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August 29, 2017 21:39
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fcc facebook analysis
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [], | |
"source": [ | |
"import pandas as pd\n", | |
"import seaborn as sns\n", | |
"import matplotlib.pyplot as plt\n", | |
"import numpy as np\n", | |
"from collections import Counter\n", | |
"from sklearn.feature_extraction.text import CountVectorizer\n", | |
"from sklearn.feature_extraction.text import TfidfTransformer\n", | |
"from datetime import datetime\n", | |
"from wordcloud import WordCloud" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": true, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"ename": "ValueError", | |
"evalue": "invalid literal for int() with base 10: 'Boost Post'", | |
"output_type": "error", | |
"traceback": [ | |
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", | |
"\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", | |
"\u001b[0;32mpandas/parser.pyx\u001b[0m in \u001b[0;36mpandas.parser.TextReader._convert_tokens (pandas/parser.c:14411)\u001b[0;34m()\u001b[0m\n", | |
"\u001b[0;31mTypeError\u001b[0m: Cannot cast array from dtype('O') to dtype('int64') according to the rule 'safe'", | |
"\nDuring handling of the above exception, another exception occurred:\n", | |
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", | |
"\u001b[0;32m<ipython-input-3-899490a0f71d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'freeCodeCamp-facebook-page-activity.csv'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m'title'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'reach'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'clicks'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'reactions'\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparse_dates\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'date'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", | |
"\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36mparser_f\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, escapechar, comment, encoding, dialect, tupleize_cols, error_bad_lines, warn_bad_lines, skipfooter, skip_footer, doublequote, delim_whitespace, as_recarray, compact_ints, use_unsigned, low_memory, buffer_lines, memory_map, float_precision)\u001b[0m\n\u001b[1;32m 644\u001b[0m skip_blank_lines=skip_blank_lines)\n\u001b[1;32m 645\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 646\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 647\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 648\u001b[0m \u001b[0mparser_f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
"\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m 399\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mparser\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 400\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 401\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparser\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 402\u001b[0m \u001b[0mparser\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 403\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
"\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, nrows)\u001b[0m\n\u001b[1;32m 937\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'skipfooter not supported for iteration'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 938\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 939\u001b[0;31m \u001b[0mret\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnrows\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 940\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 941\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'as_recarray'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
"\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/pandas/io/parsers.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, nrows)\u001b[0m\n\u001b[1;32m 1506\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnrows\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1507\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1508\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reader\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnrows\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1509\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1510\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_first_chunk\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", | |
"\u001b[0;32mpandas/parser.pyx\u001b[0m in \u001b[0;36mpandas.parser.TextReader.read (pandas/parser.c:10415)\u001b[0;34m()\u001b[0m\n", | |
"\u001b[0;32mpandas/parser.pyx\u001b[0m in \u001b[0;36mpandas.parser.TextReader._read_low_memory (pandas/parser.c:10691)\u001b[0;34m()\u001b[0m\n", | |
"\u001b[0;32mpandas/parser.pyx\u001b[0m in \u001b[0;36mpandas.parser.TextReader._read_rows (pandas/parser.c:11728)\u001b[0;34m()\u001b[0m\n", | |
"\u001b[0;32mpandas/parser.pyx\u001b[0m in \u001b[0;36mpandas.parser.TextReader._convert_column_data (pandas/parser.c:13162)\u001b[0;34m()\u001b[0m\n", | |
"\u001b[0;32mpandas/parser.pyx\u001b[0m in \u001b[0;36mpandas.parser.TextReader._convert_tokens (pandas/parser.c:14487)\u001b[0;34m()\u001b[0m\n", | |
"\u001b[0;31mValueError\u001b[0m: invalid literal for int() with base 10: 'Boost Post'" | |
] | |
} | |
], | |
"source": [ | |
"df = pd.read_csv('freeCodeCamp-facebook-page-activity.csv',dtype={'title': str, 'reach': int, 'clicks': int, 'reactions': int}, parse_dates=['date'])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"deletable": true, | |
"editable": true | |
}, | |
"source": [ | |
"Quincy Larson @QuincyLarson Ago 18 20:03\n", | |
"freeCodeCamp-facebook-page-activity.csv\n", | |
"\n", | |
"Hey data science enthusiasts, I have a new dataset for you to take a look at. Here is the past 10 months of data from the freeCodeCamp Facebook page. I am making it open data with the hope that you all can glean some insights as to how we can recommend content that campers find more interesting and helpful.\n", | |
"Facebook makes these data intentionally difficult to obtain, and I had to manually copy/paste then clean all these data myself.\n", | |
"One quick note: The only thing Facebook classifies as a non-link (a photo or video) is content that is directly uploaded to Facebook. YouTube videos, for example, are not qualified as links.\n", | |
"I am happy to answer any questions you all may have about these data.\n", | |
"Who wants to dig in and see what insights you can find?" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": true, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [], | |
"source": [ | |
"df = pd.read_csv('freeCodeCamp-facebook-page-activity.csv',dtype={'title': str, 'reach': int, 'clicks': int})" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
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{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>date</th>\n", | |
" <th>time</th>\n", | |
" <th>title</th>\n", | |
" <th>type</th>\n", | |
" <th>reach</th>\n", | |
" <th>clicks</th>\n", | |
" <th>reactions</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>08/18/2017</td>\n", | |
" <td>3:45 pm</td>\n", | |
" <td>The origins of t-distributions and how they ca...</td>\n", | |
" <td>Link</td>\n", | |
" <td>1768</td>\n", | |
" <td>44</td>\n", | |
" <td>21</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>08/18/2017</td>\n", | |
" <td>11:27 am</td>\n", | |
" <td>How one camper got his developer dream job</td>\n", | |
" <td>Link</td>\n", | |
" <td>6941</td>\n", | |
" <td>536</td>\n", | |
" <td>99</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>08/17/2017</td>\n", | |
" <td>7:18 pm</td>\n", | |
" <td>Trying to code when chat's open</td>\n", | |
" <td>Video</td>\n", | |
" <td>17399</td>\n", | |
" <td>2236</td>\n", | |
" <td>750</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>08/17/2017</td>\n", | |
" <td>4:55 pm</td>\n", | |
" <td>An interaction designer explains how a \"homele...</td>\n", | |
" <td>Link</td>\n", | |
" <td>3751</td>\n", | |
" <td>167</td>\n", | |
" <td>10</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>08/17/2017</td>\n", | |
" <td>7:56 am</td>\n", | |
" <td>How to build a neural network in 30 lines of J...</td>\n", | |
" <td>Link</td>\n", | |
" <td>18248</td>\n", | |
" <td>1946</td>\n", | |
" <td>474</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
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"text/plain": [ | |
" date time title \\\n", | |
"0 08/18/2017 3:45 pm The origins of t-distributions and how they ca... \n", | |
"1 08/18/2017 11:27 am How one camper got his developer dream job \n", | |
"2 08/17/2017 7:18 pm Trying to code when chat's open \n", | |
"3 08/17/2017 4:55 pm An interaction designer explains how a \"homele... \n", | |
"4 08/17/2017 7:56 am How to build a neural network in 30 lines of J... \n", | |
"\n", | |
" type reach clicks reactions \n", | |
"0 Link 1768 44 21 \n", | |
"1 Link 6941 536 99 \n", | |
"2 Video 17399 2236 750 \n", | |
"3 Link 3751 167 10 \n", | |
"4 Link 18248 1946 474 " | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
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{ | |
"data": { | |
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] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df.reactions.unique()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [], | |
"source": [ | |
"df.ix[df['reactions']=='Boost Post', 'reactions'] = -1" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [], | |
"source": [ | |
"df['reactions'] = df['reactions'].astype(dtype=int)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"deletable": true, | |
"editable": true | |
}, | |
"source": [ | |
"## First impressions" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<seaborn.axisgrid.PairGrid at 0x1099c9860>" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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Xz4fM3NS2TaQ56rvSiejNCSKSEI7A5qUNY5uXJuIi7Zn6rnQiStxEJKEmCv3GNIz1G5OI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\niIiIxMT/BwE1zqveVr4hAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1099c9748>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.pairplot(df, hue=\"type\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<seaborn.axisgrid.PairGrid at 0x10ad87b00>" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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54/OO9Qbazd5fm7uvJuovCa/RdXmgiOkTx/p6GtrAH/bjcXiitzZ13BdQaPa+2lrU2xO0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tgKAfcPvJ9ZF85ied5y9pbuDVsMPYc120u45KmvQSvwWf0Fua0m7BZTndbSFOJEPvroI8f777+f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\npV3W7l/LjK+n8siIp3n0mnMwmSqxmU2AK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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10ad87860>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.pairplot(df[df['clicks'] < 3840], hue=\"type\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>reach</th>\n", | |
" <th>clicks</th>\n", | |
" <th>reactions</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>reach</th>\n", | |
" <td>1.000000</td>\n", | |
" <td>0.958108</td>\n", | |
" <td>0.977465</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>clicks</th>\n", | |
" <td>0.958108</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>0.950860</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>reactions</th>\n", | |
" <td>0.977465</td>\n", | |
" <td>0.950860</td>\n", | |
" <td>1.000000</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" reach clicks reactions\n", | |
"reach 1.000000 0.958108 0.977465\n", | |
"clicks 0.958108 1.000000 0.950860\n", | |
"reactions 0.977465 0.950860 1.000000" | |
] | |
}, | |
"execution_count": 11, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df.corr()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"count 420.000000\n", | |
"mean 13524.126190\n", | |
"std 21897.526694\n", | |
"min 688.000000\n", | |
"25% 6476.750000\n", | |
"50% 9956.500000\n", | |
"90% 21885.700000\n", | |
"max 408191.000000\n", | |
"Name: reach, dtype: float64" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df.reach.describe(percentiles=[.25, .5, .90])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"count 420.000000\n", | |
"mean 1323.619048\n", | |
"std 4494.194765\n", | |
"min 42.000000\n", | |
"25% 357.000000\n", | |
"50% 767.000000\n", | |
"95% 3083.500000\n", | |
"max 89329.000000\n", | |
"Name: clicks, dtype: float64" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df.clicks.describe(percentiles=[.25, .5, .95])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"count 420.000000\n", | |
"mean 316.190476\n", | |
"std 817.649158\n", | |
"min -1.000000\n", | |
"25% 81.500000\n", | |
"50% 171.500000\n", | |
"90% 621.800000\n", | |
"max 15226.000000\n", | |
"Name: reactions, dtype: float64" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df.reactions.describe(percentiles=[.25, .5, .90])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x10bc340f0>" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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P4mBRCfdOXsHpD39Mcst4nr7hVFrEN+KttCwueOITWjRpxFVDO1HmoLC4jFfm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\nyz8XWg/vuOt7eMGR5q8f4P/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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10b539ba8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.swarmplot(x=\"type\", y=\"clicks\", data=df)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>date</th>\n", | |
" <th>time</th>\n", | |
" <th>title</th>\n", | |
" <th>type</th>\n", | |
" <th>reach</th>\n", | |
" <th>clicks</th>\n", | |
" <th>reactions</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>386</th>\n", | |
" <td>11/23/2016</td>\n", | |
" <td>10:51 am</td>\n", | |
" <td>15 sorting algorithms visualized in 5 minutes ...</td>\n", | |
" <td>Video</td>\n", | |
" <td>408191</td>\n", | |
" <td>89329</td>\n", | |
" <td>15226</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" date time title \\\n", | |
"386 11/23/2016 10:51 am 15 sorting algorithms visualized in 5 minutes ... \n", | |
"\n", | |
" type reach clicks reactions \n", | |
"386 Video 408191 89329 15226 " | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df[df['clicks'] > 80000].head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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3Z3NtXx3ILCLBoaKyolrf+gPrq/XllORwZ/c76yKSiIjI91KbDzaUA09Ya7sB\n5wEPGWO6Af8DzLXWdgTm+toAVwAdfV9jgVcBfEXk08AgYCDwtDGmcS3mlhO8t2x3QAG4LrOAipOc\nb9k8JrwOU4mIOOu2rrfhrnIUygVJF3BRq4uqjeuT0KcuY4mIiHxn33mm0FeQJVtr155unLV2L7DX\n9/qwMWYjkARcAwzzDZsAfAk85et/21prgSXGmDhjTEvf2DnW2oO+7z8HuBx477tml+qmrsjg+c83\nU1hazu3nteYXIzuzPbeI//1kA1v3FzK8SzNCQ6r/28H1fVuxanc+67MOAXBV70TOa6fnZEQkeAxN\nGsr7V77P3N1zSYpOYlTbUYS6Q3mw94O8s/EdPC4P43qNo3vT7k5HFREROa0aFYXGmC+Bq33jVwDZ\nxpivrbWP1/D+NkBfYCnQ3FcwAuzDu7wUvAXjniq3Zfj6TtUvP9D2nEJ+PnUNxyb9Xv1yGx2bRfPy\n/HS25RQB8M6SXVzbN5HYCA8FJWWAtwDs17oxHz98Pqv25BEVFkKXFjFOfQwREcd0adKFLk26BPQ9\n0OcBHujzgEOJREREvruazhTGWmsPGWPuwzub97Qx5rQzhccYY6KBacBjvvfwX7PWWmNM9XWI34Mx\nZizeZaekpKScjbc8563cnc+Jq0AXbsnxF4THfJt5iC+fHMb8zdm0iAlncPt4AFwuQ//Wmh0UERER\nEWnIaloUhviWct4E/Lqmb26M8eAtCCdZa6f7uvcbY1paa/f63jPb158JJFe5vZWvL5Pjy02P9X95\n4vey1r4GvAaQmpp6VgrNc13flDiMIaAwHNK+KYvSc8ktPL6jXteWMTSOCuX6fq38fe8u3c3nG/bR\nrmk0D17cnqbRYXUZXUSkXthRsIPJmycDcGPnG2kXq7MzRUSk4anpRjN/AGYD6dba5caYdsDW093g\n2010PLDRWvu3KpdmAmN8r8cAH1Xpv9N4nQcU+JaZzgYuM8Y09j3PeJmvT36g9gnR/N/1vWjWKIyo\nUDfjLmzHjamteO7G3jSP8RZ5PZJiOHK0gqHPzuOn760it7CU8Yt28KsZ6/hycw5vfr2De99a7vAn\nERGpe/uK9nHrp7cyceNEJm6cyG2f3sbewr1nvlFERKSeqelM4Vxr7ZRjDWvtdmPMk2e4ZyhwB7DO\nGLPa1/cr4FlgsjHmXmAX3tlHgFl4j6NIx3skxd2+73XQGPO/wLHK4w/HNp2RH+6mAcncNCA5oG9Y\n52Z88z99XEm2AAAgAElEQVSXcKikjCenrGHOxv0AZOaXUHikjIPFZQHj12QUsDO3iDZNo+ost4iI\n02bvnE1hWaG/XVhWyOyds6mk0n94/bje47i+4/UOphQRETmzmhaFHxtjrrDWHgLwHS0xGehxqhus\ntYsAc4rLl5xkvAUeOsV7vQm8WcOs8gNMXZHBzDVZtIwJ5+HhHVi4NSfg+ldbcxnRtTlrqvSFhbho\nHBVat0FFRBwWE1p9g619xfuYtHGSv/30N0/TLb5btc1oRERE6pOaLh/9E97CMNoY0x+YAtxee7HE\nCdNWZPDklDUs3JLDB2l7uPWNJdV2Fe3SshGPX9aJZo28y0vdLsMvLu9CbITHicgiIo65vO3ldIvv\n5m93bdIVl6n+1+qK/SvqMpaIiMh3VqOZQmvtp75NYz4HGgHXWWu31GoyqXOfrM0KaO85WMKjN3bk\nlfnb2J5bRNumUTx7fS86NW/EV09dzJo9BbSOj9Sh9eKM7I2w62tI7AdJ/ZxOI0EoIiSCSaMmsXTv\nUgAGtRzEgj0LeGfDOwHjejQ95aIaERGReuG0RaEx5h9A1Z08Y4FtwMPGGKy1j9RmOKlbiXERAW2X\n8e5G+uN+rThYdJQmUaEcO1IkLMTNwLY6jkIcsuYDmDEO/4+ny/4IQ37qaCQJTiGuEIYmDfW3h6cM\n594e9/LupncJcYUwtudYeif0djChiIjImRl74kF1VS8aM+aUFwFr7YSznugsSE1NtWlpaU7HaHCy\n8ku47Y2l7MgtwmXgyl6JbNl/mPziMm4ekMxjIzpS9ZxJEce81A8ObjveDouFp3aAy+1cJpEqKm0l\nBqOfmSIi4hhjzAprbWpNxp52pvBY0WeMiQKOWGsrfG03oIPpzjGJcRF88fhFrMsswGXghlcXc7Si\nEoAX524luUkkN/RvdYZ3EakD5UcC2xWlYCsBFYVSP5zs2UIREZH6qqZ/a80Fqq4tjAC+OPtxxGlu\nl6FPchx7Dpb4C8JjvtmW61AqkRMMHBvYTr0H3NrsSJy169AuXl/7OjO2zuDIif9wISIiUo/V9EiK\ncGut/zAma22hMSayljJJPdAjKQZjoOrq4p5Jsc4FEqnq/McgoTPsXASJfaHHj51OJEFufe56xvx3\nDKUVpQDMSJ/BhMsnaPmoiIg0CDWdKSwyxvi39/MdS1FSO5GkPmgdH8Ufr+1BXKSHEJfhx/1acft5\nrZ2OJXJc5ytg5DPQ8wbQL97isPc2vecvCAFWZa9iTc6a09whIiJSf9R0pvAxYIoxJgvvgfQtgJtr\nLZXUC7cNas3oASmUVVQS7tGzWiIip3KyZwg1SygiIg1FTc8pXG6M6QJ09nVtttaW1V4sqS/cLoNb\nOzqKiJzWrV1v5b87/0tJuXcRzcAWA3UUhYiINBhnOpJiuLV2njHm+pNdt9ZOr7VkP4COpBARkbq2\nt3Avc3bNYePBjSzbu4xQdyhje43luo7XOR1NRESC0Fk7kgK4CJgHXHWSaxaol0WhiIhIXWsZ3ZJ2\nce34a9pf/X1Pf/M03eK70blJ59PcKSIi4qwznVP4tO9/766bOHK2HCw6yu9mrmfZjoP0TYnjd1d3\np3lMOADFR8sJD3Hjcv3w512OlldisYSFeJeYFpSUMXHJLjLzS7iyZ0uGdGj6g7+HiEhDsXzf8oC2\nxZK2P01FoYiI1GunLQqNMY+f7rq19m9nN46cLb+cvpbZ6/cD8Nm3+ygoKeOV2/rxyPurWbglh+Yx\nYfzx2p5c2q05h4+U8cXG/UR4QrikazM87pptSvv3L7bw7wXbqbCWO85rza9HdeHO8UtZk1EAwHvL\ndvPaHalc2q15rX1OEZH6pEfTHtX6usd3dyCJiIhIzZ1p+Wij01w79cOI4rhFWwMPmv9m2wGe+3wz\nC7fkALD/UCmPf7CaTx45n9GvLWFvgfeg5T7JcUy5f/AZC8Ml2w/w9y+2+tvjF+2geUyYvyAE7xmH\n7y3braJQRILGiJQR3N3jbt7b+B4el4f7et1Hn2Z9nI4lIiJyWmdaPvp7AGPMBOBRa22+r90YeL72\n48n31S0xhuU78/ztzs0bsSHrUMCYw6XlvP7Vdn9BCLB6Tz7zN2VzWfcWJ33f7TmFxEeF8W1mQbVr\nuw8WV+uLCa/pqSciIg2fMYbH+z/OI30fwWVcJz2qQkREpL6p6W/svY4VhADW2jxjTN9ayiRnwZ+u\n68lD765ky/5C2jaN4rkbezN7/T5W7vb/30hCozAiQ6v/EcjMK2H0a4tZsSuPvimNee6G3oSHurj7\nP8tZn3WIsBAXYwa3wRjvbOAxo3q0pKLSOzsIEBvh4f5h7Wv9s4qI1DchLv2DmIiINBynPZLCP8iY\nNcAwa22er90EWGCt7VnL+b4XHUlxXF7RUeIiPRhjOFJWwZ9mbeSzb/fRJj6S317ZjaiwEK76xyKK\nj1YAkBQXQWJceMAs48C2TejaohETFu/y94W4DL+5sivvLN5FeaXlvvPbcsfgNgCs3J1HZl4JF3ZK\nIDbCU6efV0SkLmUXZ7MocxHJjZIZ0GKAv397/nY8Lg/JMckB4621vLTqJaZumUqj0EY80u8RLm9z\neV3HFhGRIPBdjqSoaVF4J/ArYIqv60bgGWvtO987ZS1SUfjdbM8pZOqKDCJD3dw8IIUhz86lrOL4\nnwu3yzCkfTxfnfCc4rQHhtC/deO6jisiUi+szl7NTz7/CUcqvEvwb+x0I08NfIpH5j3CN1nfADCq\n7Sj+fMGf/ctIP0r/iN98/Rv/e7iNm1nXzyIxOrHuP4CIiJzTvktRWKOHHay1bwPXA/t9X9fX14JQ\nvrt2CdH84vIuPDy8IwmNwuiXEljo9U9pXO0Zw5ax4fRqFVuXMUVE6pXx68b7C0KAqVumMmnDJH9B\nCDBrxywWZS7yt1fsXxHwHhW2gtXZq2s/rIiIyGnU+KEHa+0GYEMtZpF64q839ObJqWtYsSuP7okx\n3HdBW0Z0bcbR8ko+XpNFUlwEP7u0Y42PrhARaejyjuRRYStoGnH87NWSipKAMRZLZmFmtXuP9RWX\nFdOzaU9mpM/wXzOYkx5jISIiUpf0JLxUkxIfyeRxg/nth9/yzpJdjH1nBd0TY5h03yDuPb+t0/FE\nROqMtZZnlj7D1C1TqbSVXNH2Cp45/xlCXCGM7jyaZXuXYX0nNA1JHML1na5n2tZpVFjvc9rh7nC6\nNu7KHbPuYHXOalIapXBp60tZmLGQaE80j/Z7lJSYFCc/ooiIiIpCObl1GQW8s+T4xjLrsw7x1jc7\neWxEJwdTiYjUrcVZi/lg8wf+9qwds7ig1QUMaD6A9Px0rm5/NW7jpkt8F67rcB3hIeG8fMnLvLvp\nXTwuD3d1v4v/fPsfVud4l4juPrybClvBkluXaIdSERGpN/Q3kpxUZn5Jtb6sk/SJiJzLthdsr9a3\n4cAGnlv+HAeOHAAgNiyWB/s8SHhIOACh7lDC3GF4XB48bg8bDgY+eZFZmMnho4dpHK6NukREpH5Q\nUSgnNbRDPI0jPeQVl/n7ruyl3fFEJLgMTRpKSFoI5bYc8D4D6MLlLwgBCkoLmLVjFnf3uJvNBzcz\n9vOx/vHz98zn/KTz2Ve0zz++U+NOKghFRKReUVEoJ9Uo3MPkcYN5dcE28ovLuCk1mQs7JTgdS0Sk\nTrWNbctLw19i/LfjKa8s5/Zut1NSVn3VRJg7DIDZO2f7C0KAkvISejXthcflYXHWYjo36cyvB/2a\nSlvJa2tfY9aOWbSIbMGj/R+le3z3OvtcIiIiVakolJPanlNITmEpz17fi9AQ7TIqIsHrglYXcEGr\nC/zt4rJi3t7wNun56QCkNErhyvZXAtAiqkW1+1vHtKZ3s940i2xGSkwKLaNb8t6m93h59csA7CjY\nwaY5m/j8hs/9S1BFRETqkopCqeZPszby2kLvczRJcRG8P/Y8kptEOpxKRKR+iPRE8t6P3uPLPV/y\nVcZXrMpZxZjPxjCu9ziuan8Vs3bM8p9HODx5OGWVZYz5bIx/l9IFexYEzCYC5JXmsf7Aevo371/n\nn0dERERTQEHqy83Z/G3OFhZtzQ3o332gmNe/Or6xQmZ+Ca8u2FbX8URE6rXwkHAahTZi5vaZ7Dm8\nh/T8dJ5a+BR7C/fy8iUv81Cfh3gi9Qn+ctFf+GDzB/6CEGBBxgJaRAbOKIa4Qmgd07quP4aIiAig\nmcKg9NLcrfxtzhZ/+5dXdGHcRe0ByCk8grWB47MPldZlPBGRBmHJ3iUB7Upbyfw985myZYr/wPpP\ntn0ScOA9eDeruaPbHWQczmDpvqVEe6J5MvXJauNERETqiorCIFR1JvBY+1hR2Ce5MW2bRrEjt8h/\n/bq+SQHj12UUsC2nkCEd4mnWSM+/iEhw6tqka7W+fUX7/AUhwOa8zVyUfBFp+9MorfD+A9uPO/2Y\n9nHteWPkG+SW5BLtidazhCIi4igVhUHIZUy19kerM5m4ZBcRoSE8dXlnlu44yK7cIkJD3Czenkti\nXDh9Uxrz19mbeHm+dzlpuMfF2/cMYmDbJk58DBERR13e9nJWZq9k2tZpeFwe7u5xNwZTbVxSdBIf\nX/sxX2V+ReuY1gxsMdB/TbODIiJSHxh74lrBc0BqaqpNS0tzOka99e8F2/jzZ5v87TsHt+btxbv8\n7XCPi9mPXchtbywlI8+79XqIyzD+rlTum5BGWcXxPzPnd2jKxPsG1V14EZF6pqS8BLdxE+oOJbMw\nkxs/vpHDRw8D0CyyGTOumUFMaIzDKUVEJNgYY1ZYa1NrMlYzhUFo3EXt6ZvSmJW78xjQpgkfr8kK\nuH6krJK3vt7pLwgByist01dmBhSEAIdLA3fQExEJNhEhEf7XSdFJTL5yMh9t+4hQVyjXdbxOBaGI\niNR7KgqD1MC2TfzLPr/NLKh2vX2z6Gp9LWMjGN6lGfM2Zfv7bhuYUnshRUQagJ0FO4kNi6VxeGMA\nWjVqxUN9HnI4lYiISM2pKBRuHpDMgi05zNuUjdtlGDO4Dbef15ovN2fzxUZvAdgyNpwxQ1rTODKU\nSUt3sy2nkBFdmzG8S3OH04uIOKOgtIAH5z7I2py1hLhCGNtrLA/0fgCA7OJs3MZNfES8wylFRETO\nTM8Uil9GXjHhHjdNo8MAsNaybMdB8orLuKhTAhGhbocTiojUHy+tfInX173ubxsMM66ZwatrXmX2\nztm4jIsbO93Irwf9GmOqb0AjIiJSm/RMoXwvrRpHBrSNMQxqF4+1Vr/QiIicYPfh3QFti2X61unM\n3jkb8J5b+MHmDxieMpwhiUOciCgiIlIjrtp6Y2PMm8aYbGPMt1X6fmeMyTTGrPZ9japy7ZfGmHRj\nzGZjzMgq/Zf7+tKNMf9TW3mluqkrMhjwzBd0/u1/+c2H6yivqHQ6kohIvTE8eXhAOy4s7qT/gLaj\nYEddRRIREfleanOm8C3gn8DbJ/S/YK19rmqHMaYbMBroDiQCXxhjOvkuvwxcCmQAy40xM621G2ox\ntwB7Dhbzi6lrqPStLp64ZDedmzfijsFtHM0lIlJfjGo3iuLyYmZum0l8eDz3976fkvIS3l7/Nhbv\nD88QVwgXJF3gcFIREZHTq7Wi0Fq70BjTpobDrwHet9aWAjuMMenAsdN906212wGMMe/7xqoorGVr\nMwr8BeExq/bkc8dgZ/KIiNRHN3S6gRs63RDQ99eL/sqkjZMIdYVyT497SInRLs0iIlK/OfFM4cPG\nmDuBNOAJa20ekAQsqTImw9cHsOeE/pOelG6MGQuMBUhJ0V/AP1S/1nGEuAzlVSrDgW2aOJhIRKT+\nqais4LV1r/H5zs9JjE7k0X6PMrLNSEa2GXnmm0VEROqJWnum8BReBdoDfYC9wPNn642tta9Za1Ot\ntakJCQln622DVsvYCF66pS9t4iOJi/Qw7sJ23JSaXKN7sw8d4aPVmWzad6iWU4qIOGvixom8svoV\n0vPTWZixkAfmPEBZZZnTsURERL6TOp0ptNbuP/baGPM68ImvmQlUrTha+fo4Tb98R9Za/u+/m5m0\nZBdRYSE8cVknbvQVegeLjlJeUUmzmHD/+FE9WzKqZ8vTvmdmfglr9uTTNyWOlrERfJ2eyz1vLae0\n3Lspzc9HduahizvU3ocSEXHQwoyFAe3skmw2HdhEz4SeDiUSERH57uq0KDTGtLTW7vU1rwOO7Uw6\nE3jXGPM3vBvNdASWAQboaIxpi7cYHA3cWpeZzyUzVmXyrwXbADhcWs4vpq2lX+vGTFyyi7cX76Ki\n0jKqZwv+fnNfPG7DN9sOkJlXwrAuCTRrFF7t/T5clckTU9ZQUWkJcRn+ProPE77Z6S8IAf4xbyt3\nDWlDVJhOPxGRc0+72HYs27fM3w51hbIudx2/X/x7PC4P9/W6j0tSLnEwoYiIyJnV2m/qxpj3gGFA\nU2NMBvA0MMwY0wewwE5gHIC1dr0xZjLeDWTKgYestRW+93kYmA24gTettetrK/O5bsWuvIC2tTAl\nLYP/fL3T3zdr3T6GdcpkyfYDTF/lnZSNCnXzwbjB9EiKDbj/2c82UeF75rC80vKX/24mwhN4wH1p\neSWl5ZVEhdXCBxIRcdj9ve9n48GNrMlZQ7Qnmhs73cifl/3Zf/2JL59g+jXTaRfbzsGUIiIip1eb\nu4/ecpLu8acZ/wzwzEn6ZwGzzmK0oNW/dWMmLT1+2LIxEBZS/bHSFbvy/AUhQNHRCv61YBvPXNeT\nqSsyOFRSxrV9k8gvORpwX17xUe65tBO/+/j45rAju7WgSVRoLXwaERHnxUfEM3HURPYV7SM2LJZ/\nr/l3wPUKW8HirMUqCkVEpF7Tmr4gcl3fJDbvO8ykpbuJCnPzxGWdGdwunle/3MbRKgfT92/TmA/S\n9gTcW1Razo9f/Yb07EIAXlu4nUu7teDjNVn+MTenJnPX0La0iA3ny805dGreiFsHaSdYqQOZKyFz\nBaQMhhY9nE4jQahFVAsAOjbuWO1ap8adqvWJiIjUJ8Zae+ZRDUxqaqpNS0tzOkaD8dXWHF6Zv40j\n5RXcNaQN1/RJ4qZ/LWbZzoMAuAz8dHhHXpy7NeC+MUNa0yEhmlW780lt04TRA5JxuYwTH0GCSUUZ\nFGZDrO/UmsWvwOxf+i4auOaf0Pd2x+JJcKuorOD3i3/PzG0zcRkXt3e9ncdTH3c6loiIBCFjzApr\nbWqNxqoolJMpKi1nctoe1mUW0Cc5jlaNI7jnrcD/puMubMcvR3V1KKEEpfS5MON+KMqGhC5w00QY\nPwKO5B8fE5cCj61zLqMIcOjoIdzGTZQnyukoIiISpL5LUajlo0Esv/goh0rKSYmPrHYtKiyEdZkF\nTF+ZyfSVmbRrGkmvVrGszSgAoElUKLef17quI0swq6yAjx72FoQAOZu8M4QVgc+2Unak7rOJnCAm\nNMbpCCIiIjWmojBIvTw/nRe/2MrRikoGtGnMG3cOIDbS47++ance01ce32xme24xDw5rz7gL23Po\nSBkju3s3kEnbeZDDpeUMbd+U0JNsWiNy1pTkw+GswL6cTTDwJ/D1i8f7zru/bnPJOW9tzlpeWPEC\n+4r2cUXbK3ioz0MYY/go/SPW5Kyhf/P+XNnuSozR8nkREWmYVBQGoZ25RTz3+WaOrRxevjOPNxZt\n54nLOvvHZB8urXbfgcKj/KiX9zB7ay33vLWceZu8szZtm0Yx9f7BxEfr7AmpJVHxkNTfu6HMMR0v\nhRG/h8S+kJEGrYdCl1HOZZRzTkl5CQ/NfYj8Uu8S5dfXvU5sWCz7ivYxceNEAKZtncb2gu082u9R\njpQfYVv+NtrGtiXSU30VhoiISH2kqZ0gtONAESc+Sro9p4ii0nI27TtEeUUlF3RsSkKj4wWeMTCy\nR3M27TtERaXlm20H/AUhwI7cooDjLkRqxU1vQ7drIb4DdLocXB74dpq3b+QzKgjlrNtwYIO/IDzm\nm6xvmLplakDf5M2TWb5vOSOmjmD0p6O5ZMolLMpcVJdRRUREvjfNFAahgW2aEBfpIb+4zN/XPCac\nQX+aS2FpOS1jwxk/ZgBT7x/M619tJ7+4jOQmkTz87iqKj1aQFBfBXUOqP094sOhotT6Rsyq2Fdw0\nwbtcdM7/8/Yt+7f3SIrL/+RsNjkntY1ti8floazy+M/Lzo07s/ngZo5UHH9+NdoTzbPLnqWg1Pvc\ndWFZIc8seYbPfvxZtfe01vLF7i9Yn7uegS0GMiRpSO1/EBERkdPQTGGQOHSkjP2HvL/ARIWFMPHe\nQYzo2pw+yXH8/upuzFyTSWFpOQB7C47wzKwNtI6P4o/X9uS5G3vz7tLdFB+tACAzv4RFW3MDZhJD\nXIbr+yWd8vuv2JXHTf9ezLC/zueFOVuorDz3dr2VOrQ08IBw0sZ7j6oQOcuahDfhd0N+5984Zmji\nUO7rdR+P9nsUg/cZQpdx8dN+PyWzMDPg3r1Fe/lyz5dcNeMqBk0axB8W/4GyijKeS3uOx798nPHf\njmfcF+OYtHFSnX8uERGRqjRTGAT+MXcr/5ifztHySoZ1TuCV2/rRIymWN8Z4d6gtKC7j6ZkbAu7Z\nmVvsf11QUkZBSeAv3Bn5Jcx4cAhvfb2TwtJybhqQTK9WcSf9/kWl5dz9n2UcOuItOl+cu5X46FDu\nHNzmLH5KCSoh4YFtdxgY/RuX1I6r21/NFW2uoLi8mNiwWACu63gdfZv1ZV3uOlJiUgh3h3NpyqV8\nuO1D/30XtbqIXyz8BSXlJQBM2TKF5pHN+WDzBwHv/86Gd7it621194FEREROoKLwHLd1/2Gen7PF\n3/5ycw4TvtnFA8PaszYjn4pKS9+Uxgxq24SlOw76xw1q14RbX1/Cpn2HuahTAj2TYlmXWeC/PrJ7\nC1o1juQ3V3ar9j3Tsw/z/z5a7793VM8W/oLwmAWbc1QUyvd30VMwYxzgm3G+8ElwuR2NJOc2j9tD\nrDs2oK9NbBtm7ZjFb7/+LRW2gk6NO3F719vZcGADvRJ60b95f+btmRdwz+qc1bhN4J9Vj8uDiIiI\nk1QUnuPSswur9W3Zf5g7xi/lq625gPcZw7+P7sM/56ezIesQF3Zsyqfr9rItpwiAGasyubpXIt1a\nxrAl+zAXd27GA8PaA7Atp5C/fb6FjLxiRvVsydgL23H/xJX+7ztjVSYVFZYQl6G8ypLRri11hpf8\nAL1vhpa9YNfX3p1Hk/o7nUiC0O5Du/nXmn9hff84sSVvC0MShzDhigkcKT/C4aOHCXeHBzx72LdZ\nX/ok9OGfq/8JgMEwttdYR/KLiIgco6LwHHdeu3giQ93+5wEBGkd6mLHq+LMvy3YeZNHWXP50XU8A\nsg8f4aV56QHvsyojj5dv7cc/56XzzbZcWsdH8qOeLblz/DIy871Lo9ZkFFBaVlmtEF2Vkccz1/Xg\nmU83cuhIOcM6JzDuona19ZElWDTr6v0ScUhmYaa/IDxmz+E9/Hnpn5myZQohrhAuTr6YtblryS7O\n5kftfsRd3e8i1B3KgBYD2PD/2bvv8Kiq9IHj3zstmfTeewihlxAIIFVARRAR0cXeC2tZy/pz1d11\ndd1dXd1du4IKKoiIBaQjVTohJJRASA/pvfdM5v7+mDBhHNbVXUgQ3s/z8JBz7rl3zow+PHnnnPO+\nVScYGTCSWK/Yf/MKQgghRM+QoPAi5+ls4NO7R/H6lkxqW9r5VXwo7Z32SV7K6lvJKm+guLaV+HBP\ngj2M1mAPINbflVs+OEBDVzKa/TnVVDe124wB2JtdaXfv4GB3fjUyjNnDg2lp78TDyXCe3q0QQvSc\nOP84fIw+VLZUWvv8nf1ZlrYMgA5zBxvyNvDxVR8zwn+E3b1x/nE9Ol8hhBDi35Gg8BIQH+HF0nsT\nrO3CmmZe25ROS4dl9dCg05BX1cTUf+4EwN/Ngd/P6M8/vssgr6qZURFeTOzry5a0cpvnHiusxaDV\n0N5ptvZF+bnw5JWxPPXlEeu9f5w5EAAHnRYHnZz7EkJcHBy0Dnx05UcsOLKAypZKZkbNJK8+z27c\nyeqTdkGhEEIIcSGRoPASFOLpxJcPjmHxnjzMqsqVA/yZvyzZer2svo09WVWsfvgyvjhYSHN7p035\nidNi/N34wzVe/GXdCVo7zAwIdOM3U2Lwd3Nk+28n0dphxmiQIFAIcfGKco/ilQmvWNv7ivexKHWR\nta1RNIwKGNUbUxNCCCF+MkVVL756cfHx8WpSUlJvT+MXIzm/hjnv7rXpu7yfH8W1LZwsbQDAqNcy\nfXAAq1KKMKuQEOnFR3eOxMVBR31rB5UNbUT5uvTG9MWlruAg7P4ntDfByHthwKzenpG4xC0/uZwl\nJ5ag0+h4YMgDXB11NR3mDj469hG7i3YT4xnDQ8Mewsfo09tTFUIIcRFTFOWQqqrxP2WsrBQKhoV4\n0MfPxSZBTP9AV7ad7N4u2tLRiYuDjv3PTKGxzWQTALo56nFzlJTqohfUl8Cns6Cjq65m7k64cx1E\nXNa78xKXtMG+g9Fr9GTXZfP5yc8Z5jeMFekr+Cj1IwCOVBwhqyaLJVcv6eWZCiGEEBYSFAo0GoVl\n9yXw4a5cimtbmDU0CGcHHe9sz7YZp9No8HNzxK+X5ikuYWYzVGaAezA4uHb3Z23pDggBUCFtjQSF\nolc9s+sZcutyAUtdwpf2v0RBQ4HNmMMVh6lsqZTVQiGEEBcECQovQlnlDWSWNZIQ5Y2X80/L9Onn\n6sizV3en9zebVUaEe3LoVA0A7kY9t40JPy/zFeJHVWbCZzdATS4YXOCaN2DwXMs1r0j78V5S7kT0\nHFVV+fTEp2zK20SQSxB3D7zbGhCedrzqOAO8B9gkoXF3cMfNIPVahRBCXBgkKLzIvLM9i1c3pQPg\nZNDy8V2jGBXpZTcut7KJfdlVDAhyY1ioh93106uH3x0vo7a5nasGBZ412czP0dFppqy+lWAPI4qi\n/E/PEpeQzc9bAkKA9kZY9wT0mwm1+ZaAsf8sy+ogKkRNhuG39up0xaVl2cllvJb0GgDHKo9xrOIY\n/Z+hOYkAACAASURBVL36k1adZh0zMmAkDwx5gKzaLEqbSjHqjDyX8BwGrZTnEUIIcWGQoPAi0thm\n4s2tmdZ2c3sn/9qcwef3j7YZtzG1hIeWpdBptiQZ+u0VfXn48hi75znotFwzNMim7+tDhezIqKBf\ngCt3XRaBk8H+f6GU/Br+uTmDioY2ro8L4b4JUezNruQ3yw9T0dBGhLcTC26LJzbA1e5eIexU225j\nprUODn0Cm34Halc5lAn/B0PngXd0z89PXNK252+3aRc3FfPUyKdYnr6ctKo0EgITeC7hOTwdPdkw\nZwPZtdkEuwTjYpDEXEIIIS4cmt6egDh3Wto7aTOZbfpqWzo4UlDLKxtP8nliPq0dnbyxNcsaEAK8\nsz2b1q6ahT9mwffZPPnlEdYcKebVTek8sizFbkxDawd3LEpkV2YlJ0sb+Mv6NL44mM/TXx+loqEN\ngLyqZp5fnfo/vltxyeg3w7YdOAwSF3QHhAAHFoBnRI9OSwiAMLcwm7Zeo6eurY72znb6efVjbsxc\nPB09AdBpdMR6xUpAKIQQ4oIjK4UXEV9XB6b082PrGVlDh4e5c927ezgdA25MLbULADs6zSzcmcPH\ne/MAmD8xmvsmWM5lmTrNmMwqjnotXx4qtLlv68lyimta+PJQIUcLaxkd5U2UrzP1rSabcVvSyiio\nbrHpyyxrRIifZNIzoDVAxibw6w+X/x4+mGI7prOtK0iUupiiZz049EGOVhwlvSYdR60jN8beyAv7\nXkDF8o9ucnky3177rV3wKIQQQlxIJCi8yLx9cxyf7Msjo6yBy/v5sSKpkDMWBfk+o4KHJ/fh7e1Z\n1r5xMT78c3OGtf2X9WkMCXEns7yRVzel09hm4tphQXg62ZadcDJo+fP6E2w4VgpYgsQb40PQKNi8\nZv9Ad+pbTBzIrbb2Te4nOUzFT6TVw6TfWf6clnA/bPlTd3vEnZZxQvQwPyc/vpr1Fbl1uXgbvVmc\nutgaEAKYzCZ2Fe3iFrdbenGWQgghxI+ToPAiYzRoeXBi97mqVSnFdmN+NTKEaD9njhbWMTDIncKa\nZnakV9iM2ZJWxoe7c1G7frf5JrmIO8eGc6K4nqb2ThQFHpsawysb023u25pWznMzBvDapnRaOjoZ\n18eH+8ZHcuvoMP66Lo1jRXWMjfbh6en9zv2bF5eOcY+DT1/I3QXBcTBobm/PSFziIt0tmXAj3CL+\n7TUhhBDiQiVB4UXuwYlR7MqssJ41nNLfj9sXHSS3solQLyOzhwUT4OZod5+zQWcNCE+rbzWx93dT\nSMyrpq+/C2FeTny4K5fyrrOCAP5ujtwzLpJ5I0NpajPh1/VsV0c9r88bfv7eqLj09Jthf95QiF5Q\n3VpNYkkike6RXB11NbuLdrMpbxMaRcPcvnMZEzimt6cohBBC/ChF/eFv/heB+Ph4NSkpqbenccEo\nrGlm+8lyQr2ceH1LBocL6qzX+gW4svGxCby3I5sFO7PRKAoPToxi9rBgxr2ynfbO7mQer90wlLkj\nQgA4kFPFnqxKmts7+XTfKdo7zTgbtCy8PZ7L+kgxZiHEpSGlPIUHNj9Ai8lybvr+IffzyPBHKG8u\nR6to8TZ69/IMhRBCXKoURTmkqmr8TxkrK4WXgBBPJ24bEwHA/KXJNtfSyxrYl13J6iPFdJpVpg8J\n4PYxETjqtbx/WxyvbsqgtrmdX40M5fq4YAA+T8znmW+OWZ/xq/hQZg0LYnCIO26Ocq5LCHHpeP/I\n+9aAEGBR6iJuH3A7fk5ybloIIcQvhwSFl5iJfX3ZeLzU2r4s2ocHlhyyZgz9PLEAX1dHnpjWl8mx\nfoR4OuHr4oCnc3eR5Q925dg8c2VKEX+aNRCjQTI/CiEuLQ3tDTZtk9lEaVMpG3I3oNfouSryKpz1\nzr00OyGEEOKnkaDwEvO3OYNxctByMK+aYaGezBkexF0f2261TcytorSulTsWJZJe1oBBq+Hp6f24\nZ5wlWYJOo9iMVxTLHyGEuNTM7TuXY5XdOydGBYxi/pb5VLRYknd9fPxjvpj5BU56p96aohBCCPEf\nSVB4kWtp7+SzA6fIqWxi2gB/Jsf68c8bh1mvdaoqLg46Gtu6awsOC/XkzW2ZpJdZvgFv7zTzt/Vp\nzBoahK+rA7+e1IfHVxy2JqK5d3wkjnrbVcJOs0phTTNBHkb0Wk3PvFkhhOhhc2Lm4OngyY7CHUS6\nRdJqaiWxNNF6Pa8+j635W7km+ppenKUQQgjx4yQovMg9sPQQOzMs31gvO5DPP24YyohwTx5dnsLR\nwjr6+rvw5BV9+Wh3LiV1rUyK9WX+xCgeWpZi8xyTWSUxt4ol+0+RWlRPQqQXCZHejIr0skssc7Sw\nlvlLkymqbcHP1YG3b45jVKRXj71nIYToSZPDJjM5bDIAHx770O56p9rZ01MSQgghfhZZwrmIFdY0\nWwPC05Yl5vPsymMcLbRkIM0oa+SLgwV8fNdIwr2MbE0rZ9q/dhLj52JzX7CHkXd3ZLE/p5rGNhP7\nc6rJKGs4a6bRP6xKpajWknihvKGNZ745etb5tZk6+fZwEYt251JS13LWMUII8UtyTdQ1eDl2fwkW\n7BLMtPBpvTgjIYQQ4j+TlcJfuPd2ZPP+99moqsoDE6N5aHIf6zWjXotOo2Ayd5cdcXHQkZxfY/OM\nk6UN/PHb4+RUNgOWQG7T8VKenzmANUdLCPJw5KHJ0Ux/Y7fNfQdyqwH4+lAhyxLzcXHQ8eiUPmSV\nN9qMy6lswmxW0ZxxFlFVVW798AAH8yxz+efmDFb+eiwx/q7n4FMRQohzb33OepanL8eoM3Lv4HsZ\nGTDSboy/sz9fXfMV63LWodfqmRk1UxLNCCGEuOBJUPgLti+7ilc2nrS2X92UztAQD8bFWFbvvF0c\nuGdcJAt2WrKFGvVaHp3ShwXf5/DdiTLrffHhnnaBXHFdK+2dZjLLGzhSWItWoxDj50LmGeOGhXqw\nPb2cJ788Yu07mFfN+BgfNh3vfv7kWD+bgBAgMbfaGhACNLaZ+GRfHi/NHvw/fCJCCHF+JJYk8vSu\np63tQ2WHWHvdWgKcA+zG+jr5cuegO2368uvz+SrzKwBu6HsDoa6h53W+QgghxM8hQeEv2A9X/AAO\nnaomq7yBDamlhHs78djUvswYEkhaST2dZpXKxnZevHYgWo3C/pwqon1duCUhjD1ZVXyVXGh9zqBg\nN17eeNKaTObbw8XcNyEKnVZDWkk9oyK9+PPsQbyzPcvm9ZvbO5kc64evqwOJudUMC/Xgmen9qW/t\n4LmVqew4WU6MvwtzR4TYzb3TfG4/HyGEOFe2F2y3abd1trG7cDcVLRVszNtIoHMgj414jH5e/QDI\nrctFr9ET4hpCaVMp89bOo6HDkrzr64yvWXXtKnydfHv8fQghhBBnc96CQkVRFgEzgXJVVQd19XkB\nXwARQB5wo6qqNYqiKMAbwNVAM3CnqqrJXffcAfy+67Evqar6yfma8y9NfLinXV9lYzv/2pIJWLZ3\npuTXsvz+0Ty8LIX8asv20CEh7nz54Bj+uOo4XyQVkHSqhiAPR+YMDyaloJYBQW6MjfLmuVWpNs+u\namxjw2/GY+o0o+vKKBrlY78takCQG/NGhVHb3I6TQYdBp+GZb46y5kgxAMn5tVQ0tDEkxN16ttGo\n13Lb6PBz9+EIIcQ5FOEWYdeXXpPO8vTlAOTU5XCy+iRrr1vLUzufYneRZbv9zKiZ9PXsaw0IAerb\n69mUt4lbB9zaI3MXQggh/pPzuVL4MfA28OkZfb8Dtqqq+rKiKL/raj8NTAdiuv4kAO8BCV1B5PNA\nPKAChxRFWa2qqv0S2SUoIcqb38/oz/vf5wAqD0yIZtMZhekBMssbeW9HtjUgBDhaWMfHe/L4IqnA\n2ldc24qns4Htv50EQHlDKy+sPUG7qXv5blxXUpmCmhae+vIIyfk1DA/1JCHSiwO51eg0CveMjyTC\nx5nbFyWyM6MCd6OeP8wcYD1/eFpBTQuL7xrFwbxqqpvamTE4kIizBJhCCHEhmB0zm91Fu9lRuAOt\nouWmfjeRWZtpM6aqtYqPUj+yBoQAa3PWclO/m+yeJ+cMhRBCXEjOW1CoqupORVEiftB9LTCp6+dP\ngB1YgsJrgU9VVVWB/YqieCiKEtg1drOqqtUAiqJsBq4CPj9f8/6luXd8FPeOj7K2T5TUk3SqO2Y2\n6DR25/kAKhvb7Psa2li0O5f1x0oI8TTy0uyBLNmXT01zO/NGhjInzrLl87dfHuFQ12scyq9hdJQX\nu5+ejJNBh5ezgZc3nLRmPa1r6eDZb44xbYAfORVN1tcKcHMkwtuJPj/IciqEEBciB60Db015i5LG\nEgxaA95Gb15JfIUDJQesYwwaA20m+39bg1yC6OPRh6xay3b7WM9Yroy4ssfmLoQQQvwnPX2m0F9V\n1ZKun0sB/66fg4GCM8YVdvX9u37xbzw+tS/J+TWcqmrGoNXw7PR+TIr1Y9mBfGuBej9XB+6fEMWG\n1FIKayylIBQFXB11vLj2BABJp2pIzq9l+28ncSC3iq+SCnlxzQnuGR9pd5YxOb+WEE8nazutpN7m\nenunmWuHBVPfamJXZiVRvs78/foh1i2oQgjxSxHoEmj9+YEhD5BWncahskO46l15auRT9PXsy2cn\nP8OsWnZZOGgduCL8Cm7pdwu7inahUTRcFnwZeo2+t96CEEIIYafXEs2oqqoqiqL+55E/jaIo9wP3\nA4SFhZ2rx/7ihHk7se3JSaSV1NPcbmJ5YgG7Mit5+qpYiutaMWg1xId7sierivduiWNlSjFVTW3M\niQvhvR22SWPyq5tZkVTAcyuPcbqqxYbUEuLCPK0rhWB/tnF8jA/fn1Ef0cNJz/gYX64YGGBzHlEI\nIX7JPBw9+Piqj6lorsDV4IqjzhGAty9/m89OfoZBY+CuQXcR5BIEwOVhl/fmdIUQQoh/q6eDwjJF\nUQJVVS3p2h5a3tVfBJyZnzukq6+I7u2mp/t3nO3BqqouBBYCxMfHn7Ng85dIq1EI83Ziwt+3U9vc\nAcDWk+UsvSeBlPwabluUCFi2li6+c6S1AP36oyXsz+k++2fQatiXXckZZQ4pqWvlN1Ni0GkUUvJr\niY/w5O9zhwDQbjKz7MAp0ksbuHKgP2klDQS6O/K76f0wGrQAEhAKIS46P8wiOj5kPONDxvfSbIQQ\nQoifr6eDwtXAHcDLXX9/e0b/w4qiLMeSaKauK3DcBPxVUZTTS1FXAM/08Jx/kfZkVloDwtNWphSy\n9miJtd1uMvP6lgwu6+PDkYJaRkV6cii/hqzyRgw6y9bTsgb78zH9At34YlQYORWNZFc04epo2Qb1\nf18dYdXhYuu4Z6b344GJ0efpHQohRM8rbSqlurWa/l79sSTOFkIIIX75zmdJis+xrPL5KIpSiCWL\n6MvACkVR7gFOATd2DV+PpRxFFpaSFHcBqKparSjKn4GDXeNePJ10Rvy4QA+jXZ+fqyPtPygG2NBq\n4tHPU1jdVS4i2MORz+5NYGCQG7XNHRwprCXU00hB19nDa4cFMSzUg3e2Z/HqpnQAXB10LLx9hPUZ\np32emC9Bofjv1RXB/nehqRKG3QRRk376vUXJ0NEMYWNAoz1fMxSXmDeS32BR6iLMqpk+Hn344IoP\n8DH6nJNnN3c002HuwN3B/Zw8TwghhPg5zmf2Ufsc3BZTzjJWBR76N89ZBCw6h1O7JAwL9eDmhDCW\nHcgHLMXoH5wYTV5VExtSu8tWTOjry8KdOdZ2UW0rOzMqSMqr4fWtGagqeDnp+et1gxgS4sGgYHfq\nWjp4Y2t3KvaGNhPvbs/GyaCzJrMBcDNKIgXxXzK1waKroM7y/y9Hv4DbV9kHhtU5cOQLMDjB8NvA\n0QO+uBXS11mu+w+CO9eB0aMnZy8uQnl1eXx47ENrO6s2i0+Of8KT8U/+z8/+4OgHLDy6kLbONqaF\nT+Nv4/+GQWv4n58rhBBC/FS9lmhGnH9/vW4wD0yIor7FxKBgNxRF4fV5w0g4kE96WSOTYn3RaxWb\noBCguLaFDamlqF1nCaubO9idVcnNCZbi8o1tJpv6hQC1LR08NjWGl9alAZbziI9P62szprHNhIuD\n/C8nfoK8Xd0BIQAqHP7cNiiszIKFE6G90dJOWgRXvdwdEAKUpcKhj2HcY+d/zuKiVtJUYtdX1FjE\n8pPLWZOzBl+jL/OHzifWKxaAts42NGjQa+2/HDtWcYzylnLGBI6hoKGAN1PetF777tR3xPnHcUv/\nW87fmxFCCCF+QH5DvwjtzKjg9S0ZNLSauDkhjLsuiwSgtaOTN7dmsj+niqGhHoyO8sZBpyHYw0hR\nrWV7qEaBibF+rDlq+wtQZUO79edgDyNjo73Zm11l7bsxPoTbxkQwsa8vJ0rqGR3ljb+bJRPf0cJa\nHvviMDkVTQwOduetm4ZLoXrx45zOsiXPyRvSN0JLNfS9ClKWdAeEADV5kLXV/r6mCvs+IX6mOP84\n/Ix+lLeUW/t8jD785cBfrO2U8hQ2zNnAmylvsiJ9BTqNjrsH3c2DQx+0jvnDnj+wKmsVAN6O3tw9\n6G6718qsybTrE0IIIc4nCQovMqV1rdz7aZJ1Je+FNScIdHfkqkGB/Gn1cZYftJR9TM6vpaC6hQ/v\niOer+WNYtDuX6qZ25o4IZUy0N0v25XGksM763DlxlvKQWeWNvLM9C1VVmT4oAINOw5T+/swaakm5\nHuPvSoy/q82cnlhxxFq4/lhRHb9flcrSexPO90chfsmChsGQeXB0uaXtHgrFh2D/O5a2kw8MmmN/\nX8hISP0KWrpKpmh0MHhuz8xZXNQctA58dOVHLDi6gNKmUubEzGFb/jabMdWt1Xx07CM+S/sMgA5z\nB+8cfodRAaOI848jqybLGhACVLVWkVadhkFjoN3c/cXbuOBxPfOmhBBCiC4SFF5k9udU2W3t/D6j\nkqsGBbLxeKlN/9aTZXR0mgl0N2LQadiYWsrWk+U8cnkMH981ioU7s0nOr2VQkBuzhgXR2tHJvIX7\nqWzszkj63i1xTB/cXcxZVVUW7MxhzZFigjyMPDqlD1nljTavm1pchxD/0ZwFMHo+NFeCooMl13Zf\na64EUyu4BEBj1//XQcMtgWJwnCVBTXsTjLjT0i/EOVDUWMT+kv1UtlTS1NHEYJ/BNtcVFGraauzu\nS6tOI84/jrp2+3/72jrbeHvK27x35D0a2huY23cuU8Onnrf3IIQQQpyNBIUXmdgAV7u+fl19YV5O\n1DZ3/1IS5G5Er9WwMbWEd7ZnWzrbO/nz2hPEh3uSUdbIgdxqDuRWs+5YKU9Pj7UJCAHWHSuxCQo/\n3XeKlzecBOB4cT1HC2sZHupBSkGtdcxl0ecmW5+4BAQNs/yducX+mqKBh/bDyXWgd4J+M0CrB58Y\nmPmvnp2nuOh1mDt4bvdzVLVats2nVafha/RliM8QjlYeRa/R8+thv2aA9wC+zPjSep+CwsiAkQAM\n8x1GlHsUOXU51mtzYuYwJmgMY4LG9PybEkIIIbpIJfGLTP9AN566MhZHvQZFgfExPnx3vJTLX9tB\nX38XvJ0tGe1cHXU8Pq0vZrNKSn6t3XO+PVzE1pPdZ2dK61vZl1NlNy7E08mmvSWtzKZdVt/G/ROi\nmBzri4+LgZlDAvnz7EHn4q2KS0nURPCJ7W5rHcAjHLa9ZGkPuBZ0Dr0zN3FJqGmtsQaEp51qOMUz\nCc8wJXQKV0Zcyfjg8YwNGsszo54hxCWEKPco/jr+r/T17MvSE0uZu2YuTnonZkbNZE7MHD684kPZ\nKiqEEOKCICuFF6GHJvfhrssiaGw1MeOt3VR0FaDPqWzit1f0xc/Nkdc2pfPbL4/w5tZM7hobYfeM\nHwZ7AFpFw/xJ0Sz4PhuzalmBvG+8JYlNeX0rDW0mon1d2JVZab1Hr1WIj/CyWU0U4mfT6uGeTZD8\nKTRXW2oQbn2h+3rxYZjxWu/NT1z0/Jz8iPGMsUkCM8h7EHduvJO2Tsu/sdvyt/Ht7G+5uf/NXBN9\nDVpFi5PeiY15G3nl4CvW+zJrMtl4/cZzVuNQCCGE+F9JUHiRcjLoyChrtAaEp+3OqqS8vo3yrv78\n6mbWHivhqStjWbwnF4NWwyNTYrhueDCL9+ZSUG3JSqrTKNwYH8LwME9GRXhR39rBrKFBKIrCX9ad\n4KPduZhVGB7qweBgN44V1WPUa3n26n74usoKjjgHjJ5w2W8sP/+jv+215E/hqr9ZgkchzpM3Jr/B\nqwdfJbMmk/Eh43E1uFoDQoBmUzNbTm0hq9aSUEajaLhtwG1Ut1bbPKets42ksiSuiriqp9+CEEII\ncVYSFF7EIrydcNBpaDsj8UyMvyv7c2x/Qckoa+CBCVE4O+gor28jtaiOuSNC+Hr+WJbuO0VNcwfX\njwihX4ArNy3cb91G+nVyEU9MjeGDXbnWZ6UU1PLUlbG8e8sIPJ0NUpdQnB+GH5Q00RstZwyFOI9C\nXUN58/LumoJnnh08raChgK8zvwagU+1kUeoi5sXOsxsX4xFz/iYqhBBC/EzyW9RFzMPJwN/mDMbN\n0RKYJUR68fjUvoyPsd2yNK6PD498nsKpqmZaOjr57EA+i/fk4ufqyLQBAVwx0J8BgW6sOVJsc65w\nZ0YFq48W271uflUzoV5OEhCK82fyM6Boz2g/Cxrtvx8vxHkwM2omQ3yHWNsJAQk4aO13RoS4hjA1\nbCoKCkadkcfiHiPaI7onpyqEEEL8KPmt/SI3Jy6EGUMCqW8xWbdx/vPGYfx1fRpHCmtJiPRmQl8f\nNqTalqtIyqvhWFEKa45Ygr5wbyemDwqwe76nkwFXRx0NrSZr31VnGSfEOTXoeggcBvn7LCUn/Af2\n9ozEJcioM7J0+lJSylPQarQM9R3KwdKDLD6+2DpGq2gZHzyeOwbeQW1rLQatASe9/ZltIYQQojdJ\nUHgJKKxp4fv0Cvr4uTA+xgdfVwf+9ath1utVjW0YdBqb+ob+bo4s2X/K2j5V1Ux9S4fNOEe9htnD\ngpkc68fb2zIprW/lplFhTO7nB0BBdTMrU4ow6rVcPyIEr67Mp0KcE97Rlj9C9CJFUYjzj7O2RwaM\n5MWxL7IkbQkGjYH7Bt9HlEcUAB6OHr01TSGEEOJHSVB4kdueXs59nyRhMqsA3D4mnBevHURORSPr\njpbg7eLA7OFBvDlvOH9Zf4Ly+jbmxIUwJsrLJigEMKvw+X2j+WRvHhoF7rosklAvJ5SaZrIrmsgs\nbySj7AQaRSEh0psZb+2yriB+uj+Pjb+ZgLNsKRVCXOTMqhlVVTGrZjrVzt6ejhBCCPEfyW/oF7n3\ndmRbA0KAzw7kc8WAAO755KA1Ac2KpAJW/nosVw0KoKqxDUe9Fo2iEODmSGl9KwAaxbIVdUS4J5E+\nzmw7WU5DqwlVVfnHdxlkljcC0NzeyfOrj3Pb6HCbLaUF1S1sPlHG7OHBPfjuhRDi3Klvr0dVVdwd\n3P/tmMSSRP6070/W9lM7nyLaI1rOEAohhLigSVB4kevoNNu0zarKiqR8m4ykhwtq2ZNVySf7TrH5\nRBmOeg2PTonhq/ljWLQ7j9rmdubGhzAq0ov00gbmvr/XGvDNGBJIYXWzzWs0t3fSZrL/dtygk7xG\nQohfplcSX2H5yeWYMXNt9LU8P+Z5tGdJbrS3eK9N26ya2V+y3yYoPF51nE15m/B38ue6PtfJGUMh\nhBC9Tn5Lv8jdfVkkitLdnjU06KxbOL87UcrmE2UAtHaY+fvGdFo7Opk1LAijQcvuzEpK61r5YFeO\nzQrguqMlDA+zPScT5evM/InR+Lt1Z+EbEOjGlP5+5/jdCSHE+be3eC9L05ZiUk2YVTMrs1ay+dRm\nAJo7mukwd1jH9vXsa3f/mX0HSg5wy7pbWJy6mJcTX+aBzQ+c/zcghBBC/AeyUniRu2ZoEEEeRrad\nLKOPnwvXDAkiq6KRNUdKaGyzBHejo7xoarNf2fvueBn/3Jxh3X66KqWIISH2iRJmDAnCx8WBTcfL\niPRx5rdXxOLvbuS7xyay8XgJjnotVw4MwEEnJQPEOXTsK8jbBUFxMPxWKUkhzpusmiy7vrTqNLbk\nb2Hzqc046515fMTj3ND3Bq6KvIqksiRWZq5Eq9Fy+4DbGRkw0nrfF+lf2JwzPFxxmONVxxnoLRl0\nhRBC9B5FVdX/POoXJj4+Xk1KSurtaVzQSupa2JhaireLA1cNDOC7E6U8vCzFet2o1zJzSCBfHiq0\nue+xqTG8tS2Lzq5AcUiIO98+dBnKmcuRQpxv3/8dtv+lux1/N8z8V+/NR1zUsmuzuX719TbB3K9i\nf8UX6V9Y2xpFw/o56wl2sZybbupoQkGhsqWS15JeI7cul4khE6loqWB97nqb56+6dpWcORRCCHHO\nKYpySFXV+J8yVlYKLyEF1c0czKtmSIg7ffxcueuySADqmjuYNsCf568ZwBcHC3Az6nliWl92ZVbY\nPWN0lDeTYv1Ye6QYfzdH5o0KRVEUOs0qSXnVeDkbiPF3BeBoYS0Ld+bQZjJz+5hwxsf49uj7FRex\npEW27ZSlMP3voNX3znzERS3aI5p/TPoHi44tosPcwW0DbmNn4U6bMWbVTHp1OhnVGeQ35DMxZCLh\nbuE8su0RcupyAMg7kces6Fk4651p6mgCYFr4NAkIhRBC9DoJCi8RG46V8MjnKdatoC9eO5Dr40J4\n9PMUtp4sx9VRxzPT+7PxsQk0tZnYkFqKt7MDQR6OFNdaMpBe3s+PhEgvFEVhWGj3NtKKhjZ+tXAf\nORWWX3JujA/hiWmxzFu4n+Z2yzfr206Ws/LXY8+6/VSIn83BFRpKutsGZ1Bk+6g4f6aETWFK2BRr\nu72znY15G61tR60j63PWs+nUJgBeT36dF8a8YA0ITztRdYK1161lR8EO/J38uSz4sp55A0IIIcSP\nkKDwEvGPM84GAvzjuwwqGtrYerIcgIZWE3/4NpWRkZ7c90kSeVWWjKJhXkbemDcMZ4OO7ellqXz8\noQAAIABJREFUzHlvL+P6+PDw5X2sZwQX78m1BoQAK5IK8XVxtAaEAJ1mlfXHSiUoFOfG5Ofgq7vh\n9Ha+yc+BRvJmiZ4zJ2YO5c3lrMpahZejF7cNuI2ndz1tvW4ym1ibsxZ3B3fq2uqs/TEeMfgYfZjb\nd25vTFsIIYQ4KwkKLxGNZ2QMBWhp7yStpN6mr9OssnT/KWtACJBf3UJDq4kvkwrZnVUJQEp+LQ2t\nJv40y5IYobyhze719Fr7M4bBHo7/8/sQAoCBsyFoGOTvh6Dh4Bvb2zMSlxhFUZg/bD7zh80HoLix\n2G6MisoLY1/ghb0vUNNWQ3+v/jw+4vGenqoQQgjxH8lX678gjW0mWjvss4T+FDcnhNm058aHMDHW\ntkSEq4OOQDf7wK2h1WQNCE/bkNq9dW/2sGCbshd+rg7cNz6Ka4YGWfsSIr2YOyL0v5q7EGflGQFD\n50lAKC4IQS5BTAufZm1rFS23DbiNKWFT2HrDVrbM3cKKa1YQ6BLYi7MUQgghzk5WCn8BOs0qz35z\njK+SC9FrFR6YEM3j0+xrYf2YR6fEEOHjzJ7MSowGLVP7+zE60pvqxna+SSnEz9WB/7uqH5E+zny4\nO4/KRsvqn4+LA3Piglm8J9dmRTDc25nUojpeWneC/Kpmpvb3Q6vR4ONi4P7x0Tg76njrpuE8PjWG\nNpOZ/oFu5/QzEUKIC80rE17h8rzLOVBygPKmcjbmbsTX6Et/7/74O/v39vSEEEKIf0tKUvwCfH2o\nkCe/PGLbN38sQR6OrD5cjJNBy7XDg3Fz/PHMi3XNHVz//l6yyhsBy+rd0nsT0GttF4zL61v5KrmQ\n/KpmThTX09RuYniYJ5tSS2loM+Hv5sCCW0fw4NJkSutbrfc9cnkfnrzip63atJvM6DQKGo1liXFj\nagmrjxQT6G7kgQlR+J1lxVIIIS506dXpzFs3D5PZsmXfSefE6tmrJSgUQgjR46QkxQVsb3YlW06U\nE+nrzA0jQnDU/+eMiT88+wewN6uSD3fnUtfSAcDHe/NY9+j4H33eiqQCa0AIcCC3mm0ny7lyYIDN\nOD83R26MD2XcK9to7TADkF3RxN/nDmZwsAd9/FzIKm+0CQgBdmdV2gWF1U3t7EgvJ8DdkTFR3rSZ\nzPzu66OsOVqCp5OB38/oj06r2NRI3J5ezubHJ6LVSO1DIcQvy3envrMGhADNpma2F2xnXr95vTgr\nIYQQ4sdJUNiDVh8p5tHPu4Of79PL+fCOkbSbzCTn1xDkbiTM28nuvvF9fflwd661rdUolNW3WgNC\nsARtW9PKCfNyYn1qCcEeRub+IOisbWm3e3Zdc4dNu6apHXejnsTcamtAeNqBnBpujA8jp6IRN0cd\nrg46Gtq6f/kZ8IMtoidL67nh/X00dCW5uW54MH38XFh12JKQobKxjae+OkJCpLfNfTkVTRwprCUu\nzNNuvqc1tplYf6wEU6fKjMGBuDtJfTohRO/zd7JfETxbnxBCCHEhkaCwBy3Zl2fT3pJWzsHcan6z\nPIXiulYUBR6a1IffXmm72jaxry9/nj2IT/bm4ajX8PDkGE4U1/FDaaX1PLo8hc6u0hPrj5Ww7L7R\nmM0qp6qbmTE4kA935dJmsgR7Xs4Gpg2w/LJyqqqJX3+WzPHieoI9jDx1pf020DAvI7Pf2cPhglr0\nWoUZgwPZk11FRUMbY6O9iQvz5IElSXi7ODB/YjQLv8+xBoQAK1OKGNfHx+aZHZ2qXSUBRQFfF4d/\n+zk2tZmY9dZuciotZTDe2pbJ2kfG4f0j9wghRE+4Jvoa1uasJaXc8gXgpNBJTAiZ0MuzEkIIIX6c\nBIU96IdbO7UahSX78yius2zDVFV4d0cWNyeE4e/mSEldC4HuRrQahdtGh3Pb6HDrvYND3Fl6IJ/q\nJsvqX6y/KyeK6qwBIcDe7Co2HCvhL+vTKKxpwcvZsl0zo6yRkroWnB10bDpeytwRIbyw5gTHiy3b\nVItqW3h1UzrPTu/H61szaeno5MoBATS0mThcUAtYgrlvjxSz/clJeDobOHSqmrs/7j7HuS2tnMHB\n7nafQb8AV5tMpka9lv+7MpbMskZKuj6HWxLCbFb+8iqb+HC3JcD8VXwoRbUt1oAQoKSulW+Si7hv\nQtTP/C8ihBDnllFnZPGVi/ky40scdY5cG30tiiJb4YUQQlzYJCjsQQ9N7kNibrV1pe620eHknhHc\nAJhV2J1ZwetbMimuayXYw8i7t8QxNNSDg3nVbEotJdzbiRviQ9n02ATWHS0GRWHG4ACeX33c7jXf\n35lNYU0LYDnf996ObG4fE86S/acA+PZwMSn5tZwotj23WFTbQh9/VwYFuVPb0sGYaG/2ZVfZjFFV\nKKhpJsLHmVUptjW6SutbuXV0GFtPlnE6Th0a4s7vpvdDo1H4JrkQTycDk/v50tJhZsdTk9iXXcXi\nPXl8diCfFQcLuWd8JL+eFM3c9/dS2WgJftccKeb+swR/JvPFlzBJCPHL09TRxF0b7yKtOg2Atdlr\neW/ae+g1ssVdCCHEhUuCwh40OsqbHU9NYmdGBZE+LoyK9GJlSiHfZ1RYx0T7OvPR7lzr6mFRbQvP\nrTrGI5fH8ODSQ5xOFvvdiTIW3zmS1OJ6vkku5K/r07hmSCBGvZaWrlqGs4YGsS/HNpArrmtlyYFT\nNn1fJxdyzdAgVqYUWfsGBLrx8LJkmtstz3p+9XFuHxNuc5+3s4EIb2cKqpsJcLfPFjp1gD9jor1Z\nc6QEF0cdoZ5G8qqaePbq/swcEshNC/ezcGcuC3fmcnNCGAOD3KyfRXunmfd2ZONs0FoDQrAEzdVN\n7QR7GCmqbbHOY05c8E//DyGEEP+FDnMHnx7/lMTSRPp79ee+IffhrHe2GfNt1rfWgBDgQOkBvi/4\nnqnhU3t6ukIIIcRPJkFhDwt0N/Krkd2F5K8bHoJWo2HtkWKCPIzMnxTN2Je32dyTUdbIkn2nOLN6\nyK7MSj7clctXhwoBS4mHr5OLeP/WOCob2wn2NDIxxpfnVqXyeWK+9b4xUd7UNLcD3ZlDHfVa/jCj\nPzqNwp6sSgYEuTGhry9//NZ25bGprZOXZg9iZUoRvi4OGA1aJr22g06zSkKUFxHeTuRVNQNw+5hw\n+gVYEs/UNnfw4NJDdHRa3sAfZw4gMbeapq6AE+DzxHzmxoXYfV6NZySyOS3Yw4k1j/Tnm+RCTGaV\n64YH4y8lLIQQ59nrh17n0xOfArC3eC85dTm8efmbNmNq2mrs7qture6R+QkhhBD/LQkKLwCzhgYx\na2iQtT051o8taWXW9pR+ftaA6jRFgfzqZrtnFda0cLy4nr+tTyPK14Vnr+6Hk0HLnqxKfF0duPuy\nCNo7VR76LNm65fKOMeGUN7bx6g1Drc/JLGuwe3ZffxduHR3OraPDOXSqhuvf22u9diCnmt/P6M/A\nIDc2pZaRWlzHH1al8vi0vvxzc4bN/P+1OYMhobbnDVUV4sI9+LIryAUwaDXcNiaCwpoW1h4tASDG\nz4XbxoTj5Wzg3vFyhlAI0XM25G6wae8o2EGLqQWjzmjtmx4xncWpi2nrbAPA1eDK5WGXA1DbWoui\nKLg72J+3FkIIIXqTBIUXoFfnDuGv69NIzq8hPtyLZ6/uT1ZFA7uzKqxlIuaNDOXqwYEsO2MVUKtR\nOFFSb90Geqyojt8sP8yaR8axPb2cXZmV7MqsZNoAf7Y9OdFap/Dd77N5Z0c28eGeLL5rJK6OesK8\nnXhoch8+3JVDm8lMQpQXW9PKeXdHNuNifBgd6WU37/zqZsob2vh4Xx4ASadqyCpvpL7VtuxFc0cn\nN8aHsje7yrr6mRDpxU2jwtEqGj7dn4eTXscjU/oQ7GHk7ZvjmD+pjvoWE6MivaR+oRCiVwQ4B1DR\n0r3d38vRi5WZK1mZtRJ3gzvzh81nhP8IPpn+CV+mf4lOo+Pm/jfj6eDJ73f/njU5a9CgYV6/eTw9\n6ulefCdCCCGELUVVL74EHfHx8WpSUtJ/HniBO3SqhpT8GkZGeDE01IPSulZ2pJcT5u3E2GhLaYfl\nifl8vDcPB72Whyf34fUtGdYsoqfdMSacT/bZniNcdl8CDjoN17+3z6b/men98HQy8Od1J2hoNTEm\n2ouXZg/moc+SOVnavXo4fVAAO9IrrOcXAZbek8DvvjlqTWxz2qOX9+HNbVnW9vVxIfzjxqHsy65i\nY2oJoV5O3DQqDGeHs39HkZRXzdaT5UT5ODN7eDB6reas44QQ4nxKLkvmkW2PUN9ej4PWgRv63sDS\ntKXW60adkY3Xb6SiuYKvMr5Cr9VzU+xNHKs8xtO7bIPABdMWMDZobE+/BSGEEJcQRVEOqaoa/1PG\nykrhBerDXTm8tK47WcFLswdx6+hw+ga4suNkOVWN7Vw9OJB5o8KYNyqM1o5OdBqF7zPKbYJCb2cD\nZ0vMWdXYjvksXwhklDWy+kiRdbvnvuxqluw7ZRMQAqTk17L03lG8vS2LprZObhkdxrgYH8K8nGyC\nQm9nA49MiaGPvyt7MisZGOzGTaMsZyqHhLgT4mkk1MsJALNZ5ZuUIg6dqmZ4mCdz40JYn1rCI5+n\nWFcUd2RU8M7Ncf/dhyqEEP+DOP84Ns/dTFp1Gn08+vDqwVdtrreYWlifs543kt+gtdNybnt19mpm\nRc+ye1Z2bbYEhUIIIS4YEhReoN7enmXb3paFm1HPb5Z3B0g7Myr465zBPLfyGN8kF+Fk0PLQ5D5M\nG+DP1rQyIrydeem6QTgZdHyemG89Q+jj4sCkWF9MnSquDjoaupK5KAoMCHLl62TbYDG3spFwbydO\nVXWfYRwS4s6IcC8W3zWKrPJG/rY+jde3ZDI81B0/VwfKG9pwNmh58dpB6LUau3OTXxzM58U1J2hq\n72RwsDsf3RHPR7tzWbAzB4DPEwvIKG0gpaDWJsHO+mMllNW3SmIZIUSvcNI7McJ/BADRHtF21/Pq\n86wBIUBdWx1a5Qc1ahUtlwVddn4nKoQQQvwMEhReoEw/SCxjMpv5aFeOTYD0dXIh0b7OrEiyJGep\nbzXx8saTbHliIjOGBPLxnjz+tTmDBydGs/z+0Sw7kE9lUxuDg92pbzUR7GHk8/tH89732TS2mrg5\nIYwJMb68vS2Lmubuc4CTYv0YHubJkysOk13RxPAwD64eHEh1UzseRj33fnLQmnU0t7KJBydGMXNI\nEOHeTrg66tmRXs7LG05S1dTO9XEh3D8+kj9+e9xar/FYUR3/2pLJ2iO2tQ6XJeYzNMTDpk+jKOjk\nTKEQ4gIwr988ksqS2Fm4E4PGwP1D7rcrUQEwyGcQL49/mSUnlqDT6Lhn0D1EeUiiLCGEEBeOXgkK\nFUXJAxqATsCkqmq8oihewBdABJAH3Kiqao2iKArwBnA10Azcqapqcm/MuyfdPS6SN7dm2rS3nCiz\nGaNRFLttnapqKfD++pbue5PzD7HpsQmU1LWyL6eKnRmVLN6Tx1cPjmVQsDvv3BzHuqMlbD5Rxqmq\nJt6/dQSvb8mkpK6F/oFuaDQKwR5Gtj45iXVHi3lixREe++IwDjoNz17d3xoQnrYrs5LfTe8PWGoK\nPrj0kDVBzvvfZ6OgWgPC07IrGnF17F61BHB11DF/UjRJp6qt21lvHhWGt4vDf/uxCiHEOWPUGXln\nyjtUtlTiqHXExeBCQ3sDX2d+TVatZbdHnF8cl4dejl6rZ0bUjF6esRBCCHF2vblSOFlV1coz2r8D\ntqqq+rKiKL/raj8NTAdiuv4kAO91/X1Re2JaX4YEu5NSUEN8hBeTY/3o4+vC/M+S6ezaBnpLQhjD\nwzxZdbh7hU2vVahtss322WlW+ezAKZtC9s3tnXy8N5e/zx3KJ3vzeH51d03Cqf39+ezeBG5csI8N\nqaVsSC3ln99lsOqhy/j7pnRrQNdmMrNwV7YlmGvtDuZi/V0pqWvB2UHH4YIaa0B4Wm5Vk03xectr\n+uHr6sCTK45gVkGjwFNX9mNCX1+2PDGRHekVRPu6MC7G5xx8ukIIce74GLv/XXI1uLLimhXsL96P\nQWtgZMBINIokxxJCCHFhu5C2j14LTOr6+RNgB5ag8FrgU9WSJnW/oigeiqIEqqpa0iuz7EFTB/gz\ndYC/tX3FwAA2/mY832dUEOPvyoQYHxRFIb+6meWJ+bgZ9Tx5RSxNbSawTSpKiKeRHzqdgObM4vYA\nW9LK2JhaStKp7iLMdS0dLNl3ivL6NpuxlQ3tvDFvGM+uTKW6qZ1BwW4U1jYz5m/bMOg03H1ZBDqN\nYj3PCDA0xJPfXhHLq5vSya9uYcbgAO4dF4VGoxAX5klyfg3DQz2J8LFswwr3duaOsfZbsoQQ4kKk\n1+gZHzK+t6chhBBC/GS9FRSqwHeKoqjAAlVVFwL+ZwR6pcDpaCgYKDjj3sKuPpugUFGU+4H7AcLC\nws7j1HtWU5uJt7dncaSgloRIbx6cFGVXtP3RKTE8OiXG2jZ1mtmZUcGqw0UoisKtCWHcNTaC9cdK\nOdQV6DnoNEzr709ZfSvuRr3N8xx0Gs72xbbJbOa6uGCWHegOIufEBXPVoEAu7+dPbUs7XyQW8I/N\nGQC0m8ws2JnD01fG8sGuXGpbOpg1NIi7x0XgoNOy4Db7DLnh3s6Ee0sAKIQQQgghRE/praBwnKqq\nRYqi+AGbFUU5eeZFVVXVroDxJ+sKLBeCpU7huZtq73rqqyOsP1YKwN7sKioaW3lp9uAfvUen1fDP\nXw3juRn90WoUPJwMAHx2bwKrDxdTXNvC7qxKHlh6CI1i2S5q1GutNQcfnRLD1P7+9AtwtZ5ZNOq1\nTOzry+GCWqb296PTrJIQ5Y3RoCH+pc20tHdy25gISmptaxSqKkT7uXLwual0mM046Gyz8AkhhBBC\nCCF6V68EhaqqFnX9Xa4oykpgFFB2eluooiiBQHnX8CIg9IzbQ7r6LnodnWY2ppba9K09WsJLswfT\nZupEp9Gg/ZFMnD9MyOKo13LjyFA+3pNr3RpqVuG7E2V8eEc8B3OrScyt4mBeNSPCPfnywTF8k1xE\nTXM7Q4I9eGhZsjVw7Ovvwrg+Psx8a7f1+e9/n80dYyNsXtPVQceoSC80GgUHzc8LCOtaOsgqb2RA\noBtGgwSTQohfBpPZRGJpInqNnnj/eCz50oQQQogLV48HhYqiOAMaVVUbun6+AngRWA3cAbzc9fe3\nXbesBh5WFGU5lgQzdZfCeUIAvVZDgJsjxXXdNa+C3I08881RvjpUiJNBx5NX9OX2MRFUNLSxPDGf\nxnYTN4wIoY+f67997g+zhQIcKahl4RklL/ZmV7H1iYnWIO9Pq49bA0KwFLn/6lCh3XMU4IVZA/ny\nUAFezg48PjXGbnvqDzW2mViemE9JXSszhwQyPMyTDcdKeGLFEVo6OvFw0vPB7fGMjPD60ecIIURv\na2xv5I6Nd5BRY9lGH+8fz8IrFqLX/Pi/g0IIIURv6o2UaP7AbkVRjgCJwDpVVTdiCQanKYqSCUzt\nagOsB3KALOAD4Nc9P+Xe86dZA3HqWiVzc9Qxto83nycW0NGpUtfSwR+/Pc6xolpmv7OHf2zOYMH3\nOcx8azcZZQ10dJpZd7SEj3bnUljTHQheOTDA5jWMei11LR02NRDbTWa2p5db23qt/Tfd/QNc+eEX\n4CMjvLhjbARrHxnPu7fEUVTbwt6sStSuh5+qauKFNcd55ptjHC2sRVVVbvnwAC+tS+Oj3blc/95e\nvs8o5/kzgtDa5g5eWpf2P32OQgjRE77N/tYaEAIklSWxo2BH701ICCGE+Al6fKVQVdUcYOhZ+quA\nKWfpV4GHemBqF6QrBgaw/9kpZJZZtlG+uPa43Zgvkwptyju0dpj5MqmAjLJGvs+oAOC1Tel88cBo\nhoR4MCbam3dviWPJvlM4O2iZP6kPWeUNds8tqmlh9F+3UtvSztWDA/F00luL2o8I9+SG+FAUjcLr\nmzNo7uhk1tAgJvS1pGYvqG5mznt7qWiwZCud2t+P124YynXv7qW6qR2Ar5MLeW3uUI4U1Fpf06zC\n0n35VDS22c1FCCEudLVttXZ9Na01ZxkphBBCXDgupJIUvyhtpk62nCinvbOTaQMCcHGwfJSZZQ3k\nVTWTEOWFm+O52S7k5qhnRLgnAKOjLCuFp+k0CoOC3ezuaWw1WQNCgJaOThbvyeO+8VG8tS2TqqZ2\nbowPZe6IEAAGBbux+UQZW9LKURS4elAgH+zKsZat+Ca5iGem98PFUYe7Uc8VAwLQaBRujA9lUqwv\nd398kE/3nWJFUgHPdRW0Px0QAmxJK+eDXbnWgBAsq5G7s84sVWnh6qhjan9/Np8os/bNHBL4X356\nP66gupkTJfWMCPfE5wdnMIUQ4ueaHjmdxamLaeu0/PvnZnBjSpjd951CCCHEBUWCwv9Ca0cn17+3\nl+PF9QAEe2Sw+uHL+GRvHm9uywIsWz2X3TeagUFurDlaQvKpGuLCPblmSOD/lHTg2mHB5Fc1sywx\nHxcHHU9eEcvU/n6sOFhoTR4T6O7IFQP9+fxggc29rR2d3PTBfupaLKt9ibnVuDjouGpQAAdyqqlt\n7qCPrwvXjwghzMuJdcdsj26mlzXwzxuHkV/VzOI9ufi5OXD14EDe2ppFalF912uY+fPaNKYPtt2i\nCpYA9of6+DlzzdAg1hwpBiwB4X0TogjxNPL29ixSi+oYE+XN/ROi/+vPDGBHejl/W3+S8oZWrhse\nwrNX9+Pr5EKe+eYYZhUMOg0Lbh3B5H5+/9PrCCEubVHuUSyZvoQVGSswaAzc1O8mvI3evT0tIYQQ\n4kdJUPhf2HyizBoQAhTVtvDJ3jze3ZFt7atvNfHm1kxi/F14Z7ul/+O9eaSX1vP41L68tS2LTcdL\nifz/9u47Pqoqffz458xkJr333mkJNaE3RSzo2hEQGyjW71r3q67u/iy733V3XdfdtXdBcEVFsAGK\n0gUCBAgJgYRACgmpkN4zk/v7Y4abDEFFBQLmeb9evsycnHvnzOSSzHPPOc8T4M4jlwwgNuDka/Pd\ne0Ei93arSwiw+I4xrMutoqndwgUDg/FwdmJ0rB9bC6oBMBsNDI3wYeVx2Uy/2lPG4Ahv5i1Ip93a\nCcDfv8rhueuGYDQorN2KzqdG+5FVUsd1r2+mtcPW96PtJRiO25nabu1kTJw/yzPL9KL1sQHu3DU5\nnh1FNfrsYGKQBzNTo7h9ohOzRkZSVtfK+f0D9aypj00b6HDexjYLu4trSQzyIMjLBbDVcVy/vwof\nVxNj4/1RSvFZxmFeWJ1Hm6WTOeNimJ4Swd2LujKnvrOpgFAfF15Ze0CfCW23dPLs17kSFAohfrFV\nRatYnr8cJ4MTYR5hxHjH9PaQhBDirFVX1cKGxblUFjUQ0d+XSdf3w9XD3NvD6nMkKPwZWrtl4Tym\nvtWiB0DH1DS3896WIoe29zYX4eJk5D+r8wDIKW9gX1k9a353HtsLq/lsdylBns7cMjYGX3czRxvb\n+GRnCZZOjWuGRxDibQuGWtqtbMyrwt/DTEq0H05GA1MHBTs814JbR/F5Rinl9a1cOjgETYO/feVQ\nEpJof3c2HTiiB4THZJXU8e+Zw/j7VznUNndw7YhwZo2M5OElmXpACLAl/yjzJsay6cBRvS3U24Xp\nKREMCvVi2a7D+LqZuXFMFK5mIwtvG8W2gmpqWzrwcLYl0FFKMT4hQD++s1Nj5Z5y9pbVMSEhkLHx\n/qQXVjN3/nYaWi04GRR/uTqZCYmBXPPKJirqbcu0pgwI4rFpA3jgwww9ac7/Ld9Hc4fVIXMqwNaD\nR2lotTi0VTc57mMUQoifanXRat7Kekt//Fz6cwwLGsbQwB5b6YUQQgCr3s6mstA22XJghy3J4cW3\nJ/fmkPokCQp/houTQ/jnqv2U19tKRXg6O3HbhFiyS+vYXtiVUOC6lEieW5XrEHy4mo2szql0OF/h\n0WYWbz/EHz7dowczK7PKWXzHGC5/8Tu9JMVbGwtYef9EOqydTH91i/78lw0J5eXZI3hzQz6Ltx/C\nx83MQxf2Y3xCADNGRtJmsbJmXyWtFiu3T4zjnU0FWDs1hkR4MzLWDzdTzyS0icGeXD40jNYOK8+s\n2MfCtCKqGtswGXv2vTQ5hEAPZ77MLMPd2chVw8NRwNBIH/qHePLBtkP8+9s8pg4KZnK/QCydGr/7\naDeNbRZcTAb+PXM4lyR3LTd96otsPZh+ee1B/nrNYJbuLNHfR0unxl+W72NGaqMeEAKsyakkNsDd\nIYsqQEVdK2ajwSHwHR7ti5eriaW7ukpezkiNRAghfonMI5k92vYc2SNBoRBCnEBHm1UPCI8pyZXk\nXL1BgsKfwcvFxOf3juej7cW0WzqZnhJJpJ8bb90yknc3FVB4pImLk0KYNjiUTk3jsWVZaBooBQ9d\n2I/thTVkdMu46WY2sm5/lUMwk1vRwGvrDzrUKKxuamfpzsNUNbTpASHA8swyBoTk8c9Vx9KgN3Hb\ngu189+gUPF2cmP7qFrIO1wEQ7uPKivsm8GVmGa+tP8iNb20l3MeVG8dE8VF6CR3WTi5NDmVGaiQV\n9a08tjRLnwFdkVXODaOicDEZ9NnC0bF+jIj2Y2ikL5sPHmX9/irS8qt5e2MBH981loc+2s0aexC8\nMK2If143lDc35tPYZgvwWjs6+dMX2XpQ2Nxu4YNthxze77e/K6Dd4jiTWd9q0TOhdhfi3TNZzKhY\nP0bH+fN/X+6luqmdy4eGcduEWJSCQWFeZNn3Lc4c+f1BYVVDG96uJsxOvVHFRQhxrkgJTuGdPe84\ntI0IGtFLoxFCiLObydmIb4gbNeVdpdOCor6/1rY4fSQoPIHOTo13NxeyLreSfsGe3DslAR83M/lV\njXy66zBeriauS4nkt1Ns+/pyyxvYUVTN8EhfHpjaz+Fcs0ZFMSLaV0800y/Yk8n9A9lXVs/esno8\nnZ14+sokhxnGY45lNO3OZFTUtrT3aN+aX+3wuLWjk232/YTHAkKw7X9cnlXOGxvy6bBzJ8a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nUYqxrauPbVzWQU16KUreTD9qIah5V71U3tlNa29ji2f4gnSWFeZNvrBBqULchdlFbE1cPD2VFU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\nCCGEEH2YBIVCCCGEEEII0Yf9f59xYwt5WQFPAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10b82b940>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"f, ax = plt.subplots(figsize=(15, 7))\n", | |
"sns.swarmplot(x=\"type\", y=\"clicks\", data=df[df['clicks'] < 3840], ax=ax);" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Total number of posts: 420\n" | |
] | |
} | |
], | |
"source": [ | |
"print(\"Total number of posts:\", df.shape[0])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Number of posts 95% percentile for number of clicks: 404\n" | |
] | |
} | |
], | |
"source": [ | |
"print(\"Number of posts 95% percentile for number of clicks:\", df[df['clicks'] < 3840].shape[0])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x10c201160>" | |
] | |
}, | |
"execution_count": 20, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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Osy8W1EVqSdLCsdCuQUiSFggDYiuSfL/T9oYkJ29jvVOTvHdylU1ekuuTvGyztrOSXJzk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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10b34ff28>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.countplot(x='type', data=df[df['clicks'] < 3840])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x10bf080f0>" | |
] | |
}, | |
"execution_count": 21, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10ac8fbe0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# barplot() function shows an arbitrary estimate, using the mean by default\n", | |
"sns.barplot(x=\"type\", y=\"clicks\", data=df[df['clicks'] < 3840])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"deletable": true, | |
"editable": true | |
}, | |
"source": [ | |
"## 💡Discoveries\n", | |
"* Links represent the majority of the content posted\n", | |
"* There are few Videos and Photos\n", | |
"* Videos and Photos are more engaging than links\n", | |
"* 95% the posts lie below 3840 clicks\n", | |
"* The video '15 sorting algorithms visualized in 5 minutes...' was a massive hit\n", | |
"* QUESTION: \"The only thing Facebook classifies as a non-link (a photo or video) is content that is directly uploaded to Facebook. YouTube videos, for example, are not qualified as links\", does this mean Youtube videos have type 'link'?\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"deletable": true, | |
"editable": true | |
}, | |
"source": [ | |
"## Number of words in the titles" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [], | |
"source": [ | |
"df['word_count'] = df['title'].apply(lambda x: len(x.split(\" \")))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"count 420.000000\n", | |
"mean 12.216667\n", | |
"std 6.639953\n", | |
"min 1.000000\n", | |
"25% 8.000000\n", | |
"50% 11.000000\n", | |
"75% 16.000000\n", | |
"90% 21.000000\n", | |
"max 35.000000\n", | |
"Name: word_count, dtype: float64" | |
] | |
}, | |
"execution_count": 23, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df.word_count.describe(percentiles=[.25, .5,.75, .90])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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rR7e+sqRQR9o6dcucbMVFsj2BC9HhobplTo781uqJ1cVq6+x2HQkAAJwBCh2Afuf3W33v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\ngg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10c24af98>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"f, ax = plt.subplots(figsize=(15, 7))\n", | |
"sns.distplot(df.word_count, bins=20, rug=True);" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10c72e470>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"g = sns.FacetGrid(df, col=\"type\")\n", | |
"g.map(plt.hist, \"word_count\");" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [], | |
"source": [ | |
"bins = [0, 8, 15, df.word_count.max()]\n", | |
"group_names = ['short', 'medium', 'long']\n", | |
"df['title_length'] = pd.cut(df['word_count'], bins, labels=group_names)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x10d2f9a20>" | |
] | |
}, | |
"execution_count": 27, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10b5100f0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.countplot(x='title_length',hue='type', data=df[df['clicks'] < 3840])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x10d2008d0>" | |
] | |
}, | |
"execution_count": 28, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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AAB3mOYUAMMLadi1rsiZtu9bvUgDgKQmFADDCHp35aL9LAIBhs3wUAACgw4RC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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10d825e80>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"f, ax = plt.subplots(figsize=(15, 7))\n", | |
"sns.barplot(x=\"title_length\", y=\"clicks\", data=df[df['clicks'] < 3840], hue='type', ax=ax)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x10d9a5fd0>" | |
] | |
}, | |
"execution_count": 29, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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SsaGDiURERC5PzxRK1bR/DXz8IGALjlOWw5NroE4rR2OJSOUW26gmUx/uxQer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\n9SnUv3ZYbQa27M1t46uzN/UsNcM91K4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Ln6s9f79mABNj/S5Si4QQQghb8jpS9H4ObjDt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\nkiT1mEmhJEmSJPWYSaEkSZIk9di/Ab3Ooq1LSmr3AAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10d91eeb8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"f, ax = plt.subplots(figsize=(15, 7))\n", | |
"sns.swarmplot(x=\"title_length\", y=\"clicks\", data=df[df['clicks'] < 3840], hue=\"type\", ax=ax)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"deletable": true, | |
"editable": true | |
}, | |
"source": [ | |
"## 💡Discoveries\n", | |
"* There are too few datapoints in each category, so we cannot infer much about title_length vs. clicks" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"deletable": true, | |
"editable": true | |
}, | |
"source": [ | |
"## Occurency of words" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [], | |
"source": [ | |
"import spacy" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"metadata": { | |
"collapsed": true, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [], | |
"source": [ | |
"nlp = spacy.load('en')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 32, | |
"metadata": { | |
"collapsed": true, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [], | |
"source": [ | |
"def get_lemma(doc):\n", | |
" tokens = []\n", | |
" for token in doc:\n", | |
" if not token.is_punct and (not token.is_digit) and (not token.is_stop):\n", | |
" if(len(token.lemma_) > 2):\n", | |
" tokens.append(token.lemma_)\n", | |
" \n", | |
" return tokens" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"metadata": { | |
"collapsed": true, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [], | |
"source": [ | |
"def get_words(dataframe):\n", | |
" words = Counter()\n", | |
" for i,row in dataframe.iterrows():\n", | |
" doc = nlp(row['title'].lower())\n", | |
" lemmas = get_lemma(doc)\n", | |
" for token in lemmas:\n", | |
" words[token]+=1\n", | |
" \n", | |
" return words" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 34, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [], | |
"source": [ | |
"words = get_words(df)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 35, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[('developer', 46),\n", | |
" ('freecodecamp', 32),\n", | |
" ('new', 26),\n", | |
" ('code', 24),\n", | |
" ('learn', 21),\n", | |
" ('help', 20),\n", | |
" ('free', 20),\n", | |
" ('share', 20),\n", | |
" ('datum', 20),\n", | |
" ('good', 19),\n", | |
" ('open', 19),\n", | |
" ('not', 18),\n", | |
" ('course', 18),\n", | |
" ('build', 18),\n", | |
" ('time', 18),\n", | |
" ('job', 18),\n", | |
" ('get', 17),\n", | |
" ('post', 17),\n", | |
" ('work', 17),\n", | |
" ('today', 16),\n", | |
" ('start', 16),\n", | |
" ('javascript', 15),\n", | |
" ('google', 14),\n", | |
" ('like', 14),\n", | |
" ('interview', 14),\n", | |
" ('app', 13),\n", | |
" ('article', 13),\n", | |
" ('design', 13),\n", | |
" ('programming', 13),\n", | |
" ('source', 13),\n", | |
" ('way', 12),\n", | |
" ('read', 12),\n", | |
" ('coding', 11),\n", | |
" ('worth', 11),\n", | |
" ('try', 11),\n", | |
" ('video', 11),\n", | |
" ('cod', 11),\n", | |
" ('people', 11),\n", | |
" ('use', 10),\n", | |
" ('know', 10),\n", | |
" ('year', 10),\n", | |
" ('live', 10),\n", | |
" ('react', 10),\n", | |
" ('camper', 10),\n", | |
" ('community', 9),\n", | |
" ('photo', 9),\n", | |
" ('look', 9),\n", | |
" ('day', 9),\n", | |
" ('medium', 9),\n", | |
" ('science', 9),\n", | |
" ('explain', 8),\n", | |
" ('advice', 8),\n", | |
" ('timeline', 8),\n", | |
" ('development', 8),\n", | |
" ('designer', 8),\n", | |
" ('internet', 8),\n", | |
" ('online', 8),\n", | |
" ('let', 8),\n", | |
" ('ask', 7),\n", | |
" ('thing', 7),\n", | |
" ('computer', 7),\n", | |
" ('step', 7),\n", | |
" ('software', 7),\n", | |
" ('program', 7),\n", | |
" ('great', 7),\n", | |
" ('amazon', 7),\n", | |
" ('hour', 7),\n", | |
" ('happy', 7),\n", | |
" ('minute', 7),\n", | |
" ('stack', 7),\n", | |
" ('lot', 7),\n", | |
" ('web', 7),\n", | |
" ('week', 6),\n", | |
" ('link', 6),\n", | |
" ('find', 6),\n", | |
" ('will', 6),\n", | |
" ('have', 6),\n", | |
" ('want', 6),\n", | |
" ('reddit', 6),\n", | |
" ('challenge', 6),\n", | |
" ('weekend', 6),\n", | |
" ('engineer', 6),\n", | |
" ('history', 6),\n", | |
" ('publication', 6),\n", | |
" ('popular', 6),\n", | |
" ('project', 6),\n", | |
" ('fun', 6),\n", | |
" ('api', 5),\n", | |
" ('leave', 5),\n", | |
" ('skill', 5),\n", | |
" ('product', 5),\n", | |
" ('play', 5),\n", | |
" ('quick', 5),\n", | |
" ('technology', 5),\n", | |
" ('power', 5),\n", | |
" ('agile', 5),\n", | |
" ('yes', 5),\n", | |
" ('startup', 5),\n", | |
" ('end', 5),\n", | |
" ('language', 5),\n", | |
" ('machine', 5),\n", | |
" ('alexa', 5),\n", | |
" ('hard', 5),\n", | |
" ('kid', 5),\n", | |
" ('youtube', 5),\n", | |
" ('website', 5),\n", | |
" ('big', 5),\n", | |
" ('tool', 5),\n", | |
" ('security', 5),\n", | |
" ('solve', 5),\n", | |
" ('turn', 5),\n", | |
" ('hack', 5),\n", | |
" ('tutorial', 5),\n", | |
" ('survey', 5),\n", | |
" ('game', 5),\n", | |
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" ('jargon', 1),\n", | |
" ('generate', 1),\n", | |
" ('subscribe', 1),\n", | |
" ('trench', 1),\n", | |
" ('horror', 1),\n", | |
" ('integration', 1),\n", | |
" ('password', 1),\n", | |
" ('she', 1),\n", | |
" ('giant', 1),\n", | |
" ('10k', 1),\n", | |
" ('consider', 1),\n", | |
" ('bas', 1),\n", | |
" ('situation', 1),\n", | |
" ('expect', 1),\n", | |
" ('sort', 1),\n", | |
" ('vim', 1),\n", | |
" ('morning', 1),\n", | |
" ('crystal', 1),\n", | |
" ('chri', 1),\n", | |
" ('hello', 1),\n", | |
" ('zelda', 1),\n", | |
" ('innovator', 1),\n", | |
" ('shore', 1),\n", | |
" ('extra', 1),\n", | |
" ('plan', 1),\n", | |
" ('sonya', 1),\n", | |
" ('devtool', 1),\n", | |
" ('wrong', 1),\n", | |
" ('cool', 1),\n", | |
" ('null', 1),\n", | |
" ('convince', 1),\n", | |
" ('hater', 1),\n", | |
" ('band', 1),\n", | |
" ('infinite', 1),\n", | |
" ('discontinue', 1),\n", | |
" ('offline', 1),\n", | |
" ('http://bit.ly/2017-new-coder-survey', 1),\n", | |
" ('think', 1),\n", | |
" ('retrain', 1),\n", | |
" ('90%', 1),\n", | |
" ('favor', 1),\n", | |
" ('jack', 1),\n", | |
" ('necessary', 1),\n", | |
" ('chart', 1),\n", | |
" ('black', 1),\n", | |
" ('foo', 1),\n", | |
" ('comment', 1),\n", | |
" ('nonprofit', 1),\n", | |
" ('pie', 1),\n", | |
" ('container', 1),\n", | |
" ('martin', 1),\n", | |
" ('diy', 1),\n", | |
" ('array.prototype.reduce', 1),\n", | |
" ('formal', 1),\n", | |
" ('5-word', 1),\n", | |
" ('cold', 1),\n", | |
" ('cut', 1),\n", | |
" ('adham', 1),\n", | |
" ('amazing', 1),\n", | |
" ('finance', 1),\n", | |
" ('🎉our', 1),\n", | |
" ('gate', 1),\n", | |
" ('apply', 1),\n", | |
" ('ego', 1),\n", | |
" ('endpoint', 1),\n", | |
" ('hobbyist', 1),\n", | |
" ('castle', 1),\n", | |
" ('topic', 1),\n", | |
" ('contribute', 1),\n", | |
" ('100%', 1),\n", | |
" ('delorean', 1),\n", | |
" ('rewind', 1),\n", | |
" ('frequent', 1),\n", | |
" ('logic', 1),\n", | |
" ('forum', 1),\n", | |
" ('operation', 1),\n", | |
" ('tablet', 1),\n", | |
" ('proud', 1),\n", | |
" ('24/7', 1),\n", | |
" ('mozilla', 1),\n", | |
" ('enemy', 1),\n", | |
" ('stranger', 1),\n", | |
" ('perspective', 1),\n", | |
" ('cryptocurrency', 1),\n", | |
" ('dolianiti', 1),\n", | |
" ('heavy', 1),\n", | |
" ('gift', 1),\n", | |
" ('gym', 1),\n", | |
" ('desktop', 1),\n", | |
" ('store', 1),\n", | |
" ('size', 1),\n", | |
" ('legend', 1),\n", | |
" ('eve', 1),\n", | |
" ('recovery', 1),\n", | |
" ('steam', 1),\n", | |
" ('bring', 1),\n", | |
" ('connected', 1),\n", | |
" ('transition', 1),\n", | |
" ('tag', 1),\n", | |
" ('inexpensively', 1),\n", | |
" ('obsess', 1),\n", | |
" ('coursera', 1),\n", | |
" ('uncle', 1),\n", | |
" ('digital', 1),\n", | |
" ('owner', 1),\n", | |
" ('speak', 1),\n", | |
" ('paper', 1),\n", | |
" ('airbnb', 1),\n", | |
" ('academic', 1),\n", | |
" ('ches', 1),\n", | |
" ('darth', 1),\n", | |
" ('katy', 1),\n", | |
" ('author', 1),\n", | |
" ('usa', 1),\n", | |
" ('bubble', 1),\n", | |
" ('emmanuel', 1),\n", | |
" ('doom', 1),\n", | |
" ('legendary', 1),\n", | |
" ('acces', 1),\n", | |
" ('short', 1),\n", | |
" ('level', 1),\n", | |
" ('tomorrow', 1),\n", | |
" ('career', 1),\n", | |
" ('tomato', 1),\n", | |
" ('approach', 1),\n", | |
" ('confused', 1),\n", | |
" ('beijing', 1),\n", | |
" ('geist', 1),\n", | |
" ('detail', 1),\n", | |
" ('hold', 1),\n", | |
" ('20-hour', 1),\n", | |
" ('college', 1),\n", | |
" ('hype', 1),\n", | |
" ('average', 1),\n", | |
" ('point', 1),\n", | |
" ('twitch', 1),\n", | |
" ('accountant', 1),\n", | |
" ('creator', 1),\n", | |
" ('url', 1),\n", | |
" ('https://medium.freecodecamp.com/feed', 1),\n", | |
" ('promise', 1),\n", | |
" ('beau', 1),\n", | |
" ('personal', 1),\n", | |
" ('guy', 1),\n", | |
" ('recent', 1),\n", | |
" ('xor', 1),\n", | |
" ('american', 1),\n", | |
" ('exclusive', 1),\n", | |
" ('easily', 1),\n", | |
" ('nomad', 1),\n", | |
" ('employer', 1),\n", | |
" ('native', 1),\n", | |
" ('infinity', 1),\n", | |
" ('grail', 1),\n", | |
" ('record', 1),\n", | |
" ('duty', 1),\n", | |
" ('nintendo', 1),\n", | |
" ('garageband', 1),\n", | |
" ('simple', 1),\n", | |
" ('narwhal', 1),\n", | |
" ('monday', 1),\n", | |
" ('circumstance', 1),\n", | |
" ('julia', 1),\n", | |
" ('https://www.freecodecamp.com/shop', 1),\n", | |
" ('meeting', 1),\n", | |
" ('purpose', 1),\n", | |
" ('method', 1),\n", | |
" ('publicize', 1),\n", | |
" ('immediately', 1),\n", | |
" ('flexible', 1),\n", | |
" ('fate', 1),\n", | |
" ('statically', 1),\n", | |
" ('banhawy', 1),\n", | |
" ('netherland', 1),\n", | |
" ('relentlessly', 1),\n", | |
" ('room', 1),\n", | |
" ('save', 1),\n", | |
" ('ransomware', 1),\n", | |
" ('crypto', 1),\n", | |
" ('exactly', 1),\n", | |
" ('html', 1),\n", | |
" ('jeep', 1),\n", | |
" ('http://silent.org.pl/', 1),\n", | |
" ('mention', 1),\n", | |
" ('gradually', 1),\n", | |
" ('wonder', 1),\n", | |
" ('c++', 1),\n", | |
" ('argument', 1),\n", | |
" ('zinger', 1),\n", | |
" ('microcontroller', 1),\n", | |
" ('tiffany', 1),\n", | |
" ('ohan', 1),\n", | |
" ('illustration', 1),\n", | |
" ('scalability', 1),\n", | |
" ('shop', 1),\n", | |
" ('dahl', 1),\n", | |
" ('meet', 1),\n", | |
" ('node.js-powered', 1),\n", | |
" ('contract', 1),\n", | |
" ('map', 1),\n", | |
" ('nathan', 1),\n", | |
" ('ali', 1),\n", | |
" ('improve', 1),\n", | |
" ('@nixcraft', 1),\n", | |
" ('nerd', 1),\n", | |
" ('guitar', 1),\n", | |
" ('https://twitter.com/jtc_au', 1),\n", | |
" ('animate', 1),\n", | |
" ('worldremit', 1),\n", | |
" ('trade', 1),\n", | |
" ('call', 1),\n", | |
" ('anymore', 1),\n", | |
" ('integer', 1),\n", | |
" ('nolan', 1),\n", | |
" ('artificial', 1),\n", | |
" ('heisenbug', 1),\n", | |
" ('cause', 1),\n", | |
" ('love', 1),\n", | |
" ('give', 1),\n", | |
" ('prefix', 1),\n", | |
" ('home', 1),\n", | |
" ('mode', 1),\n", | |
" ('request', 1),\n", | |
" ('collect', 1),\n", | |
" ('déborah', 1),\n", | |
" ('foot', 1),\n", | |
" ('nightmare', 1),\n", | |
" ('seoul', 1),\n", | |
" ('edge', 1),\n", | |
" ('burn', 1),\n", | |
" ('operate', 1),\n", | |
" ('degree', 1),\n", | |
" ('wozniak', 1),\n", | |
" ('dance', 1),\n", | |
" ('army', 1),\n", | |
" ('collision', 1),\n", | |
" ('storm', 1),\n", | |
" ('propose', 1),\n", | |
" ('laser', 1),\n", | |
" ('grab', 1),\n", | |
" ('cardboard', 1),\n", | |
" ('reminder', 1),\n", | |
" ('usability', 1),\n", | |
" ('vanilla', 1),\n", | |
" ('info', 1),\n", | |
" ('specifically', 1),\n", | |
" ('https://medium.freecodecamp.org/from-self-taught-coder-to-professional-backend-developer-my-long-winding-road-d8f7c428b637',\n", | |
" 1),\n", | |
" ('cto', 1),\n", | |
" ('include', 1),\n", | |
" ('6-minute', 1),\n", | |
" ('hacking', 1),\n", | |
" ('22nd', 1),\n", | |
" ('tale', 1),\n", | |
" ('interactive', 1),\n", | |
" ('cryptographic', 1),\n", | |
" ('angular', 1),\n", | |
" ('http://youtube.com/freecodecamp', 1),\n", | |
" ('loop', 1),\n", | |
" ('visualize', 1),\n", | |
" ('typescript', 1),\n", | |
" ('basically', 1),\n", | |
" ('pen', 1),\n", | |
" ('5-minute', 1),\n", | |
" ('campbell', 1),\n", | |
" ('raw', 1),\n", | |
" ('100daysofcode', 1),\n", | |
" ('46-minute', 1),\n", | |
" ('hybrid', 1),\n", | |
" ('epic', 1),\n", | |
" ...]" | |
] | |
}, | |
"execution_count": 35, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"words.most_common()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 36, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
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OEL6gV7Zn4mzFKyoqBNWS9/dbnTe14DiGzbkvvIyvOUTTnT30fWQPLW/ppzSZ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\nROJv/A0vDz7kwu8X+PVfK/Ltb2v4fAJf+Sk3N24YvP3WznYmu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OuwbcxKFbOkYWk6giw2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U5iZafuebVD46QfXUWTJf/gJKKoVwHSRJxtjQh6Qo1M6eD7KeIhGavvEb6F2dyNEocjQCkkTy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\nVhJaE0VnAkf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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11273f908>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"wordcloud = WordCloud(width=800,height=600, max_words=30).generate_from_frequencies(words)\n", | |
"plt.figure(figsize=(10,5))\n", | |
"plt.imshow(wordcloud, interpolation='bilinear')\n", | |
"plt.axis(\"off\")\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"deletable": true, | |
"editable": true | |
}, | |
"source": [ | |
"## Day of the week" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 37, | |
"metadata": { | |
"collapsed": true, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [], | |
"source": [ | |
"def get_datetime_from_date(string):\n", | |
" date_format = \"%m/%d/%Y\"\n", | |
" date = datetime.strptime(string, date_format)\n", | |
" return date" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 38, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [], | |
"source": [ | |
"def get_weekday(datetime):\n", | |
" weekday = -1\n", | |
" try:\n", | |
" weekday = datetime.strftime('%A')\n", | |
" except:\n", | |
" weekday = -1\n", | |
" return weekday" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 39, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [], | |
"source": [ | |
"df['weekday'] = df.apply(lambda row: get_weekday(get_datetime_from_date(row['date'])), axis=1)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 40, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x112808908>" | |
] | |
}, | |
"execution_count": 40, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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"<matplotlib.figure.Figure at 0x112808128>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"f, ax = plt.subplots(figsize=(10, 6))\n", | |
"sns.countplot(x='weekday', data=df, ax=ax, order=[\"Monday\", \"Tuesday\", \"Wednesday\", \"Thursday\", \"Friday\", \"Saturday\", \"Sunday\"])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 41, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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9PLqd/YDhM3/Ct7l3e1zXcP686Ne19Od3mHw/TZgT37nucdsIVXU98NdrWHQC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\ncJMkSeqEwU2SJKkTBjdJkqRO/H8bR2Xs6mukzwAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1127cedd8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"f, ax = plt.subplots(figsize=(10, 6))\n", | |
"sns.barplot(x=\"weekday\", y=\"clicks\", data=df[df['clicks'] < 3840], ax=ax, order=[\"Monday\", \"Tuesday\", \"Wednesday\", \"Thursday\", \"Friday\", \"Saturday\", \"Sunday\"]);" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 42, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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YegGMvNy5TGHkryv/yqJdiwCoaqrioS8fYnKvySRHa7rqSExkJClXXEH5v/7V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bQHpSApKpBPbh1KbGjrXGjvoPdkd+EW2wsS+hl/LZRHlzzK7N2GBTElIoVpE6YR6tvYKeVYiA2M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\nCP8POvdvMdP8zr4AAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1127d2588>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"f, ax = plt.subplots(figsize=(10, 6))\n", | |
"sns.swarmplot(x=\"weekday\", y=\"clicks\", data=df[df['clicks'] < 3840], ax=ax, order=[\"Monday\", \"Tuesday\", \"Wednesday\", \"Thursday\", \"Friday\", \"Saturday\", \"Sunday\"]);" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 43, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x112821588>" | |
] | |
}, | |
"execution_count": 43, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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9EyZMyE477ZQ//elPOfPMM1db19lnn523v/3ted/73pf11lsv559/fl7wgheMeJsFPAAA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\n6AgBDwAAoCMEPAAAgI4Q8AAAADri/wc00hW3fUie0gAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x115944320>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"f, ax = plt.subplots(figsize=(15, 7))\n", | |
"sns.countplot(x='weekday',hue='type', data=df, ax=ax, order=[\"Monday\", \"Tuesday\", \"Wednesday\", \"Thursday\", \"Friday\", \"Saturday\", \"Sunday\"])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"deletable": true, | |
"editable": true | |
}, | |
"source": [ | |
"## 💡Discoveries\n", | |
"* Most of the content is posted on Mondays\n", | |
"* Even with different quantity of posts for each weekday, the number of clicks for each day is around 900 on avarage\n", | |
"* Again, too few datapoins on each category, so we cannot infer much about weekday vs. number of clicks" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"deletable": true, | |
"editable": true | |
}, | |
"source": [ | |
"## Time of the day" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 44, | |
"metadata": { | |
"collapsed": true, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [], | |
"source": [ | |
"def get_time_of_the_day(time):\n", | |
" date_format = \"%I:%M %p\"\n", | |
" date = datetime.strptime(time, date_format)\n", | |
" hour = int(date.strftime('%H'))\n", | |
" if hour >= 7 and hour <= 12:\n", | |
" return \"morning\"\n", | |
" elif hour > 12 and hour < 19:\n", | |
" return \"afternoon\"\n", | |
" elif hour >= 0 and hour < 7:\n", | |
" return \"dawn\"\n", | |
" else:\n", | |
" return \"night\"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 45, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [], | |
"source": [ | |
"df['time_of_the_day'] = df.apply(lambda row: get_time_of_the_day(row['time']), axis=1)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 46, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x1134bee48>" | |
] | |
}, | |
"execution_count": 46, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11349fe48>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.countplot(x='time_of_the_day', data=df[df['clicks'] < 3840])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 47, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x1127d5748>" | |
] | |
}, | |
"execution_count": 47, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x10f4d2e80>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.barplot(x=\"time_of_the_day\", y=\"clicks\", data=df[df['clicks'] < 3840])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 48, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x1154d8d30>" | |
] | |
}, | |
"execution_count": 48, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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UwCNBi+DFjvBSLMweA0X5DiYUERERERE9Uyhe9acbY/l5jxbszcyhX51Uwme9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\nEREREVHHkhRGRERERETUsf8CGpmeja9s3QoAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11588a240>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"f, ax = plt.subplots(figsize=(15, 7))\n", | |
"sns.swarmplot(x=\"time_of_the_day\", y=\"clicks\", data=df[df['clicks'] < 3840], ax=ax, hue=\"type\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"deletable": true, | |
"editable": true | |
}, | |
"source": [ | |
"## 💡Discoveries\n", | |
"* Again, too few datapoins on each category, so we cannot infer much about time_of_the_day vs. number of clicks" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"deletable": true, | |
"editable": true | |
}, | |
"source": [ | |
"## Titles with question marks" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 49, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [], | |
"source": [ | |
"def has_question_mark(title):\n", | |
" doc = nlp(title)\n", | |
" for token in doc:\n", | |
" if token.is_punct:\n", | |
" if (token.text == '?'):\n", | |
" return True\n", | |
" \n", | |
" return False\n", | |
"\n", | |
"df['has_question_mark'] = df['title'].apply(lambda x: has_question_mark(x))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 50, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"False 395\n", | |
"True 25\n", | |
"Name: has_question_mark, dtype: int64" | |
] | |
}, | |
"execution_count": 50, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df['has_question_mark'].value_counts()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 51, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x116315320>" | |
] | |
}, | |
"execution_count": 51, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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FUZQ6sSFuA3tT9qLVay3KtXote1L2sDFu402/hl6vZ+PGjXTq1AmAmJgYnn76aU6dOoWb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\nda0amaT/zqdGotHpMVf1JDm8PC2Sl6dFArDmRD5PbDhPh6aLzuuSve5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h1YJ1ZwoZ6O/A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\nAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x115944828>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.swarmplot(x=\"has_question_mark\", y=\"reach\", hue=\"type\", data=df[df['clicks'] < 3840])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 52, | |
"metadata": { | |
"collapsed": false, | |
"deletable": true, | |
"editable": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x10ef29208>" | |
] | |
}, | |
"execution_count": 52, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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lS5f6NDalmqK+SaeHMeYveAcQYIwpoSWPZfWTn376yftAnPYGYrP9+/d7HziO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\n46BjZmalcdAxM7PSOOiYmVlp/gdJ0J7s58r+nwAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x115884f28>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.violinplot(x=\"type\", y=\"reach\", hue=\"has_question_mark\", data=df[df['clicks'] < 3840], split=True)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"deletable": true, | |
"editable": true | |
}, | |
"source": [ | |
"## 💡Discoveries\n", | |
"* Again, too few datapoins on each category" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# 🔦Ok, so what? What should we do now?\n", | |
"* It appears that posts published on weekends get more attention, it's a good thing to schedule more posts on weekends to see if this holds true\n", | |
"* Same with posts published between 7pm and 7am" | |
] | |
} | |
], | |
"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": "3.5.1" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 0 | |
} |
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