zygmuntz/time-series-classification/blob/master/data/wafer/Wafer.csv?raw=true (Caused by NewConnectionError('<urllib3.connection.VerifiedHTTPSConnection object at 0xa17c15160>: Failed to establish a new connection: [Errno 8] nodename nor servname provided, or not known',))",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mgaierror\u001b[0m                                  Traceback (most recent call last)",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/urllib3/connection.py\u001b[0m in \u001b[0;36m_new_conn\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    140\u001b[0m             conn = connection.create_connection(\n\u001b[0;32m--> 141\u001b[0;31m                 (self.host, self.port), self.timeout, **extra_kw)\n\u001b[0m\u001b[1;32m    142\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/urllib3/util/connection.py\u001b[0m in \u001b[0;36mcreate_connection\u001b[0;34m(address, timeout, source_address, socket_options)\u001b[0m\n\u001b[1;32m     59\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 60\u001b[0;31m     \u001b[0;32mfor\u001b[0m \u001b[0mres\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msocket\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetaddrinfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhost\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mport\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfamily\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msocket\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSOCK_STREAM\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     61\u001b[0m         \u001b[0maf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msocktype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mproto\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcanonname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msa\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/socket.py\u001b[0m in \u001b[0;36mgetaddrinfo\u001b[0;34m(host, port, family, type, proto, flags)\u001b[0m\n\u001b[1;32m    744\u001b[0m     \u001b[0maddrlist\u001b[0m \u001b[0;34m=\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[0;32m--> 745\u001b[0;31m     \u001b[0;32mfor\u001b[0m \u001b[0mres\u001b[0m \u001b[0;32min\u001b[0m \u001b[0m_socket\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetaddrinfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhost\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mport\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfamily\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mproto\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mflags\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    746\u001b[0m         \u001b[0maf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msocktype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mproto\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcanonname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msa\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mgaierror\u001b[0m: [Errno 8] nodename nor servname provided, or not known",
-      "\nDuring handling of the above exception, another exception occurred:\n",
-      "\u001b[0;31mNewConnectionError\u001b[0m                        Traceback (most recent call last)",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/urllib3/connectionpool.py\u001b[0m in \u001b[0;36murlopen\u001b[0;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[1;32m    600\u001b[0m                                                   \u001b[0mbody\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbody\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mheaders\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 601\u001b[0;31m                                                   chunked=chunked)\n\u001b[0m\u001b[1;32m    602\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/urllib3/connectionpool.py\u001b[0m in \u001b[0;36m_make_request\u001b[0;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[1;32m    345\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 346\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_validate_conn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconn\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    347\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mSocketTimeout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mBaseSSLError\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/urllib3/connectionpool.py\u001b[0m in \u001b[0;36m_validate_conn\u001b[0;34m(self, conn)\u001b[0m\n\u001b[1;32m    849\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'sock'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m  \u001b[0;31m# AppEngine might not have  `.sock`\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 850\u001b[0;31m             \u001b[0mconn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconnect\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    851\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/urllib3/connection.py\u001b[0m in \u001b[0;36mconnect\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    283\u001b[0m         \u001b[0;31m# Add certificate verification\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 284\u001b[0;31m         \u001b[0mconn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_new_conn\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    285\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/urllib3/connection.py\u001b[0m in \u001b[0;36m_new_conn\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    149\u001b[0m             raise NewConnectionError(\n\u001b[0;32m--> 150\u001b[0;31m                 self, \"Failed to establish a new connection: %s\" % e)\n\u001b[0m\u001b[1;32m    151\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mNewConnectionError\u001b[0m: <urllib3.connection.VerifiedHTTPSConnection object at 0xa17c15160>: Failed to establish a new connection: [Errno 8] nodename nor servname provided, or not known",
-      "\nDuring handling of the above exception, another exception occurred:\n",
-      "\u001b[0;31mMaxRetryError\u001b[0m                             Traceback (most recent call last)",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/requests/adapters.py\u001b[0m in \u001b[0;36msend\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m    448\u001b[0m                     \u001b[0mretries\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmax_retries\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 449\u001b[0;31m                     \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    450\u001b[0m                 )\n",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/urllib3/connectionpool.py\u001b[0m in \u001b[0;36murlopen\u001b[0;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[1;32m    638\u001b[0m             retries = retries.increment(method, url, error=e, _pool=self,\n\u001b[0;32m--> 639\u001b[0;31m                                         _stacktrace=sys.exc_info()[2])\n\u001b[0m\u001b[1;32m    640\u001b[0m             \u001b[0mretries\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\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[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/urllib3/util/retry.py\u001b[0m in \u001b[0;36mincrement\u001b[0;34m(self, method, url, response, error, _pool, _stacktrace)\u001b[0m\n\u001b[1;32m    387\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mnew_retry\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_exhausted\u001b[0m\u001b[0;34m(\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[0;32m--> 388\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mMaxRetryError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_pool\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merror\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mResponseError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcause\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    389\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mMaxRetryError\u001b[0m: HTTPSConnectionPool(host='github.com', port=443): Max retries exceeded with url: /zygmuntz/time-series-classification/blob/master/data/wafer/Wafer.csv?raw=true (Caused by NewConnectionError('<urllib3.connection.VerifiedHTTPSConnection object at 0xa17c15160>: Failed to establish a new connection: [Errno 8] nodename nor servname provided, or not known',))",
-      "\nDuring handling of the above exception, another exception occurred:\n",
-      "\u001b[0;31mConnectionError\u001b[0m                           Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-12-ac5461e0e88b>\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[0mrequests\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mio\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mStringIO\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mdat_file\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrequests\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"https://github.com/zygmuntz/time-series-classification/blob/master/data/wafer/Wafer.csv?raw=true\"\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      4\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mStringIO\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdat_file\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/requests/api.py\u001b[0m in \u001b[0;36mget\u001b[0;34m(url, params, **kwargs)\u001b[0m\n\u001b[1;32m     73\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     74\u001b[0m     \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'allow_redirects'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 75\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'get'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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     76\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     77\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/requests/api.py\u001b[0m in \u001b[0;36mrequest\u001b[0;34m(method, url, **kwargs)\u001b[0m\n\u001b[1;32m     58\u001b[0m     \u001b[0;31m# cases, and look like a memory leak in others.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     59\u001b[0m     \u001b[0;32mwith\u001b[0m \u001b[0msessions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSession\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 60\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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     61\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     62\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/requests/sessions.py\u001b[0m in \u001b[0;36mrequest\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m    531\u001b[0m         }\n\u001b[1;32m    532\u001b[0m         \u001b[0msend_kwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msettings\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 533\u001b[0;31m         \u001b[0mresp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprep\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0msend_kwargs\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    534\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    535\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mresp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/requests/sessions.py\u001b[0m in \u001b[0;36msend\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m    644\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    645\u001b[0m         \u001b[0;31m# Send the request\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 646\u001b[0;31m         \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0madapter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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    647\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    648\u001b[0m         \u001b[0;31m# Total elapsed time of the request (approximately)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/requests/adapters.py\u001b[0m in \u001b[0;36msend\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m    514\u001b[0m                 \u001b[0;32mraise\u001b[0m \u001b[0mSSLError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    515\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 516\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mConnectionError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrequest\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    517\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    518\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mClosedPoolError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mConnectionError\u001b[0m: HTTPSConnectionPool(host='github.com', port=443): Max retries exceeded with url: /zygmuntz/time-series-classification/blob/master/data/wafer/Wafer.csv?raw=true (Caused by NewConnectionError('<urllib3.connection.VerifiedHTTPSConnection object at 0xa17c15160>: Failed to establish a new connection: [Errno 8] nodename nor servname provided, or not known',))"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import requests\n",
     "from io import StringIO\n",
@@ -1234,7 +1188,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1248,7 +1202,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -1272,62 +1226,181 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>country of origin</th>\n",
-       "      <th>eye color</th>\n",
-       "      <th>gender</th>\n",
-       "      <th>height</th>\n",
+       "      <th>0</th>\n",
+       "      <th>1</th>\n",
+       "      <th>2</th>\n",
+       "      <th>3</th>\n",
+       "      <th>4</th>\n",
+       "      <th>5</th>\n",
+       "      <th>6</th>\n",
+       "      <th>7</th>\n",
+       "      <th>8</th>\n",
+       "      <th>9</th>\n",
+       "      <th>...</th>\n",
+       "      <th>143</th>\n",
+       "      <th>144</th>\n",
+       "      <th>145</th>\n",
+       "      <th>146</th>\n",
+       "      <th>147</th>\n",
+       "      <th>148</th>\n",
+       "      <th>149</th>\n",
+       "      <th>150</th>\n",
+       "      <th>151</th>\n",
+       "      <th>152</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>Colombia</td>\n",
-       "      <td>brown</td>\n",
-       "      <td>M</td>\n",
-       "      <td>1.85</td>\n",
+       "      <td>1.01430</td>\n",
+       "      <td>1.0143</td>\n",
+       "      <td>1.01430</td>\n",
+       "      <td>1.01430</td>\n",
+       "      <td>1.01430</td>\n",
+       "      <td>1.0143</td>\n",
+       "      <td>1.01430</td>\n",
+       "      <td>1.01430</td>\n",
+       "      <td>1.01430</td>\n",
+       "      <td>1.0143</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.01430</td>\n",
+       "      <td>1.01430</td>\n",
+       "      <td>1.014300</td>\n",
+       "      <td>1.014300</td>\n",
+       "      <td>1.014300</td>\n",
+       "      <td>1.014300</td>\n",
+       "      <td>1.014300</td>\n",
+       "      <td>1.014300</td>\n",
+       "      <td>1.01430</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>USA</td>\n",
-       "      <td>brown</td>\n",
-       "      <td>None</td>\n",
-       "      <td>1.25</td>\n",
+       "      <td>-0.88485</td>\n",
+       "      <td>-1.0375</td>\n",
+       "      <td>-0.97771</td>\n",
+       "      <td>-1.01690</td>\n",
+       "      <td>-0.98675</td>\n",
+       "      <td>-1.0107</td>\n",
+       "      <td>-0.98142</td>\n",
+       "      <td>-1.01920</td>\n",
+       "      <td>-0.96448</td>\n",
+       "      <td>-1.0542</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-1.00060</td>\n",
+       "      <td>-0.99919</td>\n",
+       "      <td>-1.002200</td>\n",
+       "      <td>-0.997130</td>\n",
+       "      <td>-1.005200</td>\n",
+       "      <td>-0.992500</td>\n",
+       "      <td>-1.012500</td>\n",
+       "      <td>-0.980370</td>\n",
+       "      <td>-1.03760</td>\n",
+       "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>Mexico</td>\n",
-       "      <td>blonde</td>\n",
-       "      <td>F</td>\n",
-       "      <td>1.45</td>\n",
+       "      <td>0.58040</td>\n",
+       "      <td>0.5804</td>\n",
+       "      <td>0.59777</td>\n",
+       "      <td>0.59777</td>\n",
+       "      <td>0.58040</td>\n",
+       "      <td>0.5804</td>\n",
+       "      <td>0.59777</td>\n",
+       "      <td>0.58040</td>\n",
+       "      <td>0.58040</td>\n",
+       "      <td>0.5804</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.42407</td>\n",
+       "      <td>0.40670</td>\n",
+       "      <td>0.389330</td>\n",
+       "      <td>0.371960</td>\n",
+       "      <td>0.354590</td>\n",
+       "      <td>0.337220</td>\n",
+       "      <td>0.319860</td>\n",
+       "      <td>0.302490</td>\n",
+       "      <td>0.28512</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>Mexico</td>\n",
-       "      <td>red</td>\n",
-       "      <td>F</td>\n",
-       "      <td>2.01</td>\n",
+       "      <td>-0.88390</td>\n",
+       "      <td>-1.0371</td>\n",
+       "      <td>-0.97998</td>\n",
+       "      <td>-1.01210</td>\n",
+       "      <td>-0.99210</td>\n",
+       "      <td>-1.0048</td>\n",
+       "      <td>-1.00040</td>\n",
+       "      <td>-0.99608</td>\n",
+       "      <td>-1.01120</td>\n",
+       "      <td>-0.9817</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-1.00020</td>\n",
+       "      <td>-0.99878</td>\n",
+       "      <td>-1.001800</td>\n",
+       "      <td>-0.996730</td>\n",
+       "      <td>-1.004800</td>\n",
+       "      <td>-0.992100</td>\n",
+       "      <td>-1.012100</td>\n",
+       "      <td>-0.979980</td>\n",
+       "      <td>-1.03710</td>\n",
+       "      <td>-1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>Chile</td>\n",
-       "      <td>None</td>\n",
-       "      <td>F</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>1.10500</td>\n",
+       "      <td>1.2856</td>\n",
+       "      <td>1.19630</td>\n",
+       "      <td>1.25610</td>\n",
+       "      <td>1.21950</td>\n",
+       "      <td>1.2133</td>\n",
+       "      <td>1.21540</td>\n",
+       "      <td>1.22240</td>\n",
+       "      <td>1.23160</td>\n",
+       "      <td>1.2081</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.14516</td>\n",
+       "      <td>0.11434</td>\n",
+       "      <td>0.083001</td>\n",
+       "      <td>0.052635</td>\n",
+       "      <td>0.020452</td>\n",
+       "      <td>-0.008753</td>\n",
+       "      <td>-0.042507</td>\n",
+       "      <td>-0.069158</td>\n",
+       "      <td>-0.10816</td>\n",
+       "      <td>-1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>5 rows × 153 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "  country of origin eye color gender  height\n",
-       "0          Colombia     brown      M    1.85\n",
-       "1               USA     brown   None    1.25\n",
-       "2            Mexico    blonde      F    1.45\n",
-       "3            Mexico       red      F    2.01\n",
-       "4             Chile      None      F     NaN"
+       "       0       1        2        3        4       5        6        7    \\\n",
+       "0  1.01430  1.0143  1.01430  1.01430  1.01430  1.0143  1.01430  1.01430   \n",
+       "1 -0.88485 -1.0375 -0.97771 -1.01690 -0.98675 -1.0107 -0.98142 -1.01920   \n",
+       "2  0.58040  0.5804  0.59777  0.59777  0.58040  0.5804  0.59777  0.58040   \n",
+       "3 -0.88390 -1.0371 -0.97998 -1.01210 -0.99210 -1.0048 -1.00040 -0.99608   \n",
+       "4  1.10500  1.2856  1.19630  1.25610  1.21950  1.2133  1.21540  1.22240   \n",
+       "\n",
+       "       8       9   ...       143      144       145       146       147  \\\n",
+       "0  1.01430  1.0143 ...   1.01430  1.01430  1.014300  1.014300  1.014300   \n",
+       "1 -0.96448 -1.0542 ...  -1.00060 -0.99919 -1.002200 -0.997130 -1.005200   \n",
+       "2  0.58040  0.5804 ...   0.42407  0.40670  0.389330  0.371960  0.354590   \n",
+       "3 -1.01120 -0.9817 ...  -1.00020 -0.99878 -1.001800 -0.996730 -1.004800   \n",
+       "4  1.23160  1.2081 ...   0.14516  0.11434  0.083001  0.052635  0.020452   \n",
+       "\n",
+       "        148       149       150      151  152  \n",
+       "0  1.014300  1.014300  1.014300  1.01430    1  \n",
+       "1 -0.992500 -1.012500 -0.980370 -1.03760   -1  \n",
+       "2  0.337220  0.319860  0.302490  0.28512    1  \n",
+       "3 -0.992100 -1.012100 -0.979980 -1.03710   -1  \n",
+       "4 -0.008753 -0.042507 -0.069158 -0.10816   -1  \n",
+       "\n",
+       "[5 rows x 153 columns]"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1338,36 +1411,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
-     "ename": "KeyError",
-     "evalue": "152",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2524\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2525\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\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   2526\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;31mKeyError\u001b[0m: 152",
-      "\nDuring handling of the above exception, another exception occurred:\n",
-      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-14-cd8555552511>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m152\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue_counts\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[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2137\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2138\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2139\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\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   2140\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2141\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\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[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_getitem_column\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2144\u001b[0m         \u001b[0;31m# get column\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2145\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2146\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_item_cache\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\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   2147\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2148\u001b[0m         \u001b[0;31m# duplicate columns & possible reduce dimensionality\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_get_item_cache\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m   1840\u001b[0m         \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1841\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mres\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1842\u001b[0;31m             \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\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   1843\u001b[0m             \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_box_item_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1844\u001b[0m             \u001b[0mcache\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/pandas/core/internals.py\u001b[0m in \u001b[0;36mget\u001b[0;34m(self, item, fastpath)\u001b[0m\n\u001b[1;32m   3841\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3842\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\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[0;32m-> 3843\u001b[0;31m                 \u001b[0mloc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\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   3844\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3845\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0misna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\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[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2525\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2526\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2527\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\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   2528\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2529\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;31mKeyError\u001b[0m: 152"
-     ]
+     "data": {
+      "text/plain": [
+       " 1    6402\n",
+       "-1     762\n",
+       "Name: 152, dtype: int64"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -1376,21 +1433,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 18,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "IndexError",
-     "evalue": "index 152 is out of bounds for axis 1 with size 4",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-15-d33a69665621>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m## save the data as numpy arrays\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mtarget\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m152\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mint\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      3\u001b[0m \u001b[0mtime_series\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m152\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mIndexError\u001b[0m: index 152 is out of bounds for axis 1 with size 4"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "## save the data as numpy arrays\n",
     "target = df.values[:,152].astype(int)\n",
@@ -1399,19 +1444,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
-     "ename": "NameError",
-     "evalue": "name 'target' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-16-3c977cfdc55a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mnormal_inds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0margwhere\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtarget\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m;\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrandom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshuffle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnormal_inds\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      2\u001b[0m \u001b[0mabnormal_inds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0margwhere\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtarget\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[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrandom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshuffle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mabnormal_inds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mnum_to_plot\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[1;32m      5\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0max1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max2\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnrows\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mncols\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msharey\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m12\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m6\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[0;31mNameError\u001b[0m: name 'target' is not defined"
-     ]
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Value')"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
    ],
    "source": [
@@ -1441,19 +1495,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
-     "ename": "NameError",
-     "evalue": "name 'time_series' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-17-60a502aa15f8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mf1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtime_series\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# how about the mean?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mf1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'time_series' is not defined"
-     ]
+     "data": {
+      "text/plain": [
+       "(7164,)"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -1463,19 +1516,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
-     "ename": "NameError",
-     "evalue": "name 'f1' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-18-9a8cfe153f91>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mwarnings\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfilterwarnings\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"ignore\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdistplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m: name 'f1' is not defined"
-     ]
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
    ],
    "source": [
@@ -1488,9 +1540,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0xa1b5f3908>"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "ax = sns.distplot(f1[normal_inds], kde_kws={\"label\": \"normal\"})\n",
     "sns.distplot(f1[abnormal_inds], ax=ax, kde_kws={\"label\": \"abnormal\"})"
@@ -1498,9 +1571,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 23,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(7164,)"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "f2 = np.min(time_series, axis=1)  # how about the mean?\n",
     "f2.shape"
@@ -1508,9 +1592,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0xa1b7f4470>"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "ax = sns.distplot(f2[normal_inds], kde_kws={\"label\": \"normal\"})\n",
     "sns.distplot(f2[abnormal_inds], ax=ax, kde_kws={\"label\": \"abnormal\"})"
@@ -1525,7 +1630,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1534,36 +1639,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 26,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "KeyError",
-     "evalue": "152",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2524\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2525\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\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   2526\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;31mKeyError\u001b[0m: 152",
-      "\nDuring handling of the above exception, another exception occurred:\n",
-      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-20-d0db5001b585>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mdfc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcopy\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[0;32m----> 2\u001b[0;31m \u001b[0;32mdel\u001b[0m \u001b[0mdfc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m152\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      3\u001b[0m \u001b[0md\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdfc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstack\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[1;32m      4\u001b[0m \u001b[0md\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreset_index\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[1;32m      5\u001b[0m \u001b[0md\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrename\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m\"level_0\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m\"id\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"level_1\"\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m\"time\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m\"value\"\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[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__delitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2094\u001b[0m             \u001b[0;31m# there was no match, this call should raise the appropriate\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2095\u001b[0m             \u001b[0;31m# exception:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2096\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdelete\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\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   2097\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2098\u001b[0m         \u001b[0;31m# delete from the caches\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/pandas/core/internals.py\u001b[0m in \u001b[0;36mdelete\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m   3900\u001b[0m         \u001b[0mDelete\u001b[0m \u001b[0mselected\u001b[0m \u001b[0mitem\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mitems\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mnon\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0munique\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32min\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mplace\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3901\u001b[0m         \"\"\"\n\u001b[0;32m-> 3902\u001b[0;31m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\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   3903\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3904\u001b[0m         \u001b[0mis_deleted\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbool_\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32m/Users/jbloom/anaconda3/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2525\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2526\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2527\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\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   2528\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2529\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
-      "\u001b[0;31mKeyError\u001b[0m: 152"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "dfc = df.copy()\n",
     "del dfc[152]\n",
@@ -1575,18 +1653,301 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
-     "ename": "NameError",
-     "evalue": "name 'd' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-21-171c43847c85>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mtsfresh\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mextract_relevant_features\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m features_filtered_direct = extract_relevant_features(d[d[\"id\"] < max_num], y.iloc[0:max_num],\n\u001b[0m\u001b[1;32m      8\u001b[0m                                                      column_id='id', column_sort='time', n_jobs=4)\n\u001b[1;32m      9\u001b[0m \u001b[0;31m#extracted_features = extract_features(, column_id=\"id\",\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'd' is not defined"
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Feature Extraction: 100%|██████████| 20/20 [00:21<00:00,  1.08s/it]\n",
+      "WARNING:tsfresh.utilities.dataframe_functions:The columns ['value__fft_coefficient__coeff_77__attr_\"abs\"'\n",
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+      " 'value__fft_coefficient__coeff_96__attr_\"imag\"'\n",
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+      " 'value__fft_coefficient__coeff_97__attr_\"angle\"'\n",
+      " 'value__fft_coefficient__coeff_97__attr_\"imag\"'\n",
+      " 'value__fft_coefficient__coeff_97__attr_\"real\"'\n",
+      " 'value__fft_coefficient__coeff_98__attr_\"abs\"'\n",
+      " 'value__fft_coefficient__coeff_98__attr_\"angle\"'\n",
+      " 'value__fft_coefficient__coeff_98__attr_\"imag\"'\n",
+      " 'value__fft_coefficient__coeff_98__attr_\"real\"'\n",
+      " 'value__fft_coefficient__coeff_99__attr_\"abs\"'\n",
+      " 'value__fft_coefficient__coeff_99__attr_\"angle\"'\n",
+      " 'value__fft_coefficient__coeff_99__attr_\"imag\"'\n",
+      " 'value__fft_coefficient__coeff_99__attr_\"real\"'] did not have any finite values. Filling with zeros.\n",
+      "WARNING:tsfresh.feature_selection.relevance:Infered classification as machine learning task\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__autocorrelation__lag_0 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.2 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.4 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.2 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.4 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.6 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.2__ql_0.8 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.6 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.2__ql_0.8 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.4 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.6 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.4__ql_0.8 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.6 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.6__ql_0.8 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.4 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.2 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.6 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_False__qh_0.8__ql_0.8 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.4 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.6 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.4__ql_0.8 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.6 is constant\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.2__ql_0.8 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.4 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.6__ql_0.8 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.6 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"mean\"__isabs_True__qh_0.8__ql_0.8 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.4__ql_0.8 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.2 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.6 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.6__ql_0.8 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_True__qh_0.8__ql_0.8 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_0__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.4 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.6 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.2__ql_0.8 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.4 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.6 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.4__ql_0.8 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.6 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.6__ql_0.8 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__change_quantiles__f_agg_\"var\"__isabs_False__qh_0.8__ql_0.8 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_76__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_77__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_87__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_77__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_77__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_77__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_78__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_78__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__partial_autocorrelation__lag_0 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_87__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_78__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_78__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_88__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_79__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_99__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__range_count__max_0__min_1000000000000.0 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_99__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_79__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_88__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_79__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_99__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_88__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_88__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_99__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_89__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_89__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__large_standard_deviation__r_0.05 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__symmetry_looking__r_0.0 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_89__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__large_standard_deviation__r_0.5 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_79__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__symmetry_looking__r_0.45 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_89__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__large_standard_deviation__r_0.55 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_80__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__symmetry_looking__r_0.5 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__large_standard_deviation__r_0.6000000000000001 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__symmetry_looking__r_0.55 is constant\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_80__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_90__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_90__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_80__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__symmetry_looking__r_0.6000000000000001 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_90__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_80__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__symmetry_looking__r_0.65 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__large_standard_deviation__r_0.65 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_90__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_81__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__large_standard_deviation__r_0.7000000000000001 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__symmetry_looking__r_0.7000000000000001 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__symmetry_looking__r_0.75 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__large_standard_deviation__r_0.75 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_81__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_91__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__large_standard_deviation__r_0.8 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_91__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__large_standard_deviation__r_0.8500000000000001 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_91__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__large_standard_deviation__r_0.9 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_91__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__large_standard_deviation__r_0.9500000000000001 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_92__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_92__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__length is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_92__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__symmetry_looking__r_0.8 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_81__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_92__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_81__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_93__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_93__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_82__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_93__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_93__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_94__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__symmetry_looking__r_0.8500000000000001 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_94__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_94__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_82__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_94__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__symmetry_looking__r_0.9 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_95__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_95__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_82__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_82__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_95__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_95__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__symmetry_looking__r_0.9500000000000001 is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_96__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_83__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_96__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_83__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__variance_larger_than_standard_deviation is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_96__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_96__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_83__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_97__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_83__attr_\"real\" is constant\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_97__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_84__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_97__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_97__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_84__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_98__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_84__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_98__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_84__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_98__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_98__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_85__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_85__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_85__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_85__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_86__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_86__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_86__attr_\"imag\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_86__attr_\"real\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_87__attr_\"abs\" is constant\n",
+      "WARNING:tsfresh.feature_selection.relevance:[test_feature_significance] Feature value__fft_coefficient__coeff_87__attr_\"angle\" is constant\n",
+      "WARNING:tsfresh.feature_selection.significance_tests:[target_binary_feature_binary_test] A binary feature should have only values 1 and 0 (incl. True and False). Instead found {0.0, 180.0} in feature ''value__fft_coefficient__coeff_0__attr_\"angle\"''.\n",
+      "WARNING:tsfresh.feature_selection.significance_tests:[target_binary_feature_binary_test] A binary feature should have only values 1 and 0 (incl. True and False). Instead found {0.0, 180.0} in feature ''value__fft_coefficient__coeff_76__attr_\"angle\"''.\n",
+      "WARNING:tsfresh.feature_selection.significance_tests:[target_binary_feature_binary_test] A binary feature should have only values 1 and 0 (incl. True and False). Instead found {0.0, 0.006578947368421052} in feature ''value__ratio_beyond_r_sigma__r_10''.\n",
+      "WARNING:tsfresh.feature_selection.significance_tests:[target_binary_feature_binary_test] A binary feature should have only values 1 and 0 (incl. True and False). Instead found {0.0, 0.006578947368421052} in feature ''value__ratio_beyond_r_sigma__r_7''.\n",
+      "WARNING:tsfresh.feature_selection.significance_tests:[target_binary_feature_binary_test] A binary feature should have only values 1 and 0 (incl. True and False). Instead found {0.0, 0.006578947368421052} in feature ''value__ratio_beyond_r_sigma__r_6''.\n",
+      "WARNING:tsfresh.feature_selection.significance_tests:[target_binary_feature_binary_test] A binary feature should have only values 1 and 0 (incl. True and False). Instead found {0.0, 2.0} in feature ''value__value_count__value_-1''.\n",
+      "WARNING:tsfresh.feature_selection.significance_tests:[target_binary_feature_binary_test] A binary feature should have only values 1 and 0 (incl. True and False). Instead found {0.0, 2.0} in feature ''value__value_count__value_1''.\n",
+      "WARNING:tsfresh.feature_selection.significance_tests:[target_binary_feature_binary_test] A binary feature should have only values 1 and 0 (incl. True and False). Instead found {0.0, 180.0} in feature ''value__fft_coefficient__coeff_0__attr_\"angle\"''.\n",
+      "WARNING:tsfresh.feature_selection.significance_tests:[target_binary_feature_binary_test] A binary feature should have only values 1 and 0 (incl. True and False). Instead found {0.0, 180.0} in feature ''value__fft_coefficient__coeff_76__attr_\"angle\"''.\n",
+      "WARNING:tsfresh.feature_selection.significance_tests:[target_binary_feature_binary_test] A binary feature should have only values 1 and 0 (incl. True and False). Instead found {0.0, 0.006578947368421052} in feature ''value__ratio_beyond_r_sigma__r_10''.\n",
+      "WARNING:tsfresh.feature_selection.significance_tests:[target_binary_feature_binary_test] A binary feature should have only values 1 and 0 (incl. True and False). Instead found {0.0, 0.006578947368421052} in feature ''value__ratio_beyond_r_sigma__r_7''.\n",
+      "WARNING:tsfresh.feature_selection.significance_tests:[target_binary_feature_binary_test] A binary feature should have only values 1 and 0 (incl. True and False). Instead found {0.0, 0.006578947368421052} in feature ''value__ratio_beyond_r_sigma__r_6''.\n",
+      "WARNING:tsfresh.feature_selection.significance_tests:[target_binary_feature_binary_test] A binary feature should have only values 1 and 0 (incl. True and False). Instead found {0.0, 2.0} in feature ''value__value_count__value_-1''.\n",
+      "WARNING:tsfresh.feature_selection.significance_tests:[target_binary_feature_binary_test] A binary feature should have only values 1 and 0 (incl. True and False). Instead found {0.0, 2.0} in feature ''value__value_count__value_1''.\n"
      ]
     }
    ],
@@ -1605,9 +1966,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.PairGrid at 0xa1a49bc50>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 946x900 with 30 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "feats = features_filtered_direct[features_filtered_direct.columns[0:4]].rename(lambda x: x[0:14], axis='columns')\n",
     "feats[\"target\"] = y.iloc[0:max_num]\n",
@@ -1658,7 +2040,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1668,7 +2050,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -1677,7 +2059,7 @@
        "['rec.autos', 'sci.space']"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1688,7 +2070,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -1729,7 +2111,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -1738,7 +2120,7 @@
        "'rec.autos'"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1749,7 +2131,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1766,7 +2148,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -1775,7 +2157,7 @@
        "array([ 676,  910,  756, ..., 1433,  413,  602])"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1788,7 +2170,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -1797,7 +2179,7 @@
        "Text(0.5, 0, 'number of charaters')"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1821,7 +2203,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -1830,7 +2212,7 @@
        "array([112, 130, 110, ..., 205,  59,  79])"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1843,7 +2225,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
@@ -1852,7 +2234,7 @@
        "Text(0.5, 0, 'number of words')"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 37,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1876,7 +2258,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
@@ -1885,7 +2267,7 @@
        "array([4, 5, 4, ..., 2, 1, 0])"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1898,7 +2280,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
@@ -1907,7 +2289,7 @@
        "Text(0.5, 0, 'number of questions asked')"
       ]
      },
-     "execution_count": 33,
+     "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1971,7 +2353,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1984,7 +2366,8 @@
     "# nlp = spacy.load(\"es\")\n",
     "\n",
     "doc = nlp(u\"Guido said that 'Python is one of the best languages for doing Data Science.' \"\n",
-    "                   \"Why he said that should be clear to anyone who knows Python.\")"
+    "                   \"Why he said that should be clear to anyone who knows Python.\")\n",
+    "en_doc = doc"
    ]
   },
   {
@@ -1996,9 +2379,46 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 41,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Guido Guido PROPN NNP nsubj Xxxxx True False\n",
+      "said say VERB VBD ROOT xxxx True False\n",
+      "that that ADP IN mark xxxx True True\n",
+      "' ' PUNCT `` punct ' False False\n",
+      "Python Python PROPN NNP nsubj Xxxxx True False\n",
+      "is be VERB VBZ ccomp xx True True\n",
+      "one one NUM CD attr xxx True True\n",
+      "of of ADP IN prep xx True True\n",
+      "the the DET DT det xxx True True\n",
+      "best good ADJ JJS amod xxxx True False\n",
+      "languages language NOUN NNS pobj xxxx True False\n",
+      "for for ADP IN prep xxx True True\n",
+      "doing do VERB VBG pcomp xxxx True True\n",
+      "Data Data PROPN NNP compound Xxxx True False\n",
+      "Science Science PROPN NNP dobj Xxxxx True False\n",
+      ". . PUNCT . punct . False False\n",
+      "' ' PUNCT '' punct ' False False\n",
+      "Why why ADV WRB advmod Xxx True True\n",
+      "he -PRON- PRON PRP nsubj xx True True\n",
+      "said say VERB VBD ROOT xxxx True False\n",
+      "that that DET DT nsubj xxxx True True\n",
+      "should should VERB MD aux xxxx True True\n",
+      "be be VERB VB ccomp xx True True\n",
+      "clear clear ADJ JJ acomp xxxx True False\n",
+      "to to ADP IN prep xx True True\n",
+      "anyone anyone NOUN NN pobj xxxx True True\n",
+      "who who PRON WP nsubj xxx True True\n",
+      "knows know VERB VBZ relcl xxxx True False\n",
+      "Python Python PROPN NNP dobj Xxxxx True False\n",
+      ". . PUNCT . punct . False False\n"
+     ]
+    }
+   ],
    "source": [
     "for token in doc:\n",
     "    print(token.text, token.lemma_, token.pos_, token.tag_, token.dep_,\n",
@@ -2007,9 +2427,366 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 42,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
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+       "    <path class=\"displacy-arc\" id=\"arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-11\" stroke-width=\"2px\" d=\"M2170,264.5 C2170,177.0 2315.0,177.0 2315.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-11\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">compound</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M2170,266.5 L2162,254.5 2178,254.5\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-12\" stroke-width=\"2px\" d=\"M1995,264.5 C1995,89.5 2320.0,89.5 2320.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-12\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">dobj</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M2320.0,266.5 L2328.0,254.5 2312.0,254.5\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-13\" stroke-width=\"2px\" d=\"M2520,264.5 C2520,89.5 2845.0,89.5 2845.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-13\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">advmod</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M2520,266.5 L2512,254.5 2528,254.5\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-14\" stroke-width=\"2px\" d=\"M2695,264.5 C2695,177.0 2840.0,177.0 2840.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-14\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M2695,266.5 L2687,254.5 2703,254.5\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-15\" stroke-width=\"2px\" d=\"M3045,264.5 C3045,89.5 3370.0,89.5 3370.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-15\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M3045,266.5 L3037,254.5 3053,254.5\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-16\" stroke-width=\"2px\" d=\"M3220,264.5 C3220,177.0 3365.0,177.0 3365.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-16\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">aux</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M3220,266.5 L3212,254.5 3228,254.5\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-17\" stroke-width=\"2px\" d=\"M2870,264.5 C2870,2.0 3375.0,2.0 3375.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-17\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">ccomp</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M3375.0,266.5 L3383.0,254.5 3367.0,254.5\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-18\" stroke-width=\"2px\" d=\"M3395,264.5 C3395,177.0 3540.0,177.0 3540.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-18\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">acomp</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M3540.0,266.5 L3548.0,254.5 3532.0,254.5\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-19\" stroke-width=\"2px\" d=\"M3570,264.5 C3570,177.0 3715.0,177.0 3715.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-19\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">prep</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M3715.0,266.5 L3723.0,254.5 3707.0,254.5\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-20\" stroke-width=\"2px\" d=\"M3745,264.5 C3745,177.0 3890.0,177.0 3890.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-20\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M3890.0,266.5 L3898.0,254.5 3882.0,254.5\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-21\" stroke-width=\"2px\" d=\"M4095,264.5 C4095,177.0 4240.0,177.0 4240.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-21\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M4095,266.5 L4087,254.5 4103,254.5\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-22\" stroke-width=\"2px\" d=\"M3920,264.5 C3920,89.5 4245.0,89.5 4245.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-22\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">relcl</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M4245.0,266.5 L4253.0,254.5 4237.0,254.5\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-23\" stroke-width=\"2px\" d=\"M4270,264.5 C4270,177.0 4415.0,177.0 4415.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-10eabcb4ab2f4afb9fe591b91c4d2199-0-23\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">dobj</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M4415.0,266.5 L4423.0,254.5 4407.0,254.5\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "</svg>\n",
+       "</figure>\n",
+       "</body>\n",
+       "</html>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Using the 'dep' visualizer\n",
+      "Serving on http://0.0.0.0:5000 ...\n",
+      "\n",
+      "Shutting down server on port 5000.\n"
+     ]
+    }
+   ],
    "source": [
     "from spacy import displacy\n",
     "\n",
@@ -2018,16 +2795,49 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 43,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">\n",
+       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
+       "    Guido\n",
+       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
+       "</mark>\n",
+       " said that '\n",
+       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
+       "    Python\n",
+       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
+       "</mark>\n",
+       " is one of the best languages for doing \n",
+       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
+       "    Data Science\n",
+       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
+       "</mark>\n",
+       ".' Why he said that should be clear to anyone who knows \n",
+       "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone\">\n",
+       "    Python\n",
+       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
+       "</mark>\n",
+       ".</div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "displacy.render(doc, style = \"ent\", jupyter = True)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2036,7 +2846,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2048,9 +2858,45 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 46,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "En En ADP ADP__AdpType=Prep case Xx True True\n",
+      "los lo DET DET__Definite=Def|Gender=Masc|Number=Plur|PronType=Art det xxx True True\n",
+      "últimos último ADJ ADJ__Gender=Masc|Number=Plur|NumType=Ord amod xxxx True True\n",
+      "años año NOUN NOUN__Gender=Masc|Number=Plur obl xxxx True False\n",
+      ", , PUNCT PUNCT__PunctType=Comm punct , False False\n",
+      "los lo DET DET__Definite=Def|Gender=Masc|Number=Plur|PronType=Art det xxx True True\n",
+      "investigadores investigador NOUN NOUN__Gender=Masc|Number=Plur nsubj xxxx True False\n",
+      "comenzaron comenzar AUX AUX__Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin aux xxxx True False\n",
+      "ainformar ainformar VERB VERB__VerbForm=Inf ROOT xxxx True False\n",
+      "un uno DET DET__Definite=Ind|Gender=Masc|Number=Sing|PronType=Art det xx True True\n",
+      "nuevo nuevo ADJ ADJ__Gender=Masc|Number=Sing amod xxxx True True\n",
+      "tipo tipo NOUN NOUN__Gender=Masc|Number=Sing obj xxxx True False\n",
+      "de de ADP ADP__AdpType=Prep case xx True True\n",
+      "supernovas supernova NOUN NOUN__Gender=Fem|Number=Plur nmod xxxx True False\n",
+      "de de ADP ADP__AdpType=Prep case xx True True\n",
+      "cinco cincar NUM NUM__Number=Plur|NumType=Card nummod xxxx True True\n",
+      "a a ADP ADP__AdpType=Prep case x True False\n",
+      "diez diez NUM NUM__Number=Plur|NumType=Card obj xxxx True False\n",
+      "vecesmás vecesmás AUX AUX__Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin amod xxxx True False\n",
+      "brillantes brillante ADJ ADJ__Number=Plur obj xxxx True False\n",
+      "que que PRON PRON__PronType=Rel mark xxx True True\n",
+      "las los DET DET__Definite=Def|Gender=Fem|Number=Plur|PronType=Art det xxx True True\n",
+      "supernovas supernova NOUN NOUN__Gender=Fem|Number=Plur nmod xxxx True False\n",
+      "de de ADP ADP__AdpType=Prep case xx True True\n",
+      "Tipo Tipo PROPN PROPN___ nmod Xxxx True False\n",
+      "\" \" PUNCT PUNCT__PunctType=Quot punct \" False False\n",
+      "IA IA PROPN PROPN___ flat XX True False\n",
+      "\" \" PUNCT PUNCT__PunctType=Quot punct \" False False\n",
+      ". . PUNCT PUNCT__PunctType=Peri punct . False False\n"
+     ]
+    }
+   ],
    "source": [
     "for token in doc:\n",
     "    print(token.text, token.lemma_, token.pos_, token.tag_, token.dep_,\n",
@@ -2059,9 +2905,361 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 47,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<!DOCTYPE html>\n",
+       "<html lang=\"es\">\n",
+       "    <head>\n",
+       "        <title>displaCy</title>\n",
+       "    </head>\n",
+       "\n",
+       "    <body style=\"font-size: 16px; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'; padding: 4rem 2rem; direction: ltr\">\n",
+       "<figure style=\"margin-bottom: 6rem\">\n",
+       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"es\" id=\"1589f9e46ef4416eba3341df6047926d-0\" class=\"displacy\" width=\"4425\" height=\"662.0\" direction=\"ltr\" style=\"max-width: none; height: 662.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">En</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">ADP</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"225\">los</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"225\">DET</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"400\">últimos</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"400\">ADJ</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"575\">años,</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"575\">NOUN</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"750\">los</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"750\">DET</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"925\">investigadores</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"925\">NOUN</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1100\">comenzaron</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1100\">AUX</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1275\">ainformar</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1275\">VERB</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1450\">un</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1450\">DET</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1625\">nuevo</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1625\">ADJ</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1800\">tipo</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1800\">NOUN</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1975\">de</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1975\">ADP</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2150\">supernovas</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2150\">NOUN</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2325\">de</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2325\">ADP</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2500\">cinco</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2500\">NUM</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2675\">a</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2675\">ADP</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2850\">diez</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2850\">NUM</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3025\">vecesmás</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3025\">AUX</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3200\">brillantes</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3200\">ADJ</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3375\">que</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3375\">PRON</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3550\">las</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3550\">DET</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3725\">supernovas</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3725\">NOUN</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3900\">de</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3900\">ADP</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4075\">Tipo &quot;</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4075\">PROPN</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"572.0\">\n",
+       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4250\">IA&quot;.</tspan>\n",
+       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4250\">PROPN</tspan>\n",
+       "</text>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
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+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
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+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M70,529.0 L62,517.0 78,517.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
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+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
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+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M245,529.0 L237,517.0 253,517.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
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+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M420,529.0 L412,517.0 428,517.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-1589f9e46ef4416eba3341df6047926d-0-3\" stroke-width=\"2px\" d=\"M595,527.0 C595,177.0 1265.0,177.0 1265.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
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+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M595,529.0 L587,517.0 603,517.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-1589f9e46ef4416eba3341df6047926d-0-4\" stroke-width=\"2px\" d=\"M770,527.0 C770,439.5 900.0,439.5 900.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
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+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M770,529.0 L762,517.0 778,517.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-1589f9e46ef4416eba3341df6047926d-0-5\" stroke-width=\"2px\" d=\"M945,527.0 C945,352.0 1255.0,352.0 1255.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-1589f9e46ef4416eba3341df6047926d-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M945,529.0 L937,517.0 953,517.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-1589f9e46ef4416eba3341df6047926d-0-6\" stroke-width=\"2px\" d=\"M1120,527.0 C1120,439.5 1250.0,439.5 1250.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-1589f9e46ef4416eba3341df6047926d-0-6\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">aux</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M1120,529.0 L1112,517.0 1128,517.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-1589f9e46ef4416eba3341df6047926d-0-7\" stroke-width=\"2px\" d=\"M1470,527.0 C1470,352.0 1780.0,352.0 1780.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-1589f9e46ef4416eba3341df6047926d-0-7\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M1470,529.0 L1462,517.0 1478,517.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-1589f9e46ef4416eba3341df6047926d-0-8\" stroke-width=\"2px\" d=\"M1645,527.0 C1645,439.5 1775.0,439.5 1775.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-1589f9e46ef4416eba3341df6047926d-0-8\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">amod</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M1645,529.0 L1637,517.0 1653,517.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-1589f9e46ef4416eba3341df6047926d-0-9\" stroke-width=\"2px\" d=\"M1295,527.0 C1295,264.5 1785.0,264.5 1785.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
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+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M1785.0,529.0 L1793.0,517.0 1777.0,517.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-1589f9e46ef4416eba3341df6047926d-0-10\" stroke-width=\"2px\" d=\"M1995,527.0 C1995,439.5 2125.0,439.5 2125.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
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+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M1995,529.0 L1987,517.0 2003,517.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-1589f9e46ef4416eba3341df6047926d-0-11\" stroke-width=\"2px\" d=\"M1820,527.0 C1820,352.0 2130.0,352.0 2130.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
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+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M2130.0,529.0 L2138.0,517.0 2122.0,517.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-1589f9e46ef4416eba3341df6047926d-0-12\" stroke-width=\"2px\" d=\"M2345,527.0 C2345,439.5 2475.0,439.5 2475.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
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+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M2345,529.0 L2337,517.0 2353,517.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
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+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M2480.0,529.0 L2488.0,517.0 2472.0,517.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
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+       "    </text>\n",
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+       "\n",
+       "<g class=\"displacy-arrow\">\n",
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+       "    </text>\n",
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+       "\n",
+       "<g class=\"displacy-arrow\">\n",
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+       "\n",
+       "<g class=\"displacy-arrow\">\n",
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+       "    <path class=\"displacy-arc\" id=\"arrow-1589f9e46ef4416eba3341df6047926d-0-20\" stroke-width=\"2px\" d=\"M3220,527.0 C3220,264.5 3710.0,264.5 3710.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-1589f9e46ef4416eba3341df6047926d-0-20\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nmod</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M3710.0,529.0 L3718.0,517.0 3702.0,517.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-1589f9e46ef4416eba3341df6047926d-0-21\" stroke-width=\"2px\" d=\"M3920,527.0 C3920,439.5 4050.0,439.5 4050.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-1589f9e46ef4416eba3341df6047926d-0-21\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">case</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M3920,529.0 L3912,517.0 3928,517.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-1589f9e46ef4416eba3341df6047926d-0-22\" stroke-width=\"2px\" d=\"M3745,527.0 C3745,352.0 4055.0,352.0 4055.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-1589f9e46ef4416eba3341df6047926d-0-22\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nmod</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M4055.0,529.0 L4063.0,517.0 4047.0,517.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "\n",
+       "<g class=\"displacy-arrow\">\n",
+       "    <path class=\"displacy-arc\" id=\"arrow-1589f9e46ef4416eba3341df6047926d-0-23\" stroke-width=\"2px\" d=\"M4095,527.0 C4095,439.5 4225.0,439.5 4225.0,527.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
+       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
+       "        <textPath xlink:href=\"#arrow-1589f9e46ef4416eba3341df6047926d-0-23\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">flat</textPath>\n",
+       "    </text>\n",
+       "    <path class=\"displacy-arrowhead\" d=\"M4225.0,529.0 L4233.0,517.0 4217.0,517.0\" fill=\"currentColor\"/>\n",
+       "</g>\n",
+       "</svg>\n",
+       "</figure>\n",
+       "</body>\n",
+       "</html>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Using the 'dep' visualizer\n",
+      "Serving on http://0.0.0.0:5000 ...\n",
+      "\n",
+      "Shutting down server on port 5000.\n"
+     ]
+    }
+   ],
    "source": [
     "from spacy import displacy\n",
     "\n",
@@ -2070,9 +3268,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 48,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[En los últimos años, los investigadores comenzaron ainformar un nuevo tipo de supernovas de cinco a diez vecesmás brillantes que las supernovas de Tipo \"IA\".]"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "[i for i in doc.sents]"
    ]
@@ -2117,9 +3326,345 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 49,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{\"'d\",\n",
+       " \"'ll\",\n",
+       " \"'m\",\n",
+       " \"'re\",\n",
+       " \"'s\",\n",
+       " \"'ve\",\n",
+       " 'a',\n",
+       " 'about',\n",
+       " 'above',\n",
+       " 'across',\n",
+       " 'after',\n",
+       " 'afterwards',\n",
+       " 'again',\n",
+       " 'against',\n",
+       " 'all',\n",
+       " 'almost',\n",
+       " 'alone',\n",
+       " 'along',\n",
+       " 'already',\n",
+       " 'also',\n",
+       " 'although',\n",
+       " 'always',\n",
+       " 'am',\n",
+       " 'among',\n",
+       " 'amongst',\n",
+       " 'amount',\n",
+       " 'an',\n",
+       " 'and',\n",
+       " 'another',\n",
+       " 'any',\n",
+       " 'anyhow',\n",
+       " 'anyone',\n",
+       " 'anything',\n",
+       " 'anyway',\n",
+       " 'anywhere',\n",
+       " 'are',\n",
+       " 'around',\n",
+       " 'as',\n",
+       " 'at',\n",
+       " 'back',\n",
+       " 'be',\n",
+       " 'became',\n",
+       " 'because',\n",
+       " 'become',\n",
+       " 'becomes',\n",
+       " 'becoming',\n",
+       " 'been',\n",
+       " 'before',\n",
+       " 'beforehand',\n",
+       " 'behind',\n",
+       " 'being',\n",
+       " 'below',\n",
+       " 'beside',\n",
+       " 'besides',\n",
+       " 'between',\n",
+       " 'beyond',\n",
+       " 'both',\n",
+       " 'bottom',\n",
+       " 'but',\n",
+       " 'by',\n",
+       " 'ca',\n",
+       " 'call',\n",
+       " 'can',\n",
+       " 'cannot',\n",
+       " 'could',\n",
+       " 'did',\n",
+       " 'do',\n",
+       " 'does',\n",
+       " 'doing',\n",
+       " 'done',\n",
+       " 'down',\n",
+       " 'due',\n",
+       " 'during',\n",
+       " 'each',\n",
+       " 'eight',\n",
+       " 'either',\n",
+       " 'eleven',\n",
+       " 'else',\n",
+       " 'elsewhere',\n",
+       " 'empty',\n",
+       " 'enough',\n",
+       " 'even',\n",
+       " 'ever',\n",
+       " 'every',\n",
+       " 'everyone',\n",
+       " 'everything',\n",
+       " 'everywhere',\n",
+       " 'except',\n",
+       " 'few',\n",
+       " 'fifteen',\n",
+       " 'fifty',\n",
+       " 'first',\n",
+       " 'five',\n",
+       " 'for',\n",
+       " 'former',\n",
+       " 'formerly',\n",
+       " 'forty',\n",
+       " 'four',\n",
+       " 'from',\n",
+       " 'front',\n",
+       " 'full',\n",
+       " 'further',\n",
+       " 'get',\n",
+       " 'give',\n",
+       " 'go',\n",
+       " 'had',\n",
+       " 'has',\n",
+       " 'have',\n",
+       " 'he',\n",
+       " 'hence',\n",
+       " 'her',\n",
+       " 'here',\n",
+       " 'hereafter',\n",
+       " 'hereby',\n",
+       " 'herein',\n",
+       " 'hereupon',\n",
+       " 'hers',\n",
+       " 'herself',\n",
+       " 'him',\n",
+       " 'himself',\n",
+       " 'his',\n",
+       " 'how',\n",
+       " 'however',\n",
+       " 'hundred',\n",
+       " 'i',\n",
+       " 'if',\n",
+       " 'in',\n",
+       " 'indeed',\n",
+       " 'into',\n",
+       " 'is',\n",
+       " 'it',\n",
+       " 'its',\n",
+       " 'itself',\n",
+       " 'just',\n",
+       " 'keep',\n",
+       " 'last',\n",
+       " 'latter',\n",
+       " 'latterly',\n",
+       " 'least',\n",
+       " 'less',\n",
+       " 'made',\n",
+       " 'make',\n",
+       " 'many',\n",
+       " 'may',\n",
+       " 'me',\n",
+       " 'meanwhile',\n",
+       " 'might',\n",
+       " 'mine',\n",
+       " 'more',\n",
+       " 'moreover',\n",
+       " 'most',\n",
+       " 'mostly',\n",
+       " 'move',\n",
+       " 'much',\n",
+       " 'must',\n",
+       " 'my',\n",
+       " 'myself',\n",
+       " \"n't\",\n",
+       " 'name',\n",
+       " 'namely',\n",
+       " 'neither',\n",
+       " 'never',\n",
+       " 'nevertheless',\n",
+       " 'next',\n",
+       " 'nine',\n",
+       " 'no',\n",
+       " 'nobody',\n",
+       " 'none',\n",
+       " 'noone',\n",
+       " 'nor',\n",
+       " 'not',\n",
+       " 'nothing',\n",
+       " 'now',\n",
+       " 'nowhere',\n",
+       " 'n‘t',\n",
+       " 'n’t',\n",
+       " 'of',\n",
+       " 'off',\n",
+       " 'often',\n",
+       " 'on',\n",
+       " 'once',\n",
+       " 'one',\n",
+       " 'only',\n",
+       " 'onto',\n",
+       " 'or',\n",
+       " 'other',\n",
+       " 'others',\n",
+       " 'otherwise',\n",
+       " 'our',\n",
+       " 'ours',\n",
+       " 'ourselves',\n",
+       " 'out',\n",
+       " 'over',\n",
+       " 'own',\n",
+       " 'part',\n",
+       " 'per',\n",
+       " 'perhaps',\n",
+       " 'please',\n",
+       " 'put',\n",
+       " 'quite',\n",
+       " 'rather',\n",
+       " 're',\n",
+       " 'really',\n",
+       " 'regarding',\n",
+       " 'same',\n",
+       " 'say',\n",
+       " 'see',\n",
+       " 'seem',\n",
+       " 'seemed',\n",
+       " 'seeming',\n",
+       " 'seems',\n",
+       " 'serious',\n",
+       " 'several',\n",
+       " 'she',\n",
+       " 'should',\n",
+       " 'show',\n",
+       " 'side',\n",
+       " 'since',\n",
+       " 'six',\n",
+       " 'sixty',\n",
+       " 'so',\n",
+       " 'some',\n",
+       " 'somehow',\n",
+       " 'someone',\n",
+       " 'something',\n",
+       " 'sometime',\n",
+       " 'sometimes',\n",
+       " 'somewhere',\n",
+       " 'still',\n",
+       " 'such',\n",
+       " 'take',\n",
+       " 'ten',\n",
+       " 'than',\n",
+       " 'that',\n",
+       " 'the',\n",
+       " 'their',\n",
+       " 'them',\n",
+       " 'themselves',\n",
+       " 'then',\n",
+       " 'thence',\n",
+       " 'there',\n",
+       " 'thereafter',\n",
+       " 'thereby',\n",
+       " 'therefore',\n",
+       " 'therein',\n",
+       " 'thereupon',\n",
+       " 'these',\n",
+       " 'they',\n",
+       " 'third',\n",
+       " 'this',\n",
+       " 'those',\n",
+       " 'though',\n",
+       " 'three',\n",
+       " 'through',\n",
+       " 'throughout',\n",
+       " 'thru',\n",
+       " 'thus',\n",
+       " 'to',\n",
+       " 'together',\n",
+       " 'too',\n",
+       " 'top',\n",
+       " 'toward',\n",
+       " 'towards',\n",
+       " 'twelve',\n",
+       " 'twenty',\n",
+       " 'two',\n",
+       " 'under',\n",
+       " 'unless',\n",
+       " 'until',\n",
+       " 'up',\n",
+       " 'upon',\n",
+       " 'us',\n",
+       " 'used',\n",
+       " 'using',\n",
+       " 'various',\n",
+       " 'very',\n",
+       " 'via',\n",
+       " 'was',\n",
+       " 'we',\n",
+       " 'well',\n",
+       " 'were',\n",
+       " 'what',\n",
+       " 'whatever',\n",
+       " 'when',\n",
+       " 'whence',\n",
+       " 'whenever',\n",
+       " 'where',\n",
+       " 'whereafter',\n",
+       " 'whereas',\n",
+       " 'whereby',\n",
+       " 'wherein',\n",
+       " 'whereupon',\n",
+       " 'wherever',\n",
+       " 'whether',\n",
+       " 'which',\n",
+       " 'while',\n",
+       " 'whither',\n",
+       " 'who',\n",
+       " 'whoever',\n",
+       " 'whole',\n",
+       " 'whom',\n",
+       " 'whose',\n",
+       " 'why',\n",
+       " 'will',\n",
+       " 'with',\n",
+       " 'within',\n",
+       " 'without',\n",
+       " 'would',\n",
+       " 'yet',\n",
+       " 'you',\n",
+       " 'your',\n",
+       " 'yours',\n",
+       " 'yourself',\n",
+       " 'yourselves',\n",
+       " '‘d',\n",
+       " '‘ll',\n",
+       " '‘m',\n",
+       " '‘re',\n",
+       " '‘s',\n",
+       " '‘ve',\n",
+       " '’d',\n",
+       " '’ll',\n",
+       " '’m',\n",
+       " '’re',\n",
+       " '’s',\n",
+       " '’ve'}"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "from spacy.lang.en.stop_words import STOP_WORDS\n",
     "STOP_WORDS"
@@ -2136,7 +3681,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2193,7 +3738,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2202,16 +3747,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [],
    "source": [
-    "X = bow_vector.fit_transform([x.text for x in doc.sents])"
+    "X = bow_vector.fit_transform([x.text for x in en_doc.sents])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [
     {
@@ -2221,7 +3766,7 @@
        "\twith 8 stored elements in Compressed Sparse Row format>"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 58,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2232,7 +3777,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 59,
    "metadata": {},
    "outputs": [
     {
@@ -2241,7 +3786,7 @@
        "['clear', 'datum', 'guido', 'know', 'language', 'python', 'science']"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 59,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2259,7 +3804,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [
     {
@@ -2269,7 +3814,7 @@
        "       [1, 0, 0, 1, 0, 1, 0]], dtype=int64)"
       ]
      },
-     "execution_count": 40,
+     "execution_count": 60,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2280,7 +3825,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 61,
    "metadata": {},
    "outputs": [
     {
@@ -2289,7 +3834,7 @@
        "\"Guido said that 'Python is one of the best languages for doing Data Science.' Why he said that should be clear to anyone who knows Python.\""
       ]
      },
-     "execution_count": 41,
+     "execution_count": 61,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2307,7 +3852,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 62,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2318,15 +3863,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 63,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 2.13 s, sys: 14.8 ms, total: 2.15 s\n",
-      "Wall time: 2.16 s\n"
+      "CPU times: user 2.09 s, sys: 13.9 ms, total: 2.1 s\n",
+      "Wall time: 2.1 s\n"
      ]
     }
    ],
@@ -2336,7 +3881,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [
     {
@@ -2346,7 +3891,7 @@
        "\twith 67552 stored elements in Compressed Sparse Row format>"
       ]
      },
-     "execution_count": 44,
+     "execution_count": 64,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2357,7 +3902,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 65,
    "metadata": {},
    "outputs": [
     {
@@ -3366,7 +4911,7 @@
        " ...]"
       ]
      },
-     "execution_count": 45,
+     "execution_count": 65,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3392,7 +4937,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 66,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3401,15 +4946,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 67,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 1.53 s, sys: 15.4 ms, total: 1.55 s\n",
-      "Wall time: 1.62 s\n"
+      "CPU times: user 1.53 s, sys: 8.19 ms, total: 1.54 s\n",
+      "Wall time: 1.54 s\n"
      ]
     }
    ],
@@ -3419,7 +4964,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 68,
    "metadata": {},
    "outputs": [
     {
@@ -3726,7 +5271,7 @@
        " '\\ufeff1']"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 68,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3737,7 +5282,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 69,
    "metadata": {},
    "outputs": [
     {
@@ -3747,7 +5292,7 @@
        "\twith 20972 stored elements in Compressed Sparse Row format>"
       ]
      },
-     "execution_count": 61,
+     "execution_count": 69,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3758,7 +5303,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 70,
    "metadata": {},
    "outputs": [
     {
@@ -3782,7 +5327,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 71,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3790,23 +5335,6 @@
     "np.savez(\"tfidf.npz\", X=X.todense(), y=y)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 60,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-rw-r--r--  1 jbloom  staff  2849250 Jun  2 11:31 tfidf.npz\r\n"
-     ]
-    }
-   ],
-   "source": [
-    "!ls -lat tfidf.npz"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -3818,9 +5346,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 72,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['clear',\n",
+       " 'clear know',\n",
+       " 'datum',\n",
+       " 'datum science',\n",
+       " 'guido',\n",
+       " 'guido python',\n",
+       " 'know',\n",
+       " 'know python',\n",
+       " 'language',\n",
+       " 'language datum',\n",
+       " 'python',\n",
+       " 'python language',\n",
+       " 'science']"
+      ]
+     },
+     "execution_count": 72,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "bow_vector = CountVectorizer(tokenizer = spacy_tokenizer, ngram_range=(1,2))\n",
     "X = bow_vector.fit_transform([x.text for x in doc.sents])\n",
diff --git a/Lectures/1_ComputationalAndInferentialThinking/2b_3D_plotting.ipynb b/Lectures/1_ComputationalAndInferentialThinking/2b_3D_plotting.ipynb
deleted file mode 100644
index dbf4eec..0000000
--- a/Lectures/1_ComputationalAndInferentialThinking/2b_3D_plotting.ipynb
+++ /dev/null
@@ -1,359 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "ML Course, Bogotá, Colombia  (&copy; Josh Bloom; June 2019)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Simple 3d plotting with matplotlib\n",
-    "==================================\n",
-    "\n",
-    "See also: https://jakevdp.github.io/PythonDataScienceHandbook/04.12-three-dimensional-plotting.html"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<style>\n",
-       "\n",
-       ".rendered_html\n",
-       "{\n",
-       "  color: #2C5494;\n",
-       "  font-family: Ubuntu;\n",
-       "  font-size: 140%;\n",
-       "  line-height: 1.1;\n",
-       "  margin: 0.5em 0;\n",
-       "  }\n",
-       "\n",
-       ".talk_title\n",
-       "{\n",
-       "  color: #498AF3;\n",
-       "  font-size: 250%;\n",
-       "  font-weight:bold;\n",
-       "  line-height: 1.2; \n",
-       "  margin: 10px 50px 10px;\n",
-       "  }\n",
-       "\n",
-       ".subtitle\n",
-       "{\n",
-       "  color: #386BBC;\n",
-       "  font-size: 180%;\n",
-       "  font-weight:bold;\n",
-       "  line-height: 1.2; \n",
-       "  margin: 20px 50px 20px;\n",
-       "  }\n",
-       "\n",
-       ".slide-header, p.slide-header\n",
-       "{\n",
-       "  color: #498AF3;\n",
-       "  font-size: 200%;\n",
-       "  font-weight:bold;\n",
-       "  margin: 0px 20px 10px;\n",
-       "  page-break-before: always;\n",
-       "  text-align: center;\n",
-       "  }\n",
-       "\n",
-       ".rendered_html h1\n",
-       "{\n",
-       "  color: #498AF3;\n",
-       "  line-height: 1.2; \n",
-       "  margin: 0.15em 0em 0.5em;\n",
-       "  page-break-before: always;\n",
-       "  text-align: center;\n",
-       "  }\n",
-       "\n",
-       "\n",
-       ".rendered_html h2\n",
-       "{ \n",
-       "  color: #386BBC;\n",
-       "  line-height: 1.2;\n",
-       "  margin: 1.1em 0em 0.5em;\n",
-       "  }\n",
-       "\n",
-       ".rendered_html h3\n",
-       "{ \n",
-       "  font-size: 100%;\n",
-       "  line-height: 1.2;\n",
-       "  margin: 1.1em 0em 0.5em;\n",
-       "  }\n",
-       "\n",
-       ".rendered_html li\n",
-       "{\n",
-       "  line-height: 1.8;\n",
-       "  }\n",
-       "\n",
-       ".input_prompt, .CodeMirror-lines, .output_area\n",
-       "{\n",
-       "  font-family: Consolas;\n",
-       "  font-size: 120%;\n",
-       "  }\n",
-       "\n",
-       ".gap-above\n",
-       "{\n",
-       "  padding-top: 200px;\n",
-       "  }\n",
-       "\n",
-       ".gap01\n",
-       "{\n",
-       "  padding-top: 10px;\n",
-       "  }\n",
-       "\n",
-       ".gap05\n",
-       "{\n",
-       "  padding-top: 50px;\n",
-       "  }\n",
-       "\n",
-       ".gap1\n",
-       "{\n",
-       "  padding-top: 100px;\n",
-       "  }\n",
-       "\n",
-       ".gap2\n",
-       "{\n",
-       "  padding-top: 200px;\n",
-       "  }\n",
-       "\n",
-       ".gap3\n",
-       "{\n",
-       "  padding-top: 300px;\n",
-       "  }\n",
-       "\n",
-       ".emph\n",
-       "{\n",
-       "  color: #386BBC;\n",
-       "  }\n",
-       "\n",
-       ".warn\n",
-       "{\n",
-       "  color: red;\n",
-       "  }\n",
-       "\n",
-       ".center\n",
-       "{\n",
-       "  text-align: center;\n",
-       "  }\n",
-       "\n",
-       ".nb_link\n",
-       "{\n",
-       "    padding-bottom: 0.5em;\n",
-       "}\n",
-       "\n",
-       "</style>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%run ../talktools.py"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%matplotlib notebook\n",
-    "\n",
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Note that you must execute at least once in your session::"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from mpl_toolkits.mplot3d import Axes3D"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "One this has been done, you can create 3d axes with the ``projection='3d'`` keyword to ``add_subplot``::\n",
-    "\n",
-    "    fig = plt.figure()\n",
-    "    fig.add_subplot(<other arguments here>, projection='3d')\n",
-    "\n",
-    "or"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "f, ax = plt.subplots(subplot_kw={'projection': '3d'})"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "A simple surface plot:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from mpl_toolkits.mplot3d.axes3d import Axes3D\n",
-    "from matplotlib import cm\n",
-    "\n",
-    "f, ax = plt.subplots(subplot_kw={'projection': '3d'})\n",
-    "\n",
-    "X = np.arange(-5, 5, 0.25)\n",
-    "Y = np.arange(-5, 5, 0.25)\n",
-    "X, Y = np.meshgrid(X, Y)\n",
-    "\n",
-    "R = np.sqrt(X**2 + Y**2)\n",
-    "Z = np.sin(R)\n",
-    "\n",
-    "surf = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=cm.viridis, linewidth=0)\n",
-    "ax.set_zlim3d(-1.01, 1.01)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "And a parametric surface specified in cylindrical coordinates:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fig, ax = plt.subplots(subplot_kw={'projection': '3d'})\n",
-    "\n",
-    "t = np.linspace(-4*np.pi, 4*np.pi, 100)\n",
-    "\n",
-    "r = t**2 + 40\n",
-    "x = r * np.sin(t)\n",
-    "y = r * np.cos(t)\n",
-    "z = t\n",
-    "\n",
-    "ax.plot(x, y, z)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "collapsed": true
-   },
-   "source": [
-    "Let's try it with some real data:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "data = pd.read_csv(\n",
-    "    'https://raw.githubusercontent.com/plotly/datasets/master/api_docs/mt_bruno_elevation.csv')\n",
-    "del data[\"Unnamed: 0\"]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "X, Y = np.meshgrid(np.linspace(-10, 10, data.shape[0]), np.linspace(-10, 10, data.shape[1]))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "f, ax = plt.subplots(subplot_kw={'projection': '3d'})\n",
-    "\n",
-    "surf = ax.plot_surface(X, Y, data.T.values, cmap=cm.viridis,\n",
-    "                       linewidth=0, antialiased=False, rstride=1, cstride=1)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## yt\n",
-    "\n",
-    "\"analysis toolkit operating on multidimensional datasets\" ... very useful/powerful for volume rendering & 3d Viz\n",
-    "\n",
-    "http://yt-project.org/doc/visualizing/volume_rendering.html"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<img src=\"http://yt-project.org/doc/_images/vr_sample.jpg\">"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.8"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 1
-}
diff --git a/Lectures/1_ComputationalAndInferentialThinking/imgs/bias_var.png b/Lectures/1_ComputationalAndInferentialThinking/imgs/bias_var.png
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diff --git a/Lectures/1_ComputationalAndInferentialThinking/imgs/image176.tif b/Lectures/1_ComputationalAndInferentialThinking/imgs/image176.tif
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diff --git a/Lectures/1_ComputationalAndInferentialThinking/imgs/josh_observatorio.png b/Lectures/1_ComputationalAndInferentialThinking/imgs/josh_observatorio.png
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diff --git a/Lectures/1_ComputationalAndInferentialThinking/imgs/my_data_file.npy b/Lectures/1_ComputationalAndInferentialThinking/imgs/my_data_file.npy
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diff --git a/README.md b/README.md
index 6cf400d..83e3ca0 100644
--- a/README.md
+++ b/README.md
@@ -61,9 +61,11 @@ Machine Learning Course, Bogotá, Colombia  (&copy; Josh Bloom; June 2019)
 * Bias, Reproducibility, GDPR, and Ethics in ML
 * What we didn't cover: Reinforcement Learning, etc.
 
-## Frameworks:
+## Major Frameworks:
   * Python 3.6 (or 3.7)
   * numpy, scipy, seaborn
   * sklearn
   * keras/tensorflow
+  * spacy
+  * pymc3
  
\ No newline at end of file
diff --git a/environment.yml b/environment.yml
index 8a1811e..b18e407 100644
--- a/environment.yml
+++ b/environment.yml
@@ -30,6 +30,7 @@ dependencies:
   - statsmodels
   - jupyter_contrib_nbextensions
   - rise
+  - spacy
   - pip:
     - corner
     - keract