From 16fc077d534950cbb3fe77b4b8aa57c59546d7da Mon Sep 17 00:00:00 2001 From: Christopher Brooks Date: Wed, 6 Nov 2019 15:33:59 +0000 Subject: [PATCH] from class --- exercise2_timeseries.ipynb | 67 +++++++++++++ exercise5_timeseries.ipynb | 198 ++++++++++++++++++++++++++++++++++++- 2 files changed, 262 insertions(+), 3 deletions(-) diff --git a/exercise2_timeseries.ipynb b/exercise2_timeseries.ipynb index c1afb82..3da391d 100644 --- a/exercise2_timeseries.ipynb +++ b/exercise2_timeseries.ipynb @@ -60,6 +60,73 @@ "ax.set_ylabel('Latitude')\n", "ax.set_zlabel('Altitude')" ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import scipy.stats as stats\n", + "\n", + "df=pd.read_csv(\"datasets/run.csv\")\n", + "df[\"power_z\"]=stats.zscore(df[\"Power\"])\n", + "\n", + "def thresh(item):\n", + " if item < -1:\n", + " return -1\n", + " elif item > 1:\n", + " return 1\n", + " else:\n", + " return item\n", + "\n", + "df[\"power_z\"]=df[\"power_z\"].apply(thresh)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Altitude')" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "\n", + "fig = plt.figure(figsize=(14,8))\n", + "ax = fig.gca(projection='3d')\n", + "artists=ax.scatter(df[\"position_long\"],df[\"position_lat\"],df[\"enhanced_altitude\"],\n", + " s=4,c=df[\"power_z\"],cmap = 'Blues')\n", + "plt.colorbar(artists).set_label(\"Power (watts)\")\n", + "ax.view_init(15,75)\n", + "ax.set_xlabel('Longitude')\n", + "ax.set_ylabel('Latitude')\n", + "ax.set_zlabel('Altitude')" + ] } ], "metadata": { diff --git a/exercise5_timeseries.ipynb b/exercise5_timeseries.ipynb index b5c1518..656f4f0 100644 --- a/exercise5_timeseries.ipynb +++ b/exercise5_timeseries.ipynb @@ -2,9 +2,123 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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ELEVATIONLATITUDELONGITUDEQGAGQPCP
count12192.00000012192.00000012192.00000012192.00000012192.000000
mean274.40265742.297762-83.714192-4977.626605-506.243985
std0.2259650.0026150.0028955005.5926322244.553990
min274.30000042.294700-83.716670-9999.000000-9999.000000
25%274.30000042.294700-83.716670-9999.0000000.100000
50%274.30000042.300000-83.7166700.0000000.100000
75%274.30000042.300000-83.7108000.8700000.100000
max274.90000042.300000-83.710800999.990000999.990000
\n", + "
" + ], + "text/plain": [ + " ELEVATION LATITUDE LONGITUDE QGAG QPCP\n", + "count 12192.000000 12192.000000 12192.000000 12192.000000 12192.000000\n", + "mean 274.402657 42.297762 -83.714192 -4977.626605 -506.243985\n", + "std 0.225965 0.002615 0.002895 5005.592632 2244.553990\n", + "min 274.300000 42.294700 -83.716670 -9999.000000 -9999.000000\n", + "25% 274.300000 42.294700 -83.716670 -9999.000000 0.100000\n", + "50% 274.300000 42.300000 -83.716670 0.000000 0.100000\n", + "75% 274.300000 42.300000 -83.710800 0.870000 0.100000\n", + "max 274.900000 42.300000 -83.710800 999.990000 999.990000" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "%matplotlib inline\n", "#ftp://ftp.ncdc.noaa.gov/pub/data/cdo/documentation/PRECIP_15_documentation.pdf\n", @@ -23,7 +137,85 @@ "import numpy as np\n", "df=pd.read_csv(\"datasets/1934033.csv\")\n", "df=df[df[\"STATION\"]==\"COOP:200230\"] #A2 campus\n", - "df.head()" + "df.head()\n", + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df=df.set_index(pd.to_datetime(df[\"DATE\"]))\n", + "def clean(item):\n", + " if item == -9999:\n", + " return np.nan\n", + " if item == 999.99:\n", + " return np.nan\n", + " return item\n", + "\n", + "df[\"QPCP\"]=df[\"QPCP\"].apply(clean)\n", + "\n", + "new_df=df[\"QPCP\"].interpolate().resample(\"1D\").apply(np.sum)\n", + "new_df.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.figure(figsize=(12,8))\n", + "new_df[new_df.index>\"2013\"].plot(style=\".\")" ] } ],