From 1576ff79fb794bafac2e2ed87f27e5245b16916a Mon Sep 17 00:00:00 2001 From: Lovesomemama Date: Thu, 11 Feb 2021 19:42:05 +0200 Subject: [PATCH 1/2] add branch --- .../ChychaMelnychuk-checkpoint.ipynb | 1512 ++++ .../Feature Engineering/ChychaMelnychuk.ipynb | 1512 ++++ .../ambient_temperature_system_failure.csv | 7268 +++++++++++++++++ ChychaMelnychuk/Untitled.ipynb | 6 + 4 files changed, 10298 insertions(+) create mode 100644 ChychaMelnychuk/Feature Engineering/.ipynb_checkpoints/ChychaMelnychuk-checkpoint.ipynb create mode 100644 ChychaMelnychuk/Feature Engineering/ChychaMelnychuk.ipynb create mode 100644 ChychaMelnychuk/Feature Engineering/ambient_temperature_system_failure.csv create mode 100644 ChychaMelnychuk/Untitled.ipynb diff --git a/ChychaMelnychuk/Feature Engineering/.ipynb_checkpoints/ChychaMelnychuk-checkpoint.ipynb b/ChychaMelnychuk/Feature Engineering/.ipynb_checkpoints/ChychaMelnychuk-checkpoint.ipynb new file mode 100644 index 0000000..fdf7962 --- /dev/null +++ b/ChychaMelnychuk/Feature Engineering/.ipynb_checkpoints/ChychaMelnychuk-checkpoint.ipynb @@ -0,0 +1,1512 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Anomaly Detection\n", + "\n", + "Students: **Чича Олександр та Мельничук Павло**\n", + "\n", + "Mentor: **Anna Mandrenko, Yevhenii Kubiuk**" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "import pandas as pd\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_frame['timestamp'] = pd.to_datetime(data_frame['timestamp'])\n", + "data_frame.plot(x='timestamp', figsize=(15, 9))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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timestampvaluehourdaylightday of weekis weekendday of the yearyear
02013-07-04 00:00:0069.8808350am3False1852013
12013-07-04 01:00:0071.2202271am3False1852013
22013-07-04 02:00:0070.8778052am3False1852013
32013-07-04 03:00:0068.9594003am3False1852013
42013-07-04 04:00:0069.2835514am3False1852013
...........................
72622014-05-28 11:00:0072.37020611am2False1482014
72632014-05-28 12:00:0072.17295612pm2False1482014
72642014-05-28 13:00:0072.04656513pm2False1482014
72652014-05-28 14:00:0071.82522614pm2False1482014
72662014-05-28 15:00:0072.58408915pm2False1482014
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7267 rows × 8 columns

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" + ], + "text/plain": [ + " timestamp value hour daylight day of week is weekend \\\n", + "0 2013-07-04 00:00:00 69.880835 0 am 3 False \n", + "1 2013-07-04 01:00:00 71.220227 1 am 3 False \n", + "2 2013-07-04 02:00:00 70.877805 2 am 3 False \n", + "3 2013-07-04 03:00:00 68.959400 3 am 3 False \n", + "4 2013-07-04 04:00:00 69.283551 4 am 3 False \n", + "... ... ... ... ... ... ... \n", + "7262 2014-05-28 11:00:00 72.370206 11 am 2 False \n", + "7263 2014-05-28 12:00:00 72.172956 12 pm 2 False \n", + "7264 2014-05-28 13:00:00 72.046565 13 pm 2 False \n", + "7265 2014-05-28 14:00:00 71.825226 14 pm 2 False \n", + "7266 2014-05-28 15:00:00 72.584089 15 pm 2 False \n", + "\n", + " day of the year year \n", + "0 185 2013 \n", + "1 185 2013 \n", + "2 185 2013 \n", + "3 185 2013 \n", + "4 185 2013 \n", + "... ... ... \n", + "7262 148 2014 \n", + "7263 148 2014 \n", + "7264 148 2014 \n", + "7265 148 2014 \n", + "7266 148 2014 \n", + "\n", + "[7267 rows x 8 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_frame['hour'] = data_frame['timestamp'].dt.hour\n", + "\n", + "daylight_list = []\n", + "for i in data_frame['hour']:\n", + " if i>=0 and i<12:\n", + " daylight_list.append('am')\n", + " else :\n", + " daylight_list.append('pm')\n", + "data_frame[\"daylight\"] = daylight_list\n", + "\n", + "data_frame[\"day of week\"] = data_frame['timestamp'].dt.weekday\n", + "\n", + "data_frame[\"is weekend\"] = data_frame[\"day of week\"]>4\n", + "\n", + "data_frame[\"day of the year\"] = data_frame['timestamp'].dt.dayofyear\n", + "\n", + "data_frame[\"year\"] = data_frame['timestamp'].dt.year\n", + "\n", + "data_frame" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "timestamp 7267\n", + "value 7267\n", + "hour 24\n", + "daylight 2\n", + "day of week 7\n", + "is weekend 2\n", + "day of the year 311\n", + "year 2\n", + "dtype: int64" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_frame.nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "missing values:\n", + " timestamp 0\n", + "value 0\n", + "hour 0\n", + "daylight 0\n", + "day of week 0\n", + "is weekend 0\n", + "day of the year 0\n", + "year 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "print('missing values:\\n',data_frame.isnull().sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams.update({\"figure.figsize\":(7,5), \"figure.dpi\":100})\n", + "\n", + "plt.hist(data_frame.loc[data_frame[\"is weekend\"] == True][\"value\"], bins=50)\n", + "plt.gca().set(title = \"Frequency Histogram (is weekend)\", ylabel=\"Frequency\")\n", + "\n", + "data_frame.boxplot(by='is weekend', column=['value'], grid=False, figsize=(12,5))" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0, 0.5, 'Frequency'), Text(0.5, 1.0, 'Frequency Histogram')]" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data_frame.loc[data_frame[\"day of the year\"]][\"value\"], bins=50)\n", + "plt.gca().set(title = \"Frequency Histogram\", ylabel=\"Frequency\")" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data_frame.loc[data_frame[\"day of week\"]][\"value\"], bins=50)\n", + "plt.gca().set(title = \"Frequency Histogram (day of week)\", ylabel=\"Frequency\")\n", + "\n", + "data_frame.boxplot(by='day of week', column=['value'], grid=False, figsize=(12,5))" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data_frame.loc[data_frame[\"daylight\"] == \"am\"][\"value\"], bins=50)\n", + "plt.gca().set(title = \"Frequency Histogram (daylight)\", ylabel=\"Frequency\")\n", + "\n", + "data_frame.boxplot(by='daylight', column=['value'], grid=False, figsize=(12,5))" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data_frame.loc[data_frame[\"hour\"]][\"value\"], bins=50)\n", + "plt.gca().set(title = \"Frequency Histogram (hour)\", ylabel=\"Frequency\")\n", + "\n", + "data_frame.boxplot(by='hour', column=['value'], grid=False, figsize=(12,5))" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data_frame.loc[data_frame[\"year\"]][\"value\"], bins=50)\n", + "plt.gca().set(title = \"Frequency Histogram (year)\", ylabel=\"Frequency\")\n", + "\n", + "data_frame.boxplot(by='year', column=['value'], grid=False, figsize=(12,5))" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "tr_data_frame, tst_data_frame = train_test_split(data_frame)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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timestampvaluehourdaylightday of weekis weekendday of the yearyear
43072014-01-16 06:00:0072.8025606am3False162014
26152013-11-06 18:00:0075.72261118pm2False3102013
72312014-05-27 04:00:0065.4066134am1False1472014
44142014-01-20 17:00:0075.51543617pm0False202014
32982013-12-05 05:00:0076.6635255am3False3392013
...........................
29982013-11-22 17:00:0075.97342417pm4False3262013
55212014-03-09 01:00:0065.4154291am6True682014
24342013-10-30 05:00:0074.1608855am2False3032013
48962014-02-09 19:00:0070.75169719pm6True402014
65342014-04-28 03:00:0064.1702843am0False1182014
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5450 rows × 8 columns

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" + ], + "text/plain": [ + " timestamp value hour daylight day of week is weekend \\\n", + "4307 2014-01-16 06:00:00 72.802560 6 am 3 False \n", + "2615 2013-11-06 18:00:00 75.722611 18 pm 2 False \n", + "7231 2014-05-27 04:00:00 65.406613 4 am 1 False \n", + "4414 2014-01-20 17:00:00 75.515436 17 pm 0 False \n", + "3298 2013-12-05 05:00:00 76.663525 5 am 3 False \n", + "... ... ... ... ... ... ... \n", + "2998 2013-11-22 17:00:00 75.973424 17 pm 4 False \n", + "5521 2014-03-09 01:00:00 65.415429 1 am 6 True \n", + "2434 2013-10-30 05:00:00 74.160885 5 am 2 False \n", + "4896 2014-02-09 19:00:00 70.751697 19 pm 6 True \n", + "6534 2014-04-28 03:00:00 64.170284 3 am 0 False \n", + "\n", + " day of the year year \n", + "4307 16 2014 \n", + "2615 310 2013 \n", + "7231 147 2014 \n", + "4414 20 2014 \n", + "3298 339 2013 \n", + "... ... ... \n", + "2998 326 2013 \n", + "5521 68 2014 \n", + "2434 303 2013 \n", + "4896 40 2014 \n", + "6534 118 2014 \n", + "\n", + "[5450 rows x 8 columns]" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tr_data_frame" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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timestampvaluehourdaylightday of weekis weekendday of the yearyear
29652013-11-21 08:00:0074.9682448am3False3252013
62512014-04-16 08:00:0064.9847818am2False1062014
34262013-12-10 13:00:0072.30699813pm1False3442013
2102013-07-12 18:00:0073.07774518pm4False1932013
44462014-01-22 01:00:0072.9720371am2False222014
...........................
52422014-02-24 05:00:0070.3505455am0False552014
29282013-11-19 19:00:0076.14345619pm1False3232013
56672014-03-15 03:00:0069.6026103am5True742014
20912013-10-15 22:00:0074.25507322pm1False2882013
61142014-04-10 15:00:0069.95468015pm3False1002014
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1817 rows × 8 columns

\n", + "
" + ], + "text/plain": [ + " timestamp value hour daylight day of week is weekend \\\n", + "2965 2013-11-21 08:00:00 74.968244 8 am 3 False \n", + "6251 2014-04-16 08:00:00 64.984781 8 am 2 False \n", + "3426 2013-12-10 13:00:00 72.306998 13 pm 1 False \n", + "210 2013-07-12 18:00:00 73.077745 18 pm 4 False \n", + "4446 2014-01-22 01:00:00 72.972037 1 am 2 False \n", + "... ... ... ... ... ... ... \n", + "5242 2014-02-24 05:00:00 70.350545 5 am 0 False \n", + "2928 2013-11-19 19:00:00 76.143456 19 pm 1 False \n", + "5667 2014-03-15 03:00:00 69.602610 3 am 5 True \n", + "2091 2013-10-15 22:00:00 74.255073 22 pm 1 False \n", + "6114 2014-04-10 15:00:00 69.954680 15 pm 3 False \n", + "\n", + " day of the year year \n", + "2965 325 2013 \n", + "6251 106 2014 \n", + "3426 344 2013 \n", + "210 193 2013 \n", + "4446 22 2014 \n", + "... ... ... \n", + "5242 55 2014 \n", + "2928 323 2013 \n", + "5667 74 2014 \n", + "2091 288 2013 \n", + "6114 100 2014 \n", + "\n", + "[1817 rows x 8 columns]" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tst_data_frame" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.decomposition import PCA\n", + "from matplotlib import pyplot as plt\n", + "from sklearn.cluster import KMeans\n", + "from sklearn import preprocessing\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "data = data_frame.copy().loc[:,'value':'year']\n", + "data.drop('daylight', axis=1, inplace=True)\n", + "# scale data\n", + "scaler = preprocessing.StandardScaler()\n", + "scaled_df = scaler.fit_transform(data)\n", + "data = pd.DataFrame(scaled_df)\n", + "pca = PCA(n_components=2)\n", + "# transform data\n", + "data = pca.fit_transform(data)\n", + "scaled = scaler.fit_transform(data)\n", + "data = pd.DataFrame(scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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01clusterprincipal_feature1principal_feature2
00.310137-0.12722730.310137-0.127227
10.409732-0.13761130.409732-0.137611
20.390540-0.13727430.390540-0.137274
30.260038-0.12689030.260038-0.126890
40.287927-0.13080230.287927-0.130802
..................
7262-0.357832-0.7991710-0.357832-0.799171
7263-0.366770-0.7997600-0.366770-0.799760
7264-0.370703-0.8008000-0.370703-0.800800
7265-0.381343-0.8012350-0.381343-0.801235
7266-0.322751-0.8079180-0.322751-0.807918
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7267 rows × 5 columns

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" + ], + "text/plain": [ + " 0 1 cluster principal_feature1 principal_feature2\n", + "0 0.310137 -0.127227 3 0.310137 -0.127227\n", + "1 0.409732 -0.137611 3 0.409732 -0.137611\n", + "2 0.390540 -0.137274 3 0.390540 -0.137274\n", + "3 0.260038 -0.126890 3 0.260038 -0.126890\n", + "4 0.287927 -0.130802 3 0.287927 -0.130802\n", + "... ... ... ... ... ...\n", + "7262 -0.357832 -0.799171 0 -0.357832 -0.799171\n", + "7263 -0.366770 -0.799760 0 -0.366770 -0.799760\n", + "7264 -0.370703 -0.800800 0 -0.370703 -0.800800\n", + "7265 -0.381343 -0.801235 0 -0.381343 -0.801235\n", + "7266 -0.322751 -0.807918 0 -0.322751 -0.807918\n", + "\n", + "[7267 rows x 5 columns]" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# create an elbow plot to determine k (where the elbow occurs/line bends)\n", + "n_cluster = range(1, 7) \n", + "kmeans = [KMeans(n_clusters=i).fit(data) for i in n_cluster] \n", + "scores = [kmeans[i].score(data) for i in range(len(kmeans))] \n", + "fig, ax = plt.subplots() \n", + "ax.plot(n_cluster, scores) \n", + "plt.show()\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data_frame['timestamp'] = pd.to_datetime(data_frame['timestamp'])\n", + "data_frame.plot(x='timestamp', figsize=(15, 9))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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timestampvaluehourdaylightday of weekis weekendday of the yearyear
02013-07-04 00:00:0069.8808350am3False1852013
12013-07-04 01:00:0071.2202271am3False1852013
22013-07-04 02:00:0070.8778052am3False1852013
32013-07-04 03:00:0068.9594003am3False1852013
42013-07-04 04:00:0069.2835514am3False1852013
...........................
72622014-05-28 11:00:0072.37020611am2False1482014
72632014-05-28 12:00:0072.17295612pm2False1482014
72642014-05-28 13:00:0072.04656513pm2False1482014
72652014-05-28 14:00:0071.82522614pm2False1482014
72662014-05-28 15:00:0072.58408915pm2False1482014
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7267 rows × 8 columns

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" + ], + "text/plain": [ + " timestamp value hour daylight day of week is weekend \\\n", + "0 2013-07-04 00:00:00 69.880835 0 am 3 False \n", + "1 2013-07-04 01:00:00 71.220227 1 am 3 False \n", + "2 2013-07-04 02:00:00 70.877805 2 am 3 False \n", + "3 2013-07-04 03:00:00 68.959400 3 am 3 False \n", + "4 2013-07-04 04:00:00 69.283551 4 am 3 False \n", + "... ... ... ... ... ... ... \n", + "7262 2014-05-28 11:00:00 72.370206 11 am 2 False \n", + "7263 2014-05-28 12:00:00 72.172956 12 pm 2 False \n", + "7264 2014-05-28 13:00:00 72.046565 13 pm 2 False \n", + "7265 2014-05-28 14:00:00 71.825226 14 pm 2 False \n", + "7266 2014-05-28 15:00:00 72.584089 15 pm 2 False \n", + "\n", + " day of the year year \n", + "0 185 2013 \n", + "1 185 2013 \n", + "2 185 2013 \n", + "3 185 2013 \n", + "4 185 2013 \n", + "... ... ... \n", + "7262 148 2014 \n", + "7263 148 2014 \n", + "7264 148 2014 \n", + "7265 148 2014 \n", + "7266 148 2014 \n", + "\n", + "[7267 rows x 8 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_frame['hour'] = data_frame['timestamp'].dt.hour\n", + "\n", + "daylight_list = []\n", + "for i in data_frame['hour']:\n", + " if i>=0 and i<12:\n", + " daylight_list.append('am')\n", + " else :\n", + " daylight_list.append('pm')\n", + "data_frame[\"daylight\"] = daylight_list\n", + "\n", + "data_frame[\"day of week\"] = data_frame['timestamp'].dt.weekday\n", + "\n", + "data_frame[\"is weekend\"] = data_frame[\"day of week\"]>4\n", + "\n", + "data_frame[\"day of the year\"] = data_frame['timestamp'].dt.dayofyear\n", + "\n", + "data_frame[\"year\"] = data_frame['timestamp'].dt.year\n", + "\n", + "data_frame" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "timestamp 7267\n", + "value 7267\n", + "hour 24\n", + "daylight 2\n", + "day of week 7\n", + "is weekend 2\n", + "day of the year 311\n", + "year 2\n", + "dtype: int64" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_frame.nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "missing values:\n", + " timestamp 0\n", + "value 0\n", + "hour 0\n", + "daylight 0\n", + "day of week 0\n", + "is weekend 0\n", + "day of the year 0\n", + "year 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "print('missing values:\\n',data_frame.isnull().sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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xmndJkiRJkgrO8C5JkiRJUsEZ3iVJkiRJKjjDuyRJ3UxETI2IFBFv72Df3+X7xkTEYRFxU0T8MSI2R8TTEfHdiBi8G8+RIuIrHbSviIibKtr2ioirI+KJiNgSEY9HxGcjwr8zJEnqIq42L0lS93MvsAE4DfhZxb7TgUdSSksi4iLgTWSL0T0NHAqcAxwaEeNSF6xaGxED8hqGAd8G/kR2S72ZwFDgws4+hyRJMrxLktTtpJRaIuIHwNSI+FRKqRUgIvYH3g58Je86K6V0ZfmxEfHfwO3A8cDCLijn74GRwBEppcfytm9HxCrgkoi4MqX0RBc8jyRJr2lOZ5MkqXu6AxgCTCxrm0r2//Y7IAv5pR0R0S8i9gH+O286sovqeB/ZhwDPR8Q+pQ34MdAAvK2LnkeSpNc0R94lSeqe5gHNZNPkf5K3nQ48lFJ6FCAiXgd8GXg/WdAv19RFdRwEHAas3cH+yueVJEk1MLxLktQNpZS2RMTdwN9GxPnAfsBxwIyybv9Odv355cBDZNfJ9yIL/rXOvmuoeNwL+BFw2Q76P1rj80iSpDKGd0mSuq87gA8BJwB/AUTeRkTsnbd/OaX0j6UDIuKg3Tz388Be5Q0R0YdsEbpyy4BBKaUf1/IDSJKk3eM175IkdV8/Bv5MNl3+dOCXKaXl+b7W/GtUHLO7q78v4+XXq5/Dy0fe/x04NiL+uvIE+S3kHCiQJKkL+D9USZK6qZTStoiYTXZN+0Dg4rJ96yLi58C0iNgDeAp4JzBiN0//HeBbEXEX2bT4twB/DTxb0e9y4D3AnPz+74vzWsaSLaA3vINjJElSlQzvkiR1b3cAHwMS2Sh4uTOAa4FPkI3A/xdwErBqN857PVnQ/yjwLrIV5f+KlxbHAyCltCki3k52rf37gA8C68iudf8y2aJ6kiSpkyKlVO8aJEmSJEnSTnjNuyRJkiRJBWd4lyRJkiSp4AzvkiRJkiQVnOFdkiRJkqSCM7xLkiRJklRwhndJkiRJkgqucPd5j4gAXg+sr3ctkiRJkiS9wvYEVqVd3Me9cOGdLLg/We8iJEmSJEl6lRwAPLWzDkUM7+sBnnjiCRobG+tdiyRJkiRJr4h169bxhje8AXZj5nkRwzsAjY2NhndJkiRJknDBOkmSJEmSCs/wLkmSJElSwRneJUmSJEkqOMO7JEmSJEkFZ3iXJEmSJKngDO+SJEmSJBWc4V2SJEmSpIIzvEuSJEmSVHCGd0mSJEmSCq53vQuQJEmSVJutW7cya9Ysli1bxsiRIzn//PPp06dPvcuS9AqIlFK9a2gnIhqB5ubmZhobG+tdjiRJklRI06ZN46qrruLFF1/c3ta7d28+85nPcNlll9WxMkm7a926dTQ1NQE0pZTW7ayvI++SJElSNzNt2jQuv/xyIqJde2trK5dffjmAAV7qYRx5lyRJkrqRrVu30r9/f9ra2ujfvz8tLS3b95Ue9+rVi5aWFqfQSwVXzci7C9ZJkiRJ3ci1115LW1sbACeccAKLFi1i/fr1LFq0iBNOOAGAtrY2rr322nqWKamLGd4lSZKkbmThwoUAHHPMMdxzzz2MGzeOQYMGMW7cOO655x7+8i//sl0/ST2D4V1Sl2htbWXBggXcfvvtLFiwgNbW1nqXJElSj7Rx40YAjj/+eHr1av/nfK9evTjuuOPa9ZPUMxjeJXXa7NmzGTVqFJMmTeKMM85g0qRJjBo1itmzZ9e7NEmSepyjjz4agBtvvJEtW7a0+/B8y5Yt3Hzzze36SeoZDO+SOmX27NlMnTqVsWPHtrvmbuzYsUydOtUAL0lSFzvxxBMBeP755xkwYEC7D88HDBjA888/366fpJ7B1eYl1ay1tZVRo0YxduxY7r777nZT99ra2pgyZQpLlizhscceo6GhoY6VSpLUc7S2tjJ48GCam5t32KepqYnnnnvO//9KBedq85JeFQsXLmTFihXMmDGDlFK7aXspJaZPn87y5ctdMEeSpC5WugVcv3792rX3798fgL59+77qNUl6ZRneJdVs9erVACxbtqzDa97/+Mc/tusnSZI6b+HChaxdu5aZM2ey//77t9u3//77c+mll7JmzRo/PJd6mN71LkBS9zV06FAAzjrrLCZPnswll1xC//79aWlpYe7cuZx11lnt+kmSpM4rfSh+wQUXcMkll7Bw4UJWr17N0KFDmTBhAps2bWLGjBl+eC71MIZ3STUbP348vXv3ZuDAgSxZsoQ5c+Zs3zd8+HCamprYuHEj48ePr2OVkiT1LKUPxZcsWcK4ceOYOHFiu/1Llixp109Sz+C0eUk1e+CBB3jxxRdpbm6mpaWF6667jlWrVnHdddfR0tJCc3MzL774Ig888EC9S5UkqceYMGECw4cP59JLL6Wtra3dvra2NmbOnMmIESOYMGFCnSqU9EqoKrxHRENEfDUilkdES0Qsi4gvRkSU9bkpIlLFNq/rS5dUb0899RQARxxxBP369eOcc87h9a9/Peeccw79+/fniCOOaNdPkiR1XkNDA1deeSVz5sxhypQp7W7VOmXKFObMmcMVV1zhSvNSD1PttPnPAucBHwIeAY4GbgSagX8p6zcPOLvs8ZZO1CipoNauXQvA+eefz9lnn/2ya+5uuOEG/u7v/m57P0mS9JJNmzaxdOnSmo4dPnw4l112GVdddVW7y9OGDRvGZZddxvDhw/nNb35T07lHjx7NgAEDajpW0iun2vA+HrgnpXRv/nhFRHwAOKai35aU0tOdrk5Soe27774AzJ49m4985CPtrrlra2vj7rvvbtdPkiS9ZOnSpRx11FFdes6nnnqKSy65pFPnWLx4MUceeWQXVSSpq1Qb3h8AzomIg1NKj0bEW4Djgb+v6DcxItYAzwM/Bb6QUnquoxNGRF+g/EaUe1ZZk6Q6GTZsGABz585lypQpTJ8+nTFjxrBkyRJmzpzJ3Llz2/WTJEkvGT16NIsXL+70eR5fs55Pf/8hrnn/4Ywa0vk/pUePHt3pc0jqepFS2v3OEb2AS4FpQCvQAHw+pTSzrM/7gU3AcmBk3n8DcGxKqbWDc34F+HJle3NzM42NjdX8LJJeZa2trYwaNYp99tmHtWvXsnLlyu37hg8fzj777MNzzz3HY4895nV3kiS9QpY81czka3/BnE8ez5hhTfUuR1IV1q1bR1NTE0BTSmndzvpWO/J+GnAmcAbZNe+HA1dHxKqU0s0AKaXvl/V/OCL+B1gGTAR+0sE5ZwJfL3u8J/BklXVJqoPSgjlTp07l5JNPbnef93nz5nHvvfdy5513GtwlSZKkTqo2vF8OfK0soD8cEQcC04GbOzogpfTHiHgWGEUH4T2ltIWyBe3KFq6X1A2ccsop3HnnnVx00UXt7vM+YsQI7rzzTk455ZQ6VidJkiT1DNWG9wFAW0VbKzu55VxEHAAMBlZX+VySuolTTjmFyZMnM2vWLJYtW8bIkSM5//zz6dOnT71LkyRJknqEasP7D4DPR8SfyKbNH0G2WN13ASJiENn163cBT5Nd834Z8DhwXxfVLKlgZs+ezUUXXcSKFSu2t11zzTVceeWVjrxLkiRJXWCHI+Y78EngTmAW8AfgCuDbwBfz/a3AYcB/Ao8CNwCLgQn59HhJPczs2bOZOnUqY8eOZdGiRaxfv55FixYxduxYpk6dyuzZs+tdoiRJktTtVbXa/KshIhqBZlebl4qvtNr82LFjueuuu7j//vtZvXo1Q4cO5bjjjuPUU09lyZIlrjYvSdIryNXmpe6rmtXmqx15l6TtFi5cyIoVKxg/fjwHH3wwkyZN4owzzmDSpEkcfPDBHHvssSxfvpyFCxfWu1RJkiSpWzO8S6rZ6tXZOpTTp0/vcNr8jBkz2vWTJEmSVJtqF6yTpO2GDBkCwPHHH8/dd99Nr17Z54Hjxo3j7rvv5m1vexv333//9n6SJEmSauPIu6RXTETUuwRJkiSpR3DkXVLN1qxZA8D999/Pe9/7Xt71rnfRv39/WlpamDdvHvfff3+7fpIkSZJqY3iXVLOhQ4cCcMYZZ3DHHXcwZ86c7ft69+7NBz7wAW677bbt/SRJkiTVxvAuqWYTJkxg33335dZbb+Xkk0/m3e9+9/aR9x/+8IfcdtttDBkyhAkTJtS7VEmSJKlb85p3SZ1Suq49IjjiiCOYOnUqRxxxhNe7S5IkSV3I8C6pZgsXLmTNmjXMnDmTJUuWMH78eBobGxk/fjyPPPIIl156KWvWrPE+75IkSVInGd4l1ax0//YLLriAxx9/nPnz53Pbbbcxf/58HnvsMS644IJ2/SRJkiTVxmveJdWstBDdkiVLGDduHBMnTmy3f8mSJe36SZIkSaqNI++SajZhwgSGDx/OpZdeyrZt21iwYAG33347CxYsYNu2bcycOZMRI0a4YJ0kSZLUSY68S6pZQ0MDV155JaeeeipNTU20tLRs31dadf6uu+6ioaGhjlVKkiRJ3Z8j75I6raOV5SPCFeclSZKkLmJ4l1Sz1tZWLrroIiZPnkxzc3O7BeteeOEFJk+ezMUXX0xra2u9S5UkSZK6NafNS6rZwoULWbFiBbfffjt77LHHyxasmz59OuPHj2fhwoUv2ydJkiRp9xneJdWsdAu4MWPGsHXrVmbNmsWyZcsYOXIk559/PmPGjGnXT5IkSVJtDO+Sala6Bdy5557LHXfcwYsvvrh93yWXXMJpp53Wrp8kSZKk2njNu6SaTZgwgcbGRm699VYGDx7M9ddfz+rVq7n++usZPHgwt912G42Njd4qTpIkSeokw7ukmrW2trJhwwYAjj76aA499FAGDhzIoYceytFHHw3Ahg0bXLBOkiRJ6iTDu6SazZo1i7a2Ns477zweeeQRxo8fT2NjI+PHj+f3v/895557Lm1tbcyaNavepUqSJEndmte8S6rZsmXLAPjSl77Etddey8KFC1m9ejVDhw5lwoQJPPPMM3zrW9/a3k+SJElSbQzvkmo2cuRIAObMmcPHPvaxl90Obs6cOe36SZIkSaqN4V0SmzZtYunSpVUfN27cOBoaGvjsZz/LYYcdxospePL5TRyw9wB6R2L69Ok0NDQwbtw4fvOb31R9/tGjRzNgwICqj5MkSZJ6GsO7JJYuXcpRRx1V8/F//vOfeetb37rD/ccee2xN5128eDFHHnlkrWVJkiRJPYbhXRKjR49m8eLFNR9/zTXXcOutt7ZbVb6hoYEzzzyTT3/6052qS5IkSZLhXRIwYMCATo1w33zzzVx//fV88dIr+eYPHuC8vxnPV2dcRJ8+fbqwSkmSJOm1y/AuqUv06dOH//Px87lj82H8n48fb3CXJEmSupD3eZckSZIkqeAM75IkSZIkFZzhXZIkSZKkgjO8S5IkSZJUcIZ3SZIkSZIKzvAuSZIkSVLBGd4lSZIkSSo4w7skSZIkSQVneJckSZIkqeAM75IkSZIkFZzhXZIkSZKkgjO8S5IkSZJUcIZ3SZIkSZIKzvAuSZIkSVLBGd4lSZIkSSo4w7skSZIkSQVneJckSZIkqeAM75IkSZIkFZzhXZIkSZKkgjO8S5IkSZJUcFWF94hoiIivRsTyiGiJiGUR8cWIiLI+ERH/GBGr8z4/joiDur50SZIkSZJeG6odef8scB5wAfAX+eNpwCfL+kwDPgWcC7wV2AjcFxH9Ol2tJEmSJEmvQb2r7D8euCeldG/+eEVEfAA4BrJRd+BC4J9SSvfkbR8EngGmAN/vkqolSZIkSXoNqXbk/QHghIg4GCAi3gIcD8zN948A9gd+XDogpdQMPAgc2+lqJUmSJEl6Dap25P1rQCOwNCJagQbg8ymlW/P9++dfn6k47pmyfe1ERF+gb1nTnlXWJEmSJElSj1btyPtpwJnAGcCRwIeAiyPiQ52oYTrQXLY92YlzSZIkSZLU41Qb3i8HvpZS+n5K6eGU0veAq8gCOMDT+df9Ko7br2xfpZlAU9l2QJU1SZIkSZLUo1Ub3gcAbRVtrWXnWU4W0k8o7YyIRrJV5xd1dMKU0paU0rrSBqyvsiZJkiRJknq0aq95/wHw+Yj4E/AIcATw98B3AVJKKSKuBr4QEY+RhfmvAquAu7usakmSJEmSXkOqDe+fJAvjs4AhZKH826u4jooAACAASURBVMA/lvW5DBgIXAfsBfwCeFdKaXOnq5UkSZIk6TWoqvCeUlpPdh/3C3fSJwFfyjdJkiRJktRJ1V7zLkmSJEmSXmWGd0mSJEmSCs7wLkmSJElSwRneJUmSJEkqOMO7JEmSJEkFZ3iXJEmSJKngDO+SJEmSJBWc4V2SJEmSpIIzvEuSJEmSVHCGd0mSJEmSCs7wLkmSJElSwRneJUmSJEkqOMO7JEmSJEkFZ3iXJEmSJKngDO+SJEmSJBWc4V2SJEmSpIIzvEuSJEmSVHCGd0mSJEmSCs7wLkmSJElSwRneJUmSJEkqOMO7JEmSJEkFZ3iXJEmSJKngDO+SJEmSJBWc4V2SJEmSpIIzvEuSJEmSVHCGd0mSJEmSCs7wLkmSJElSwRneJUmSJEkqOMO7JEmSJEkFZ3iXJEmSJKngDO+SJEmSJBWc4V2SJEmSpIIzvEuSJEmSVHCGd0mSJEmSCs7wLkmSJElSwRneJUmSJEkqOMO7JEmSJEkFZ3iXJEmSJKngDO+SJEmSJBWc4V2SJEmSpIIzvEuSJEmSVHCGd0mSJEmSCs7wLkmSJElSwRneJUmSJEkqOMO7JEmSJEkFZ3iXJEmSJKngDO+SJEmSJBWc4V2SJEmSpIIzvEuSJEmSVHBVhfeIWBERqYPtX/P9CzrY961XpnRJkiRJkl4belfZ/y+BhrLHY4AfAf9R1nY98KWyx5tqK02SJEmSJEGV4T2ltLb8cUR8DlgG/KyseVNK6ekuqE2SJEmSJNGJa94jog9wFvDdlFIq23VmRDwbEUsiYmZEDNjFefpGRGNpA/astSZJkiRJknqiaqfNl5sC7AXcVNZ2G7ASWAUcBvwzcAhwyk7OMx34cifqkCRJkiSpR+tMeP8oMDeltKrUkFK6rmz/wxGxGvhJRIxMKS3bwXlmAl8ve7wn8GQn6pIkSZIkqUepKbxHxIHAiex8RB3gwfzrKLJr418mpbQF2FJ27lpKkiRJkiSpx6p15P1sYA1w7y76HZ5/XV3j80jaheXPbmTjlhfrXQYAj6/Z0O5rEQzs25sR+wysdxmSJElSp1Qd3iOiF1l4vzml9GJZ+0jgDOCHwHNk17xfBfw8pfQ/XVOupHLLn93IpCsW1LuMl7nwjofqXUI78y+eaICXJElSt1bLyPuJwBuB71a0b833XQgMBJ4A7gL+qTMFStqx0oj71acfzqghg+pcDWze1sqTz7dwwN796bdHQ73L4fE1G7jwjocKMzNBkiRJqlXV4T2l9F/Ayy5MTyk9Aby9K4qSVJ1RQwYxZlhTvcsA4Ojh9a5AkiRJ6nlqvs+7JEmSJEl6dRjeJUmSJEkqOMO7JEmSJEkFZ3iXJEmSJKngDO+SJEmSJBWc4V2SJEmSpIIzvEuSJEmSVHBV3+ddkiRJeq1b/uxGNm55sd5lAPD4mg3tvhbBwL69GbHPwHqXIfUohndJkiSpCsuf3cikKxbUu4yXufCOh+pdQjvzL55ogJe6kOFdkiRJqkJpxP3q0w9n1JBBda4GNm9r5cnnWzhg7/7026Oh3uXw+JoNXHjHQ4WZmSD1FIZ3SZIkqQajhgxizLCmepcBwNHD612BpFeaC9ZJkiRJklRwhndJkiRJkgrO8C5JkiRJUsEZ3iVJkiRJKjjDuyRJkiRJBWd4lyRJkiSp4AzvkiRJkiQVnOFdkiRJkqSCM7xLkiRJklRwhndJkiRJkgrO8C5JkiRJUsEZ3iVJkiRJKjjDuyRJkiRJBde73gVIqt2W1s306vcUy9f9L736Dap3OYWzfN0GevV7ii2tm4GmepcjSZIk1czwLnVjqzauZOCIa5nxy3pXUlwDR8CqjYdzFPvVuxRJkiSpZoZ3qRt7/cAD2bj8k1xz+uGMHOLIe6Vlazbw6Tse4vWTDqx3KZIkSVKnGN6lbqxvQz/aNg9jROMhvHmw08IrtW1upm3zWvo29Kt3KZIkSVKnuGCdJEmSJEkFZ3iXJEmSJKngDO+SJEmSJBWc4V2SJEmSpIIzvEuSJEmSVHCGd0mSJEmSCs7wLkmSJElSwRneJUmSJEkqOMO7JEmSJEkFZ3iXJEmSJKngDO+SJEmSJBWc4V2SJEmSpIIzvEuSJEmSVHCGd0mSJEmSCs7wLkmSJElSwRneJUmSJEkqOMO7JEmSJEkFZ3iXJEmSJKngDO+SJEmSJBWc4V2SJEmSpILrXU3niFgBHNjBrlkppU9ERD/gSuD9QF/gPuD8lNIznS1UkiRJKoItrZvp1e8plq/7X3r1G1Tvcgpn+boN9Or3FFtaNwNN9S5H6jGqCu/AXwINZY/HAD8C/iN/fBVwMvA+oBn4BjAbOK5zZUqSJEnFsGrjSgaOuJYZv6x3JcU1cASs2ng4R7FfvUuReoyqwntKaW3544j4HLAM+FlENAEfBc5IKf0033828IeIGJdS+u8uqlmSJEmqm9cPPJCNyz/JNacfzsghjrxXWrZmA5++4yFeP6mjCbuSalXtyPt2EdEHOAv4ekopRcRRwB7Aj0t9UkpLI+JPwLFAh+E9IvqSTbEv2bPWmiRJkqRXWt+GfrRtHsaIxkN482CnhVdq29xM2+a19G3oV+9SpB6lMwvWTQH2Am7KH+8PbE0pvVDR75l8345MJ5tiX9qe7ERNkiRJkiT1OJ0J7x8F5qaUVnWyhplkK1mUtgM6eT5JkiRJknqUmqbNR8SBwInAKWXNTwN9ImKvitH3/fJ9HUopbQG2lJ27lpIkSZIkSeqxah15PxtYA9xb1rYY2AacUGqIiEOANwKLai1QkiRJkqTXuqpH3iOiF1l4vzml9GKpPaXUHBE3AF+PiD8D64BrgUWuNC9JkiRJUu1qmTZ/Itlo+nc72PcZoA24i2wF+fuA82uuTpIkSZIkVR/eU0r/BXR4YXpKaTPwiXyTJEmSJEldoOb7vEuqv5ZtrQAseaq5zpVkNm9r5cnnWzhg7/7026Oh3uXw+JoN9S5BkiRJ6hKGd6kbW5aH08/NfrjOlRTbwL7+p06SJEndm3/RSt3YOw/dH4CRQwbRvyAj3Rfe8RBXn344o4YMqnc5QBbcR+wzsN5lSJIkSZ1ieJe6sdcN7MP7j3ljvct4mVFDBjFmWFO9y5AkSZJ6jFrv8y5JkiRJkl4lhndJkiRJkgrO8C5JkiRJUsEZ3iVJkiRJKjjDuyRJkiRJBWd4lyRJkiSp4AzvkiRJkiQVnOFdkiRJkqSCM7xLkiRJklRwhndJkiRJkgrO8C5JkiRJUsEZ3iVJkiRJKjjDuyRJkiRJBWd4lyRJkiSp4AzvkiRJkiQVnOFdkiRJkqSCM7xLkiRJklRwhndJkiRJkgrO8C5JkiRJUsEZ3iVJkiRJKjjDuyRJkiRJBWd4lyRJkiSp4AzvkiRJkiQVnOFdkiRJkqSCM7xLkiRJklRwhndJkiRJkgrO8C5JkiRJUsEZ3iVJkiRJKjjDuyRJkiRJBWd4lyRJkiSp4AzvkiRJkiQVnOFdkiRJkqSCM7xLkiRJklRwhndJkiRJkgrO8C5JkiRJUsEZ3iVJkiRJKjjDuyRJkiRJBde73gVIkiRJ3UnLtlYAljzVXOdKMpu3tfLk8y0csHd/+u3RUO9yeHzNhnqXIPVIhndJkiSpCsvycPq52Q/XuZJiG9jXqCF1JX+jJEmSpCq889D9ARg5ZBD9CzLSfeEdD3H16YczasigepcDZMF9xD4D612G1KMY3iVJkqQqvG5gH95/zBvrXcbLjBoyiDHDmupdhqRXiAvWSZIkSZJUcIZ3SZIkSZIKzvAuSZIkSVLBVR3eI2JYRNwSEc9FREtEPBwRR5ftvykiUsU2r2vLliRJkiTptaOqBesiYm/gfmA+cBKwFjgIeL6i6zzg7LLHWzpRoyRJkiRJr2nVrjb/WeCJlFJ5MF/eQb8tKaWnay9LkiRJkiSVVDtt/j3AryPiPyJiTUT8NiI+3kG/ifn+/42Ib0bE4B2dMCL6RkRjaQP2rLImSZIkSZJ6tGrD+5uA84DHgL8Gvgn8S0R8qKzPPOCDwAlkI/VvB+ZGRMMOzjkdaC7bnqyyJkmSJEmSerRqp833An6dUpqRP/5tRIwBzgVuBkgpfb+s/8MR8T/AMmAi8JMOzjkT+HrZ4z0xwEuSJEmStF21I++rgd9XtP0BeOOODkgp/RF4Fhi1g/1bUkrrShuwvsqaJEmSJEnq0aoN7/cDh1S0HQys3NEBEXEAMJgs+EuSJEmSpCpVG96vAsZFxIyIGBURZwDnAP8KEBGDIuLyiBgXEcMj4gTgHuBx4L4urVySJEmSpNeIqsJ7SulXwN8CHwCWAF8ELkwp3Zp3aQUOA/4TeBS4AVgMTEgpea93SZIkSZJqUO2CdaSU5gBzdrCvhWwVekmSJEmS1EWqnTYvSZIkSZJeZYZ3SZIkSZIKzvAuSZIkSVLBGd4lSZIkSSo4w7skSZIkSQVneJckSZIkqeAM75IkSZIkFZzhXZIkSZKkgjO8S5IkSZJUcIZ3SZIkSZIKzvAuSZIkSVLBGd4lSZIkSSo4w7skSZIkSQVneJckSZIkqeAM75IkSZIkFZzhXZIkSZKkgjO8S5IkSZJUcIZ3SZIkSZIKzvAuSZIkSVLBGd4lSZIkSSo4w7skSZIkSQVneJckSZIkqeAM75IkSZIkFZzhXZIkSZKkgjO8S5IkSZJUcIZ3SZIkSZIKzvAuSZIkSVLBGd4lSZIkSSo4w7skSZIkSQVneJckSZIkqeAM75IkSZIkFZzhXVKX2Lp1K9+7fhZ//tG3+N71s9i6dWu9S5IkSZJ6DMO7pE6bNm0aAwYM4LJ/mMH638zhsn+YwYABA5g2bVq9S5MkSZJ6hN71LkBS9zZt2jQuv/zyl7W3trZub7/ssste7bIkSZKkHsWRd0k127p1K1dcccVO+1xxxRVOoZckSZI6yZF3SWzatImlS5dWfdy//du/kVLaaZ+UEtOmTeODH/xg1ecfPXo0AwYMqPo4SZIkqacxvEti6dKlHHXUUa/Y+a+55hquueaaqo9bvHgxRx555CtQkSRJktS9GN4lMXr0aBYvXlz1cSeccAIvvPDCLvvttdde/OQnP6mpLkmSJEmGd0nAgAEDahrhbm1t3e1+jqBLkiRJtXPBOkld5qyzzuK3v/0tZ511Vr1LkSRJknoUR94l1ayhoaHd41tuuYVbbrlll/0kSZIkVceRd0k169179z7/291+kiRJkjpmeJdUsyFDhnRpP0mSJEkdM7xLqtnuXtvuNfCSJElS5xjeJdVs7NixXdpPkiRJUscM75JqdtVVV3VpP0mSJEkdM7xLqtnvfve7Lu0nSZIkqWOGd0ldom/fvjt9LEmSJKl2VYf3iBgWEbdExHMR0RIRD0fE0WX7IyL+MSJW5/t/HBEHdW3ZkoqgPKA3NTVx3XXXsWrVKq677jqampo67CdJkiSpelXdfDki9gbuB+YDJwFrgYOA58u6TQM+BXwIWA58FbgvIt6cUtrcFUVLKoYBAwZs/37NmjWcc845u+wnSZIkqXpVhXfgs8ATKaWzy9qWl76JiAAuBP4ppXRP3vZB4BlgCvD9zpUrqUgaGxu7tJ8kSZKkjlU7bf49wK8j4j8iYk1E/DYiPl62fwSwP/DjUkNKqRl4EDi209VKKpQTTzyxS/tJkiRJ6li14f1NwHnAY8BfA98E/iUiPpTv3z//+kzFcc+U7WsnIvpGRGNpA/assiZJdWJ4lyRJkl4d1U6b7wX8OqU0I3/824gYA5wL3FxjDdOBL9d4rKQ66tVr9z7/291+kiRJkjpW7V/Uq4HfV7T9AXhj/v3T+df9KvrsV7av0kygqWw7oMqaJNXJ00/v6Ne6tn6SJEmSOlZteL8fOKSi7WBgZf79crKQfkJpZz4V/q3Aoo5OmFLaklJaV9qA9VXWJKlO1q5du/37ytH1hoaGDvtJkiRJql610+avAh6IiBnAvwPHAOfkGymlFBFXA1+IiMd46VZxq4C7u6xqSYWw9957A7DHHnvQ3NzMgw8+yOrVqxk6dChvfetbaWpqYtu2bdv7SZIkSapNVSPvKaVfAX8LfABYAnwRuDCldGtZt8uAa4HrgF8Bg4B3eY93qef51a9+BcC2bds47bTTeOSRR2hpaeGRRx7htNNOY9u2be36SZIkSapNtSPvpJTmAHN2sj8BX8o3ST1Y9usOBx54IHPnzmXOnJf+09DQ0MCBBx7IypUrt/eTJEmSVJuqw7sklRx00EEArFy5kiFDhjBx4kQGDBjApk2bWLBgAStXrmzXT5IkSVJtomgjYvkCd83Nzc00NjbWuxxJO9HS0sKAAQPo1asXEUFra+v2fb1796atrY22tjY2bdpE//7961ipJEk915Knmpl87S+Y88njGTOsqd7lSKrCunXraGpqAmjKF3DfIW++LKlmDz74IABtbW306tWLSZMmceaZZzJp0iQigra2tnb9JEmSJNXGafOSavbUU08BMGTIENasWcP8+fPb7S+1l/pJkiRJqo3hXVLNSvdvX7NmDSeffDKjRo2ipaWF/v378/jjj3Pvvfe26ydJkiSpNoZ3STUbPHgwAPvuuy933XUXixYt2n6f92OPPZY3vOENrF27dns/SZIkSbUxvEuq2XPPPQdkI+t77703LS0t2/f1799/++NSP0mSJEm1ccE6STXbd999t39feeeK8sfl/SRJkiRVz/AuqWb777//9u8jot2+8sfl/SRJkiRVz/Au6RVRGeYlSZIk1c5r3iXV7Omnn97+/Tve8Q5OOumk7de6z507d/tq8+X9JEmSJFXP8C6pZqVbwJ133nntwjrAiBEjOPfcc/nWt77lreIkSZKkTjK8S6pZaSG6FStW8Oijj3L//fdvv1Xccccdx3vf+952/SRJkiTVxmveJdVs2LBhAMybN49TTz2Vvn37MnnyZPr27cupp57KvHnz2vWTJEmSVBtH3iXVbMKECQwfPpx99tmHhx9+mPHjx2/fN2LECI466iiee+45JkyYUMcqJUmSpO7P8C6pZg0NDVx55ZWceuqp9OvXr92+1atXs3z5cu666y4aGhrqVKEkSZLUMzhtXlKnRcTLbg3Xq1cvbxcnSZIkdRHDu6Satba2ctFFFzF58mSam5uZP38+t912G/Pnz+eFF15g8uTJXHzxxbS2tta7VEmSJKlbc9q8pJotXLiQFStWcPvtt7PHHnswceLEdvunT5/O+PHjWbhw4cv2SZIkSdp9jrxLqtnq1asBGDNmTIf7S+2lfpIkSZJqY3iXVLOhQ4cCsGTJkg73l9pL/SRJkiTVxvAuqWalW8VdeumltLW1tdvX1tbGzJkzGTFihLeKkyRJkjrJ8C6pZqVbxc2ZM4cpU6awaNEi1q9fz6JFi5gyZQpz5szhiiuu8FZxkiRJUie5YJ2kTjnllFO48847ueiiixg/fvz29hEjRnDnnXdyyimn1LE6SZKKa9OmTSxdurTT53l8zfr/3979x/pV13ccf75SQLwpVMl0q2MlE4SqKBvF31TqMKJAhhKJ+AtkW8S5PzYnc8RNATUyGWyrI2bJNKioaUZnG0XtBkKxbkAstw7icIAEjawwLPT3Wml9749zbnb65Xtvb6W939P2+Ui+ud/zOZ/POZ/vN7n3fF/n8/l+LtsfeYD/vGc2P3/0iKd9vPnz5zM2Nva0jyNp70pVjboPu0hyJLBhw4YNHHnkkaPujqRp2rlzJ6tWrWLt2rXMnTuXhQsXOuIuSdIUxsfHWbBgwai78RR33XUXJ5988qi7IR0UNm7cyJw5cwDmVNXGqeoa3iVJkqQR2Fsj79ue3MlPn9jK0c8e4/BDn/6Nc0fepZmzJ+HdafOSJEnSCIyNjTnCLWnaXLBOkiRJkqSeM7xLkiRJktRzhndJkiRJknrO8C5JkiRJUs8Z3iVJkiRJ6jnDuyRJkiRJPWd4lyRJkiSp5wzvkiRJkiT1nOFdkiRJkqSeM7xLkiRJktRzhndJkiRJknrO8C5JkiRJUs8Z3iVJkiRJ6rlDRt2ByWzcuHHUXZAkSZIkaZ/Zk9ybqtqHXdlzSX4d+Omo+yFJkiRJ0gw5uqoenqpCH8N7gOcBm0bdF0l77Aiam29H4++wJEkzxeuvtH87Avjv2k047920+bbDU95xkNRPzb03ADZVld99kSRpBnj9lfZ70/q9dcE6SZIkSZJ6zvAuSZIkSVLPGd4l7U3bgSvan5IkaWZ4/ZUOAr1bsE6SJEmSJO3KkXdJkiRJknrO8C5JkiRJUs8Z3iVJkiRJ6jnDu6S9JslxSSrJiaPuiyRJknQgMbxL2kWSz7cBfPBx3Kj7JknSgWyS62/3cfmo+yhpdA4ZdQck9dIK4KKBssdG0RFJkg4iczvP3wZ8DDihU7Z5sEGSALOqasc+7pukEXPkXdIw26vqkYHHziRnJfm3JOuTrEvy9STPn+wgSY5K8pUkjyX53yT3Jbmgs/+YJEs7x1ueZN7MvERJkvqle90FNjRFu1yLNyd5YzsK/4Yk3wd+DpySZEmSJd3jJfmHJCs627OSfDTJQ0m2JlmT5JyZfZWSflmGd0l7Ygy4GjgFeD3N35B/TjLZ35JPAscDbwJeCLwfWAeQ5DDgX4HHgYXtYxvwrSTOCpIkaWpXAh+gub7+cJptLgfOA/4AOBH4DPBPSV65Lzooae/yA7KkYc5O0p2a962qOq+qbuhWSvL7wFqagD7sg8M8YE1VrW63H+rsewfwZFW9t3O8C2lGGl4L3PK0X4UkSQeuD1fVrRMbzez5ySWZDVwCvLqq1rTFDyY5DXgvcMe+6qikvcPwLmmYW4E/7GxvAUhyPPBx4OXArwATnxTmMTy8fwa4IckC4CZgWVVNfDg4CZg/cJMA4DDgWAzvkiRNZfXuq+ziBOBwYNVA0D8MuH1vdUrSvmN4lzTMlqp6YEj5N4D7gYkR90OB/6C58D9FVd2Y5BjgLJpp9rcmWVxVlwKzgTuBC4c0dXE8SZKmtmVg+xfArIGyQzvPZ7c/Xw/8bKDetr3YL0n7iOFd0rQk+VXgOOCCqrq9LVu0u3ZV9T/AdcB1Sf6IZuT+UmAceDPwaFVt2lf9liTpIPEY8NsDZb/F/98QvwfYAfxGZxacpP2IC9ZJmq51wBPAxUmOTXI6zeJ1k0ryiSS/m+S4JCcCZwL3truvp/l++/Ikpyb5zSSvS3JtkrmTHlSSJA1zC/CaJOcnOT7JlTQ33QGoqseBxcC1Sd7VXssXJPnjJO8YVaclTZ/hXdK0tP8/9nzgFcAPgGuAP9tNsyeBTwF3A7cB24F3tsfbTLPC/MPAMppQ/480M4Ke8n9sJUnSlL4GXEUT0O+g+Zy/ZKDOh9o6H6G57n4TOINdF5SV1FOpqlH3QZIkSZIkTcGRd0mSJEmSes7wLkmSJElSzxneJUmSJEnqOcO7JEmSJEk9Z3iXJEmSJKnnDO+SJEmSJPWc4V2SJEmSpJ4zvEuSNMOSrEzyd6Pux3QlqSRvHsF5P59k+UyfV5KkPjpk1B2QJOkgdC7w5Kg7IUmS9h+Gd0mSZlhVPT7qPkiSpP2L0+YlSZphg9Pmk7w/yf1JtiV5NMnSSdolyWNJ3top+36StZ3tU5NsTzLWbj8ryWfbdhuT3JLkpIHjnpNkvD3/g0kuSzLpDf4kVyRZm+Sl7fYzklyd5OEkW5LcmWRRp/57kqxPckaSe5NsTrIiydxOnVlJ/qatty7JVUD25H2VJOlAZniXJGmEkpwCfBr4KHAC8EbgO8PqVlW1+xa1bZ8NvBB4ZpL5bbXTgO9V1dZ2+wbgucCbgAXAOPDtJEe1x1gIfBFYDLwIuBh4D/AXQ/qaJH8PXAAsrKq7213XAq8Czgde2p5zRZIXdJqPAZcA7wZeC8wDru7s/2B73t8DTgWOAt4y7H2QJOlgZHiXJGm05gFbgBur6sdVtaaqPj1F/ZW04Z0mBK8ZKFsE3AbNKDzwcuC8qlpdVfdX1SXAemBi9P4y4K+q6gtV9WBV3QR8hCbEdx0CfAk4HTi1qh5ozzEPuKg9x6qq+lFVXQ18ty2fcCjwvrYf4zSB//TO/j8Brqyqr1bVvcD7gA1TvA+SJB1U/M67JEmjdRPwY+DBJCuAFcCyzsj5oNuAxUmeQzPKvhJ4BFiU5HPAq4Gr2ronAbOBdckuM9CfCRzbqfOaJN2R9lnA4UnGOv34W2A78Mqq+lmn7kva+vcNnOMZwLrO9taq+lFney3NjACSzAHmAndO7KyqHUlW49R5SZIAw7skSSNVVZuSnEwzYv4G4GPA5UleVlXrhzS5B3icJrifRjO9/RHgz4GX0Yxw/3tbdzZNSF405DjrO3UuA746pM62zvObgLcDZwBf7pTPBnbSTMnfOdB+c+f54Or6hcFckqRpM7xLkjRiVbUDuBm4OckVNMH6dxgSqKuqkqwCzgFeTDM9fSvNSPfFwOqq2tJWHwd+DdhRVQ9Ncvpx4ISJafBT+BrwdeArSXZW1ZK2fA3NyPtzq2rVdF7vkNe0oV107xW03/dvF8yb+I6+JEkHPcO7JEkjlORs4Pk0ofUJ4EyaNWn+a4pmK4FraIL65vY43wHeCfx1p97NwO3A8iQfAu4DngecRTM1fzXNSP+NSX4CLAV+QTOV/sSq+svuSatqWZJ3A9cn2VFVS6vqviRfBr6Y5IM0Yf45NN9nv7uqvjHNt2IxcGmS+4EfAn8KPGuabSVJOuC5YJ0kSaO1HjgXuAWYWKjt7VX1gyna3EYz2r2yU7ZysKxdnf5MmhsD19GE9yXAMcCjbZ1/Ac6mmbL/PeAO4AM038N/iqpaClxIE+DPbYsvolmx/hqamw7Laabw/2R3L77jGuB64As0Nxw2Acv2oL0kSQe0NNd1SZIkSZLUV468S5IkSZLUc4Z3SZIkSZJ6zvAuSZIkSVLPGd4lSZIkSeo5w7skSZIkST1neJckSZIkqecM75IkSZIk9ZzhXZIkSZKknjO8a8SM3gAAACdJREFUS5IkSZLUc4Z3SZIkSZJ6zvAuSZIkSVLPGd4lSZIkSeq5/wMHeGVJvp5lrAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams.update({\"figure.figsize\":(7,5), \"figure.dpi\":100})\n", + "\n", + "plt.hist(data_frame.loc[data_frame[\"is weekend\"] == True][\"value\"], bins=50)\n", + "plt.gca().set(title = \"Frequency Histogram (is weekend)\", ylabel=\"Frequency\")\n", + "\n", + "data_frame.boxplot(by='is weekend', column=['value'], grid=False, figsize=(12,5))" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0, 0.5, 'Frequency'), Text(0.5, 1.0, 'Frequency Histogram')]" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data_frame.loc[data_frame[\"day of the year\"]][\"value\"], bins=50)\n", + "plt.gca().set(title = \"Frequency Histogram\", ylabel=\"Frequency\")" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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9u0VKlV7vR5I02OSj9yuBS1JK11S2ml2LiNnAfwHHp5QerMDzT6KfvFa7EhHXAe8HDk6dV/SvRD2/BP6QUnpTpWuRJGlPeM27JEm5/JZjpY+ryK5p3kA2kq4eyBePOxu4syDB/RhgGtn0eUmS+gWveZck6SVfzgP8ErLryuvJps1flvZstW6VyNdAeDPZddhjyabAV7KeKcAMsqnla4HbK1mPJEnlMLxLkvSS+8iC3alk11svBy5IKf3TLs9Sd44mW0NgHfDRlNIjFa5nDtlaCb8hu/Z+S4XrkSRpj3nNuyRJg1xEnEO2OF9tSmlVZauRJEld8Zp3SZIkSZIKzvAuSZIkSVLBGd4lSZIkSSo4w7skSf1MRMyJiBQRJ3Rx7Lz82JSIeFVE3BwRv42ILRHxVER8LSLG7sFzpIj4XBf7V0XEzR32HRAR10fE7yNia0Qsj4iPR4T/zpAkqY+42rwkSf3P3cAm4F3AjzscOwN4NKW0LCLmAoeTLUb3FPBK4IPAKyPiuNQHq9ZGRE1ew0TgJuB3ZLfXuxKYAFzU2+eQJEmGd0mS+p2U0uaIuAuYExEfTSm1AkTEwcAJwOfypjemlOaXnhsR/wPcChwPNPZBOX8HHAH8WUrp8XzfTRGxBrgkIuanlH7fB88jSdKg5nQ2SZL6p9uBccCJJfvmkP2//XbIQn7bgYgYEREHAf+T75reR3W8k+xDgOcj4qC2DfghUAW8oY+eR5KkQc2Rd0mS+qd7gPVk0+R/lO87A3gkpfQYQES8DPgscCZZ0C+1fx/VcSTwKuCZbo53fF5JktQDhndJkvqhlNLWiFgIvCMizgfGA68HLitpdgfZ9edXA4+QXSc/hCz493T2XVWHx0OAHwBXddP+sR4+jyRJKmF4lySp/7odeB/wJuBPgcj3EREH5vs/m1L6fNsJEXHkHvb9PHBA6Y6IGE62CF2pFcColNIPe/IDSJKkPeM175Ik9V8/BP5ANl3+DOBnKaWV+bHW/Gt0OGdPV39fQefr1T9I55H3O4DXRcRbO3aQ30LOgQJJkvqA/0OVJKmfSilti4gGsmvaRwIXlxzbEBEPAPMiYhjwJPAWoHYPu/934F8i4k6yafGvBt4KPNuh3dXA24FF+f3fm/JappItoDepi3MkSVKZDO+SJPVvtwMfABLZKHip9wBfBj5CNgL/feBkYM0e9PtvZEH//cDbyFaU/3NeWhwPgJRSS0ScQHat/TuB9wIbyK51/yzZonqSJKmXIqVU6RokSZIkSdIueM27JEmSJEkFZ3iXJEmSJKngDO+SJEmSJBWc4V2SJEmSpIIzvEuSJEmSVHCGd0mSJEmSCq5w93mPiAAOATZWuhZJkiRJkvay0cCatJv7uBcuvJMF99WVLkKSJEmSpH3kUODJXTUoYnjfCPD73/+eMWPGVLoWSZIkSZL2ig0bNvAnf/InsAczz4sY3gEYM2aM4V2SJEmSJFywTpIkSZKkwjO8S5IkSZJUcIZ3SZIkSZIKzvAuSZIkSVLBGd4lSZIkSSo4w7skSZIkSQVneJckSZIkqeAM75IkSZIkFZzhXZIkSZKkgjO8S5IkSZJUcIZ3SZIkSZIKzvAuSZIkSVLBGd4lSZIkSSq4oZUuQJIkSZJUfC0tLTQ3N/eqjy3bWln9fAuHHljDiGFVveqrrq6OmpqaXvXRnxjeJUmSJEm71dzczIwZMypdxk5NTU1Mnz690mXsM4b3gmttbaWxsZG1a9cyYcIEZs2aRVVV7z6hkiRJkqRy1dXV0dTU1Ks+lq/byIW3PcINZ05j8rjRva5nMDG8F1hDQwNz585l1apVO/dNmjSJ+fPnU19fX7nCJEmSJA06NTU1vR7pHv7keqoXb+LoqdOYMnH/PqpscHDBuoJqaGhgzpw5TJ06lSVLlrBx40aWLFnC1KlTmTNnDg0NDZUuUZIkSZK0j0RKqdI1tBMRY4D169evZ8yYMZUupyJaW1uZPHkyU6dOZeHChQwZ8tJnLDt27GD27NksW7aMxx9/3Cn0kiRJkvqNZU+u59Qv/4RFFxzvyDuwYcMG9t9/f4D9U0obdtXWkfcCamxsZNWqVVx22WWklFi8eDG33norixcvJqXEpZdeysqVK2lsbKx0qZIkSZKkfcBr3gto7dq1AKxYsYJ3v/vdna55v/zyy9u1kyRJkiQNbI68F9CECRMAOPvss7u85v3ss89u106SJEmSNLA58l5AM2fOZOjQoYwdO5aGhgaGDs1+TccddxwNDQ0ceuihPPfcc8ycObPClUqSJEmS9gVH3gvooYceYvv27axbt476+vp2I+/19fWsW7eO7du389BDD1W6VEmSJEnSPlBWeI+Iqoj4QkSsjIjNEbEiIj4dEVHS5uaISB22e/q+9IGr7Vr2b3zjGyxdupSZM2cyZswYZs6cybJly/jGN77Rrp0kSZIkaWArd9r8x4EPA+8DHgWOAf4DWA/8Y0m7e4BzSx5v7UWN/VpLSwvNzc1lnbNx40YAtm/fzh133MFPf97E479bw5EvP4TXvmYGjz766M52v/jFL8rqu66ujpqamrLOkSRJkiRVVrnhfSbwnZTS3fnjVRHxbuDYDu22ppSe6nV1A0BzczMzZszo0bnnnHPOLo+fd955ZffZ1NTE9OnTe1SPJEmSJKkyyg3vDwEfjIijUkqPRcSrgeOBv+vQ7sSIWAc8D9wHfCql9FxXHUZENVBdsmt0mTUVWl1dHU1NTWWfd9999zFv3jxmzZrFn88+gy8/vJELjhnNDxbeTmNjI1dddRVvfOMbe1SPJEmSJKl/KTe8fwkYAzRHRCtQBXwypfTNkjb3AA3ASuAI4ArgexHxupRSaxd9Xgp8tuzK+4mampoejXRPnz6dww8/nLlz5/Lpv/sIAJ/+FtTW1rJgwQLq6+v7ulRJkiRJUkGVG97fBZwFvIfsmvdpwPURsSaldAtASum2kvZLI+JXwArgROBHXfR5JXBtyePRwOoy6xqQ6uvrOe200/h6w/eY940HuOqv3sB760+mqqqq0qVJkiRJkvahcsP71cCXSgL60og4jGz0/JauTkgp/TYingUm00V4TyltpWRBu5KF6wVUVVXxmpmzGNkUvGbm8QZ3SZIkSRqEyr3Pew2wo8O+1l31ExGHAmMB72smSZIkSVIPlDvyfhfwyYj4Hdm0+T8jW6zuawARMYrs+vU7gafIrnm/ClgO3NtHNUuSJEmSNKiUG94vAL4A3AiMA9YANwGfz4+3Aq8iuw/8Afnx7wOfzqfHS5IkSZKkMpUV3lNKG4GL8q2r45uBt/ZBXZIkSZIkKVfuNe+SJEmSJGkfM7xLkiRJklRwhndJkiRJkgrO8C5JkiRJUsEZ3iVJkiRJKjjDuyRJkiRJBWd4lyRJkiSp4AzvkiRJkiQVnOFdkiRJkqSCG1rpAiRJkiT1f62trTQ2NrJ27VomTJjArFmzqKqqqnRZ0oDhyLskSZKkXmloaGDy5MmcdNJJvOc97+Gkk05i8uTJNDQ0VLo0acAwvEuSJEnqsYaGBubMmcPUqVNZsmQJGzduZMmSJUydOpU5c+YY4KU+YniXJEmS1COtra3MnTuXU089lTvvvJMtW7Zw1113sWXLFu68805OPfVULr74YlpbWytdqtTvGd4lSZIk9UhjYyOrVq1i5syZHHXUUe2mzR911FG87nWvY+XKlTQ2Nla6VKnfM7xLkiRJ6pG1a9cCcOmll3Y5bf6yyy5r105Sz7navCRJkqQeGTduHADHH388CxcuZMiQbGzwuOOOY+HChbzhDW/gwQcf3NlOUs858i5JkiRpr4iISpcgDRiGd0mSJEk9sm7dOgAefPBBZs+e3W7a/OzZs3nwwQfbtZPUc4Z3SZIkST0yYcIEAK644gqWLl3KzJkzGTNmDDNnzmTZsmV88YtfbNdOUs95zbskSZKkHpk1axaTJk3ioYce4rHHHuPBBx9k7dq1TJgwgde//vWcfvrp1NbWMmvWrEqXKvV7jrxLkiRJ6pGqqirmz5/PokWLOP3006murubUU0+lurqa008/nUWLFnHNNddQVVVV6VKlfs+Rd0mSJEk9Vl9fz4IFC5g7dy4zZ87cub+2tpYFCxZQX19fweqkgcPwLkmSJA1yLS0tNDc39/j8SZMmcccdd/DTnzfx+O/WcOTLD+G1r5lBVVUVv/jFL3rUZ11dHTU1NT2uSRpoDO+SJEnSINfc3MyMGTMqXUY7TU1NTJ8+vdJlSIVheJckSZIGubq6Opqamnrdz/J1G7nwtke44cxpTB43utc1SXqJ4V2SJEka5GpqavpklHv4k+upXryJo6dOY8rE/fugMkltXG1ekiRJkqSCM7xLkiRJklRwhndJkiRJkgrO8C5JkiRJUsEZ3iVJkiRJKjjDuyRJkiRJBWd4lyRJkiSp4AzvkiRJkiQVnOFdkiRJkqSCG1rpAqTBrqWlhebm5l71sWVbK6ufb+HQA2sYMayqV33V1dVRU1PTqz4kSZIk9S3Du1Rhzc3NzJgxo9Jl7NTU1MT06dMrXYYkSZKkEoZ3qcLq6upoamrqVR/L123kwtse4YYzpzF53Ohe1yNJkiSpWAzvUoXV1NT0eqR7+JPrqV68iaOnTmPKxP37qDJJkiRJReGCdZIkSZIkFZzhXZIkSZKkgjO8S5IkSZJUcIZ3SZIkSZIKzvAuSZIkSVLBGd4lSZIkSSo4w7skSZIkSQVneJckSZIkqeAM75IkSZIkFVxZ4T0iqiLiCxGxMiI2R8SKiPh0RERJm4iIz0fE2rzNDyPiyL4vXZIkSZKkwaHckfePAx8G/hb40/zxPOCCkjbzgI8CHwJeC7wA3BsRI3pdrSRJkiRJg9DQMtvPBL6TUro7f7wqIt4NHAvZqDtwEXB5Suk7+b73Ak8Ds4Hb+qRqSZIkSZIGkXLD+0PAByPiqJTSYxHxauB44O/y47XAwcAP205IKa2PiJ8Cr8PwLklla2lpobm5uVd9bNnWyurnWzj0wBpGDKvqVV91dXXU1NT0qg9JkiSVp9zw/iVgDNAcEa1AFfDJlNI38+MH51+f7nDe0yXH2omIaqC6ZNfoMmuSpAGtubmZGTNmVLqMnZqampg+fXqly5AkSRpUyg3v7wLOAt4DPApMA66PiDUppVt6WMOlwGd7eK4kDXh1dXU0NTX1qo/l6zZy4W2PcMOZ05g8rnefkdbV1fXqfEmSJJWv3PB+NfCllFLb9PelEXEYWQC/BXgq3z8eWFty3njgkW76vBK4tuTxaGB1mXVJ0oBVU1PT65Hu4U+up3rxJo6eOo0pE/fvo8okSZK0r5S72nwNsKPDvtaSflaSBfg3tR2MiDFkq84v6arDlNLWlNKGtg3YWGZNkiRJkiQNaOWOvN8FfDIifkc2bf7PyBar+xpASilFxPXApyLicbIw/wVgDbCwz6qWJEmSJGkQKTe8X0AWxm8ExpGF8puAz5e0uQoYCfwrcADwE+BtKaUtva5WkiRJkqRBqKzwnlLaSHYf94t20SYBn8k3SZIkSZLUS+Ve8y5JkiRJkvYxw7skSZIkSQVX7jXvkiRJ6mdaWlpobm7uVR9btrWy+vkWDj2whhHDqnpdU11dHTU1Nb3uR5IGC8O7JEnSANfc3MyMGTMqXUY7TU1NTJ8+vdJlSFK/YXiXJEka4Orq6mhqaupVH8vXbeTC2x7hhjOnMXnc6D6pSZK05wzvkiRJA1xNTU2vR7mHP7me6sWbOHrqNKZM3L+PKpMk7SkXrJMkSZIkqeAM75IkSZIkFZzhXZIkSZKkgjO8S5IkSZJUcIZ3SZIkSZIKzvAuSZIkSVLBeas4SZL6uZaWFpqbm3vVx5Ztrax+voVDD6xhxLCqXvVVV1dHTU1Nr/qQJEntGd4lSernmpubmTFjRqXL2KmpqanX9xSXJEntGd4lSern6urqaGpq6lUfy9dt5MLbHuGGM6cxedzoXtcjSZL6luFdkqR+rqamptcj3cOfXE/14k0cPXUaUybu30eVSZKkvuKCdZIkSZIkFZzhXZIkSZKkgjO8S5IkSZJUcIZ3SZIkSZIKzvAuSZIkSVLBGd4lSZIkSSo4w7skSZIkSQVneJckSZIkqeAM75IkSZIkFZzhXZIkSZKkgjO8SwJ5gIwAACAASURBVJIkSZJUcIZ3SZIkSZIKzvAuSZIkSVLBGd4lSZIkSSo4w7skSZIkSQVneJckSZIkqeAM75IkSZIkFZzhXZIkSZKkgjO8S5IkSZJUcIZ3SZIkSZIKzvAuSZIkSVLBGd4lSZIkSSo4w7skSZIkSQVneJckSZIkqeAM75IkSZIkFZzhXZIkSZKkgjO8S5IkSZJUcIZ3SZIkSZIKzvAuSZIkSVLBGd4lSZIkSSo4w7skSZIkSQVneJckSZIkqeAM75IkSZIkFVxZ4T0iVkVE6mL75/z44i6O/cveKV2SJEmSpMFhaJntXwNUlTyeAvwA+HbJvn8DPlPyuKVnpUmSJEmSJCgzvKeUnil9HBGfAFYAPy7Z3ZJSeqoPapMkSZIkSZQ/8r5TRAwHzgauTSmlkkNnRcTZwFPAXcAXUkrdjr5HRDVQXbJrdE9rkiSpP1r57Au8sHV7RWtYvm5Tu6+VNrJ6KLUHjax0GZIkFUaPwzswGzgAuLlk37eAJ4A1wKuAfwBeAdTvop9Lgc/2og5Jkvqtlc++wEnXLK50GTtddPsjlS5hp/svPtEAL0lSrjfh/f3A91JKa9p2pJT+teT40ohYC/woIo5IKa3opp8rgWtLHo8GVveiLkmS+o22Effrz5jG5HGjKlbHlm2trH5+M4ceuB8jhlXt/oS9aPm6TVx0+yMVn40gSVKR9Ci8R8RhwJvZ9Yg6wE/zr5PJro3vJKW0Fdha0ndPSpKkwnJKdHtOh+7a5HGjmDJx/4rWcMykij69JEnahZ6OvJ8LrAPu3k27afnXtT18Hknq15wS3TWnQ0uSJJWn7PAeEUPIwvstKaXtJfuPAN4DfBd4juya9+uAB1JKv+qbciWpf3FKdHtOh5Z6xhk8nTmLR9Jg05OR9zcDLwe+1mH/i/mxi4CRwO+BO4HLe1OgJA0ETomW1FPO4Omes3gkDSZlh/eU0veBThemp5R+D5zQF0VJkiQp4wyezpzFI2kw6s1q85IkSdpHnMEjSYOb4X03vMasPa8v68z3SHu+RyRJkqS+Z3jfBa8x65rXl73E90jXfI9IkiRJfcvwvgteY9ae15d15nukPd8jkiRJ0t5heN8DXmOm3fE9IkmSJGlvGlLpAiRJkiRJ0q4Z3iVJkiRJKjinzUuSJEnSAFeEOySBd0nqDcO7JEmS1M8ZzDrrb8FsbyraHZLAuyT1hOFdkiRJ6scMZt3rT8FsbyrKHZLAuyT1huFdkiRJ6scMZp31x2C2LxThDkngXZJ6yvAuSZIkDQAGM2lgc7V5SZIkSZIKzvAuSZIkSVLBGd4lSZIkSSo4w7skSZIkSQVneJckSZIkqeAM75IkSZIkFZy3ipMkSSqwra1bGDLiSVZu+A1DRlT2Ht5FsXLDJoaMeJKtrVuAyt8aTZL2BcO7JElSga154QlG1n6Zy35W6UqKZWQtrHlhGjMYX+lSJGmfMLxLkiQV2CEjD+OFlRdwwxnTOGKcI+8AK9Zt4sLbH+GQkw6rdCmStM8Y3iVJqiCnRHfmlOj2qqtGsGPLRGrHvIKjx/p6AOzYsp4dW56humpEpUuRpH3G8C5Je5HBrD1DWWdOie6aU6IlSWrP8C5Je5HBrDNDWXtOie7MKdGSJHVmeJekvchg1p6hrDOnRHfmlGhJkjozvEu94JTo9pwS3ZnBrD1DmSRJUs8Y3qVecEp0Z06JliRJkvqe4V3qBadEt+eUaEmSJGnvMLxLveCU6PacEi1JkiTtHUMqXYAkSZIkSdo1w7skSZIkSQVneJckSZIkqeAM75IkSZIkFZzhXZIkSZKkgjO8S5IkSZJUcIZ3SZIkSZIKzvu878LW1i0MGfEkKzf8hiEjRlW6nIpbuWETQ0Y8ydbWLYD3NJckSZKkfcXwvgtrXniCkbVf5rKfVbqS4hhZC2temMYMxle6FEmSJEkaNAzvu3DIyMN4YeUF3HDGNI4Y58j7inWbuPD2RzjkpMMqXYokSZJyzhbtzBmjGogM77tQXTWCHVsmUjvmFRw91j/6HVvWs2PLM1RXjah0KZIkSco5W7RrzhjVQGN4lyRJkvoxZ4t25oxRDUSGd0mSJKkfc7ZoZ84Y1UDkreIkSZIkSSo4w7skSZIkSQVneJckSZIkqeAM75IkSZIkFZzhXZIkSZKkgjO8S5IkSZJUcGXdKi4iVgFd3SzxxpTSRyJiBDAfOBOoBu4Fzk8pPd3bQiVJkgajzdtaAVj25PqK1rFlWyurn9/MoQfux4hhVRWtZfm6TRV9fkmqhHLv8/4aoPS/1lOAHwDfzh9fB5wCvBNYD/wT0AC8vndlSpIkDU4r8qD6iYalFa6keEZWl/tPWUnqv8r6L15K6ZnSxxHxCWAF8OOI2B94P/CelNJ9+fFzgf+LiONSSv/TRzVLkiQNGm955cEAHDFuFPtVcMR7+bpNXHT7I1x/xjQmjxtVsTrajKweSu1BIytdhiTtMz3+uDIihgNnA9emlFJEzACGAT9sa5NSao6I3wGvA7oM7xFRTTbFvs3ontYkSVJ/45TozpwS3d7LRg7nzGNfXukydpo8bhRTJu5f6TIkadDpzVyj2cABwM3544OBF1NKf+zQ7un8WHcuBT7bizokSeq3nBLdPadES5L0kt78X/H9wPdSSmt6WcOVwLUlj0cDq3vZpyRJ/YJTorvmlGhJktrrUXiPiMOANwP1JbufAoZHxAEdRt/H58e6lFLaCmwt6bsnJUlSITkluj2nQ3fmlGhJkrQnejryfi6wDri7ZF8TsA14E3AnQES8Ang5sKQXNUpSv+WU6K45HVqSJKk8Zf/rKSKGkIX3W1JK29v2p5TWR8RXgWsj4g/ABuDLwBJXmpc0WDklujOnQ0uSJJWvJ0MfbyYbTf9aF8c+BuwgG3mvBu4Fzu9xdZLUzzklWpIkSX2h7PCeUvo+0OWF6SmlLcBH8k2SJEmSJPWBIZUuQJIkSZIk7ZrhXZIkSZKkgjO8S5IkSZJUcIZ3SZIkSZIKzhvtSr2weVsrAMueXF/ROrZsa2X185s59MD9GFHh25FJkiRJ6nuGd6kXVuRh9RMNSytcSbGMrPY/LZIkSUWxtXULQ0Y8ycoNv2HIiFGVLqcQVm7YxJART7K1dQvQP26j67+wpV54yysPBuCIcaPYr8Ij3hfd/gjXnzGNyeMq+x/kkdVDqT1oZEVrkCRJ0kvWvPAEI2u/zGU/q3QlxTKyFta8MI0ZjK90KXvE8C71wstGDufMY19e6TJ2mjxuFFMm9o9PDiVJkrRvHDLyMF5YeQE3nDGNIyo80FMUK9Zt4sLbH+GQkw6rdCl7zPAuSZIkSQNYddUIdmyZSO2YV3D0WAd6AHZsWc+OLc9QXTWi0qXsMVeblyRJkiSp4AzvkiRJkiQVnOFdkiRJkqSCM7xLkiRJklRwhndJkiRJkgrO8C5JkiRJUsEZ3iVJkiRJKjjDuyRJkiRJBWd4lyRJkiSp4AzvkiRJkiQVnOFdkiRJkqSCM7xLkiRJklRwhndJkiRJkgrO8C5JkiRJUsENrXQBkiRJknpu87ZWAJY9ub7ClcCWba2sfn4zhx64HyOGVVWsjuXrNlXsuaW9xfAuSZIk9WMr8qD6iYalFa6keEZWG3c0cPhuliRJkvqxt7zyYACOGDeK/So42g3ZiPdFtz/C9WdMY/K4URWtZWT1UGoPGlnRGqS+ZHiXJEmS+rGXjRzOmce+vNJltDN53CimTNy/0mVIA4oL1kmSJEmSVHCOvO9CURb/cOEPSZIkSRrcDO+74OIfXXPhD0mSJEnat0xhu1CUxT9c+EOSJEmSBjfD+y4UbfEPF/6QJEmSpMHJBeskSZIkSSo4w7skSZIkSQVneJckSZIkqeAM75IkSZIkFZzhXZIkSZKkgjO8S5IkSZJUcIZ3SZIkSZIKzvAuSZIkSVLBGd4lSZIkSSo4w7skSZIkSQVneJckSZIkqeAM75IkSZIkFZzhXZIkSZKkgjO8S5IkSZJUcIZ3SZIkSZIKzvAuSZIkSVLBlR3eI2JiRPxnRDwXEZsjYmlEHFNy/OaISB22e/q2bEmSJEmSBo+h5TSOiAOBB4H7gZOBZ4Ajgec7NL0HOLfk8dZe1ChJkiRJ0qBWVngHPg78PqVUGsxXdtFua0rpqZ6XJUmSJEmS2pQ7bf7twMMR8e2IWBcRv4yIv+mi3Yn58d9ExFciYmx3HUZEdUSMaduA0WXWJEmSJEnSgFZueD8c+DDwOPBW4CvAP0bE+0ra3AO8F3gT2Uj9CcD3IqKqmz4vBdaXbKvLrEmSJEmSpAGt3GnzQ4CHU0qX5Y9/GRFTgA8BtwCklG4rab80In4FrABOBH7URZ9XAteWPB6NAV6SJEmSpJ3KHXlfC/y6w77/A17e3Qkppd8CzwKTuzm+NaW0oW0DNpZZkyRJkiRJA1q54f1B4BUd9h0FPNHdCRFxKDCWLPhLkiRJkqQylTtt/jrgoYi4DLgDOBb4YL4REaOAzwJ3Ak8BRwBXAcuBe/uoZkmSJEnSHtq8rRWAZU+ur3AlsGVbK6uf38yhB+7HiGHdLYu29y1ft6liz91TZYX3lNLPI+IdZNepf4bsNnEXpZS+mTdpBV4FvA84AFgDfB/4dErJe71LkiRJ0j62Ig+qn2hYWuFKimdkdbnj2ZVTdqUppUXAom6ObSZbhV6SJEmSVABveeXBABwxbhT7VXC0G7IR74tuf4Trz5jG5HGjKlrLyOqh1B40sqI1lKP/fMwgSZIkSSrby0YO58xju11jvCImjxvFlIn7V7qMfqXcBeskSZIkSdI+ZniXJEmSJKngDO+SJEmSJBWc4V2SJEmSpIIzvEuSJEmSVHCuNi9JkjTAtbS00Nzc3Ks+lq/byNanlvPrpaN48enRva6prq6OmpqaXvcjSYOF4V2SJGmAa25uZsaMGX3S1xm39Ek3NDU1MX369L7pTJIGAcO7JEn9XNFGVR1RLZ66ujqampp61ceWba2sfr6FQw+sYcSwqj6pSZK05wzvkiT1c0UbVXVEtXhqamp69Tt58cUXufHGG1mxYgVHHHEE559/PsOHD+/DCiVJu2N4lySpnyvaqKojqgPLvHnzuO6669i+ffvOfZdccgkf+9jHuOqqqypYmSQNLoZ3SZL6ud6OqkrdmTdvHldffTXjx4/n8ssv59RTT2XRokV86lOf4uqrrwYwwEvSPuKt4iRJktTJiy++yHXXXcf48eNZvXo1H/jABzj44IP5wAc+wOrVqxk/fjzXXXcdL774YqVLlaRBwfAuSZKkTm688Ua2b9/O5ZdfztCh7SdrDh06lM9//vNs376dG2+8sUIVStLgYniXJElSJytWrADg1FNP7fJ42/62dpKkvcvwLkmSpE6OOOIIABYtWkRrayuLFy/m1ltvZfHixbS2trJo0aJ27SRJe5cL1kmSJKmT888/n0suuYSLL76Yyy+/nCeeeGLnscMOO4w//vGPDB06lPPPP7+CVUrS4OHIuyRJkjoZPnw4p5xyCuvXr28X3AGeeOIJ1q9fzymnnOL93iVpHzG8S5IkqZPW1lYeeuihXbZZsmQJra2t+6giSRrcDO+SJA1yXV3PLC1evJhnnnmG448/nvXr1zN79mymTp3K7NmzWb9+Pccffzzr1q1j8eLFlS5VkgYFr3mXJGkQa2hoYO7cuaxatWrnvkmTJjF//nzq6+srV5gqri2UH3LIIYwdO5bt27cDsHTpUsaOHcs73vGOne3e9KY3VapMSRo0HHmXJGmQamhoYM6cOUydOpUlS5awceNGlixZwtSpU5kzZw4NDQ2VLlEFcMcdd7Bjx452+3bs2MG3v/3tClUkSYOTI++SVHAtLS00Nzf3+PzW1lYW3f8gf3zoF3z7ZY+z+aTXU1VV1eP+6urqqKmp6fH5KobW1lbmzp3LqaeeysKFCxkyJPs8/7jjjmPhwoXMnj2biy++mNNOO61X7xf1XzNnztz5/bBhw9i6dWuXj0vbSZL2HsO7JBVcc3MzM2bM6JO+Pt/4DT7fyz6ampqYPn16n9SjymlsbGTVqlXceuutO4N7myFDhnDppZcyc+ZMGhsbOfHEEytTpCrq0Ucf3fn9mDFjeO9738vhhx/Ob3/7W77+9a/zzDPP7Gx38sknV6pMSRo0DO+SVHB1dXU0NTWVfd59993HvHnzmDVrFme9932MeNkEtvxhLd/8+i00NjZy1VVX8cY3vrFH9aj/W7t2LQBTpkzp8njb/rZ2Gnx+8pOf7Pz+mWeeYf78+d22u/jii/dVWZI0aBneJangampqyh7pbm1t5fTTT+80JRrgA+eew+zZs7nxxhv52Mc+5pToQWrChAkALFu2jOOOO67T8WXLlrVrp8HnhRde2Pn9fvvtx+bNm3c+rqmpoaWlpVM7SdLe44J1kjQAtU2Jvuyyy7qdEr1y5UoaGxsrVKEqbdasWUyaNIkrrriiy8XIrrzySmpra5k1a1aFKlSltX1oOGzYMJ577jnuv/9+vvWtb3H//ffz7LPPMnTo0HbtJEl7l+FdkgYgp0Rrd6qqqpg/fz6LFi1i9uzZ7Vabnz17NosWLeKaa65xZsYgNm7cOAC2bdtGbW0tjz32GCeccAKPPfYYtbW1O28d19ZOkrR3OW1ekgYgp0RrT9TX17NgwQLmzp3bbsXw2tpaFixY4H3eB7mDDz545/fr1q3jvPPO2/k4IrpsJ0naewzvkjQAlU6J7njNu1OiVaq+vp7TTjuNxsZG1q5dy4QJE5g1a5Yj7mLixIlAFtSHDx/e7lZx1dXVbN26lZTSznaSpL3L8C5JA1DblOg5c+Ywe/ZsLr30UqZMmcKyZcu48sorWbRoEQsWLDCgCcjeL94OTh21fQh40EEH8eyzz7Jq1aqdxyZMmMDYsWN57rnn/BBQkvYRw7skDVBOiZbUG6UfAp5yyilcfPHFO1edv+eee7j77rv9EFCS9iHDuyQNYE6JltQbpR8CLlq0aOd+PwSUpH3P8C5JA5xToiX1hh8CSlIxGN4lSZK0S34IKEmV533eJUmSJEkqOMO7JEmSJEkFZ3iX+rnW1lZ+/lAjL/z6x/z8oUZaW1srXZIkSZKkPmZ4l/qxhoYGJk+ezF+/6y959q6r+et3/SWTJ0+moaGh0qVJkiRJ6kMuWCdVWEtLC83NzWWfd9999zFv3jxmzZrF+z96CV9+eBMXHDOKHyy8nTlz5nDVVVfxxje+sex+6+rqqKmpKfs8SZIkSXuP4V2qsObmZmbMmNHj8x944AEeeOABAD79rZf2X3LJJT3qr6mpienTp/e4HkmSJEl9z/AuVVhdXR1NTU1lnfPwww9z3nnncfPNNzN16lS2bGtl9fMtHHpgDSOGVfGrX/2Kc889l5tuuoljjjmm7HokSZIkFYvhXaqwmpqaske6f/Ob3wBw+umnM2rUqE7HjzzySM4991xGjx7tKLokSZI0ALhgndQPTZgwAYBly5Z1ebxtf1s7SZIkSf2b4V3qh2bNmsWkSZO44oor2LFjR7tjO3bs4Morr6S2tpZZs2ZVqEJJkiRJfcnwLvVDVVVVzJ8/n0WLFjF79myWLFnCxo0bWbJkCbNnz2bRokVcc801VFVVVbpUSZIkSX3Aa96lfqq+vp4FCxYwd+5cZs6cuXN/bW0tCxYsoL6+voLVSZIkSepLhnepH6uvr+e0006jsbGRtWvXMmHCBGbNmuWIuyRJkjTAlB3eI2Ii8A/AyUANsBw4N6X0cH48gL8H/gY4AHgQ+HBK6fG+KlrSS6qqqjjxxBMrXYYkSZKkvaisa94j4kCyML6NLLwfDcwFni9pNg/4KPAh4LXAC8C9ETGiLwqWJEmSJGmwKXfk/ePA71NK55bsW9n2TT7qfhFweUrpO/m+9wJPA7OB23pXriRJkiRJg0+5q82/HXg4Ir4dEesi4pcR8Tclx2uBg4Eftu1IKa0Hfgq8rtfVSpIkSZI0CJUb3g8HPgw8DrwV+ArwjxHxvvz4wfnXpzuc93TJsXYiojoixrRtwOgya5IkSZIkaUArd9r8EODhlNJl+eNfRsQUsuvbb+lhDZcCn+3huZIkSZIkDXjljryvBX7dYd//AS/Pv38q/zq+Q5vxJcc6uhLYv2Q7tMyaJEmSJEka0MoN7w8Cr+iw7yjgifz7lWQh/U1tB/Op8K8FlnTVYUppa0ppQ9sGbCyzJkmSJEmSBrRyp81fBzwUEZcBdwDHAh/MN1JKKSKuBz4VEY+ThfkvAGuAhX1WtSRJkiRJg0hZ4T2l9POIeAfZVPfPkIXzi1JK3yxpdhUwEvhX4ADgJ8DbUkpb+qZkSZIkSX2ppaWF5ubmXvezfN1Gtj61nF8vHcWLT/duHeq6ujpqamp6XZM0UJQ78k5KaRH8//buPdiusj7j+PchIDaQWmqJiuAUEUgtlDRBqgKG6lhxSrl0bNFSp9CZ1lLaggO2wLQU/aPQASnSML0MVENFxzIVWkqVihhASrkcQFAMl2oJIXKRiyRcAoRf/1grsjkknMRjznpP8v3M7NnZa6/97t/a886cPOt917v4j1d4v+iC/SmTqEuSJEnSFFmyZAnz58//sbV3+I+6lPWIsbEx5s2bN/mGpE3EBod3SZIkSZuWOXPmMDY2Nul2nnluNcsee4odt5vJq7eaMemaJL3I8C5JkiRt5mbOnOkot9S4DV1tXpIkSZIkTTHDuyRJkiRJjTO8S5IkSZLUOMO7JEmSJEmNM7xLkiRJktQ4w7skSZIkSY0zvEuSJEmS1DjDuyRJkiRJjTO8S5IkSZLUOMO7JEmSJEmNM7xLkiRJktQ4w7skSZIkSY0zvEuSJEmS1DjDuyRJkiRJjTO8S5IkSZLUOMO7JEmSJEmN23LoAjZ1Tz31FEuWLJlUG/c8tIJVD9zDHbdvy7MPzppUW3PmzGHmzJmTakOSJEmSNLUM7xvZkiVLmD9//o+lrcMXTb6NsbEx5s2bN/mGJEmSJElTxvC+kc2ZM4exsbFJtfHMc6tZ9thT7LjdTF691YxJ1yNJkiRJml4M7xvZzJkzHemWJEmSJE2KC9ZJkiRJktQ4R94lSZIkSRNyMe5hGd4lSZIkSRNyMe5hGd4lSZIkSRNyMe5hGd4lSZIkSRNyMe5huWCdJEmSJEmNM7xLkiRJktQ4w7skSZIkSY0zvEuSJEmS1DjDuyRJkiRJjTO8S5IkSZLUOMO7JEmSJEmNM7xLkiRJktQ4w7skSZIkSY0zvEuSJEmS1DjDuyRJkiRJjTO8S5IkSZLUOMO7JEmSJEmN23LoAtbliSeeGLoESZIkSZI2mg3JvamqjVjKhkvyRmDZ0HVIkiRJkjRFdqyq+19phxbDe4AdgBVD19KQWXQnNHbE30VrZx/RROwjmoh9RBOxj2h92E80EfvIy80CltcE4by5afN9wa94xmFz053PAGBFVXk9gV7GPqKJ2Ec0EfuIJmIf0fqwn2gi9pG1Wq/fwQXrJEmSJElqnOFdkiRJkqTGGd6nh1XAx/tnaW3sI5qIfUQTsY9oIvYRrQ/7iSZiH/kRNbdgnSRJkiRJeilH3iVJkiRJapzhXZIkSZKkxhneJUmSJElqnOFdkiRJkqTGGd4bl+SYJP+X5Jkk1yfZZ+ia1I4k70pyaZLlSSrJoUPXpLYkOSnJjUlWJHkoySVJdh+6LrUjydFJbkvyRP+4Lsn7h65L7UpyYv835+yha1Ebkpza94nRx5Kh61JbkrwxyWeTPJLk6SS3J9l76LqmE8N7w5IcDpxFdyuFecA3gMuTzB60MLVkG7p+cczQhahZC4BzgbcD7wW2Av4ryTaDVqWWLANOBOYDewNXAv+W5OcHrUpNSvI24CPAbUPXouZ8C3jDyGO/YctRS5JsB1wLPAe8H3grcDzw2JB1TTfeKq5hSa4HbqyqP+pfbwHcB/xtVZ0+aHFqTpICDquqS4auRe1Ksj3wELCgqq4euh61KcmjwMeq6vyha1E7kmwL3Az8IfDnwK1VddywVakFSU4FDq2quUPXojYlOR3Yt6r2H7qW6cyR90YleRXdKMgVa7ZV1Qv963cMVZekae81/fOjg1ahJiWZkeSDdLN6rhu6HjXnXOCyqrpiwj21Odq1v4zvO0kuTPKmoQtSUw4GbkpyUX8Z3y1Jfm/ooqYbw3u7fgaYATw4bvuDwOunvhxJ010/e+ds4Nqq+ubQ9agdSfZMshJYBfw93SyeOwYuSw3pT+rMA04auhY16XrgSOBA4GhgZ+CaJLOGLEpNeTNd37gbeB/wd8A5SX5n0KqmmS2HLkCSNGXOBfbA6xD1cncCc+lmZnwAWJRkgQFeAEl2Aj4FvLeqnhm6HrWnqr408vK2/tLPe4HfBLz8RtANGt9UVSf3r29JsgfwB8Ci4cqaXhx5b9f3gdXA68Ztfx3wwNSXI2k6S7IQOAj45apaNnQ9aktVPVtV91TVWFWdRLcQ5rFD16VmzAdmAzcneT7J83SLYf5J/3rGsOWpNVX1OHAX8Jaha1EzvgeMPyH8bcDLKzaA4b1RVfUsMAa8Z822fsrre/A6REnrKZ2FwGHAu6vqu0PXpGlhC2DroYtQM74K7Ek3O2PN4ybgQmBuVa0esDY1qF/ccBe6wCZBt9L8+FvV7kY3Q0PryWnzbTuLburiTcANwHF0iwh9etCq1Iz+j+PoWe2dk8wFHq2qpQOVpbacC/wWcAiwIsmaNTN+UFVPD1eWWpHkNOBLwFJgFl1/OYDumkSJqloBvGSdjCRPAo+4foYAkpwJXEoXxHagu83xauDzQ9alpvwN8N9JTgb+BdgH+P3+ofVkeG9YVX2hv63TJ+gWqbsVOLCqxi9ip83X3sDXRl6f1T8vols4Rjq6f148bvtRwGemtBK1ajZwAd19mX9Ad//u91XVVwatStJ0siNdUH8t8DDwdeDtVfXwoFWpGVV1Y5LDgNOAU4DvAsdV1YXDVja9eJ93SZIkSZIa5zXvkiRJvb4ipwAABUZJREFUkiQ1zvAuSZIkSVLjDO+SJEmSJDXO8C5JkiRJUuMM75IkSZIkNc7wLkmSJElS4wzvkiRJkiQ1zvAuSdJAkixOcnYDdcxJ8j9Jnkly69D1ACQ5MsnjQ9chSVIrthy6AEmSNLiPA08CuwMrB65FkiStheFdkiTtAlxWVfcOXYgkSVo7p81LkjQFkmyT5IIkK5N8L8nxa9nnw0luSrIiyQNJPpdkdv9ektyT5IRxn5mbpJK8ZR3fu0WSU5IsS7Iqya1JDhx5v4D5wCl9O6eupY2DkjyeZMa47zx9ZJ/zknx25PV+Sa5J8nSS+5Kck2Sbkfe3TnJmkvuTPJnk+iQHvMLvt33/21ycZOt17SdJ0qbK8C5J0tQ4A1gAHAL8CnAAMG/cPlsBfwHsBRwK/CzwGYCqKuCfgKPGfeYo4Oqqumcd33sscDxwAvALwOXAvyfZtX//DcC3gE/2/z5zLW1cA8wCfrF/vQD4fn8MjGxbDJBkF+DLwL/233k4sB+wcGT/hcA7gA/2+1wEfHmkrh9KslNfwzeBD1TVqnUcqyRJm6x0/xeQJEkbS5JtgUeA366qi/ptPw0sA/6xqo5bx+f2Bm4EZlXVyiQ7AEuBd1bVDUm2ApYDJ1TVonW0cT9wblX91ci2G4Abq+qY/vWtwCVVdeorHMMY8PmqOjPJxX1dfwm8FnhNfyy7VdXdSc4DVlfVR0Y+vx9wFbANMBv4DvCmqlo+ss8VwA1VdXKSI4GzgV8CvgJcDBxX/sdFkrSZcuRdkqSNbxfgVcD1azZU1aPAnaM7JZmf5NIkS5OsoAu7AG/qP7McuAz43X77rwFb041av0ySnwR2AK4d99a1wM9t4DFcBRyQJMD+wBeBb9ONqC8AllfV3f2+ewFH9pcIrEyykm7EfwtgZ2BPYAZw17h9FtD9Vmv8BN2I+xer6liDuyRpc+aCdZIkNaC/Hvzy/nEE8DBdaL+cLvivcR7wz0k+Sjdl/gtV9dQUlLiY7qTBXsBzVbUkyWK6qfPb8eKJBoBtgX8AzllLO0vppsmvprvWfvW490dXu18FXAEclOSMqrp/0kchSdI0ZXiXJGnj+1/gObop4EsBkmwH7MaLoXcO3RT0E6vqvn6fvdfS1n/S3dbtaOBA4F3r+tKqeiLJcmBfXhqu9wVu2MBjWHPd+0dH2loMnEgX3j85su/NwFvXdR1+klvoRt5nV9U1r/CdLwAfBj4HfC3JAaPT7CVJ2pw4bV6SpI2sqlYC5wNnJHl3kj3oFqJ7YWS3pcCzwB8neXOSg+kWrxvf1ur+s6cBd1fVdRN8/RnAnyU5PMnu/Qrxc4FPbeAxPAbcRjcrYHG/+Wq6RfdGT0IA/DXwziQL+5Xpd01ySJKFfVt3ARcCFyT59SQ7J9knyUlJfnUtx3sE8A3gyiSv35C6JUnaVBjeJUmaGh+jG72+lG4q+NeBsTVvVtXDwJHAbwB30I1on/CyVjrn002l//R6fO85wFl0I+O3043WHzxyffqGuIpuxHxxX/Ojfa0PVNUPr9+vqtvorl/fje6YbwE+Qbe43hpHARf0dd0JXAK8jX5mwqiqeh74EN2q+FeuuX2eJEmbE1eblyRpmkmyP/BVYKeqenDoeiRJ0sZneJckaZpIsjWwPbCIbrT7iIFLkiRJU8Rp85IkTR8fAu4Ffgr404FrkSRJU8iRd0mSJEmSGufIuyRJkiRJjTO8S5IkSZLUOMO7JEmSJEmNM7xLkiRJktQ4w7skSZIkSY0zvEuSJEmS1DjDuyRJkiRJjTO8S5IkSZLUOMO7JEmSJEmN+39a9QmLkVa4JwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data_frame.loc[data_frame[\"day of week\"]][\"value\"], bins=50)\n", + "plt.gca().set(title = \"Frequency Histogram (day of week)\", ylabel=\"Frequency\")\n", + "\n", + "data_frame.boxplot(by='day of week', column=['value'], grid=False, figsize=(12,5))" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data_frame.loc[data_frame[\"daylight\"] == \"am\"][\"value\"], bins=50)\n", + "plt.gca().set(title = \"Frequency Histogram (daylight)\", ylabel=\"Frequency\")\n", + "\n", + "data_frame.boxplot(by='daylight', column=['value'], grid=False, figsize=(12,5))" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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wAv9bSSdKWj+E6/5cQaL/ZUknKFhR/qPasTieJMk5t8XMPqJgrv2nJH1e0qsK5rp/V8GiegAAYJTMORd2DAAAAAAAYBeY8w4AAAAAgOdI3gEAAAAA8BzJOwAAAAAAniN5BwAAAADAcyTvAAAAAAB4juQdAAAAAADPebfPu5mZpHdK2hx2LAAAAAAAjLPpkta73ezj7l3yriBxfyHsIAAAAAAASJMDJb24qwY+Ju+bJen555/XjBkzwo4FAAAAAIBx8eqrr+pd73qXNITKcx+Td0nSjBkzSN4BAAAAABAL1gEAAAAA4D2SdwAAAAAAPEfyDgAAAACA50jeAQAAAADwHMk7AAAAAACeI3kHAAAAAMBzJO8AAAAAAHiO5B0AAAAAAM+RvAMAAAAA4LlJYQcAAAAAANkgEomovb1dvb29ys/PV3l5uXJzc8MOa4Dv8WHXSN4BAAAAZASfk8+WlhbV1taqp6dn4FhBQYEaGxtVXV0dXmBRvseH3aNsHgAAAID3WlpaVFRUpPnz52vhwoWaP3++ioqK1NLSEnZoamlpUU1NjebMmaOOjg5t3rxZHR0dmjNnjmpqakKP0ff4MkUkElFbW5uamprU1tamSCSS1uc351xan3B3zGyGpE2bNm3SjBkzwg4HAAAAQMhiyWdFRYWWLFmikpISdXV1qb6+XitWrFBzc3Noo8eRSERFRUWaM2eOWltblZOzY3y0v79fVVVV6urq0rPPPhtKlYDv8WWK8apcePXVV7X33ntL0t7OuVd31ZaRdwAAAADeikQiqq2tVUVFhVpbW1VaWqpp06aptLRUra2tqqio0OLFi9M+ChrT3t6unp4eLVmyJCExlqScnBzV1dVp3bp1am9vJ74M5UvlAsk7AAAAAG/5nnz29vZKkkpKSlKejx2PtUs33+PznU+dRyTvIQp7zgQAAADgO9+Tz/z8fElSV1dXyvOx47F26eZ7fL7zqfOI5D0kPi+4AQAAAPjC9+SzvLxcBQUFqq+vV39/f8K5/v5+NTQ0qLCwUOXl5cS3Gz4ObvrUeUTyHgJf5kwAAAAAvvM9+czNzVVjY6NWrFihqqqqhO/3VVVVWrFihZYtWxbaYnC+xxfj6+CmV51HzjmvbpJmSHKbNm1y2eitt95yBQUFbsGCBS4SiSSci0QibsGCBa6wsNC99dZbIUUIAAAA+GX58uXOzNyCBQvcgw8+6F599VX34IMPugULFjgzc8uXLw87RLd8+XJXUFDgJA3cCgsLvYjNOb/ji//5dnR0uM2bN7uOjg4vfr7jnb9t2rQp9vOY4XaTK2f1VnGRSETt7e3q7e1Vfn6+ysvLQ+9Ramtr0/z589XR0aHS0tKdznd0dKisrEyrV6/WvHnz0h8gAAAA4KFUW3UVFhZq2bJloW0Tl8zH/COej/FlwlZ28VsV1tXVDWxV2NDQMOqtCoezVVzWJu/jtQ/faDU1NWnhwoXavHmzpk2bttP5zZs3a8aMGbrtttt06qmnhhAhAAAA4Ccfk0+MTqYMbo5X59FwkvdJI34Wj8X3jDQ1NQ30jNTX16umpmZUPSOjFT9nItWbM+wFNzIJ/3kDAACMLd+/X+Xm5lKdmmV8WhBuV6qrq1VZWRnq70fWjbz7Xnbhe3yZwtfKCgAAgEzF9yuEIVNG3sfLcEbes261eZ/24UslU1Z79Bmr9QMAAIwtvl8hLL7vJuCTYY28m1mupEskLZK0v6T1km6WtNRFL2RmN0v6QtJD73XOnTDE5xjVyHumzCnPhAU3fETlAgAAwNji+xXCNp4LwvluPOe8f0vSWQqS86ckHSXpJkmbJP04rt09kk6Lu799mM8zYpkyp9yHOROZKFZZ0dTUNGhlRVlZmdrb27OyrAYAAGCs8f0KYauurlZzc7Nqa2tVVlY2cLywsDCrE/fhGm7yXibpTufcyuj9HjM7VdLRSe22O+deGnV0IxBfdpGq59CnsgsW3Bi+TFnQAgAAIFPw/Qo+YHBz94Y75/1BSceZ2SGSZGbvl/RhSauS2s0zsz4z+6uZXWtm+w52QTObbGYzYjdJ04cZUwLmlGe3+MqKVHyprAAAAMgUfL+CL2KDm6eeeqrmzZtHzpZkuHPecyTVS7pQUkRSrqSLnHMNcW0+I2mLpHWSDoq2f03SMc65SIprXiLpu8nHx2Ofd+aUZz7mZAEAAIwtvl8B4RnOnPfhJu+fkXS5pAsUzHk/QtKPJJ3vnLtlkMe8R9JaScc7536f4vxkSZPjDk2X9MJok3fJ/30qMTITeUELAACA8cD3KyAc45m8Py/pB865q+OOfUfSIudc8S4et1HSd5xz1w3hOUa12jwmBiorAABAJvJ5cInvV0D6jWfy/rKCJPzauGN1kk5zzh0yyGMOlPR3SVXOuf8ZwnOQvGNIfP7wAwAASJYqOS4oKFBjY6M3yTHfr4D0Gs+t4u6SdJGZ/V1B2fwHJJ0v6UZJMrNpCuavL5f0koI57z+UtEbSvcN8LmCXWK0fAABkiviy9KampoGy9Pr6etXU1HhTls73K8Bfwx15ny7p+5I+KWmmpPWSmiRd6px7w8z2ktSqIKl/W/T8byX9p3NuwxCfg5F3AAAAZA0WhAMwmHErm08HkncAAABkk7a2Ns2fP18dHR0qLS3d6XxHR4fKysq0evVqRr2BCWY8y+YBZKgtW7aou7s74di2NyN64ZUtOnCfPE3ZI7Gnv7i4WHl5eekMEQCArNTb2ytJKikpSXk+djzWDgBSIXkHJoju7m7NnTt3yO07Ozt15JFHjmNEAABMDPn5+ZKkrq6ulCPvXV1dCe0AIBXK5oEJItXI+5q+zfrG7Y/pqs8coaKZ0xPOMfIOAMDYYM47gMFQNo8Roaw6u+Xl5e00kr7ni5s0ue01HTbnCJUcsHdIkQEAkN1yc3PV2NiompoaVVVVqa6ubmC1+YaGBq1YsULNzc0k7gB2ieQdAyirBgAAGB/V1dVqbm5WbW2tysrKBo4XFhZ6s00cAL+RvGNAcXGxOjs7E47trqwaAAAAQ1NdXa3Kykq1t7ert7dX+fn5Ki8vZ8QdwJCQvGMAZdUAACDTRSIRr5Pj3NxctoMDMCIk72nEnHIAAIDx09LSotraWvX09AwcKygoUGNjI2XpADIeyXsaMac8u9E5AwBAeFpaWlRTU6OKigo1NTUNLAhXX1+vmpoa5pUDyHgk72nEnPLsRucMAADhiEQiqq2tVUVFRcJWbKWlpWptbVVVVZUWL16syspKr0roAWA4SN7TiDnl2Y3OGQAAwtHe3q6enh41NTUl7KEuSTk5Oaqrq1NZWZna29uZbw4gY5G8A2OEzhkAAMLR29srSSopKUl5PnY81g4AMlHO7psAAAAA/srPz5ckdXV1pTwfOx5rBwCZiJF3AAAAZLTy8nIVFBSovr4+Yc67JPX396uhoUGFhYUqLy8PMUoAyVjweXhI3gEAAJDRcnNz1djYqJqaGlVVVamurm5gtfmGhgatWLFCzc3NLFYHeIYFn4eH5B2AF+h5BQCMRnV1tZqbm1VbW6uysrKB44WFhWwTB3iKBZ+Hh+QdgBfoeQUAjFZ1dbUqKyvV3t6u3t5e5efnq7y8nBF3TFi+D46w4PPwkLwD8AI9rwCAsZCbm8t2cEAUgyPZheQdGcP3nkOMDj2vAAAAY4vBkeySVck7yV12o+cQAAAAGDoGR7JLViXvJHfZjZ5DhMn3zkHf4wMAAMDoZFXyTnKX3eg5RJh87xz0PT4AAACMTlYl7yR3AMaL752DvscHAACQaXyrbMyq5B0AxovvnYO+x+fbhx8AAMDu+FbZSPIOABh3vn34AQAwFuiczm6+VTaSvAMAxp1vH34AAIwFOqezm2+VjSTvAIBx59uHX6aLRCJqb29Xb2+v8vPzVV5ertzc3N0/EBgDvP+AHeicRjqRvAMAkEFaWlpUW1urnp6egWMFBQVqbGxUdXV1eIFhQuD9BySicxrplBN2AAAAYGhaWlpUU1OjOXPmqKOjQ5s3b1ZHR4fmzJmjmpoatbS0hB0ishjvPwAIFyPvAABkgEgkotraWlVUVKi1tVU5OUH/e2lpqVpbW1VVVaXFixersrKSEuYM52NZOu8/AAgfI+8AAGSA9vZ29fT0aMmSJQOJU0xOTo7q6uq0bt06tbe3hxQhxkJLS4uKioo0f/58LVy4UPPnz1dRUVHoo9q8/wAgfCTvAABkgN7eXklSSUlJyvOx47F2yDw+l6Xz/gOA8JG8AwCQJBKJqK2tTU1NTWpra1MkEgk7JOXn50uSurq6Up6PHY+1Q2ZJLksvLS3VtGnTBsrSKyoqtHjx4tDei7z/ACB8JO8AAMTxtWy5vLxcBQUFqq+vV39/f8K5/v5+NTQ0qLCwUOXl5SFFiNHwvSyd9x8AhI/kHQCAKJ/LlnNzc9XY2KgVK1aoqqoqIb6qqiqtWLFCy5YtY7GwIfCxssL3snTefwAQPpJ3AADkf9myJFVXV6u5uVlPPvmkysrKNGPGDJWVlamrq0vNzc3ssz0EvlZWZEJZOu8/AAgXyTsAAPK/bDmmurpaa9as0erVq3Xbbbdp9erVevbZZ0mchsDnyopMKUvn/QcA4WGfdwAAlFi2nGqf7bDLluPl5uZq3rx5YYeRUXzfpzxWll5TU6OqqirV1dWppKREXV1damho0IoVK9Tc3OxFWTrvPwAIB8k7AADaUY7805/+VNddd516enoGzhUUFOj0009PaIfMEqusaGpqGrSyoqysTO3t7aElprGy9NraWpWVlQ0cLywspCwdAEDZPAAAUlC2PHPmzIERz/iy6pKSEi1ZskQzZ84MvWwZI+P7gnAxlKUDAAbDyDsAAFHOuYS/x27IfPELwpWWlu503ocF4WIoSwcApMLIOwAACsqqN27cqIaGBnV1dSWspv3UU0+pvr5efX19oS9Yh5HJlAXhAAAYDMk7AADaUS59zjnnpCxbPueccxLaIbOwTzkAINNRNg8AgHYuq04uW/aprBojw4JwAIBMRvIOAIASy6rjtxKTKKvOJtXV1aqsrNxpK0BG3AEAviN5BwBAmbXPNoZny5Yt6u7uTji2515TlbvPO7XnXnl6/PHHE84VFxcrLy8vnSECoUn1+7HtzYheeGWLDtwnT1P2SPw/j98PIDwk7wAARGVKWXUkEmHkeBi6u7s1d+7cIbfv7OzUkUceOY4RYSyRfI4Ovx9A5iB5BwAgju9l1S0tLaqtrVVPT8/AsYKCAjU2NnrTueCb4uJidXZ2Jhxb07dZ37j9MV31mSNUNHP6Tu2ROUg+R4ffDyBzDCt5N7NcSZdIWiRpf0nrJd0saamLboRrZibpe5K+Kultkh6QdJZz7tkxixoAgHHk6z7bLS0tqqmpUUVFhZqamgbK+uvr61VTUxNadYDvI595eXk7JWt7vrhJk9te02FzjlDJAXunLRaMPZLP0eH3A8gcwx15/5aksyR9QdJTko6SdJOkTZJ+HG1zoaSvR9usk/R9Sfea2WHOuW1jETQAABNNJBJRbW2tKioqEhbUKy0tVWtrq6qqqrR48WJVVlamvUqAkU+EieQTwEQx3OS9TNKdzrmV0fs9ZnaqpKOlgVH38xSMxN8ZPfZ5SRskVUm6fUyiBgBggmlvb1dPT4+ampoSVsKXpJycHNXV1amsrEzt7e1prxpg5BMAgPE33OT9QUmnm9khzrlnzOz9kj4s6fzo+UIF5fT3xR7gnNtkZg9LOkYk7wAAjEhvb68kqaSkJOX52PFYu3Ri5BMAgPGXs/smCX6gIAHvNrM3Jf2fpB85534ZPb9/9M8NSY/bEHcugZlNNrMZsZuk6anaAQAwkeXn50uSurq6Up6PHY+1AwAA2WW4I++flvRZSQsVzHk/QtKPzGy9c+6WEcZQJ+m7I3wsAAATQnl5uQoKClRfX58w512S+vv71dDQoMLCQpWXl4cYJUbC9wX/MDr8fEeH1w/YYbjJ++WSfuCci5W/P2lmsxUk4LdIeil6fJak+Lq9WZIeG+SaDZKuiLs/XdILw4wLAICslpubq8bGRtXU1Kiqqkp1dXUDq803NDRoxYoVam5u9mZLOwwdC/5lN36+o8PrB+ww3OQ9T1J/0rGIdpTfr1OQwB+naLIeLYX/N+Nb7GQAACAASURBVEnXprqgc267pO2x+8GadwAAIFl1dbWam5tVW1ursrKygeOFhYWhbROH0WPBv+zGz3d0eP2AHYabvN8l6SIz+7uCsvkPKFis7kZJcs45M/uRpO+Y2bPasVXcekmtYxY1AAATVHV1tSorK9Xe3q7e3l7l5+ervLycEfcMxoJ/2Y2f7+jw+gE7DDd5P1dBMn6NpJkKkvLrJF0a1+aHkqZKul7S2yT9SdIJ7PEOAMDYyM3NTft2cAAAIFzDSt6dc5sV7ON+3i7aOEkXR28AAAAAAGCUhrtVHAAAAAAASDOSdwAAAAAAPEfyDgAAAACA50jeAQAAAADwHMk7AAAAAACeI3kHAAAAAMBzJO8AAAAAAHiO5B0AAAAAAM9NCjsAAAAA+GvLli3q7u5OOLbtzYheeGWLDtwnT1P2yE04V1xcrLy8vHSGCAATAsk7AGDCIzkBBtfd3a25c+cOuX1nZ6eOPPLIcYwIACYmkncAwIRHcgIMrri4WJ2dnQnH1vRt1jduf0xXfeYIFc2cvlN7AMDYI3kHAEx4JCfA4PLy8nbqrNrzxU2a3PaaDptzhEoO2DukyABgYiF5BwBMeL4nJ5T1AwAAkncAADxHWT8AACB5BwDAc5T1AwAAkncAADzne1k/AAAYfzlhBwAAAAAAAHaN5B0AAAAAAM+RvAMAAAAA4DmSdwAAAAAAPEfyDgAAAACA50jeAQAAAADwHMk7AAAAAACeI3kHAAAAAMBzJO8AAAAAAHiO5B0AAAAAAM+RvAMAAAAA4DmSdwAAAAAAPEfyDgAAAACA50jeAQAAAADwHMk7AAAAAACeI3kHAAAAAMBzJO8AAAAAAHiO5B0AAAAAAM+RvAMAAAAA4DmSdwAAAAAAPEfyDgAAAACA50jeAQAAAADwHMk7AAAAAACeI3kHAAAAAMBzJO8AAAAAAHiO5B0AAAAAAM+RvAMAAAAA4DmSdwAAAAAAPEfyDgAAAACA50jeAQAAAADwHMk7AAAAAACeI3kHAAAAAMBzk8IOAAAAAACAsK37x+t6fftbu2yzpu+1hD93ZerkSSrcb+qYxCYNM3k3sx5Js1OcusY59zUza5P0kaRz1znnzhxZeAAAAADgB9+TO+IbXWzzl7UNuf15dzw2pHarF88bsxiHO/L+QUm5cfdLJP1O0q/jjv1c0sVx97eMLLTd8/mHDwAAAPjG9+/PPsfne3JHfKMTe9/96JQjVDRz2qDttr0Z0QuvbNWB++ylKXvkDtpuTd9rOu+Ox3b7fh6OYSXvzrmN8ffN7NuS1kr6Q9zhLc65l8Ygtl3y/YcPAAAA+MT378++x+d7ckd8Y6No5jSVHLD3LtscVTCmTzlkI57zbmZ7Slok6QrnnIs79VkzWyTpJUl3Sfq+c27Q0Xczmyxpctyh6UN5/kz54QMAAAA+8P37s+/xxfic3EnEl81Gs2BdlaS3Sbo57thtkp6TtF7S+yT9l6RDJVXv4jp1kr470iD44QMAAABD5/v3Z9/jA8IymuT9y5JWOefWxw44566PO/+kmfVK+r2ZHeScWzvIdRokXRF3f7qkF0YRlzd8nrMDAACAscf3PwDjZUTJu5nNlnS8dj2iLkkPR/8sUjA3fifOue2StsddeyQhecf3OTsSHy4AAABjKRO+/wHIXCMdeT9NUp+klbtpd0T0z94RPk/G8n3ODh8uAAAAY8v3738AMtuwk3czy1GQvN/inHsr7vhBkhZKulvSywrmvF8p6Y/OuSfGJtzM4+ucHT5cAAAAxoev3/8AZLaRjLwfL+ndkm5MOv5G9Nx5kqZKel7ScklLRxMgxhcfLgAAIJMw7Q/ARDXs5N0591tJO01Md849L+kjYxEUIPHhDAAAEjHtD8BENprV5oFxw4czAADh8LnznGl/ACYyknd4iQ9nAADSL1M6z5n2B2AiInmH13z+cPZ5ZAIAgJGg8xwA/EXyDoxApoxMAAD8kwmdvz53ngPAREXyDoxAJoxMZMKXQwCYaOj8BQCMFMk7MAq+jkzw5RDAROZz52UmdP4CAPxE8g5kIb4cApioMqXz0tfOXwCAv0jegSzGl0MA44GRbQAA0o/kHUAofP7yD2BwjGwDABAOkncAaZcpX/4B7IyRbQAAwkHyDiDt+PI/elQuIGyMbAMAkF4k7wBC4/OXf5+T40yoXPD59QMAAMhEJO8AkMT35Nj3ygXfXz8AAIBMRPIOAEl8T45jfK1cyJTXDwAAIJOQvAPAIHxNjjOFz6+f72X9vscHAADSj+QdADCh+F7W73t8ADBetke2KWfKi1r36l+VM2Xwyq2hWvfqa8qZ8qK2R7ZJ2nVncjbEh+xH8g4AmFB8L+v3PT4AGC/rX39OUwt/oiWPjN01pxZK618/QnM1a9TX8j0+ZD+SdwDAhORzWb/kf3wAdsbI7Oi8c+psvb7uXF11yhE6aBedl0O1tu81feOOx/TO+bPHIDr/40P2I3kHAAAAxoDvI7O+dy5Mzp2i/m0HqHDGoTps39Ffr3/bJvVv26jJuVNGfS3J//h85/v7LxOQvAMAAABjwPeRWd87F5DdeP+NHsk7AAAAMoLvI3e+j8z63rmA0fH994P33+iRvAMAACAjMHI3Or53LmB0fP/94P03eiTvAAAAkMTIHZDJ+P3IfiTvAAAAkMTIHZDJ+P3IfiTvAAAAkMTIHYCJy/fKIymDk/dMeHEBAADi+f79hZE7ABOV75VHUgYn776/uL5/OAMAgPTz/fsLAExUmVB5lLHJu+8vLh/OAACkn++d575/fwGAiSoTKo8yNnn3/cXlwxkAgPTzvfPc9+8vAAB/ZWzy7js+nAEASD86zwEA2YrkHQAAZA06zwEA2Son7AAAAAAAAMCukbwDAAAAAOA5yuYnKN9X4wUA+InPDwAAwkHyPkH5vhovXw4BwE++f34AAJCtSN4nKN9X4+XLIQD4yffPDwAAshXJ+wTl+2q8fDkEAD/5/vkBAEC2InmHl3z/ckhZP4Dxwv8vAAAgFZJ3YAQo6wcwXvj/BQAApELyDowAZf0Axgv/vwAAgFRI3oER8L2sH0Dm4v8XAACQCsk7kIWYMwsAAABkF5J3IAsxZxYAAADILiTvQBZiziwwOCpTAABAJiJ5B7IQc2aBwVGZAgAAMhHJOwBgQqEyBcBEtfXNiCSp68VNu2y37c2IXnhlqw7cZy9N2SN30HZr+l6bUPEBYSN5BwBMKFSmABgvviefa6PX+3bLk2N63amTxyal8D0+33++yH4k7wDSzvc5x77H5ztePwATle/J538cvr8k6aCZ07TXbpLK8+54TD865QgV7aZCaerkSSrcb+qEiM/3ny+y37DeKWbWIylVXeA1zrmvmdkUSY2SPiNpsqR7JZ3tnNsw2kABZA/f5xz7Hp/vybHvrx+AzOX7yKfvyefbp+6pzxz97iG3L5o5TSUHpK/T1Pf4fP/5IvsNt5vng5Li36klkn4n6dfR+1dKOknSpyRtkvRTSS2SPjS6MAFkE9/nHPsen+/Jse+vH4DM5fvIp+/JJ0aHny/CNqz/qZxzG+Pvm9m3Ja2V9Acz21vSlyUtdM7dHz1/mqSnzazUOffQGMUMIMP5PufY9/h8T459f/0AZC5GPgFMZCPuZjSzPSUtknSFc86Z2VxJe0i6L9bGOddtZn+XdIyklMm7mU1WUGIfM32kMQHAREByDGCiYuQTwESWM4rHVkl6m6Sbo/f3l/SGc+5fSe02RM8Npk5BiX3s9sIoYgIAAAAAIOuMZoLPlyWtcs6tH2UMDZKuiLs/XSTwAAAAaef7gnAABsfvb/YbUfJuZrMlHS+pOu7wS5L2NLO3JY2+z4qeS8k5t13S9rhrjyQkAAAAjJLvC8IBGBy/v9lvpD+J0yT1SVoZd6xT0puSjpO0XJLM7FBJ75bUMYoYAQAAkAYsCAdkLn5/s9+wk3czy1GQvN/inHsrdtw5t8nMbpB0hZn9U9Krkn4iqYOV5gEAAPzHgnBA5uL3N/uNZOT9eAWj6TemOPdNSf0KRt4nS7pX0tkjjg4AAGAYfJ/z6Xt8AAB/DTt5d879VlLKienOuW2Svha9AQAApJXvcz59jw8A4C/+pwcAAFnD9zmfvscHAPAXyTsAAMgavs/59D0+AIC/SN4BAMCQMWcbAIBwkLwDAIAhY842AADh4JMSAAAMGXO2AQAjQeXW6JG8AwCAIWPONgBgJKjcGr2J8y8FAAAAAISCyq3RI3kHAAAAAIwrKrdGj+QdAACPMCcQAACkQvIOAIBHmBMIAABS4ZMcAACPMCcQAID0y4TKt4xN3jPhxQUAYLiYEwgAQPplQuVbxibvmfDiAgAAAAD8lwmVbxmbqWbCiwsAAAAA8F8mVL5lbPKeCS8uAAAAAABjIWOTdwAARoI1UwAAQCYieQcATCismQIAADIR3zQAABMKa6YAAIBMRPI+TijLBAA/sWYKAADIRCTv48T3skw6FwAAAAAgc5C8jxPfyzJ971wAAAAAAOxApjVOfC/L9L1zAQAAAACwA8n7BOV75wIAAAAAYIecsAMAAAAAAAC7xsg7vMSCegAAAACwA8k7vMSCekDmovMNAABg7JHJwEssqAdkLjrfAAAAxh7fhOAlFtQDMhedbwAAAGOP5B0AMKbofAMAABh7JO/ACDCnFwAAAEA6kbwDI8CcXgAAAADpRKYAjABzegEAAACkE8k7MALM6UWYmLYBAAAw8ZC8A1mI5C67MW0DAABg4uGbGpCFSO6yG9M2AAAAJh6+iQNZyPfkjsqA0WHaBgAAwMRD8g5kId+TOyoDAAAAgOHhmy6AtKMyAAAAABgekncAaUdlAAAAADA8fJMEgCS+VwYAAABg4iF5B4AkvlcGAAAAYOLJCTsAAAAAAACwayTvAAAAAAB4juQdAAAAAADPkbwDAAAAAOA5kncAAAAAADxH8g4AAAAAgOdI3gEAAAAA8Nywk3czO8DMbjWzl81sq5k9aWZHxZ2/2cxc0u2esQ0bAAAAAICJY9JwGpvZPpIekLRa0omSNko6WNIrSU3vkXRa3P3to4gRAAAAAIAJbVjJu6RvSXreORefmK9L0W67c+6lkYcFAAAAAABihls2/wlJj5rZr82sz8z+z8y+mqLdvOj5v5rZtWa272AXNLPJZjYjdpM0fZgxAQAAAACQ1YabvL9H0lmSnpX0MUnXSvqxmX0hrs09kj4v6TgFI/UfkbTKzHIHuWadpE1xtxeGGRMAAAAAAFltuGXzOZIedc4tid7/PzMrkXSmpFskyTl3e1z7J83sCUlrJc2T9PsU12yQdEXc/ekigQcAAAAAYMBwR957Jf0l6djTkt492AOcc3+T9A9JRYOc3+6cezV2k7R5mDEBAAAAAJDVhpu8PyDp0KRjh0h6brAHmNmBkvZVkPgDAAAAAIBhGm7yfqWkUjNbYmZFZrZQ0umSrpYkM5tmZpebWamZFZjZcZLulLRG0r1jGjkAAAAAABPEsJJ359yfJX1S0qmSuiT9p6TznHO/jDaJSHqfpP+R9IykGyR1Sip3zrHXOwAAAAAAIzDcBevknFshacUg57YqWIUeAAAAAACMkeGWzQMAAAAAgDQjeQcAAAAAwHMk7wAAAAAAeI7kHQAAAAAAzw17wToAAAAAQ7NlyxZ1d3cnHFvTt1nbX1qjvzw5TW9smJ5wrri4WHl5eekMEUCGIHkHAABA1ohEIvrzg+16/S9/1J8fdHpv9YnKzc0NLZ7u7m7NnTs35blTbtn5WGdnp4488shxjgpAJiJ5BwAAQFZoaWlRbW2tenp6JElfuutyXVpQoMbGRlVXV4cSU3FxsTo7OxOObXszohde2aID98nTlD1yd2qPHahcAHYgeQcAAEDGiiV3999/vy688EKVl5fry1+/QD959DWde9Q0/a71DtXU1OiHP/yhjj322LQnd3l5eQkj6ZFIRO3t7Yq80qs3puTr344qD7UyIBmVC4C/SN4BAACQsZKTuz/+8Y/64x//KEn6z9t2tLvgggskhZvcJVcGSFJByJUB8SPb999/v6688kqtX79eUlC58J13vlPf/OY3deyxx0pK/8g2lQvADiTvAAAAyFjFxcW67rrrdMYZZ+jmm2/WYYcdpof/3Kln/75eB7/7nfq3D87VU089pdNOO03XXXddaMldS0uLampqVFFRoaamJpWUlKirq0v19fWqqalRc3NzKAn8rka2JWn9+vUDHR9S+js/kisXfOdb5QKyC8k7AAAAMlZeXp6mTw/mPU+aNEmf/vSndxrZXrp0qSRp+vTpocyHjkQiqq2tVUVFhVpbW5WTE+zWXFpaqtbWVlVVVWnx4sWqrKxMe6JXXFysRx55RFVVVSoqKlJjY6PeiLiBke09c021tbVau3atfvOb34Q+sh2bdtDb26v8/HyVl/sz7cDHNReQXUjeAQAAkNHy8/MlSYsWLdJee+2VcG7Dhg1atGhRQrt0a29vV09Pj5qamuScU1tbW0LyWVdXp7KyMrW3t2vevHlpjS0vL0+vv/661q9fr+XLl+uoo47aqc0PfvADlZWV6fXXXw91MbiWlhadf/75eu655waOzZ49W1dccUXo0w58XXMB2YXkHQAAAEPmY1lwWVmZcnJy1N/fr2OPPVbf+c53BsrSly5dqpUrVyonJ0dlZWWhxNfb2ytJWrt2rU499dRBKwNi7dIt9rwlJSUpz8eOhxWfFCTuJ5988k6dM319fTr55JO1fPlyL6Yd+LzmAjJfTtgBAAAAIDO0tLSoqKhIX/r0Av3jrsv1pU8vUFFRkVpaWkKNq729Xf39/ZIkM5NzbuBmZpKk/v5+tbe3hxJfbMT/c5/7nDZs2JBwbsOGDfrc5z6X0C7dYs/b1dWV8nzseFjxRSIRnXnmmZKkY489VldffbVuvPFGXX311QML6Z111lmKRCJpjy225oIk3Xzzzers7NQDDz2iO1a16YGHHlFnZ6duuukmSQp1zQVkB0beAQAAMKjksuAPf/jDOvbjlWp+bINqjpilZ5/839DLgtva2iRJl1xyiW666aaEEfaCggJdfPHFuvTSS9XW1qbjjjsurbFJiZUB8+fP10knnaS99tpLW7du1cqVK3X33XeHWhlQXl6ugoIC1dfXa/ny5XrggQcGyvo/9KEPqaGhQYWFhSovLw8lvra2Nm3cuFHvfe971dXVpZUrVw6cmz17toqLi9Xd3R3Kzzd+zYWTTz5Z06ZN26nNwQcfrNNOOy20NReQPUjeAQDAqMRvNRWzpm+ztr+0Rn95cpre2DA94VzYcz59LPv2WXJZcHt7+8AI9o0P7mjnS1lwbKTdJ/GVAatXr9bdd989cC5WBh6rDAijcyE3N1eNjY06+eSTtffee2vr1q0J8W3dulXLly8P7fck1jnz9NNPq6KiQhdeeOFAXKtWrdKKFSsG2oXx+sVXLnzwgx/caUG9sCsXkD1I3gEAwKjsaqupU27Z+ZhP+2yzGvTuxW/FJkmTJ0/W9u3bB87H3w+rLHjevHlaunSpLrnkkp22Yrvssst06aWXDrQLQyz5TCW+syGs5DM+FudcyuNhinV8HHLIIerq6hpI1qWgsuKQQw7RM888M9Au3WKVC+eee67+8Y9/7LSmwX777Rdq5QKyB3PeAQDAqBQXF6uzszPhljznM/4W9j7bc+bM0a13/k7v+uavdeudv9OcOXNUU1MT+rxtX+Xl5Wnq1KkD9z/60Y+qo6NDmzdvVkdHhz760Y8OnJs6dWooVRXl5eUD26/Fz3eP3SQpJycntOQpllSWlpZq06ZNWr16tW677TatXr1a//rXv1RaWprQLt1iW9nNnTtXs2bNSjg3c+ZMzZ07V4sXLw5lTrkkvf3tb5ckPfPMMyopKUl4/5WUlOiZZ55JaJduubm5+tSnPqVHH31UW7du1fXXX6/169fr+uuv19atW/Xoo4+qpqaGCh+MGiPvAABgVPLy8rxePXnLli166qmndO6556q8vFwXX3yx/vaP1/XmP1/UHnu+QxdffLE2bdqkr3/963rXu96lww8/nHmpSV566SVJ0vve9z7deeedCfuU33nnnfrABz6gJ554YqBduj344IMDie/999+fMCc69rPs7+/Xgw8+GMro+7777itJ2rp1q3JzcxNi6O/v15YtWxLapVtsK7uenp6Uq7nHtmYLYys7KehAiOnv71dnZ6f+8pe/aOvWrQkdHvHt0ikSiejXv/61jjrqKPX19en0008fODd79mwdddRRam5uVkNDAwk8RoXkHQAAZLXu7m4dffTRkqT169frgx/84MC55LL+o48+Ou1l/ZmwZsA///lPSUoYgY8XiyfWLt1iW5jdeuutuuiiixL2AZ85c6aWLl2qRYsWhbbVWWw0+/HHH1dlZaWWLFkyUNZfX1+vJ554IqFdur344osDfz/uuON00UUXJUw7iJWpx7dLp5dffnng76tWrUpYMyC+pD++XTrFOj/OOOOMgZXnY8xM1dXVWrJkSWidH8geJO8AACCrFRcX67LLLtNFF12k9vZ25eXladubEb3wyhYduE+epuyRq9dff13//u//rssuuyztZf2ZsGZAbKT9oYceUlVVlerq6gaSu4aGBj388MMJ7dItthDYQQcdpLVr1+60YNgjjzyS0C7dDjjggIG/33fffQlztuNHuuPbpVNs+7r3v//9u6ysSN7mLl3e8Y53DPx9ypQpCQvqxd+Pb5dOsU6hJUuW6KSTTtIFF1yQsKDeRRddlNAOGCmSdwAAMKYikchOyVOYpaJ5eXkDW3BNmjQpZeLb0dEhKdjSK92j2rE1A+Ildy4kt0+32IJwhx56qJ588smELc0KCwt16KGHqru7O7RRxfitzlpbW3cqSw97q7NYfLm5uQmLmUnSG2+8oYMOOkj9/f2hxRcbsU4umY+J/U6ENbK9//77D/x9/vz5Kioq0rZt2zRlyhStWbNmYCQ+vl06xcr1i4uL9eSTTyZ0zsyePXvg9yOssn5kD5J3AAAwZpJXc5eC1ZbDXs09Prn71a9+pZ/97Gdau3atDjroIJ155pmhJne+rxkgBcn7zJkz1d3drZNOOkmLFy9OGFlcuXKlZs6cGVryHtvqrKamRpWVlTrhhBMG4rvnnnu0cuVKNTc3h9aJFFvQ7PLLL9esWbO0aNEivec979Hf/vY33XrrrVq7dq0uuOCC0OLbXWXFQw89lNAuLAcccIDuvffehLL5SZMm6YADDgitpD/e008/rZNOOilhK7u77747YQ0GYDRI3gEA8FwmzImWdqzmPmXKlITjGzZsUE1NjZqbm0NL4OP3sc7Ly0vYDuv888+Xcy7Ufazj+Va5IAWv37XXXquampqUC8KZma699tpQ46yurtbixYt15ZVXJox8Tpo0SYsXLw618yh+QbONGzeqsbFx4FxBQUHoC5rFKiuKi4v1xBNPJFRWFBQUqLi4ONTKir6+PknBnPtUnR+xxD3WLt3iF2pM/v2Ir2YIa0FHZA+SdwAAPJcJc6IjkYjOOuushK25YmLHzjrrLFVWVoaW4MVGD5P3ss7JyVEkEtFDDz0U+l7vvlYuSEFy3NzcvFN8s2bN0rJly0KPr6WlRcuWLdPHP/5xFRUVaevWrdprr720Zs0aLVu2TKWlpaHFGL+g2c9+9rOEc8650Bc0S66sSJ6zHXZlRazc/L3vfa+2bNmyU+dHrHMhrLL0jRs3DnoufkG9XbUDhoLkHQAAz2XCnOi2traBUa/jjz8+5WrVfX19amtr03HHHZf2+N544w1deeWVmjVrlp577jl1dHQMjGwfc8wxmj17tq688kotXbpUe+65Z9rjk3ZULqRKnsKuXIiprq5WRUWFrrnmmoFpB2effXZor1lM/D7lXV1dCSOfs2fPHtinPKzOo9hCZXV1daqoqEgoq161apWWLFmS0C7dMqGyQgq20nv88cf1wAMPDPz+fuhDH9L8+fNDj0sKOhnWrVun66+/fuD34/TTT1dhYaH6+vpC2woQ2YPkHQAAz2XCnOj7779fknTMMcekXK26rKxMDz/8sO6///5QkvdrrrlGb731lpYuXapJkxK//kyaNEmXXnqpzjjjDF1zzTU677zz0h5ffPKZasGrsJPPmFSVAVdddVXolQHx+5QvWLBAt99+e8JWbHfddddAuzD3KS8uLlZXV1fCz9eHkWPJ78qKWMfgn/70J5188skDnSBdXV06+eST9cADDyS0S7fYQn59fX3ab7/9ElbDX7JkycD9sBb8Q/YId9UJAACQFf7+979LkhYuXLjTolY5OTlauHBhQrt0W7t2raSghLWoqEjz58/XwoULB1aujsUca5duseTz0Ucf3SkB6evr06OPPqp169apvb09lPikHZUBc+bMUUdHhzZv3qyOjg7NmTNHNTU1amlpCS222JznE088Ua2trSotLdW0adNUWlqq1tZWnXjiiQntwtLd3a3DDz9cV199tW688UZdffXVOvzww3da0yIs1dXVWrNmjVavXq3bbrtNq1ev1rPPPht6xUdsi7+GhgY9/vjjKisr04wZM1RWVqYnnnhC9fX1Ce3SbVdb1MWXzYe1lR2yByPvAABg1N797ndLkm677TadffbZCQl8f3+/mpqaEtql20EHHSRJ+spXvqIFCxaoqakpYWT2q1/9akK7dItPKo877riU0w6S26VTrDKgoqJCra2tCZUVra2tqqqqCrUyIDaXuLq6OmXnUVVVlVatWhXanONMWtAsNzc3tLntg4ntFvGLX/xip9+BF154QTfccEOoWwHGb1F37LHH6sQTT9xpzYDkdsD/b+/e46ws672Pf37OeCKB2uaQYAiJQnsDaWASnkB0b4jBGYex0gfbmQVClKlDOWSl2wLDUbBgF752PfVoYMXMw+iQ1IMxicMkBzUZjQQ8pRgYGhCgyHA9f9zrHtZaswZmXMy6rgXf9+s1fG+oDQAAIABJREFUL5m17uDbvdZ9+N3X6b1Qy7uIiIhk7ZJLLgGi9dJLSkpSWmZLSkpaJouLt8u1SZMmAXDcccexaNGilJbZRYsWtYzZjrfLtbhoGzx4MLW1tSn5amtrGTRoUMp2uRb3DJg+fXrG4riystJrz4C4RbOmpob9+/envLd//34WL16csl2uaUKz7BQUFPCxj32MTZs2UVBQwC233MKGDRu45ZZbKCgoYNOmTQwePNj7mPwBAwbw7LPPMnXqVK677jqmTp3Kc88952UekrY0NzezeuUKdj33B1avXEFzc7PvSNIBKt5FREQkayNGjGgpjB599NGUbq3xeHifs1U/8cQTQDRxXe/evbnvvvvYvHkz9913H71792bv3r0p2+Xam2++CcD73ve+jO/Hr8fb5Vo8kdrAgQMzvh+/7mvCtV69egGwdOlSSktLUx4elZaWsnTp0pTtci2eqOyUU07hrbfeSumW/uabb7YcO5rQLLO9e/eyZMkSunfvTs+ePbnzzjs588wzufPOO+nVqxfdu3dnyZIlLcdxrsVDXdavX8/AgQOZO3cuP/nJT5g7d27KsAhfY/JjNTU19OvXjy98ehx/f/guvvDpcfTr18/rkBfpGBXvIiIikrWCgoKWJbAyLRUHeJ2tOi4qb7jhBrZt28akSZPo1asXkyZNYtu2bdxwww0p2+Va3Jr9xz/+MWPxGT9USG/1zpV4LHFTU1PG9+PXfY05jrtVxxP+JT88ampqYsiQIV67VccTlb3xxhtceeWVHH/88RQXF3P88cdz5ZVXtrS4a0KzzOIJJ6uqqjKOyZ81axb79u3jv//7v73kSx6T39TUlNLy/uyzz3odk797926efPJJqqqqKC8vp3fv3txxzzyKrv4+d9wzj969e1NeXk5VVRVPPvkku3fvznlGaT+NeRcREZHDoqysjOrqam666SZefvnlltd79OjhfTby+Kb5s5/9LLNmzWq11NnatWu59957vRWfI0aM4Lvf/S79+/dvKT5jffv2pX///qxfv95bz4W4OJ4xY0bKmHeIuqXPnDnTa3FcUFDA3XffTXl5OZ/61Ke4/PLLefvttznhhBPYtGkTv/nNb1i0aJG3h0dxy/o555zDM888k/L59unTh3POOYennnpKE5q1IZ5Isri4OOOY/OLi4pTtci0+PlauXMnzzz/faim78ePHezs+1q9fz5AhQ1p+f+yxx3jssccA+NaCA9tNmzYNgLVr1wa/usnRTMW7iIhInmlubmbFihUtN4cXXnih97GesbKyMkpKSoLLl158Ji8HF0LxGQ87WL9+PWPHjqWioqLVhFc+hx0kF8elpaVUVla2TKg3c+ZM6urqvBbHEH33KioqmD17Nvv27Wt5vbCwkIqKCq8Pj+Lu+k8//TRjx45l2rRpLZ/v0qVLWyY089WtP1mI55d4Ism6ujq++MUvtno/ntDR14STycdHpqXsfB4fAwYMYP78+UyaNImpU6dSU1PD5s2bW97v2bMnV1xxBfPmzWP+/PlBjc+X1lS8i4iI5JFM62z36dPHe8t2shBnq06+uS4pKWH06NGtiiefxWc87GD8+PGtZiPv0qUL4HfYAaSuA57eM2DRokXev381NTVUVVUxduzYVrN9V1VVMWzYMG8Z44dHH/zgB1ut8963b1+GDBnCtm3bvD08ioV6fpkyZQrTpk3j1ltv5fOf/zyFhQdKmH379vHtb3+bwsJCpkyZ4i1jqMdHly5d6Nq1KwBz585l3LhxVFdXp6y2MW/ePAC6du3acr6RMKl4FxERyRPxOtvFxcWtljorLy8PooCCMFvuILVlNrl4CqFlFtoedlBUVOS9eIqVlZVRXFzcathBPFu/L20tZQdw/fXXe1/KLvnhUXrPihAeHsGB80t6z4BHHnnE+/nluOOO48Ybb+Suu+6iV69eTJgwgTPOOINNmzbxwAMPsHXrVqZNm+b9exhqz6OioiIALrjggoxLPV500UU0NDS0bCfhUvEuIiKSB0JfZzsWassdhN0yGwu1OI5l+nzvvfde759vvJTdwoULcc5RX1+fUjxVVlYyfPhwVqxY4a1XSHLLbHrLu+8Hb/H5JZ7wLznf6aefzpAhQ7yfX2bNmsXzzz9PbW0t99xzT8p7JSUlzJo1y0uudCH2PDqU5OUKJWyabV5ERCQPhL7ONhxouRs0aFDKbOmDBg2ivLzc63JEyQ8/amtrmTJlCtdeey1TpkyhtraW4uJiKioqvK95XFNTQ//+/bnxxhuZO3cuN954I/379w9iKaf4892yZUvK61u2bPH++carBGzatIl+/foxcuRIrr76akaOHEm/fv144YUXUrbzpaysLONs6b4fGsXnlzVr1jB48OCU43fw4MGsWbMmiPPLQw89xNixY7nhhhuYOHEiN9xwA2PHjuWhhx4K4hgJVbxEXUNDQ8bVLBoaGlK2k3CpeBcREckDoa+znd4zYNiwYZx00kktPQN8F8d6+JGd5uZmJk+ejHMu41KAzjkmT57s7fONVwmYMGFCxv03YcKElO18iltmr7rqKkaMGOG9SzXAa6+9BsCYMWMyHr9jxoxJ2S7Xks8vDz30EHPmzGH+/PnMmTOHhx56yPv5JXTx937GjBktqx3ESymuW7eO733veynbSbhUvIuIiOSB0NfZDr041sOP7NTX17e0yl166aUpxfGll14KRK129fX1XvINHz6cwsJCevToQU1NTcr+q6mpoUePHhQWFqZMJCYHxOvMl5WVZTx+S0tLU7bLteTzSzwsYuHChdTX1+Oc835+CV08YWJ1dXXGLvI1NTVeV9uQ9lPxLiIikgeSlzrbv39/ynshLHUWenGshx/Z+f3vfw/AJz/5SWpra1OK49raWs4777yU7XJt5cqV7Nu3j61bt1JWVpbycKGsrIytW7eyb98+Vq5c6SVf6OL15WtqajKeXxYvXpyyXa7ly7CIUBUUFHDllVeyZs0a9uzZw3333cfmzZu577772LNnD2vWrKG8vDyIXiBycCreRURE8kA8W3VdXV3GMYt1dXVUVVV5u/kKvTjWw4/svPLKKwBcffXVGR8uXH311Snb5Vq8X+6//37WrVuX0i24qamJ+++/P2U7SRWvL7906dKM55elS5embJdr+TQsorm5OaVnQAhd+Zubm/n1r3/N0KFDOeGEE5g4cSI9e/Zk4sSJnHjiiQwdOpRFixYFkVUOTrPNi4iI5IlQ1xGG1OI4famuEIrj5KW6SktLqaysbFlqb+bMmdTV1Xldqiv54cewYcNave/74Ufv3r0BWLBgAZMmTaKhoaFlNvfzzz+fhQsXpmyXa/F+OeOMM9i4cWOrpbpWrVqVsp2kSl6HPn74EQthHfp4WMTJJ59MTU1Nyzrv8bCI0047jW3btnkfFhHqahvJqzGce+65GY8P36sxSPuoeBcREckjoa4jHHpxDHr4kY1LLrmEGTNm0NjYSPfu3dmzZ0/Le/GSe/F2PqTvv+QCJIT9F7rQ16FPHxaRfn7ZunUrzjlWrlzprfiMJ5w84YQTUl6PV2PweY4JvWePtJ+KdxERkTTNzc2sXrmCXc89xuqVjo+WjfFeHOeDkIvjWKjrqIf+8GPEiBF069aNHTt28M4776S8F//erVs3b4VT8v4rKSlh9OjRQRWf+SDkdeiTh0Xceuutrc4v999/PxMmTPA64WS8GsMll1zCpz71qZbv329+8xuWLFnC5MmTKSkp8fIdjHuczJ07l/nz57fqGTBx4sSU7SRcKt5FROSot3v3btavXw9EE27Nnj2bzZs3A/CFh+/i1p49ufHGG1taFQcMGECXLl28ZA21W2Ys1J4BsUz779577w1i/4X+8OP4448HyDhnANCqxTHXysrKqKioYPbs2SnFZ2FhIRUVFd73X75IXwow/fP2IfRhEfFqDAMGDKCpqYklS5a0vHf66aczYMAA1q9fT319PaNGjcp5vgsvvJCioiIqKyspLi5m4cKFLQ8Hv/e97zF9+nSKiorUMyUPaMI6ERE56q1fv54hQ4YwZMgQpk2b1lK4xzZv3sy0adNatokL/VwLeR3wZCGuYw35s/9CLJ5WrFjRskxYepF+4oknAtFScT6X6qqpqaGqqorRo0czb948fvrTnzJv3jxGjx5NVVVVMJ9vqOLjY/DgwSnHx+DBg70fH8nDIsws5fxiZt6HRcRLJK5fvz7j/ouvGb6WUoTU84pzruVH8ouKdxEROeoNGDCAVatW0bNnTy666CJWr15Nwx9X8ctH6mn44ypWr17NRRddRK9evVi1ahUDBgzIecbQ1wEPXT7sv5CLp9deew2AMWPGsGPHDpYvX86CBQtYvnw527dvZ8yYMSnb5Vry51tbW8uUKVO49tprmTJlCrW1tUF8viEL/fgIfbWN+AFbvL/S9188CaWvB3Hxw7eZM2fS1NSUshrDs88+y4wZM7w/fJP26XDxbma9zOwBM9tmZnvMbJ2ZDU1638zsv8zs9cT7y8zszMMbW0RE5PDp0qULu3btYvPmzXz/+99n6NChDD/vXD49+mKGn3cuQ4cO5c477+S1115j165dXrrMh74OeOhC33+hF09xq3tZWRnHHntsSsvnscceS2lpacp2uRb65xu6fNh/8bCSTEsB+h5WcvLJJwOkTOSYbPfu3Snb5Vo8F8DUqVPZuHFjysO3DRs2MHXq1JTtJFwdKt7N7ANAA/AuMAb4V+Bm4K2kzb4OfBW4HjgP2AX81sz8DoQSERE5iNBn4w09X+iS91+mdZh977/Qi6dTTjkFiHoHZBrzvnjx4pTtck3HR3byZf+VlZVlLD59z2fQo0cPAP70pz9RUlKS0jOgpKSEZ555JmW7XEteijLTsCbfS1FK+3V0wrpvAH91zl2b9NqL8R/MzICvAd91ztUmXvscsAUoBR7MLq6IiEjnCH2d7dDzJWtubg5uwrrQZ1sOvXjq1asXAEuXLs04G/7SpUtTtsu1fDo+QpRP+y8uPkOS/L1/9NFHUyZMTO6p5ev4CH0pSmm/jnabvxxYY2a/NrOtZvaUmX0p6f2+wIeAZfELzrntwBPAJ7NOKyIi0kmSb24ytSz6vrkJPV+spqaGfv36MXLkSK6++mpGjhxJv379vE8WduGFF3LKKae0FJ3JLWMDBw70PttycvGUie/iKf7+DRkyJGO35SFDhuj4yGPaf9mJ99/QoUMpKipKea+oqIihQ4d63X+hzxkg7dfRlvePAJOBe4AZwLnAD8xsr3Pu50SFO0Qt7cm2JL2XwsyOB45PeqlrBzOJiIhkLfR1tkPPBwcmXEufjXzLli2Ul5d7H5cadRCMhDbbcugtY8nfv7Fjx1JRURHUOur5cHyELHn/lZSUMHr06KA+39ClHx/Tpk0Lbv+FvhSltE9Hi/djgDXOuemJ358ys4FE49t//h4zVALfeY//WxERyQPJ66jHNm7dyTt/28hz605i75bU57a+1lEP/eYm5HzNzc1MnjwZ5xyjRo3im9/8Zso6wnV1dUyePJmSkhIvN7ArVqxg69atzJw5k/nz57fafzNmzGD69OmsWLHCS5fcfCg+k79/yd2CQ/j+QdjHR7IQh5VAtP8qKiqYPXt2yudbWFhIRUVFMPsvVKEfHxBlLCkpCer7ly/3B6HoaPH+OvBc2mt/BsYn/vy3xH97JLYl6fen2/g7ZxK15Me6Aq92MJeIiAQsXkc9k89kePS7du1aPv7xj3dyqsxCvLlJFmq++vp6tm7dygUXXEBtbW1Ly/GwYcOora3loosuoqGhgfr6ekaNGpXzfMmzLU+bNq3V/tu9ezfTp0/3OiFXPhSfoX7/YqHnq6mp4eabb24158Ldd9/t/fOtqamhqqqKsWPHMmbMmJaW40ceeYSqqiqGDRvmPWPoQv/+QXhzBuTT/UEIOlq8NwD90147C3g58ecXiQr4USSKdTPrRjTr/I8y/YXOuXeAd+Lfk7u0iYjIkWHAgAGsXbs25bW3323m1bd2c9oHunDCsQWttvcptJubdCHmq6+vB+D222/POFv6bbfdxmWXXeateE+fkCt9//keUx7TzX/2Qs0X8rCS9KUKk4/h66+/ntLSUioqKrz1nEkWas8FeW/y7f7At44W77OBlWY2HfgV8AlgYuIH55wzsznArWa2gaiYvwPYDCw+bKlFRCSvdOnS5ah+Ui7+hT6mPFmoxae8d/kwrOSll15i4cKFOOeor69PKY4rKysZPny4t2ElsZB7LkD4+UKk+4OO6dBs88651cAVwFVAE/At4GvOuV8kbTYL+CFwH7AaOAkY7Zx7+7AkFhERkeDEN/Tf+c53Ms5Wffvtt6dsl2uabfno0dzcTH19PQsXLqS+vp7m5mbfkVoNKxk2bBgnnXRSy7CS888/n61bt7b0YMm1eLjIpk2bMq4W8cILL6Rs50Pcc2HQoEEpx++gQYMoLy/3vqJF6Pnkvdm9ezdPPvlkys9z655OjMl/utV7u3fv7tQ8HW15xzlXB9Qd5H0HfDvxIyIiIkeBESNGcMopp/D4449TUlLC9OnTW1oWZ8yYweOPP05RUZHXVrt8GFMO6hacjVBbPvNlWMk111xDcXExCxcuTDl+r7nmmpTtci25W391dTUNDQ08/PDDnHrqqVRXVzN+/Hiv3frbGnYwbNgwFi9eHNSwg9CFdv4LbUx+h4t3EclPms1TRDpTQUEBP/7xjxk/fjyPPvpoymzL8bnkRz/6kfcb19DHlIdafOaDuOUzU/Hpe0x56IYPH05hYSEnn3wyNTU1FBZGJcKwYcOoqanhtNNOY9u2bSkPvXIp7tY/adIkzjrrrFbHx8SJE3n44Ye9detPHnaQ6eFMKMMOQhfi+S+4MfnJ65yG8AN0A9z27dvd4bDu1X+4079R59a9+o/D8vcdbsqXHeVrv7Vr1zqg3T9r1671HTmo/ZeJ8om0Vl1d7U4//fSU80mfPn1cdXW172jBq66udmbmxo0b5xobG93OnTtdY2OjGzdunDMz7cOD2Ldvn+vTp48bN26ca25uTnmvubnZjRs3zvXt29ft27fPS75ly5Y5wF1wwQUZ811wwQUOcMuWLfOSb/ny5S3H67hx49zKlSvdjh073MqVK924ceNa3lu+fLmXfAsWLHDAQY8PwC1YsMBrvp07d2Z8f8eOHV7z5YOj+fy3ffv2+Bjr5g5RK6vlXeQoEdyTQxE5arjo4bwchLrdZif0ls/Qh5XEY9kfeOABbr311lbDSh544AEmTJjgbcx7UVERAOeff37G4+Piiy9u2Yc+pK9mkS6U1SxCpfNf+6l4FzlKaDbPI5uGRUgIkrstP/jgg+q23AGhF5+hi4vKgQMHZnw/ft1X8Rn6sJK4qDzjjDPYuHFjq2Elq1atStkuNL4fEObTahYh0vmv/VS8i4gcAUKbUEU6V2gT+sSZ1HLy3oVefIYuH1o+y8rKqK6u5qabbuLll19ueb2oqMj7nAbpxWdygRRC8bl161YAHn/8cUpLS6msrGx5ODhz5kwaGhpStsu1eDWL8vLyjPnq6upYtGiRzn1t0Pmv/VS8i4gcATQs4ugR4oQ+oJaTbOVD8RmyfGn5DHXCxNCLz/h7P3PmTObPn9+qW/+MGTOYPn2694cz+bCaRYh0/ms/Fe+SN9QtWKRtGhZxdAh5Nm21nGQnX4rPUIVefKZnDfEBVsjFZ3x8rFy5kueff56GhoaWhx/nn38+48ePD+L4CPXhTLIQe27p/Nd+Kt4lb4TeLVgPF0SkM4XeLV0tJ9nJp+IzVCEXn/ki1OIz+fgYP348lZWVFBcX09TUxPjx44M6PkJ9OAPh9tzS+a/9VLxL3gi9W3DoDxdEJL+F3i1dLSfZU/GZvVCLz3wSavGp4yM7IffcAn2+7aXiXVqE3nIcerfg0B8uiEj7hditMPRu6Wo5OTxUfGYv1OJTsqfj470JvedWTJ/voal4lxZqOc5O6A8XRKR9Qu1WmA/d0tVycnio+BRpm46Pjgu951ay0D9f3w/3j6jiPfSW49Cp5VhEjnYhdyvMl27pajkREQlL6D238kUID/ePqOJdLcfZUcuxSNv0cPDIF3q3wnzqlh56y4mIyNEkH3puhS6Uh/vmnOv0f6QjzKwbsH379u1069atQ//bTDfXh2o59n1z3fTadop/+Dh1X7mAgb26e80iEpqQjo8nn3yyzYeDmejhYP6pr69n5MiRNDY2Zry5aWxsZPjw4SxfvtxrYZrpyX/fvn2pqqpSt3QREWmlubmZfv36MWjQoIw9t0pLS2lqamLDhg1BPAAOTWfvvx07dtC9e3eA7s65HQfb9ohqeVfLsYh0Fg0rOfLlS7dCdUsXEZGOyKeeWyEKac6AI6p4FxHpLHo4eOTLp26F6pYuIiIdoQlF37uQHu4fc+hNREREjnzJE8Lt378/5b2QJoQTERF5L8rKyti4cSPLly9nwYIFLF++nA0bNqhwP4Tkh/uZ5PLhvop3ERERDnQrrKuro7S0lMbGRnbu3EljYyOlpaXU1dVRVVWlboUiIpK34p5bV111FSNGjNA1rR1CerivbvM5pNmqRdqm40NCoG6FIiIikiykOQOOqNnmQ6fZqkXapuPj6NLc3Bz0hGuh5xMREZHc6qzVXjoy27yK9xzKx6XsRHJFx8fRI9PFr0+fPtx9991q2RYREZFgdcbDfRXvIiISpJqaGsrLyykuLmb69Okt3c5mzJjR0u1MBbyIiIgcLVS8i4hIcJqbm+nXrx+DBg1i8eLFKWul7t+/n9LSUpqamtiwYYO6qIuIiMhRoSPFu2abFxGRnFixYgUvvfQS06dPTyncAY455hgqKyt58cUXWbFihaeEIiIiIuFS8S4iIjnx+uuvAzBw4MCM78evx9uJiIiIyAEq3kVEJCdOPfVUAJqamjK+H78ebyciIiIiB2jMu4iI5ITGvIuIiIik0ph3EREJTkFBAXfffTd1dXWUlpbS2NjIzp07aWxspLS0lLq6OqqqqlS4i4iIiGRQ6DuAiIgcPcrKyli0aBE333wzw4cPb3m9b9++WiZORERE5CDUbV5ERHKuubmZFStW8Prrr3Pqqady4YUXqsVdREREjjod6TavlncREcm5goICRowY4TuGiIiISN7QmHcRERERERGRwKl4FxEREREREQmcincRERERERGRwKl4FxEREREREQmcincRERERERGRwKl4FxEREREREQmcincRERERERGRwKl4FxEREREREQmcincRERERERGRwBX6DtCWHTt2+I4gIiIiIiIi0mk6Uveac64To3ScmfUCXvWdQ0RERERERCRHTnPOvXawDUIs3g3oCew8TH9lV6KHAacdxr/zcFK+7ChfdpQvO8qXHeXLjvJlR/myo3zZUb7sKF92lC87nZGvK7DZHaI4D67bfCLwQZ84dET0LACAnc654PriK192lC87ypcd5cuO8mVH+bKjfNlRvuwoX3aULzvKl51Oyteuv0cT1omIiIiIiIgETsW7iIiIiIiISOCOhuL9HeD2xH9DpHzZUb7sKF92lC87ypcd5cuO8mVH+bKjfNlRvuwoX3a85QtuwjoRERERERERSXU0tLyLiIiIiIiI5DUV7yIiIiIiIiKBU/EuIiIiIiIiEjgV7yIiIiIiIiKBO+KLdzP7spm9ZGZvm9kTZvYJ35kAzOwiM3vYzDabmTOzUt+ZkplZpZmtNrOdZrbVzBabWX/fuWJmNtnMnjGzHYmfRjMb4ztXW8zslsTnPMd3FgAzuy2RJ/lnve9cycysl5k9YGbbzGyPma0zs6G+cwEkzinp+8+Z2Tzf2QDMrMDM7jCzFxP7bpOZfcvMzHe2mJl1NbM5ZvZyIuNKMzvXU5aDno8t8l9m9noi6zIzOzOgfGVm9rvEseLM7OxcZTtUPjM71sy+nzh+dyW2+T9m1jOEfIn3bzOz9Yl8byU+3/NCyZe27Y8T23wtlHxm9rMM58KloeRLbPNRM3vIzLYnPufVZtY7hHxtXEucmU0LJN9JZjbXzF5NnP+eM7Prc5Gtnfl6JL6Dm81st5ktzfH5+ZD3y2Z2gpnNS5yj/2lm1WbWI6B8E82s3qL7aWdm789FtvbkM7N/MbMfmtlfEt+/V8zsB2bWPYR8iW3mW3SftcfM3jCzWjMb0FmZjuji3cw+A9xDNJX/x4E/Ab81syKvwSLvI8rzZd9B2nAxMA8YBlwGHAv8zsze5zXVAa8CtwBDgKHA74FaM/s3r6kysKggmQQ84ztLmmeBU5N+LvAb5wAz+wDQALwLjAH+FbgZeMtnriTnkrrvLku8/mtviVJ9A5gMTAU+mvj968BXfIZK8z9E++0aYBDwO2CZmfXykOVQ5+OvA18FrgfOA3YRXUtOyE28Q+Z7H/A40efsw8HydSG6/t6R+G8Z0B94KGfpDr3/nic6VgYRnQdfIrrenZKTdO28HzCzK4iuyZtzESpJe/ItJfWceFUOcsUOms/MziA6PtYDI4DBRN/Ht0PIR+p+OxX4AuCA6pykO3S+e4DRwASi68kcYK6ZXZ6beG3nMzMDFgMfAUqAc4CXia4lubpfbc/98mxgHHBlYvueQE1A+boQHcMzcpQp2aHy9Uz8VAADgc8TfR9/Ekg+gLXAtUTHx38AltimoFMSOeeO2B/gCWBu0u/HAK8Bt/jOlpbTAaW+cxwi4ymJnBf5znKQjG8C1/nOkZbpJKIbw0uBemCO70yJXLcBT/vOcZB8dwIrfOfoQN45wEYSy2/6/gHqgJ+kvVYNPOA7WyLLicA+YGza62uB73rOlnI+JroIvw5UJL3WnejG/7O+86W91yfx/tmh7L82tjk3sV3vQPN1S2w3KpR8QC+ih9b/RvRw4WuhfL7Az4DFPvK0M9+DwP2+sx3s803bZjHwaCj5gCbgW2mveTlXZzg/n5V47d+SXjsG2Ap80dM+TLlfTlwv9gLlSdsMSGwzzHd4quTIAAALSUlEQVS+tPdGJN57v499d6h8SdtcSbS+emGg+QYntjmjMzIcsS3vZnYcUavssvg159z+xO+f9JUrj8XdU970miIDi7oIf5bo6Wyj7zxp5gFLnHPLDrll7p2Z6Gb2gpn9IlddCNvpcmCNmf060U3pKTP7ku9QmSTONROAn7rEWTsAK4FRZnYWgJl9jKhF8RGvqQ4oBApo3fK1h4B6gCT0BT5E6rVkO9HDYV1L3pvuRDc2//AdJF3ieJ4IbCdq7fPOzI4B7gfucs496ztPG0YkztV/MbMfmdnJvgNBy74bCzxvZr9NZHwivet1KBJdqceSu1bF9lgJXG7RUDYzs5FERfPvPOcCOD7x35ZrSeJe/x38XUvS75eHELXWJl9D1gOv4OcaEuz9fEJ78nUHdjjn9uUgT6Z/G9rIl2iRvxZ4EfhrZwQ4Yot34INEN4db0l7fQnQjJu2UuPjNARqcc02+88TMbJCZ/ZPoJP1j4Arn3HOeY7VIPFD4OFDpO0sGT3Cg69FkogJlhZl19RkqyUeIcm0g6oL0I+AHZvafXlNlVgq8n6j1KRR3ErU2rTezd4GniHp9/MJvrIhzbifRg7ZvmVnPxAO4CUQ3Mqf6TddKfL3QteQwSAw1+D6w0Dm3w3eemJkVJ64nbwM3Apc55/7uOVbsG0Q9VX7gO0gblgKfA0YRZb0YeKTTuox2TBFRD7hbiHL+O/B/gRozu9hnsDb8J7CT3HWpbo+vAM8R9fzYS7Qfv+yce8xrqkhcBM80sw+Y2XFm9g3gNDxcS9q4X/4QsNc5l/6wMufXkFDv52PtyWdmHwS+BdyXy2yJf7vNfGY2JXEN+SfRcM/LnHN7OyNHYWf8pXLEmUc0ziS0FrG/AGcTPQUrB35uZheHUMCb2YeBe4kO3lyNq2s351xyC+wzZvYE0TixTxPGE/9jgDXOuemJ358ys4FEY45/7i9WRtcBjzjncj0O9WA+Dfwv4GqiuQ3OBuaY2WbnXCj77xrgp0RDmZqBJ4GFRK0UcgQys2OBXxENRZjsOU665UTHyQeBLwG/MrPznHNbfYYysyHADcDHA+rZk8I592DSr+vM7BlgE1EX3Ee9hDogbqSqdc7NTvz5aTMbTnQ9+YOfWG36AvCLwO4bvkI03vdyovuEi4B5ieuJ116Fzrl3zayM6L7lTaJryTKiXmY+JmgN9X45ltf5zKwbsIToYdJtuYvV4mD5fgH8P6KHRhVE15DzO+NYPpJb3v9OdBCnz+bYA/hb7uPkJzObCxQDI51zr/rOk8w5t9c5t9E5t9Y5V0nUxfEG37kShhA98X/SzPaZ2T6i1oivJn4PoUWiReKJ8PNAP99ZEl4nOjkn+zMQUtd+zOx0ovkM/sd3ljR3AXc65x50zq1zzt1PNGFOML1AnHObnHMXE7WKfdg59wmiroUv+E3WSny90LUkC0mF++lEDzWDaXUHcM7tSlxP/uicu46opfs637mAC4muJa8kXUtOB+42s5e8JmuDc+4FonuwEK4nfyf6LPPhenIh0WSOwVxPzOxEoknMbnLOPeyce8Y5Nxf4JVGB4l3iHvBsoh5wpzrnRgMnk+NryUHul/8GHGetZ3DP6TUk5Pt5OHS+RM/QpUQ9U65wzr0bUj7n3Hbn3IZEj5RyonkNruiMLEds8Z7oqrCWqBsX0NLdYRThjYsOTmJc01yiL94lzrkXfWdqh2M4MP7Jt0eJZi4+O+lnDdGTubOdc80es7ViZicBZxAVzSFoILqJSXYW0VP/kFxLNDHOEt9B0nQB9qe91kyA5/xE0fR6YoWB/wBqfWdK8yLRDVbytaQb0azzupa0Q1LhfiZwqXNum+dI7RHK9eR+osmPkq8lm4ke0P2Hx1xtMrPTiIon79eTxL3gavLjenIdsNY5F8RcCwnHJn6Cv54kiqc3LFombig5upa04355LdHKOcnXkP5ED486/RoS+v18e/Ilrrm/Ixq2cXkue6a8x/1niZ9OuYYc6d3m7yHqSr0GWAV8jWhSs//tNRUtxVLyU+m+Fq3N+6Zz7hVPsZLNI+pyWwLsNLN4XM5259wef7EiZjaTqFvUK0BXoqwjCORmJjGmN308zC5gWwjjjMysCniY6OalJ9Fyis1E3ZZDMBtYaWbTiW76P0E0idREr6mSJB4GXgv83NOkKQfzMPBNM3uFqNv8OcBNRN3Ug2Bm8XIqfyE6F95FNH4x5+fnQ52PzWwOcKuZbSAq5u8gKqAWB5LvX4huBOO10/ubGcDfnHOd3rJzsHxEBdwiovk/ioGCpOvJm501JrAD+bYB3yRauu51om7zXyaa3T0nSz+2435gW9r27xJ9tn/xnS/x8x2i1Sz+RvQQeBbR6hu/9Z0vsf/uAn5pZo8RDY8YTbRs14hA8sXFyZVES6LmVDvOL38A7jKzPUT3DBcTzXFwUyD5rgTeILofHEQ0ZHGxcy5XE+od9H7ZObfdzH4C3GNmbwI7gB8Cjc65P/rOB5B47UMc2M+DzGwn8IpzrrMntjtovqTCvQvR5MDdEq8BvJGDxrBD5fsI8JlExjeI5lu4hWgC3t90SqLDOXV9iD9Ea7e+TDSp2RPAeb4zJXKNIJptN/3nZ76zJfJlyuaAz/vOlsj3E6Llct4havlcRtQV03u2g2SuJ5yl4h4kKj7eIZqE5kE6aUmLLDIWA+uIJpD6M/Al35nS8v174pg4y3eWDNm6Ek2q8jLRBWQT8F3gON/ZkjJ+OpHrHaKiaS7Q3VOWg56PiR4y/BdRcfJ24nyTs8+9Hfk+38b7t/nOx4Hl6zL9jAgg3wlEk4O9lvgubiZqsTs3lM83w/YvkcOl4g6x/04kKtK3ErWKvUQ0kVSPEPIlbfMFoglQ9wBPAyWB5ZsI7MbDObAd55cPET1UfS2x/9YTFe45WRq1Hfm+SjSr916ia94d5PBad5Dz2+eTtjmBqAh8E9iVOOd8KKB8tx1qG1/5DvL5O6BPAPl6EhXpWxLfwb8S9bLt31mZLPEPi4iIiIiIiEigghqvIiIiIiIiIiKtqXgXERERERERCZyKdxEREREREZHAqXgXERERERERCZyKdxEREREREZHAqXgXERERERERCZyKdxEREREREZHAqXgXERE5wphZvZnN8Z1DREREDh8V7yIiIiIiIiKBU/EuIiIiWTOz43xnEBEROZKpeBcRETkyHWNms8zsTTP7m5ndFr9hZr3NrNbM/mlmO8zsV2bWI+n9n5nZ4uS/zMzmmFl90u/1ZjY38frfgd/m4P+TiIjIUUvFu4iIyJHpP4FdwHnA14Fvm9llZnYMUAv8C3AxcBnwEeCX7/Hf2AucD1x/OEKLiIhIZoW+A4iIiEineMY5d3vizxvMbCowKvH7IKCvc+6vAGb2OeBZMzvXObe6A//GBufc1w9fZBEREWmLWt5FRESOTM+k/f46UAR8FPhrXLgDOOeeA/6ReK8j1maVUERERNpNxbuIiMiR6d203x3tv+7vByzttWMzbLero6FERETkvVHxLiIicnT5M/BhM/tw/IKZ/SvwfuC5xEtvAKem/e/Ozk08ERERyUTFu4iIyNFlGbAO+IWZfdzMPgH8H+APzrk1iW1+Dww1s8+Z2Zlmdjsw0FNeERERQcW7iIjIUcU554AS4C3gMaJi/gXgM0nb/Ba4A5gFrAa6EhX4IiIi4olF13ARERERERERCZVa3kVEREREREQCp+JdREREREREJHAq3kVEREREREQCp+JdREREREREJHAq3kVEREREREQCp+JdREREREREJHAq3kVEREREREQCp+JdREREREREJHAq3kVEREREREQCp+JdREREREREJHAq3kVEREREREQCp+JdREREREREJHD/H8uVoIyMGvOBAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data_frame.loc[data_frame[\"hour\"]][\"value\"], bins=50)\n", + "plt.gca().set(title = \"Frequency Histogram (hour)\", ylabel=\"Frequency\")\n", + "\n", + "data_frame.boxplot(by='hour', column=['value'], grid=False, figsize=(12,5))" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(data_frame.loc[data_frame[\"year\"]][\"value\"], bins=50)\n", + "plt.gca().set(title = \"Frequency Histogram (year)\", ylabel=\"Frequency\")\n", + "\n", + "data_frame.boxplot(by='year', column=['value'], grid=False, figsize=(12,5))" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "tr_data_frame, tst_data_frame = train_test_split(data_frame)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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timestampvaluehourdaylightday of weekis weekendday of the yearyear
43072014-01-16 06:00:0072.8025606am3False162014
26152013-11-06 18:00:0075.72261118pm2False3102013
72312014-05-27 04:00:0065.4066134am1False1472014
44142014-01-20 17:00:0075.51543617pm0False202014
32982013-12-05 05:00:0076.6635255am3False3392013
...........................
29982013-11-22 17:00:0075.97342417pm4False3262013
55212014-03-09 01:00:0065.4154291am6True682014
24342013-10-30 05:00:0074.1608855am2False3032013
48962014-02-09 19:00:0070.75169719pm6True402014
65342014-04-28 03:00:0064.1702843am0False1182014
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5450 rows × 8 columns

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" + ], + "text/plain": [ + " timestamp value hour daylight day of week is weekend \\\n", + "4307 2014-01-16 06:00:00 72.802560 6 am 3 False \n", + "2615 2013-11-06 18:00:00 75.722611 18 pm 2 False \n", + "7231 2014-05-27 04:00:00 65.406613 4 am 1 False \n", + "4414 2014-01-20 17:00:00 75.515436 17 pm 0 False \n", + "3298 2013-12-05 05:00:00 76.663525 5 am 3 False \n", + "... ... ... ... ... ... ... \n", + "2998 2013-11-22 17:00:00 75.973424 17 pm 4 False \n", + "5521 2014-03-09 01:00:00 65.415429 1 am 6 True \n", + "2434 2013-10-30 05:00:00 74.160885 5 am 2 False \n", + "4896 2014-02-09 19:00:00 70.751697 19 pm 6 True \n", + "6534 2014-04-28 03:00:00 64.170284 3 am 0 False \n", + "\n", + " day of the year year \n", + "4307 16 2014 \n", + "2615 310 2013 \n", + "7231 147 2014 \n", + "4414 20 2014 \n", + "3298 339 2013 \n", + "... ... ... \n", + "2998 326 2013 \n", + "5521 68 2014 \n", + "2434 303 2013 \n", + "4896 40 2014 \n", + "6534 118 2014 \n", + "\n", + "[5450 rows x 8 columns]" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tr_data_frame" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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timestampvaluehourdaylightday of weekis weekendday of the yearyear
29652013-11-21 08:00:0074.9682448am3False3252013
62512014-04-16 08:00:0064.9847818am2False1062014
34262013-12-10 13:00:0072.30699813pm1False3442013
2102013-07-12 18:00:0073.07774518pm4False1932013
44462014-01-22 01:00:0072.9720371am2False222014
...........................
52422014-02-24 05:00:0070.3505455am0False552014
29282013-11-19 19:00:0076.14345619pm1False3232013
56672014-03-15 03:00:0069.6026103am5True742014
20912013-10-15 22:00:0074.25507322pm1False2882013
61142014-04-10 15:00:0069.95468015pm3False1002014
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1817 rows × 8 columns

\n", + "
" + ], + "text/plain": [ + " timestamp value hour daylight day of week is weekend \\\n", + "2965 2013-11-21 08:00:00 74.968244 8 am 3 False \n", + "6251 2014-04-16 08:00:00 64.984781 8 am 2 False \n", + "3426 2013-12-10 13:00:00 72.306998 13 pm 1 False \n", + "210 2013-07-12 18:00:00 73.077745 18 pm 4 False \n", + "4446 2014-01-22 01:00:00 72.972037 1 am 2 False \n", + "... ... ... ... ... ... ... \n", + "5242 2014-02-24 05:00:00 70.350545 5 am 0 False \n", + "2928 2013-11-19 19:00:00 76.143456 19 pm 1 False \n", + "5667 2014-03-15 03:00:00 69.602610 3 am 5 True \n", + "2091 2013-10-15 22:00:00 74.255073 22 pm 1 False \n", + "6114 2014-04-10 15:00:00 69.954680 15 pm 3 False \n", + "\n", + " day of the year year \n", + "2965 325 2013 \n", + "6251 106 2014 \n", + "3426 344 2013 \n", + "210 193 2013 \n", + "4446 22 2014 \n", + "... ... ... \n", + "5242 55 2014 \n", + "2928 323 2013 \n", + "5667 74 2014 \n", + "2091 288 2013 \n", + "6114 100 2014 \n", + "\n", + "[1817 rows x 8 columns]" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tst_data_frame" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.decomposition import PCA\n", + "from matplotlib import pyplot as plt\n", + "from sklearn.cluster import KMeans\n", + "from sklearn import preprocessing\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "data = data_frame.copy().loc[:,'value':'year']\n", + "data.drop('daylight', axis=1, inplace=True)\n", + "# scale data\n", + "scaler = preprocessing.StandardScaler()\n", + "scaled_df = scaler.fit_transform(data)\n", + "data = pd.DataFrame(scaled_df)\n", + "pca = PCA(n_components=2)\n", + "# transform data\n", + "data = pca.fit_transform(data)\n", + "scaled = scaler.fit_transform(data)\n", + "data = pd.DataFrame(scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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01clusterprincipal_feature1principal_feature2
00.310137-0.12722730.310137-0.127227
10.409732-0.13761130.409732-0.137611
20.390540-0.13727430.390540-0.137274
30.260038-0.12689030.260038-0.126890
40.287927-0.13080230.287927-0.130802
..................
7262-0.357832-0.7991710-0.357832-0.799171
7263-0.366770-0.7997600-0.366770-0.799760
7264-0.370703-0.8008000-0.370703-0.800800
7265-0.381343-0.8012350-0.381343-0.801235
7266-0.322751-0.8079180-0.322751-0.807918
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7267 rows × 5 columns

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" + ], + "text/plain": [ + " 0 1 cluster principal_feature1 principal_feature2\n", + "0 0.310137 -0.127227 3 0.310137 -0.127227\n", + "1 0.409732 -0.137611 3 0.409732 -0.137611\n", + "2 0.390540 -0.137274 3 0.390540 -0.137274\n", + "3 0.260038 -0.126890 3 0.260038 -0.126890\n", + "4 0.287927 -0.130802 3 0.287927 -0.130802\n", + "... ... ... ... ... ...\n", + "7262 -0.357832 -0.799171 0 -0.357832 -0.799171\n", + "7263 -0.366770 -0.799760 0 -0.366770 -0.799760\n", + "7264 -0.370703 -0.800800 0 -0.370703 -0.800800\n", + "7265 -0.381343 -0.801235 0 -0.381343 -0.801235\n", + "7266 -0.322751 -0.807918 0 -0.322751 -0.807918\n", + "\n", + "[7267 rows x 5 columns]" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# create an elbow plot to determine k (where the elbow occurs/line bends)\n", + "n_cluster = range(1, 7) \n", + "kmeans = [KMeans(n_clusters=i).fit(data) for i in n_cluster] \n", + "scores = [kmeans[i].score(data) for i in range(len(kmeans))] \n", + "fig, ax = plt.subplots() \n", + "ax.plot(n_cluster, scores) \n", + "plt.show()\n", + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-1.46526369e+00 1.13003215e+00 2.00000000e+00 -1.46526369e+00\n", + " 1.13003215e+00]\n", + " [ 9.87060256e-01 -2.80049845e-01 3.00000000e+00 9.87060256e-01\n", + " -2.80049845e-01]\n", + " [-7.77385220e-01 -8.89553271e-01 6.94999613e-14 -7.77385220e-01\n", + " -8.89553271e-01]\n", + " [ 4.04635180e-01 1.72462071e+00 1.00000000e+00 4.04635180e-01\n", + " 1.72462071e+00]]\n" + ] + } + ], + "source": [ + "# predict clusters with your k\n", + "# k = however many clusters you determined from your elbow plot or silhouette method\n", + "data['cluster'] = kmeans[3].predict(data)\n", + "data['principal_feature1'] = data[0]\n", + "data['principal_feature2'] = data[1]\n", + "# plot the clusters and their respective amounts of data\n", + "data['cluster'].value_counts()\n", + "# plot the different clusters with the 2 main PCA features \n", + "fig, ax = plt.subplots() \n", + "colors = {0:'red', 1:'blue', 2:'green', 3:'pink'} \n", + "ax.scatter(data['principal_feature1'], data['principal_feature2'], c=data[\"cluster\"].apply(lambda x: colors[x]))\n", + "centr = kmeans[3].cluster_centers_\n", + "plt.scatter(centr[:, 0], centr[:, 1], marker=\"o\", s=169, linewidths=3, color=\"k\")\n", + "#centr2d = pca.transform(centr)\n", + "plt.show()\n", + "print(centr)" + ] + }, + { + "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": "3.6.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/ChychaMelnychuk/Feature 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20:00:00,71.8134752 +2014-05-27 21:00:00,69.75022022 +2014-05-27 22:00:00,69.68719735 +2014-05-27 23:00:00,68.98695874 +2014-05-28 00:00:00,68.63483818 +2014-05-28 01:00:00,67.0000815 +2014-05-28 02:00:00,66.52891628 +2014-05-28 03:00:00,67.65632279 +2014-05-28 04:00:00,65.74329837 +2014-05-28 05:00:00,66.24037883 +2014-05-28 06:00:00,64.78402266 +2014-05-28 07:00:00,65.6458741 +2014-05-28 08:00:00,67.47256826 +2014-05-28 09:00:00,68.03307954 +2014-05-28 10:00:00,70.45571697 +2014-05-28 11:00:00,72.37020644 +2014-05-28 12:00:00,72.17295622 +2014-05-28 13:00:00,72.04656545 +2014-05-28 14:00:00,71.82522648 +2014-05-28 15:00:00,72.58408858 diff --git a/ChychaMelnychuk/Untitled.ipynb b/ChychaMelnychuk/Untitled.ipynb new file mode 100644 index 0000000..2fd6442 --- /dev/null +++ b/ChychaMelnychuk/Untitled.ipynb @@ -0,0 +1,6 @@ +{ + "cells": [], + "metadata": {}, + "nbformat": 4, + "nbformat_minor": 2 +} From d322ad2e1a316d8dcf6c9624e7c051cddaccdf77 Mon Sep 17 00:00:00 2001 From: Lovesomemama Date: Fri, 12 Feb 2021 20:46:29 +0200 Subject: [PATCH 2/2] k-means clustering --- .../Feature Engineering/ChychaMelnychuk.ipynb | 778 ++++++++++-------- 1 file changed, 421 insertions(+), 357 deletions(-) diff --git a/ChychaMelnychuk/Feature Engineering/ChychaMelnychuk.ipynb b/ChychaMelnychuk/Feature Engineering/ChychaMelnychuk.ipynb index fdf7962..53b4b12 100644 --- a/ChychaMelnychuk/Feature Engineering/ChychaMelnychuk.ipynb +++ b/ChychaMelnychuk/Feature Engineering/ChychaMelnychuk.ipynb @@ -20,7 +20,7 @@ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import pandas as pd\n", - "import numpy as np" + "import numpy as np\n" ] }, { @@ -237,7 +237,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -246,12 +246,14 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -262,27 +264,29 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -292,7 +296,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -332,7 +336,7 @@ " 2013-07-04 00:00:00\n", " 69.880835\n", " 0\n", - " am\n", + " 0\n", " 3\n", " False\n", " 185\n", @@ -343,7 +347,7 @@ " 2013-07-04 01:00:00\n", " 71.220227\n", " 1\n", - " am\n", + " 0\n", " 3\n", " False\n", " 185\n", @@ -354,7 +358,7 @@ " 2013-07-04 02:00:00\n", " 70.877805\n", " 2\n", - " am\n", + " 0\n", " 3\n", " False\n", " 185\n", @@ -365,7 +369,7 @@ " 2013-07-04 03:00:00\n", " 68.959400\n", " 3\n", - " am\n", + " 0\n", " 3\n", " False\n", " 185\n", @@ -376,7 +380,7 @@ " 2013-07-04 04:00:00\n", " 69.283551\n", " 4\n", - " am\n", + " 0\n", " 3\n", " False\n", " 185\n", @@ -398,7 +402,7 @@ " 2014-05-28 11:00:00\n", " 72.370206\n", " 11\n", - " am\n", + " 0\n", " 2\n", " False\n", " 148\n", @@ -409,7 +413,7 @@ " 2014-05-28 12:00:00\n", " 72.172956\n", " 12\n", - " pm\n", + " 1\n", " 2\n", " False\n", " 148\n", @@ -420,7 +424,7 @@ " 2014-05-28 13:00:00\n", " 72.046565\n", " 13\n", - " pm\n", + " 1\n", " 2\n", " False\n", " 148\n", @@ -431,7 +435,7 @@ " 2014-05-28 14:00:00\n", " 71.825226\n", " 14\n", - " pm\n", + " 1\n", " 2\n", " False\n", " 148\n", @@ -442,7 +446,7 @@ " 2014-05-28 15:00:00\n", " 72.584089\n", " 15\n", - " pm\n", + " 1\n", " 2\n", " False\n", " 148\n", @@ -454,18 +458,18 @@ "" ], "text/plain": [ - " timestamp value hour daylight day of week is weekend \\\n", - "0 2013-07-04 00:00:00 69.880835 0 am 3 False \n", - "1 2013-07-04 01:00:00 71.220227 1 am 3 False \n", - "2 2013-07-04 02:00:00 70.877805 2 am 3 False \n", - "3 2013-07-04 03:00:00 68.959400 3 am 3 False \n", - "4 2013-07-04 04:00:00 69.283551 4 am 3 False \n", - "... ... ... ... ... ... ... \n", - "7262 2014-05-28 11:00:00 72.370206 11 am 2 False \n", - "7263 2014-05-28 12:00:00 72.172956 12 pm 2 False \n", - "7264 2014-05-28 13:00:00 72.046565 13 pm 2 False \n", - "7265 2014-05-28 14:00:00 71.825226 14 pm 2 False \n", - "7266 2014-05-28 15:00:00 72.584089 15 pm 2 False \n", + " timestamp value hour daylight day of week is weekend \\\n", + "0 2013-07-04 00:00:00 69.880835 0 0 3 False \n", + "1 2013-07-04 01:00:00 71.220227 1 0 3 False \n", + "2 2013-07-04 02:00:00 70.877805 2 0 3 False \n", + "3 2013-07-04 03:00:00 68.959400 3 0 3 False \n", + "4 2013-07-04 04:00:00 69.283551 4 0 3 False \n", + "... ... ... ... ... ... ... \n", + "7262 2014-05-28 11:00:00 72.370206 11 0 2 False \n", + "7263 2014-05-28 12:00:00 72.172956 12 1 2 False \n", + "7264 2014-05-28 13:00:00 72.046565 13 1 2 False \n", + "7265 2014-05-28 14:00:00 71.825226 14 1 2 False \n", + "7266 2014-05-28 15:00:00 72.584089 15 1 2 False \n", "\n", " day of the year year \n", "0 185 2013 \n", @@ -483,7 +487,7 @@ "[7267 rows x 8 columns]" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -494,9 +498,9 @@ "daylight_list = []\n", "for i in data_frame['hour']:\n", " if i>=0 and i<12:\n", - " daylight_list.append('am')\n", + " daylight_list.append(0)\n", " else :\n", - " daylight_list.append('pm')\n", + " daylight_list.append(1)\n", "data_frame[\"daylight\"] = daylight_list\n", "\n", "data_frame[\"day of week\"] = data_frame['timestamp'].dt.weekday\n", @@ -512,8 +516,10 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, + "execution_count": 7, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -529,7 +535,7 @@ "dtype: int64" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -547,7 +553,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -573,37 +579,41 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 54, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -618,27 +628,29 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[Text(0, 0.5, 'Frequency'), Text(0.5, 1.0, 'Frequency Histogram')]" + "[Text(0.5, 1.0, 'Frequency Histogram'), Text(0, 0.5, 'Frequency')]" ] }, - "execution_count": 56, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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rio+NiP8BbgHOANoqUM4ngLHAa1NKywpt10fEauBTEXFVSumJCjyPJEkHNC9nkySpNt0KjAAmF7VNJ/vdfitkIb9rR0QMjIjhwP8Umk6qUB3vIvsQ4NmIGN61AXeT3bv8/6vQ80iSdEBz5F2SpNp0J7CB7DL5XxTazgEeTCk9ChARLwO+APwtWdAvNqxCdRwLnACs283+0ueVJEm9YHiXJKkGpZS2RcRc4J0RcSFwOHA6MLOo20/I5p9fATxINk++H1nw7+3Vdw0lj/sB/wlcvpv+j/byeSRJUhHDuyRJtetW4P3AmcBfAFFoIyIOLbR/IaX0pa4DIuLYfTz3s8AhxQ0RcTDZInTFVgBDUkp39+YbkCRJ+8Y575Ik1a67gT+RXS5/DnB/SmllYV9n4WuUHLOvq7+vYNf56jPYdeT9J8DrIuLNpSco3ELOgQJJkirAX6iSJNWolNILEdFKNqd9MPDJon0bI+K/gEsj4iDgKeBNwJh9PP13gf8TEXPILot/DfBm4I8l/a4A3g7ML9z/fUmhlolkC+iN7uEYSZJUJsO7JEm17VbgfwGJbBS82LnANcA/kI3A/wfwVmD1Ppz3O2RB/++At5CtKP9XvLg4HgAppS0R8XqyufbvAt4HbCSb6/4FskX1JElSH0VKqdo1SJIkSZKkPXDOuyRJkiRJOWd4lyRJkiQp5wzvkiRJkiTlnOFdkiRJkqScM7xLkiRJkpRzhndJkiRJknIud/d5j4gAjgQ2VbsWSZIkSZL2s6HA6rSX+7jnLryTBfcnq12EJEmSJEkvkVHAU3vqkMfwvgngiSeeoKmpqdq1SJIkSZK0X2zcuJFXvOIVsA9XnucxvAPQ1NRkeJckSZIkCReskyRJkiQp9wzvkiRJkiTlnOFdkiRJkqScM7xLkiRJkpRzhndJkiRJknLO8C5JkiRJUs4Z3iVJkiRJyjnDuyRJkiRJOWd4lyRJkiQp5/pXuwBJkiRJvfP8889z3XXXsWLFCsaOHcuFF17IwQcfXO2yJO0HkVKqdg3dREQTsGHDhg00NTVVuxxJkiQply699FKuvvpqtm/fvrOtf//+XHzxxVx++eVVrEzSvtq4cSPDhg0DGJZS2rinvo68S5IkSTXm0ksv5YorriAiurV3dnZyxRVXABjgpTrjyLskSZJUQ55//nkGDRrEjh07GDRoEB0dHTv3dT3u168fHR0dXkIv5Vw5I+8uWCdJkiTVkGuuuYYdO3YAcOaZZ7J48WI2bdrE4sWLOfPMMwHYsWMH11xzTTXLlFRhhndJkiSphrS1tQFw2mmnMW/ePCZNmsSQIUOYNGkS8+bN49RTT+3WT1J9MLxLqojOzk4WLlzILbfcwsKFC+ns7Kx2SZIk1aXNmzcDcMYZZ9CvX/c/5/v168fpp5/erZ+k+mB4l9Rnra2tjBs3jilTpnDuuecyZcoUxo0bR2tra7VLkySp7pxyyikA/OAHP2Dbtm3dPjzftm0bN910U7d+kuqD4V1Sn7S2tjJ9+nQmTpzYbc7dxIkTmT59ugFekqQKe+Mb3wjAs88+S2NjY7cPzxsbG3n22We79ZNUH1xtXlKvdXZ2Mm7cOCZOnMjcuXO7Xbq3Y8cOpk6dSnt7O8uWLaOhoaGKlUqSVD86Ozs57LDD2LBhw277DBs2jPXr1/v7V8o5V5uX9JJoa2tj1apVzJw5k5RSt8v2UkpcdtllrFy50gVzJEmqsK5bwA0cOLBb+6BBgwAYMGDAS16TpP3L8C6p19asWQPAihUrepzz/thjj3XrJ0mS+q6trY1169Yxe/ZsjjjiiG77jjjiCGbNmsXatWv98FyqM/2rXYCk2jVy5EgAzj//fM466yw+9alPMWjQIDo6OliwYAHnn39+t36SJKnvuj4U/+hHP8onPvEJrrvuOlasWMHYsWO58MIL2bZtGzNnzvTDc6nOGN4l9VpzczP9+/dn8ODBtLe3M3/+/J37Ro8ezbBhw9i8eTPNzc1VrFKSpPrS9aH4t771La6//npWrVq1c983v/lNZsyY0a2fpPrgZfOSeu2+++5j+/btbNiwgY6ODm644QZWr17NDTfcQEdHBxs2bGD79u3cd9991S5VkqS60dLSwogRI7jsssuYMGFCt7u9TJgwgZkzZzJixAhaWlqqXaqkCiorvEdEQ0R8OSJWRkRHRKyIiM9FRBT1uTEiUsl2Z+VLl1RtTz31FACvfe1rGThwIDNmzODII49kxowZDBo0iNe+9rXd+kmSpMoovmNUSmnnJql+lTvy/mngI8BHgb8oPL4U+FhJvzuBkUXbe/pWpqQ8WrduHQAXXnghK1as4N577+VHP/oR9957L8uXL+fDH/5wt36SJKnvihesa29vp7m5maamJpqbm/ntb3/rgnVSnSp3znszMC+ldEfh8aqIeA9wWkm/bSmlp/tcnaRce/nLXw5Aa2srH/zgB5k8efLOfTt27GDu3Lnd+kmSpL4rXrDuU5/6FG1tbaxZs4aRI0fS0tLCli1bXLBOqkPljrzfB5wZEccBRMRrgDOABSX9JkfE2oj4fUR8OyIO290JI2JARDR1bcDQMmuSVCVHHXUUAAsWLGDq1Knd5txNnTqVBQsWdOsnSZL6rmshuvb2dhoaGpg8eTLvec97mDx5Mg0NDbS3t3frJ6k+RDlzYyKiHzCL7FL5TqAB+ExKaXZRn78FtgArgbGF/s8Br0spdfZwzi8CXyht37BhA01NTeV8L5JeYp2dnYwbN47hw4ezbt06Hn/88Z37Ro8ezfDhw1m/fj3Lli2joaGhipVKklQ/un7/Tpw4kblz59Kv34vjcTt27GDq1Km0t7f7+1eqARs3bmTYsGEAw1JKG/fUt9zL5t8NnAecC/wWOBH4RkSsTindBJBS+nFR/4cj4iFgBTAZ+EUP55wNfL3o8VDgyTLrklQFDQ0NXHXVVUyfPp23ve1t3e7zfuedd3LHHXdw2223+YeDJEkVVPz7d+rUqTtXnW9vb2f27NnMnz/f379SHSp35P0J4GsppWuL2j4LnJ9SGr+H49YBn00pXb8Pz9EEbHDkXaodra2tXHLJJd3uMztmzBiuvPJKpk2bVr3CJEmqY/7+lWrf/hx5bwR2lLR1soe58xExCjgMcMUMqU5NmzaNs846i+uuu44VK1YwduxYLrzwQg4++OBqlyZJUl0rHYjbsaP0T3VJ9aLcBetuBz4TEW+LiNER8U7gE8DPACJiSERcERGTCvvPBOYBy4G7Klq5pNxobW3l+OOP5+KLL+Zb3/oWF198Mccffzytra3VLk2SpLrU2trK9OnTOeGEE7otGHvCCScwffp0fwdLdajcy+aHAl8G3gmMAFYDtwBfSik9HxGDgLnAa4FDCvv/A/hcSumZfXwOL5uXakjXHw9nnXUWM2fO3DnnbtasWTvn3HnpniRJleOCdVL9KOey+bLC+0vB8C7VjuI/HubMmcOiRYt23mf29NNP5+yzz/aPB0mSKmzhwoVMmTKFxYsXM2nSpF32L168mObmZu69914mT5780hcoaZ+VE97LvWxeknZqa2tj1apVNDc3c9xxxzFlyhTOPfdcpkyZwnHHHcfrXvc6Vq5cSVtbW7VLlSSpbqxZky0lNWHChB73d7V39ZNUHwzvknqt64+Cyy67jIkTJ3abczdx4kRmzpzZrZ8kSeq7kSNHAtDe3t7j/q72rn6S6oPhXVKvjRgxAoAzzjiDuXPnMmnSJIYMGcKkSZOYO3cup59+erd+kiSp71paWhg9ejSzZs3aZXX5HTt2MHv2bMaMGUNLS0uVKpS0PxjeJe03EVHtEiRJqjsNDQ1cddVVzJ8/n6lTp3a78m3q1KnMnz+fK6+80vVmpDpjeJfUa2vXrgVg0aJFPf7xsGjRom79JElSZUybNo3bbruNhx9+mObmZpqammhubqa9vd07vUh1qn+1C5BUu7rm0s2aNYvrr7+e5ubmnfvGjBnDV7/6VWbOnOmcO0mS9oNp06bxjne8g7a2tp13e2lpaXHEXapThndJvdY15+6+++7j0Ucf7fFWcc65kyRJkvrO+7xLYsuWLSxdurRXx95zzz1ceumltLS0cN5738eAlx3Jtj+t5of/9q+0tbVx+eWX84Y3vKFX5x4/fjyNjY29OlaSpHrX2trKJZdcwqpVq3a2jR49mquuusrL5qUaUc593g3vkvj1r3/NySefXO0ydrFkyRJOOumkapchSVLutLa2Mn36dM466yxmzpzJhAkTaG9vZ9asWcyfP99571KNMLxLKktfRt67dHZ2Mv/eRXxz/q/5+FkncdaU0/s8586Rd0mSdtXZ2cm4ceOYOHEic+bM6XHaWnt7O8uWLXP+u5Rz5YR357xLorGxsSIj3IOOPI6b/nQs7zrvDCYcNawClUmSpFJtbW2sWrWKD33oQxx33HG7XDY/Y8YMbr/9dtra2pg8eXLV6pRUWd4qTpIkSaoha9asAeCyyy5j4sSJ3W7VOnHiRGbOnNmtn6T6YHiXJEmSasiIESMAOOOMM5gzZw5bt27l9ttvZ+vWrcyZM4fTTz+9Wz9J9cHL5iVJkqQatH79eo499lgef/zxnW1HH300gwYNqmJVkvYXR94lSZKkGrJ27VoAHnnkEbZu3coNN9zA6tWrueGGG9i6devORWi7+kmqD468S5IkSTWk63L48ePHs3XrVmbMmLFz35gxYxg/fjxLly71snmpzhjeJUmSpBo0fPhw7rnnnl1uFfeGN7yh2qVJ2g+8bF6SJEmqIV2Xwy9atIizzz6bAQMGcNZZZzFgwADOPvtsFi1a1K2fpPpgeJckSZJqyMiRIwGYNWsWDz30EM3NzTQ1NdHc3MzDDz/MV7/61W79JNUHw7skSZJUQ1paWhg9ejRz5swhInbZ39raypgxY2hpaalCdZL2F8O7JEmSVEMaGhp417vexQMPPEBHR0e31eY7Ojp44IEHmD59Og0NDdUuVVIFRUqp2jV0ExFNwIYNGzbQ1NRU7XIklaH9qQ2cdc1/M/9jZzDhqGHVLkeSpLrU2dnJuHHjGD58OOvWret2n/fRo0czfPhw1q9fz7JlywzwUs5t3LiRYcOGAQxLKW3cU19Xm5ckSZJqSFtbG6tWreKWW27h1FNPpa2tbedq8y0tLdx///00NzfT1tbG5MmTq12upAoxvEuSJEk1ZM2aNQBMmDCBhoaGXQL6hAkTuvWTVB8M75IkSVIVbNmyhaVLl5Z93KZNmwCYM2cOEydOZOsLnTz57BZGHdrIwIMaeOihh3b2+/Wvf132+cePH09jY2PZx0navwzvkiRJUhUsXbqUk08+udfHX3DBBXvc/6EPfahX512yZAknnXRSr46VtP8Y3iVJkqQqGD9+PEuWLOnVsffccw+XXnopLS0t/NXUc7jmgU187JSh/OfcW2lra+Pyyy/nDW94Q6/rkpQ/hndJkiSpChobG3s9wn3SSSdxzDHHcMkll/C5T/wDAJ/7EYwZM4bbbruNadOmVbJUSTngfd4lSZKkGjRt2jSWL1/O939yO8P/5lN8/ye3s2zZMoO7VKcceZckSZJqVENDA6c2tzB4SXBq8xne112qY468S5IkSZKUc4Z3SZIkSZJyzvAuSZIkSVLOGd4lSZIkSco5w7skSZIkSTlneJckSZIkKecM75IkSZIk5ZzhXZIkSZKknDO8S5IkSZKUc4Z3SZIkSZJyzvAuSZIkSVLOGd4lSZIkSco5w7skSZIkSTlneJckSZIkKecM75IkSZIk5ZzhXZIkSZKknDO8S5IkSZKUc4Z3SZIkSZJyrqzwHhENEfHliFgZER0RsSIiPhcRUdQnIuJLEbGm0OfuiDi28qVLkiRJknRgKHfk/dPAR4CPAn9ReHwp8LGiPpcC/wh8GPhLYDNwV0QM7HO1kiRJkiQdgPqX2b8ZmJdSuqPweFVEvAc4DbJRd+Ai4CsppXmFtvcBzwBTgR9XpGpJkiRJkg4g5Y683wecGRHHAUTEa4AzgAWF/WOAI4C7uw5IKW0AfgW8rs/VSpIkSZJ0ACp35P1rQBOwNCI6gQbgMymlHxb2H1H4+kzJcc8U7esmIgYAA4qahpZZkyRJkiRJda3ckfd3A+cB5wInAe8HPhkR7+9DDeQbjc8AAB2rSURBVJcBG4q2J/twLkmSJEmS6k654f0K4GsppR+nlB5OKf0bcDVZAAd4uvD18JLjDi/aV2o2MKxoG1VmTZIkSZIk1bVyw3sjsKOkrbPoPCvJQvqZXTsjools1fnFPZ0wpbQtpbSxawM2lVmTJEmSJEl1rdw577cDn4mIPwC/BV4LfAL4PkBKKUXEN4DPRsQysjD/ZWA1MLdiVUuSJEmSdAApN7x/jCyMXweMIAvl1wNfKupzOTAYuAE4BPhv4C0ppa19rlaSJEmSpANQWeE9pbSJ7D7uF+2hTwI+X9gkSZIkSVIflTvnXZIkSZIkvcQM75IkSZIk5ZzhXZIkSZKknDO8S5IkSZKUc4Z3SZIkSZJyzvAuSZIkSVLOGd4lSZIkSco5w7skSZIkSTlneJckSZIkKecM75IkSZIk5ZzhXZIkSZKknDO8S5IkSZKUc4Z3SZIkSZJyzvAuSZIkSVLOGd4lSZIkSco5w7skSZIkSTlneJckSZIkKecM75IkSZIk5ZzhXZIkSZKknDO8S5IkSZKUc4Z3SZIkSZJyzvAuSZIkSVLOGd4lSZIkSco5w7skSZIkSTlneJckSZIkKecM75IkSZIk5ZzhXZIkSZKknDO8S5IkSZKUc4Z3SZIkSZJyzvAuSZIkSVLOGd4lSZIkSco5w7skSZIkSTlneJckSZIkKecM75IkSZIk5ZzhXZIkSZKknDO8S5IkSZKUc4Z3SZIkSZJyzvAuSZIkSVLOGd4lSZIkSco5w7skSZIkSTlneJckSZIkKecM75IkSZIk5ZzhXZIkSZKknDO8S5IkSZKUc4Z3SZIkSZJyzvAuSZIkSVLOGd4lSZIkSco5w7skSZIkSTlneJckSZIkKefKCu8RsSoiUg/btYX9C3vY93/2T+mSJEmSJB0Y+pfZ/1SgoejxBOA/gZ8WtX0H+HzR4y29K02SJEmSJEGZ4T2ltK74cUT8E7AC+GVR85aU0tMVqE2SJEmSJNGHOe8RcTBwPvD9lFIq2nVeRPwxItojYnZENO7lPAMioqlrA4b2tiZJkiRJkupRuZfNF5sKHALcWNT2I+BxYDVwAvC/geOBaXs4z2XAF/pQhyRJkiRJda0v4f3vgAUppdVdDSmlG4r2PxwRa4BfRMTYlNKK3ZxnNvD1osdDgSf7UJckSZK0X63842Y2b9te7TIAWL72uW5f82DwgP6MGT642mVIdaVX4T0ijgbeyJ5H1AF+Vfg6jmxu/C5SStuAbUXn7k1JkiRJ0kti5R83M+XKhdUuYxcX3fpgtUvo5t5PTjbASxXU25H3DwBrgTv20u/Ewtc1vXweSZIkKVe6Rty/cc6JjBsxpMrVwNYXOnny2Q5GHTqIgQc17P2A/Wz52ue46NYHc3NlglQvyg7vEdGPLLzflFLaXtQ+FjgX+HdgPdmc96uB/0opPVSZciVJkqR8GDdiCBOOGlbtMgA4ZXS1K5C0v/Vm5P2NwCuB75e0P1/YdxEwGHgCmAN8pS8FSpIkSZJ0oCs7vKeU/gPYZWJ6SukJ4PWVKEqSJEmSJL2o1/d5lyRJkiRJLw3DuyRJkiRJOWd4lyRJkiQp5wzvkiRJkiTlXG/v8y4pJ1b+cXNu7qO6fO1z3b7mweAB/RkzfHC1y5AkSZL6xPAu1bCVf9zMlCsXVruMXVx064PVLqGbez852QAvSZKkmmZ4l2pY14j7N845kXEjhlS5Gtj6QidPPtvBqEMHMfCghmqXw/K1z3HRrQ/m5soESZIkqbcM71IdGDdiCBOOGlbtMgA4ZXS1K5AkSZLqjwvWSZIkSZKUc4Z3SZIkSZJyzvAuSZIkSVLOGd4lSZIkSco5w7skSZIkSTlneJckSZIkKecM75IkSZIk5ZzhXZIkSZKknDO8S5IkSZKUc4Z3SZIkSZJyzvAuSZIkSVLOGd4lSZIkSco5w7skSZIkSTnXv9oFSJIkSbVkW+dW+g18ipUbf0+/gUOqXU7urNz4HP0GPsW2zq3AsGqXI9UNw7skSZJUhtWbH2fwmGuYeX+1K8mvwWNg9eYTOZnDq12KVDcM75IkSVIZjhx8NJtXfoxvnnMiY0c48l5qxdrn+PitD3LklKOrXYpUVwzvkiRJUhkGNAxkx9ajGNN0PK86zMvCS+3YuoEdW9cxoGFgtUuR6ooL1kmSJEmSlHOGd0mSJEmScs7wLkmSJElSzhneJUmSJEnKOcO7JEmSJEk5Z3iXJEmSJCnnDO+SJEmSJOWc4V2SJEmSpJwzvEuSJEmSlHOGd0mSJEmScs7wLkmSJElSzhneJUmSJEnKOcO7JEmSJEk5Z3iXJEmSJCnn+le7AEm9t61zK/0GPsXKjb+n38Ah1S4nd1ZufI5+A59iW+dWYFi1y5EkSZJ6zfAu1bDVmx9n8JhrmHl/tSvJr8FjYPXmEzmZw6tdiiRJktRrhnephh05+Gg2r/wY3zznRMaOcOS91Iq1z/HxWx/kyClHV7sUSZIkqU8M71ING9AwkB1bj2JM0/G86jAvCy+1Y+sGdmxdx4CGgdUuRZIkSeoTF6yTJEmSJCnnDO+SJEmSJOWc4V2SJEmSpJwzvEuSJEmSlHOGd0mSJEmScq6s8B4RqyIi9bBdW9g/MCKujYj1EfFcRMyJCG+uLEmSJElSH5Q78n4qMLJo+6tC+08LX68G/gZ4F/B64Eigte9lSpIkSZJ04CrrPu8ppXXFjyPin4AVwC8jYhjwd8C5KaV7Cvs/ADwSEZNSSv9ToZolSZIkSTqg9HrOe0QcDJwPfD+llICTgYOAu7v6pJSWAn8AXreH8wyIiKauDRja25okSZIkSapHfVmwbipwCHBj4fERwPMppT+X9HumsG93LgM2FG1P9qEmSZIkSZLqTl/C+98BC1JKq/tYw2xgWNE2qo/nkyRJkiSprpQ1571LRBwNvBGYVtT8NHBwRBxSMvp+eGFfj1JK24BtRefuTUmSJEnSS6LjhU4A2p/aUOVKMltf6OTJZzsYdeggBh7UUO1yWL72uWqXINWlXoV34APAWuCOorYlwAvAmcAcgIg4HnglsLgPNUqSJEm5saIQTv+p9eEqV5Jvgwf0NmpI6knZ/0VFRD+y8H5TSml7V3tKaUNEfA/4ekT8CdgIXAMsdqV5SZIk1Ys3vTpbzmnsiCEMyslI90W3Psg3zjmRcSOGVLscIAvuY4YPrnYZUl3pzcdhbyQbTf9+D/suBnaQjbwPAO4CLux1dZIkSVLOvGzwwfztaa+sdhm7GDdiCBOOGlbtMiTtJ2WH95TSfwA9TkxPKW0F/qGwSZIkSZKkCujLavOSJEmSJOklYHiXJEmSJCnnDO+SJEmSJOWc4V2SJEmSpJwzvEuSJEmSlHOGd0mSJEmScs7wLkmSJElSzhneJUmSJEnKOcO7JEmSJEk5Z3iXJEmSJCnnDO+SJEmSJOWc4V2SJEmSpJwzvEuSJEmSlHOGd0mSJEmScs7wLkmSJElSzhneJUmSJEnKOcO7JEmSJEk5Z3iXJEmSJCnnDO+SJEmSJOWc4V2SJEmSpJwzvEuSJEmSlHOGd0mSJEmScs7wLkmSJElSzhneJUmSJEnKOcO7JEmSJEk517/aBUjqvY4XOgFof2pDlSvJbH2hkyef7WDUoYMYeFBDtcth+drnql2CJEmSVBGGd6mGrSiE039qfbjKleTb4AH+r06SJEm1zb9opRr2plcfAcDYEUMYlJOR7otufZBvnHMi40YMqXY5QBbcxwwfXO0yJEmSpD4xvEs17GWDD+ZvT3tltcvYxbgRQ5hw1LBqlyFJkiTVDReskyRJkiQp5wzvkiRJkiTlnOFdkiRJkqScM7xLkiRJkpRzhndJkiRJknLO8C5JkiRJUs4Z3iVJkiRJyjnDuyRJkiRJOWd4lyRJkiQp5wzvkiRJkiTlnOFdkiRJkqScM7xLkiRJkpRzhndJkiRJknLO8C5JkiRJUs4Z3iVJkiRJyjnDuyRJkiRJOWd4lyRJkiQp5wzvkiRJkiTlnOFdkiRJkqScKzu8R8RREXFzRKyPiI6IeDgiTinaf2NEpJLtzsqWLUmSJEnSgaN/OZ0j4lBgEXAv8FZgHXAs8GxJ1zuBDxQ93taHGiVJkiRJOqCVFd6BTwNPpJSKg/nKHvptSyk93fuyJEmSJElSl3Ivm3878EBE/DQi1kbEbyLi73voN7mw//cR8e2IOGx3J4yIARHR1LUBQ8usSZIkSZKkulZueD8G+AiwDHgz8G3gXyLi/UV97gTeB5xJNlL/emBBRDTs5pyXARuKtifLrEmSJEmSpLpW7mXz/YAHUkozC49/ExETgA8DNwGklH5c1P/hiHgIWAFMBn7RwzlnA18vejwUA7wkSZIkSTuVO/K+BvhdSdsjwCt3d0BK6THgj8C43ezfllLa2LUBm8qsSZIkSZKkulZueF8EHF/Sdhzw+O4OiIhRwGFkwV+SJEmSJJWp3PB+NTApImZGxLiIOBeYAVwLEBFDIuKKiJgUEaMj4kxgHrAcuKuilUuSJEmSdIAoK7ynlP4v8E7gPUA78DngopTSDwtdOoETgJ8DjwLfA5YALSkl7/UuSZIkSVIvlLtgHSml+cD83ezrIFuFXpIkSZIkVUi5l81LkiRJkqSXmOFdkiRJkqScM7xLkiRJkpRzhndJkiRJknLO8C5JkiRJUs4Z3iVJkiRJyjnDuyRJkiRJOWd4lyRJkiQp5wzvkiRJkiTlnOFdkiRJkqScM7xLkiRJkpRzhndJkiRJknLO8C5JkiRJUs4Z3iVJkiRJyjnDuyRJkiRJOWd4lyRJkiQp5wzvkiRJkiTlnOFdkiRJkqScM7xLkiRJkpRzhndJkiRJknLO8C5JkiRJUs4Z3iVJkiRJyjnDuyRJklSjOjo6+OpnPskzt36Or37mk3R0dFS7JEn7ieFdkiRJqkFTp06lsbGRH9/0Xbau+g0/vum7NDY2MnXq1GqXJmk/MLxLkiRJNWbq1KnMmzevx33z5s0zwEt1yPAuSZIk1ZCOjo7dBvcu8+bN8xJ6qc70r3YBkiRJ0oFoy5YtLF26tOzjvvKVr+xTv/POO4/PfvazZZ9//PjxNDY2ln2cpP3L8C5JkiRVwdKlSzn55JP32/l/9rOf8bOf/azs45YsWcJJJ520HyqS1BeGd0mSJKkKxo8fz5IlS8o+bvLkyWzatGmv/YYOHcrChQt7VZek/DG8S5IkSVXQ2NhYkRHuk08+mWOPPZZly5bt8mGAI+hS/TC8S5IkSTVk+/bt3R4vWbKkxxH80n6SapurzUuSJEk1ZF9DueFdqi+Gd0mSJKmGNDU1VbSfpNpgeJckSZJqyIgRIyraT1JtMLxLkiRJNeSYY46paD9JtcHwLkmSJNWQjo6OivaTVBsM75IkSVIN2bFjR0X7SaoNhndJkiSphqxbt66i/STVBsO7JEmSVEM6Ozsr2k9SbTC8S5IkSTVk48aNFe0nqTYY3iVJkqQaYniXDkyGd0mSJKmGRERF+0mqDYZ3SZIkqYYMHjy4ov0k1QbDuyRJklRDhg4dWtF+kmqD4V2SJEmqIa94xSsq2k9SbTC8S5IkSTXkzDPPrGg/SbXB8C5JkiTVkPb29or2k1QbDO+SJElSDXnssccq2k9SbSg7vEfEURFxc0Ssj4iOiHg4Ik4p2h8R8aWIWFPYf3dEHFvZsiVJkqQD0+9+9zsguxXcUUcd1W3fqFGjdt4irqufpPrQv5zOEXEosAi4F3grsA44Fni2qNulwD8C7wdWAl8G7oqIV6WUtlaiaEmSJOlAtX37dgBSSpxwwglMmjSJZ599lkMPPZQtW7bw5JNPdusnqT6UFd6BTwNPpJQ+UNS2susfkX3MdxHwlZTSvELb+4BngKnAj/tWriRJknRge9nLXsZTTz0FwIIFC/bYT1L9KPey+bcDD0TETyNibUT8JiL+vmj/GOAI4O6uhpTSBuBXwOv6XK0kSZJ0gLv22msr2k9SbSg3vB8DfARYBrwZ+DbwLxHx/sL+Iwpfnyk57pmifd1ExICIaOragKFl1iRJkiQdMN70pjdVtJ+k2lBueO8H/DqlNDOl9JuU0g3Ad4AP96GGy4ANRduTfTiXJEmSVNeuu+66ivaTVBvKDe9rgNJlKx8BXln499OFr4eX9Dm8aF+p2cCwom1UmTVJkiRJB4y2traK9pNUG8oN74uA40vajgMeL/x7JVlIP7NrZ+FS+L8EFvd0wpTStpTSxq4N2FRmTZIkSdIBY/PmzRXtJ6k2lLva/NXAfRExE/gJcBowo7CRUkoR8Q3gsxGxjBdvFbcamFuxqiVJkqQD1KGHHlrRfpJqQ1nhPaX0fyPinWSXun+eLJxflFL6YVG3y4HBwA3AIcB/A2/xHu+SJElS361fv76i/STVhnJH3kkpzQfm72F/Igv2n+9DXZIkSZJ6sGXLlor2k1Qbyp3zLkmSJKmKnn/++Yr2k1QbDO+SJElSDRkwYEBF+0mqDYZ3SZIkqYYY3qUDk+FdkiRJqiEbN26saD9JtcHwLkmSJNWofv367fGxpPrhf92SJElSDRk1atTOf2c3eqLHx8X9JNU+w7skSZJUQ6ZNm7bz3/37d7/zc/Hj4n6Sap/hXZIkSaohRx999M5/v/DCC932FT8u7iep9hneJUmSpBrS0tLCy1/+8j32GTFiBC0tLS9RRZJeCv333kWSJElSnkQEAG9961sZNGgQf/7znznkkEPo6OhgwYIFVa5O0v7gyLskSZJUQ9ra2li7di2zZ8/md7/7Ha2trdxzzz20trbyyCOPMGvWLNauXUtbW1u1S5VUQYZ3SZIkqYasWbMGgFe84hU7R+CLvfKVr+zWT1J9MLxLkiRJNWTkyJEAvPe972XixIksXryYTZs2sXjxYiZOnMh73/vebv0k1QfnvEuSJEk1pLm5mf79+3PYYYfR2tq68/ZwkyZNorW1lVGjRrF+/Xqam5urXKmkSnLkXZIkSaoh9913H9u3b+eZZ55h2rRp3Ubep02bxjPPPMP27du57777ql2qpAoyvEuSJEk1pGsu+80338zDDz9Mc3MzTU1NNDc3097ezs0339ytn6T64GXzkiRJUg3pmss+duxYli9fTltbG2vWrGHkyJG0tLRw//33d+snqT4Y3iVJkqQa0tLSwujRo5k1axZz585l8uTJO/ft2LGD2bNnM2bMGFpaWqpXpKSK87J5SZIkqYY0NDRw1VVXMX/+fKZOndptzvvUqVOZP38+V155JQ0NDdUuVVIFOfIuSZIk1Zhp06Zx2223cckll3RbVX7MmDHcdtttTJs2rYrVSdofDO+SJElSDZo2bRrveMc7dpnz7oi7VJ8M75IkSVKNamho6DbnXVL9cs67JEmSJEk558i7JLZs2cLSpUv7fJ7lazex7enl/O7hITz/zNA+n2/8+PE0Njb2+TySJElSrTO8S2Lp0qWcfPLJFTvfOTdV5jxLlizhpJNOqszJJEmSpBpmeJfE+PHjWbJkSZ/Ps/WFTp58dgujDm1k4EF9Xyxn/PjxfT6HJEmSVA8M75JobGx0hFuSJEnKMReskyRJkiQp5wzvkiRJkiTlnOFdkiRJkqScM7xLkiRJkpRzhndJkiRJknLO8C5JkiRJUs4Z3iVJkiRJyjnDuyRJkiRJOWd4lyRJkiQp5wzvkiRJkiTlnOFd/3979x7rdV3Hcfz5mlxm6GYpLEoZpVzW1QzUrSyXW/lPSK2cXQgs7bZpF2Vj05yXWpbmqvEPlcao6cq2amTZlkVhUUCbo1YxRNEMcEgZkGYG7/74fk8dTlzOwcP5fQ/n+djOzu/7+Xwv79/ZDh9ev+/n+zmSJEmSpI4zvEuSJEmS1HGGd0mSJEmSOm5crws4mF27dvW6BEmSJEmSjpqh5N5U1VEsZeiSvBh4rNd1SJIkSZI0Qk6tqr8caocuhvcALwJ297oWSUN2Is2Hb6fi77AkSSPF8Vca3U4EttZhwnnnps23BR/yEwdJ3dR89gbA7qry2RdJkkaA46806g3q99YF6yRJkiRJ6jjDuyRJkiRJHWd4lzScngFuaL9LkqSR4fgrjQGdW7BOkiRJkiTtzzvvkiRJkiR1nOFdkiRJkqSOM7xLkiRJktRxhndJkiRJkjrO8C5JkiRJUscZ3iVJkiRJ6jjDu6RBS3JhkvuTPJlkZ5IfJDm97ZuepJJcnGR1kqeTrEsyM8ncJOuT7EnyoySTe/1eJEkaDZKsSrK0/fp7kieS3JQkbf+WJNcmWdGOs48kmZdkcpLvt20bkszp9XuR9NwY3iUNxSTgNmAOcAGwD/hukv7/ltwAfBo4C/g3cCfweeBjwHnAGcCNI1izJEmj3UKaMfVsmvH0k8Bl/fo/AfwSeA1wD/ANYAXwTZrxeDOwoi/wSxqdUlW9rkHSKJXkFGAH8EpgD/AwcFlV3d72XwLcBVxQVT9t25YAi6pqdm+qliRp9EiyCpgCvLza/7gnuRmYV1UvS7IFWF1VC9q+FwLbgJuq6rq27VxgDTC1qraP/LuQNBy88y5p0JLMSHJXkoeS7AK2tF3T+u22od/rx9vvvxvQNuXoVSlJ0jHn17X/Hbc1wIwkx7Xbgxl7wfFXGtXG9boASaPKSuAR4HJgK80HgL8HJvTb59l+r+sgbX5wKEnS8PnvOFtV1c6OP9B47PgrjWKGd0mDkuRkYBZweVWtbtte39uqJEkaE84ZsH0usKmq9voYuzR2GN4lDdbfgJ3AB5Nso5kqf3NvS5IkaUyYluQ2YBnNAnRXAFf1tiRJI83wLmlQqmpfuwDdl2mmym8ErgRW9bIuSZLGgBXA8cBaYC/wJeArPa1I0ohztXlJkiSpo9rV5h+oqo/3uhZJveWiFZIkSZIkdZzhXZIkSZKkjnPavCRJkiRJHeedd0mSJEmSOs7wLkmSJElSxxneJUmSJEnqOMO7JEmSJEkdZ3iXJGkUSrIqyReH8XyVZH77enq7feYQjl+U5MnhqkeSJO1vXK8LkCRJnfNnYCrwxHCeNMly4KSqmj+c55UkaSwwvEuSpP1U1V5ge6/rkCRJ/+O0eUmSOi7JpCQrkuxJsi3JVQP6FyRZn2R3ku1J7kwype1LkgeTXD3gmDPbqfFnHOB6/zdtPsm8JJuS/DPJz5IsbPc5acCxb0nyx7bWe5NMbduvBxYCF7XHVZLzh+tnJEnSsc7wLklS990CvBG4CHgzcD5wVr/+8cCngFcD84HpwHKAqirgDuDSAee8FPhFVT14uIsneQnwHeB77TWWAZ85wK7PA64GFgBvAKYBt7Z9twLfBu6lmZI/FfjV4a4tSZIaTpuXJKnDkpwAfAB4b1Xd17YtBB7r26eq7uh3yENJrgTWJTmhqvbQBPkbk5xdVWuTjAfeTRO0B+NDwMaqWtxub0zyCuCaAfuNBz5cVZvbOpcC17U17knyNDCxqpySL0nSEHnnXZKkbjsdmAD8pq+hqv4KbOzbTvLaJCuTPJpkN/Dztmtau/9W4B7g/W37W4GJwN2DrGEWsG5A29oD7PdUX3BvbQOmDPIakiTpEAzvkiSNYkkmAT8GdgHvAeYCb2u7J/Tb9WvAJUmOp5ky/62qemqYy3l2wHYBGeZrSJI0JhneJUnqts00oficvoYkzwdmtpuzgZOBJVW1uqr+xIHvdv8Q+AfwEeBCmufgB2sjMGdA29whHN/nX8BxR3CcJEljnuFdkqQOa59Zvx24Jcmb2mfNlwP72l0epQnFVyR5aZJ5NIvXDTzP3va4zwKbqmrNEMpYBsxO8rkkM5NcDCzqO/UQzrMFeFWSWUlOaZ+9lyRJg2B4lySp+xYDq4GVwE+A+4HfAlTVDpog/U7gD8ASDr4Q3e00U+m/PpSLV9XDwDuAtwMbaO7e9602/8wQTvVVmrv464EdwOuGUockSWNZmr8gI0mSjnVJzgPuA06rqsef47muoVlZ/rRhKU6SJB2SfypOkqRjXJKJwGTgeuDuIwnuST5Ks+L8Tpo75ouBpcNYpiRJOgTDuyRJx7530UyZfwB43xGeYwZwLfACmufsv0Dz/LwkSRoBTpuXJEmSJKnjXLBOkiRJkqSOM7xLkiRJktRxhndJkiRJkjrO8C5JkiRJUscZ3iVJkiRJ6jjDuyRJkiRJHWd4lyRJkiSp4wzvkiRJkiR1nOFdkiRJkqSO+w8KGkaUGsMYlAAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "plt.hist(data_frame.loc[data_frame[\"daylight\"] == \"am\"][\"value\"], bins=50)\n", + "plt.hist(data_frame.loc[data_frame[\"daylight\"] == 0][\"value\"], bins=50)\n", "plt.gca().set(title = \"Frequency Histogram (daylight)\", ylabel=\"Frequency\")\n", "\n", "data_frame.boxplot(by='daylight', column=['value'], grid=False, figsize=(12,5))" @@ -735,37 +755,41 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 59, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -821,7 +849,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -832,7 +860,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -868,58 +896,58 @@ " \n", " \n", " \n", - " 4307\n", - " 2014-01-16 06:00:00\n", - " 72.802560\n", - " 6\n", - " am\n", - " 3\n", - " False\n", - " 16\n", - " 2014\n", - " \n", - " \n", - " 2615\n", - " 2013-11-06 18:00:00\n", - " 75.722611\n", - " 18\n", - " pm\n", + " 965\n", + " 2013-08-14 13:00:00\n", + " 71.154676\n", + " 13\n", + " 1\n", " 2\n", " False\n", - " 310\n", + " 226\n", " 2013\n", " \n", " \n", - " 7231\n", - " 2014-05-27 04:00:00\n", - " 65.406613\n", - " 4\n", - " am\n", + " 4129\n", + " 2014-01-08 20:00:00\n", + " 75.111465\n", + " 20\n", " 1\n", + " 2\n", " False\n", - " 147\n", + " 8\n", " 2014\n", " \n", " \n", - " 4414\n", - " 2014-01-20 17:00:00\n", - " 75.515436\n", - " 17\n", - " pm\n", + " 1735\n", + " 2013-09-24 05:00:00\n", + " 70.040735\n", + " 5\n", " 0\n", + " 1\n", " False\n", - " 20\n", - " 2014\n", + " 267\n", + " 2013\n", " \n", " \n", - " 3298\n", - " 2013-12-05 05:00:00\n", - " 76.663525\n", + " 3355\n", + " 2013-12-07 14:00:00\n", + " 74.522779\n", + " 14\n", + " 1\n", " 5\n", - " am\n", - " 3\n", - " False\n", - " 339\n", + " True\n", + " 341\n", + " 2013\n", + " \n", + " \n", + " 2677\n", + " 2013-11-09 08:00:00\n", + " 72.955505\n", + " 8\n", + " 0\n", + " 5\n", + " True\n", + " 313\n", " 2013\n", " \n", " \n", @@ -934,59 +962,59 @@ " ...\n", " \n", " \n", - " 2998\n", - " 2013-11-22 17:00:00\n", - " 75.973424\n", - " 17\n", - " pm\n", + " 5858\n", + " 2014-03-23 04:00:00\n", + " 63.463436\n", " 4\n", - " False\n", - " 326\n", - " 2013\n", - " \n", - " \n", - " 5521\n", - " 2014-03-09 01:00:00\n", - " 65.415429\n", - " 1\n", - " am\n", + " 0\n", " 6\n", " True\n", - " 68\n", + " 82\n", " 2014\n", " \n", " \n", - " 2434\n", - " 2013-10-30 05:00:00\n", - " 74.160885\n", - " 5\n", - " am\n", + " 6010\n", + " 2014-03-30 02:00:00\n", + " 65.381096\n", " 2\n", - " False\n", - " 303\n", - " 2013\n", + " 0\n", + " 6\n", + " True\n", + " 89\n", + " 2014\n", " \n", " \n", - " 4896\n", - " 2014-02-09 19:00:00\n", - " 70.751697\n", - " 19\n", - " pm\n", + " 5877\n", + " 2014-03-23 23:00:00\n", + " 63.055471\n", + " 23\n", + " 1\n", " 6\n", " True\n", - " 40\n", + " 82\n", " 2014\n", " \n", " \n", - " 6534\n", - " 2014-04-28 03:00:00\n", - " 64.170284\n", + " 1793\n", + " 2013-09-26 15:00:00\n", + " 75.066548\n", + " 15\n", + " 1\n", " 3\n", - " am\n", + " False\n", + " 269\n", + " 2013\n", + " \n", + " \n", + " 2722\n", + " 2013-11-11 05:00:00\n", + " 72.416700\n", + " 5\n", + " 0\n", " 0\n", " False\n", - " 118\n", - " 2014\n", + " 315\n", + " 2013\n", " \n", " \n", "\n", @@ -994,36 +1022,36 @@ "" ], "text/plain": [ - " timestamp value hour daylight day of week is weekend \\\n", - "4307 2014-01-16 06:00:00 72.802560 6 am 3 False \n", - "2615 2013-11-06 18:00:00 75.722611 18 pm 2 False \n", - "7231 2014-05-27 04:00:00 65.406613 4 am 1 False \n", - "4414 2014-01-20 17:00:00 75.515436 17 pm 0 False \n", - "3298 2013-12-05 05:00:00 76.663525 5 am 3 False \n", - "... ... ... ... ... ... ... \n", - "2998 2013-11-22 17:00:00 75.973424 17 pm 4 False \n", - "5521 2014-03-09 01:00:00 65.415429 1 am 6 True \n", - "2434 2013-10-30 05:00:00 74.160885 5 am 2 False \n", - "4896 2014-02-09 19:00:00 70.751697 19 pm 6 True \n", - "6534 2014-04-28 03:00:00 64.170284 3 am 0 False \n", + " timestamp value hour daylight day of week is weekend \\\n", + "965 2013-08-14 13:00:00 71.154676 13 1 2 False \n", + "4129 2014-01-08 20:00:00 75.111465 20 1 2 False \n", + "1735 2013-09-24 05:00:00 70.040735 5 0 1 False \n", + "3355 2013-12-07 14:00:00 74.522779 14 1 5 True \n", + "2677 2013-11-09 08:00:00 72.955505 8 0 5 True \n", + "... ... ... ... ... ... ... \n", + "5858 2014-03-23 04:00:00 63.463436 4 0 6 True \n", + "6010 2014-03-30 02:00:00 65.381096 2 0 6 True \n", + "5877 2014-03-23 23:00:00 63.055471 23 1 6 True \n", + "1793 2013-09-26 15:00:00 75.066548 15 1 3 False \n", + "2722 2013-11-11 05:00:00 72.416700 5 0 0 False \n", "\n", " day of the year year \n", - "4307 16 2014 \n", - "2615 310 2013 \n", - "7231 147 2014 \n", - "4414 20 2014 \n", - "3298 339 2013 \n", + "965 226 2013 \n", + "4129 8 2014 \n", + "1735 267 2013 \n", + "3355 341 2013 \n", + "2677 313 2013 \n", "... ... ... \n", - "2998 326 2013 \n", - "5521 68 2014 \n", - "2434 303 2013 \n", - "4896 40 2014 \n", - "6534 118 2014 \n", + "5858 82 2014 \n", + "6010 89 2014 \n", + "5877 82 2014 \n", + "1793 269 2013 \n", + "2722 315 2013 \n", "\n", "[5450 rows x 8 columns]" ] }, - "execution_count": 66, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1034,7 +1062,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -1070,58 +1098,58 @@ " \n", " \n", " \n", - " 2965\n", - " 2013-11-21 08:00:00\n", - " 74.968244\n", - " 8\n", - " am\n", - " 3\n", + " 3750\n", + " 2013-12-24 01:00:00\n", + " 80.399143\n", + " 1\n", + " 0\n", + " 1\n", " False\n", - " 325\n", + " 358\n", " 2013\n", " \n", " \n", - " 6251\n", - " 2014-04-16 08:00:00\n", - " 64.984781\n", - " 8\n", - " am\n", - " 2\n", - " False\n", - " 106\n", + " 4185\n", + " 2014-01-11 04:00:00\n", + " 75.813481\n", + " 4\n", + " 0\n", + " 5\n", + " True\n", + " 11\n", " 2014\n", " \n", " \n", - " 3426\n", - " 2013-12-10 13:00:00\n", - " 72.306998\n", - " 13\n", - " pm\n", - " 1\n", + " 3614\n", + " 2013-12-18 09:00:00\n", + " 76.622652\n", + " 9\n", + " 0\n", + " 2\n", " False\n", - " 344\n", + " 352\n", " 2013\n", " \n", " \n", - " 210\n", - " 2013-07-12 18:00:00\n", - " 73.077745\n", - " 18\n", - " pm\n", - " 4\n", + " 4310\n", + " 2014-01-16 09:00:00\n", + " 73.273250\n", + " 9\n", + " 0\n", + " 3\n", " False\n", - " 193\n", - " 2013\n", + " 16\n", + " 2014\n", " \n", " \n", - " 4446\n", - " 2014-01-22 01:00:00\n", - " 72.972037\n", + " 6761\n", + " 2014-05-07 14:00:00\n", + " 70.566856\n", + " 14\n", " 1\n", - " am\n", " 2\n", " False\n", - " 22\n", + " 127\n", " 2014\n", " \n", " \n", @@ -1136,58 +1164,58 @@ " ...\n", " \n", " \n", - " 5242\n", - " 2014-02-24 05:00:00\n", - " 70.350545\n", - " 5\n", - " am\n", - " 0\n", + " 6648\n", + " 2014-05-02 21:00:00\n", + " 68.300079\n", + " 21\n", + " 1\n", + " 4\n", " False\n", - " 55\n", + " 122\n", " 2014\n", " \n", " \n", - " 2928\n", - " 2013-11-19 19:00:00\n", - " 76.143456\n", - " 19\n", - " pm\n", + " 130\n", + " 2013-07-09 10:00:00\n", + " 68.500790\n", + " 10\n", + " 0\n", " 1\n", " False\n", - " 323\n", + " 190\n", " 2013\n", " \n", " \n", - " 5667\n", - " 2014-03-15 03:00:00\n", - " 69.602610\n", + " 6448\n", + " 2014-04-24 13:00:00\n", + " 70.879209\n", + " 13\n", + " 1\n", " 3\n", - " am\n", - " 5\n", - " True\n", - " 74\n", + " False\n", + " 114\n", " 2014\n", " \n", " \n", - " 2091\n", - " 2013-10-15 22:00:00\n", - " 74.255073\n", - " 22\n", - " pm\n", - " 1\n", + " 3827\n", + " 2013-12-27 06:00:00\n", + " 75.636315\n", + " 6\n", + " 0\n", + " 4\n", " False\n", - " 288\n", + " 361\n", " 2013\n", " \n", " \n", - " 6114\n", - " 2014-04-10 15:00:00\n", - " 69.954680\n", - " 15\n", - " pm\n", - " 3\n", - " False\n", - " 100\n", + " 4886\n", + " 2014-02-09 09:00:00\n", + " 70.222782\n", + " 9\n", + " 0\n", + " 6\n", + " True\n", + " 40\n", " 2014\n", " \n", " \n", @@ -1196,36 +1224,36 @@ "" ], "text/plain": [ - " timestamp value hour daylight day of week is weekend \\\n", - "2965 2013-11-21 08:00:00 74.968244 8 am 3 False \n", - "6251 2014-04-16 08:00:00 64.984781 8 am 2 False \n", - "3426 2013-12-10 13:00:00 72.306998 13 pm 1 False \n", - "210 2013-07-12 18:00:00 73.077745 18 pm 4 False \n", - "4446 2014-01-22 01:00:00 72.972037 1 am 2 False \n", - "... ... ... ... ... ... ... \n", - "5242 2014-02-24 05:00:00 70.350545 5 am 0 False \n", - "2928 2013-11-19 19:00:00 76.143456 19 pm 1 False \n", - "5667 2014-03-15 03:00:00 69.602610 3 am 5 True \n", - "2091 2013-10-15 22:00:00 74.255073 22 pm 1 False \n", - "6114 2014-04-10 15:00:00 69.954680 15 pm 3 False \n", + " timestamp value hour daylight day of week is weekend \\\n", + "3750 2013-12-24 01:00:00 80.399143 1 0 1 False \n", + "4185 2014-01-11 04:00:00 75.813481 4 0 5 True \n", + "3614 2013-12-18 09:00:00 76.622652 9 0 2 False \n", + "4310 2014-01-16 09:00:00 73.273250 9 0 3 False \n", + "6761 2014-05-07 14:00:00 70.566856 14 1 2 False \n", + "... ... ... ... ... ... ... \n", + "6648 2014-05-02 21:00:00 68.300079 21 1 4 False \n", + "130 2013-07-09 10:00:00 68.500790 10 0 1 False \n", + "6448 2014-04-24 13:00:00 70.879209 13 1 3 False \n", + "3827 2013-12-27 06:00:00 75.636315 6 0 4 False \n", + "4886 2014-02-09 09:00:00 70.222782 9 0 6 True \n", "\n", " day of the year year \n", - "2965 325 2013 \n", - "6251 106 2014 \n", - "3426 344 2013 \n", - "210 193 2013 \n", - "4446 22 2014 \n", + "3750 358 2013 \n", + "4185 11 2014 \n", + "3614 352 2013 \n", + "4310 16 2014 \n", + "6761 127 2014 \n", "... ... ... \n", - "5242 55 2014 \n", - "2928 323 2013 \n", - "5667 74 2014 \n", - "2091 288 2013 \n", - "6114 100 2014 \n", + "6648 122 2014 \n", + "130 190 2013 \n", + "6448 114 2014 \n", + "3827 361 2013 \n", + "4886 40 2014 \n", "\n", "[1817 rows x 8 columns]" ] }, - "execution_count": 67, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -1236,7 +1264,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -1249,7 +1277,6 @@ "import numpy as np\n", "\n", "data = data_frame.copy().loc[:,'value':'year']\n", - "data.drop('daylight', axis=1, inplace=True)\n", "# scale data\n", "scaler = preprocessing.StandardScaler()\n", "scaled_df = scaler.fit_transform(data)\n", @@ -1258,22 +1285,24 @@ "# transform data\n", "data = pca.fit_transform(data)\n", "scaled = scaler.fit_transform(data)\n", - "data = pd.DataFrame(scaled)" + "data = pd.DataFrame(scaled)\n" ] }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { @@ -1307,43 +1336,43 @@ " \n", " \n", " 0\n", - " 0.310137\n", - " -0.127227\n", - " 3\n", - " 0.310137\n", - " -0.127227\n", + " 0.010624\n", + " 1.416368\n", + " 4\n", + " 0.010624\n", + " 1.416368\n", " \n", " \n", " 1\n", - " 0.409732\n", - " -0.137611\n", - " 3\n", - " 0.409732\n", - " -0.137611\n", + " -0.104163\n", + " 1.344899\n", + " 4\n", + " -0.104163\n", + " 1.344899\n", " \n", " \n", " 2\n", - " 0.390540\n", - " -0.137274\n", - " 3\n", - " 0.390540\n", - " -0.137274\n", + " -0.098503\n", + " 1.276361\n", + " 4\n", + " -0.098503\n", + " 1.276361\n", " \n", " \n", " 3\n", - " 0.260038\n", - " -0.126890\n", - " 3\n", - " 0.260038\n", - " -0.126890\n", + " 0.020025\n", + " 1.210569\n", + " 4\n", + " 0.020025\n", + " 1.210569\n", " \n", " \n", " 4\n", - " 0.287927\n", - " -0.130802\n", - " 3\n", - " 0.287927\n", - " -0.130802\n", + " -0.022053\n", + " 1.140869\n", + " 4\n", + " -0.022053\n", + " 1.140869\n", " \n", " \n", " ...\n", @@ -1355,43 +1384,43 @@ " \n", " \n", " 7262\n", - " -0.357832\n", - " -0.799171\n", - " 0\n", - " -0.357832\n", - " -0.799171\n", + " 0.466114\n", + " 0.187009\n", + " 8\n", + " 0.466114\n", + " 0.187009\n", " \n", " \n", " 7263\n", - " -0.366770\n", - " -0.799760\n", - " 0\n", - " -0.366770\n", - " -0.799760\n", + " 0.192947\n", + " -0.839546\n", + " 5\n", + " 0.192947\n", + " -0.839546\n", " \n", " \n", " 7264\n", - " -0.370703\n", - " -0.800800\n", - " 0\n", - " -0.370703\n", - " -0.800800\n", + " 0.183136\n", + " -0.908461\n", + " 1\n", + " 0.183136\n", + " -0.908461\n", " \n", " \n", " 7265\n", - " -0.381343\n", - " -0.801235\n", - " 0\n", - " -0.381343\n", - " -0.801235\n", + " 0.180124\n", + " -0.977210\n", + " 1\n", + " 0.180124\n", + " -0.977210\n", " \n", " \n", " 7266\n", - " -0.322751\n", - " -0.807918\n", - " 0\n", - " -0.322751\n", - " -0.807918\n", + " 0.106913\n", + " -1.047668\n", + " 1\n", + " 0.106913\n", + " -1.047668\n", " \n", " \n", "\n", @@ -1400,29 +1429,29 @@ ], "text/plain": [ " 0 1 cluster principal_feature1 principal_feature2\n", - "0 0.310137 -0.127227 3 0.310137 -0.127227\n", - "1 0.409732 -0.137611 3 0.409732 -0.137611\n", - "2 0.390540 -0.137274 3 0.390540 -0.137274\n", - "3 0.260038 -0.126890 3 0.260038 -0.126890\n", - "4 0.287927 -0.130802 3 0.287927 -0.130802\n", + "0 0.010624 1.416368 4 0.010624 1.416368\n", + "1 -0.104163 1.344899 4 -0.104163 1.344899\n", + "2 -0.098503 1.276361 4 -0.098503 1.276361\n", + "3 0.020025 1.210569 4 0.020025 1.210569\n", + "4 -0.022053 1.140869 4 -0.022053 1.140869\n", "... ... ... ... ... ...\n", - "7262 -0.357832 -0.799171 0 -0.357832 -0.799171\n", - "7263 -0.366770 -0.799760 0 -0.366770 -0.799760\n", - "7264 -0.370703 -0.800800 0 -0.370703 -0.800800\n", - "7265 -0.381343 -0.801235 0 -0.381343 -0.801235\n", - "7266 -0.322751 -0.807918 0 -0.322751 -0.807918\n", + "7262 0.466114 0.187009 8 0.466114 0.187009\n", + "7263 0.192947 -0.839546 5 0.192947 -0.839546\n", + "7264 0.183136 -0.908461 1 0.183136 -0.908461\n", + "7265 0.180124 -0.977210 1 0.180124 -0.977210\n", + "7266 0.106913 -1.047668 1 0.106913 -1.047668\n", "\n", "[7267 rows x 5 columns]" ] }, - "execution_count": 75, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# create an elbow plot to determine k (where the elbow occurs/line bends)\n", - "n_cluster = range(1, 7) \n", + "n_cluster = range(1, 20) \n", "kmeans = [KMeans(n_clusters=i).fit(data) for i in n_cluster] \n", "scores = [kmeans[i].score(data) for i in range(len(kmeans))] \n", "fig, ax = plt.subplots() \n", @@ -1433,53 +1462,88 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ - "[[-1.46526369e+00 1.13003215e+00 2.00000000e+00 -1.46526369e+00\n", - " 1.13003215e+00]\n", - " [ 9.87060256e-01 -2.80049845e-01 3.00000000e+00 9.87060256e-01\n", - " -2.80049845e-01]\n", - " [-7.77385220e-01 -8.89553271e-01 6.94999613e-14 -7.77385220e-01\n", - " -8.89553271e-01]\n", - " [ 4.04635180e-01 1.72462071e+00 1.00000000e+00 4.04635180e-01\n", - " 1.72462071e+00]]\n" + "[[ 4.89699987e-02 1.38279460e+00 4.00000000e+00 4.89699987e-02\n", + " 1.38279460e+00]\n", + " [-1.49151868e+00 -5.94470610e-01 3.00000000e+00 -1.49151868e+00\n", + " -5.94470610e-01]\n", + " [ 1.00450061e+00 3.37294123e-01 8.00000000e+00 1.00450061e+00\n", + " 3.37294123e-01]\n", + " [ 3.98997342e-01 -1.35344206e+00 1.00000000e+00 3.98997342e-01\n", + " -1.35344206e+00]\n", + " [-8.99596568e-01 1.25082539e+00 -2.93098879e-14 -8.99596568e-01\n", + " 1.25082539e+00]\n", + " [-9.10658677e-01 -5.88196151e-01 7.00000000e+00 -9.10658677e-01\n", + " -5.88196151e-01]\n", + " [ 1.48024536e+00 7.09374330e-01 2.00000000e+00 1.48024536e+00\n", + " 7.09374330e-01]\n", + " [ 1.23566388e+00 -1.05489216e+00 6.00000000e+00 1.23566388e+00\n", + " -1.05489216e+00]\n", + " [-1.40586118e-01 -4.45800646e-01 5.00000000e+00 -1.40586118e-01\n", + " -4.45800646e-01]\n", + " [-2.41805164e-01 9.79955048e-01 4.00000000e+00 -2.41805164e-01\n", + " 9.79955048e-01]]\n" ] } ], "source": [ "# predict clusters with your k\n", "# k = however many clusters you determined from your elbow plot or silhouette method\n", - "data['cluster'] = kmeans[3].predict(data)\n", + "data['cluster'] = kmeans[9].predict(data)\n", "data['principal_feature1'] = data[0]\n", "data['principal_feature2'] = data[1]\n", "# plot the clusters and their respective amounts of data\n", "data['cluster'].value_counts()\n", "# plot the different clusters with the 2 main PCA features \n", "fig, ax = plt.subplots() \n", - "colors = {0:'red', 1:'blue', 2:'green', 3:'pink'} \n", + "colors = {0:'red', 1:'blue', 2:'green', 3:'pink', 4:'grey', 5:'yellow', 6:'brown', 7:\"purple\", 8:'cyan', 9:'orange'} \n", "ax.scatter(data['principal_feature1'], data['principal_feature2'], c=data[\"cluster\"].apply(lambda x: colors[x]))\n", - "centr = kmeans[3].cluster_centers_\n", + "centr = kmeans[9].cluster_centers_\n", "plt.scatter(centr[:, 0], centr[:, 1], marker=\"o\", s=169, linewidths=3, color=\"k\")\n", "#centr2d = pca.transform(centr)\n", "plt.show()\n", "print(centr)" ] }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'фы' 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\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mфы\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'фы' is not defined" + ] + } + ], + "source": [ + "фы" + ] + }, { "cell_type": "code", "execution_count": null, @@ -1504,7 +1568,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.9" + "version": "3.8.5" } }, "nbformat": 4,