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Created January 13, 2018 02:14
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Qiitaアドベントカレンダー2017の分析
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Qiita Advent Calendar 2017 の分析"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"from pathlib import Path\n",
"\n",
"from IPython.display import display\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"from pandas.plotting import scatter_matrix\n",
"\n",
"%matplotlib inline\n",
"\n",
"data_path = Path('.')\n",
"year = 2017"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# calendars.tsv"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>title</th>\n",
" <th>url</th>\n",
" <th>category</th>\n",
" <th>participants_count</th>\n",
" <th>likes_count</th>\n",
" <th>subscribers_count</th>\n",
" </tr>\n",
" <tr>\n",
" <th>calendar_id</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>haskell5</th>\n",
" <td>Haskell (その5) Advent Calendar 2017</td>\n",
" <td>https://qiita.com/advent-calendar/2017/haskell5</td>\n",
" <td>Programming Langs</td>\n",
" <td>5</td>\n",
" <td>23</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>vivaldi</th>\n",
" <td>Vivaldiブラウザー Advent Calendar 2017</td>\n",
" <td>https://qiita.com/advent-calendar/2017/vivaldi</td>\n",
" <td>Web Technologies</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>yaruki</th>\n",
" <td>やる気 Advent Calendar 2017</td>\n",
" <td>https://qiita.com/advent-calendar/2017/yaruki</td>\n",
" <td>Miscellaneous</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" title \\\n",
"calendar_id \n",
"haskell5 Haskell (その5) Advent Calendar 2017 \n",
"vivaldi Vivaldiブラウザー Advent Calendar 2017 \n",
"yaruki やる気 Advent Calendar 2017 \n",
"\n",
" url \\\n",
"calendar_id \n",
"haskell5 https://qiita.com/advent-calendar/2017/haskell5 \n",
"vivaldi https://qiita.com/advent-calendar/2017/vivaldi \n",
"yaruki https://qiita.com/advent-calendar/2017/yaruki \n",
"\n",
" category participants_count likes_count \\\n",
"calendar_id \n",
"haskell5 Programming Langs 5 23 \n",
"vivaldi Web Technologies 1 3 \n",
"yaruki Miscellaneous 1 0 \n",
"\n",
" subscribers_count \n",
"calendar_id \n",
"haskell5 0 \n",
"vivaldi 0 \n",
"yaruki 1 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"calendars = pd.read_table(data_path / 'calendars.tsv', dtype={'likes_count': int, 'subscriber_count': int})\n",
"calendars = calendars.drop('year', axis=1)\n",
"calendars = calendars.set_index('calendar_id')\n",
"calendars[:3]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# likers.tsv"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date</th>\n",
" <th>user_name</th>\n",
" <th>user_url</th>\n",
" </tr>\n",
" <tr>\n",
" <th>calendar_id</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>haskell5</th>\n",
" <td>4</td>\n",
" <td>takenobu-hs</td>\n",
" <td>https://qiita.com/takenobu-hs</td>\n",
" </tr>\n",
" <tr>\n",
" <th>haskell5</th>\n",
" <td>4</td>\n",
" <td>makoraru</td>\n",
" <td>https://qiita.com/makoraru</td>\n",
" </tr>\n",
" <tr>\n",
" <th>haskell5</th>\n",
" <td>4</td>\n",
" <td>lotz</td>\n",
" <td>https://qiita.com/lotz</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date user_name user_url\n",
"calendar_id \n",
"haskell5 4 takenobu-hs https://qiita.com/takenobu-hs\n",
"haskell5 4 makoraru https://qiita.com/makoraru\n",
"haskell5 4 lotz https://qiita.com/lotz"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"likers = pd.read_csv(data_path / 'likers.tsv', sep='\\t')\n",
"likers = likers.drop('year', axis=1)\n",
"likers = likers.set_index('calendar_id')\n",
"likers[:3]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ランキング上位の比較"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>calendar_id</th>\n",
" <th>category</th>\n",
" <th>likes</th>\n",
" </tr>\n",
" <tr>\n",
" <th>subscribers</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>vscode</td>\n",
" <td>Editors</td>\n",
" <td>89</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>javascript</td>\n",
" <td>Programming Langs</td>\n",
" <td>32</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>chromium</td>\n",
" <td>Web Technologies</td>\n",
" <td>102</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>vue</td>\n",
" <td>Libraries</td>\n",
" <td>35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>docker</td>\n",
" <td>DevOps</td>\n",
" <td>122</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>slack</td>\n",
" <td>Services</td>\n",
" <td>212</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>smart-speaker</td>\n",
" <td>IoT</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>vim</td>\n",
" <td>Editors</td>\n",
" <td>60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>go</td>\n",
" <td>Programming Langs</td>\n",
" <td>50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>vue2</td>\n",
" <td>Libraries</td>\n",
" <td>27</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" calendar_id category likes\n",
"subscribers \n",
"1 vscode Editors 89\n",
"2 javascript Programming Langs 32\n",
"2 chromium Web Technologies 102\n",
"4 vue Libraries 35\n",
"5 docker DevOps 122\n",
"6 slack Services 212\n",
"7 smart-speaker IoT 15\n",
"8 vim Editors 60\n",
"9 go Programming Langs 50\n",
"9 vue2 Libraries 27"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>calendar_id</th>\n",
" <th>category</th>\n",
" <th>subscribers</th>\n",
" </tr>\n",
" <tr>\n",
" <th>likes</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>fromscratch</td>\n",
" <td>Company</td>\n",
" <td>134</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>tis</td>\n",
" <td>Company</td>\n",
" <td>152</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>crowdworks</td>\n",
" <td>Company</td>\n",
" <td>218</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>livesense-gaku</td>\n",
" <td>Company</td>\n",
" <td>152</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>ateam-lifestyle</td>\n",
" <td>Company</td>\n",
" <td>258</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>musashino</td>\n",
" <td>Company</td>\n",
" <td>91</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>ex-mixi</td>\n",
" <td>Company</td>\n",
" <td>163</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>mixi</td>\n",
" <td>Company</td>\n",
" <td>136</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>litalico</td>\n",
" <td>Company</td>\n",
" <td>246</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>increments</td>\n",
" <td>Company</td>\n",
" <td>156</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" calendar_id category subscribers\n",
"likes \n",
"1 fromscratch Company 134\n",
"2 tis Company 152\n",
"3 crowdworks Company 218\n",
"4 livesense-gaku Company 152\n",
"5 ateam-lifestyle Company 258\n",
"6 musashino Company 91\n",
"7 ex-mixi Company 163\n",
"8 mixi Company 136\n",
"9 litalico Company 246\n",
"10 increments Company 156"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ranking = pd.DataFrame(calendars['category'])\n",
"ranking[['subscribers', 'likes']] = calendars[['subscribers_count', 'likes_count']].rank(ascending=False).astype(int)\n",
"ranking = ranking.reset_index()\n",
"display(ranking.set_index('subscribers').sort_index()[:10])\n",
"display(ranking.set_index('likes').sort_index()[:10])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# カテゴリー別総計"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>cals</th>\n",
" <th>subs</th>\n",
" <th>likes</th>\n",
" <th>subs/cal</th>\n",
" <th>likes/cal</th>\n",
" <th>likes/sub</th>\n",
" </tr>\n",
" <tr>\n",
" <th>category</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Academic</th>\n",
" <td>22</td>\n",
" <td>3015</td>\n",
" <td>2284</td>\n",
" <td>137</td>\n",
" <td>103</td>\n",
" <td>0.757546</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Company</th>\n",
" <td>204</td>\n",
" <td>5934</td>\n",
" <td>56898</td>\n",
" <td>29</td>\n",
" <td>278</td>\n",
" <td>9.588473</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Databases</th>\n",
" <td>9</td>\n",
" <td>570</td>\n",
" <td>492</td>\n",
" <td>63</td>\n",
" <td>54</td>\n",
" <td>0.863158</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DevOps</th>\n",
" <td>19</td>\n",
" <td>1787</td>\n",
" <td>670</td>\n",
" <td>94</td>\n",
" <td>35</td>\n",
" <td>0.374930</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Editors</th>\n",
" <td>10</td>\n",
" <td>1980</td>\n",
" <td>1068</td>\n",
" <td>198</td>\n",
" <td>106</td>\n",
" <td>0.539394</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IoT</th>\n",
" <td>17</td>\n",
" <td>1795</td>\n",
" <td>2800</td>\n",
" <td>105</td>\n",
" <td>164</td>\n",
" <td>1.559889</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Libraries</th>\n",
" <td>61</td>\n",
" <td>5656</td>\n",
" <td>7080</td>\n",
" <td>92</td>\n",
" <td>116</td>\n",
" <td>1.251768</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Miscellaneous</th>\n",
" <td>63</td>\n",
" <td>2093</td>\n",
" <td>5255</td>\n",
" <td>33</td>\n",
" <td>83</td>\n",
" <td>2.510750</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mobile</th>\n",
" <td>13</td>\n",
" <td>1452</td>\n",
" <td>2306</td>\n",
" <td>111</td>\n",
" <td>177</td>\n",
" <td>1.588154</td>\n",
" </tr>\n",
" <tr>\n",
" <th>OS</th>\n",
" <td>6</td>\n",
" <td>548</td>\n",
" <td>379</td>\n",
" <td>91</td>\n",
" <td>63</td>\n",
" <td>0.691606</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Programming Langs</th>\n",
" <td>89</td>\n",
" <td>8994</td>\n",
" <td>10690</td>\n",
" <td>101</td>\n",
" <td>120</td>\n",
" <td>1.188570</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Services</th>\n",
" <td>40</td>\n",
" <td>3108</td>\n",
" <td>2184</td>\n",
" <td>77</td>\n",
" <td>54</td>\n",
" <td>0.702703</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Web Technologies</th>\n",
" <td>40</td>\n",
" <td>3691</td>\n",
" <td>2909</td>\n",
" <td>92</td>\n",
" <td>72</td>\n",
" <td>0.788133</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" cals subs likes subs/cal likes/cal likes/sub\n",
"category \n",
"Academic 22 3015 2284 137 103 0.757546\n",
"Company 204 5934 56898 29 278 9.588473\n",
"Databases 9 570 492 63 54 0.863158\n",
"DevOps 19 1787 670 94 35 0.374930\n",
"Editors 10 1980 1068 198 106 0.539394\n",
"IoT 17 1795 2800 105 164 1.559889\n",
"Libraries 61 5656 7080 92 116 1.251768\n",
"Miscellaneous 63 2093 5255 33 83 2.510750\n",
"Mobile 13 1452 2306 111 177 1.588154\n",
"OS 6 548 379 91 63 0.691606\n",
"Programming Langs 89 8994 10690 101 120 1.188570\n",
"Services 40 3108 2184 77 54 0.702703\n",
"Web Technologies 40 3691 2909 92 72 0.788133"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cals_by_category = pd.DataFrame()\n",
"cals_by_category['cals'] = calendars.groupby('category')['title'].count()\n",
"cals_by_category[['subs', 'likes']] = calendars.groupby('category')['subscribers_count', 'likes_count'].sum()\n",
"cals_by_category['subs/cal'] = (cals_by_category['subs'] / cals_by_category['cals']).astype(int)\n",
"cals_by_category['likes/cal'] = (cals_by_category['likes'] / cals_by_category['cals']).astype(int)\n",
"cals_by_category['likes/sub'] = cals_by_category['likes'] / cals_by_category['subs']\n",
"cals_by_category"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([<matplotlib.axes._subplots.AxesSubplot object at 0x10ae1dbe0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10af55b00>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10bccdc88>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10bd08c50>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10c33f6d8>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10c33f710>],\n",
" dtype=object)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10af92be0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cals_by_category.plot.bar(subplots=True, figsize=(4, 10))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 購読者数といいね数の相関関係"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>likes_count</th>\n",
" <th>subscribers_count</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>likes_count</th>\n",
" <td>1.000000</td>\n",
" <td>0.196388</td>\n",
" </tr>\n",
" <tr>\n",
" <th>subscribers_count</th>\n",
" <td>0.196388</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" likes_count subscribers_count\n",
"likes_count 1.000000 0.196388\n",
"subscribers_count 0.196388 1.000000"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"calendars[['likes_count', 'subscribers_count']].corr()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10c538198>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c54f4e0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"calendars.plot.scatter(figsize=(4, 4), x='subscribers_count', y='likes_count')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10c718a20>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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cx8kYUU2r5YSIlAHVqhoVkW2BnwATVbUmOL+jqs5qspBWpKKiQisrK8M2w3E6JCIyXVUrmsuXiQ9oGlAsIn2AF4HTsXE+ALQl8QmFV16Bv/4VHngAamsbz1dTAxddBNttB4MHw/TprWai47Q1MhEgUdUq4HjgTlU9ERs06Nx4Ixx1FFx+OZx1lolLebk5qEeONNGJceaZcMcdNmjxP/+Bn/4UvvgiPNsdJ0QyEiAR2Rc4DXg+SItk36R2Rm0tXHKJjQeqrYW1a01Q1qyB6mp4+GEYPbo+/0MPWXr89c8+2/p2O04bIBMBOh8YDTwVOIy3Bqbmxqx2RFUVNOVHq662XrIY+Q38/nl5UFiYG9s2kjTdg47TYjJZmPBVVT0GuC04/kJVvfunc2cYNChZWOKJHxR52WX1Y4fy8+36k9rW6kZLlsC++5p5XbvC44+HbZGzqZJJPKB9ReQj4JPgeBcRuTNnlrUnJk2yCaklJdCnD3TrZvuFhVBWBrfcUp/34ovh3nvh5JPhnHNg5kzo3j0821Nw7LFQWWmzS1atghEj4IMPwrbK2RTJZBzQzcBQbMAgqvq+iByYE6vaGz/6Ebz2Wv3x8uXw2GM2N+zoo2GbbRLzDx9uWxskGoV337XXGKrw+uuw887h2eVsmmQ0EFFVF0jiXKe67JqzidC9u/V2tUPy8qBTJ1gdF3A3EklsRTpOtsjECb1ARPYDVEQKRORC4OMc2eWEyNix1oIsLrYW5C67wM9+FrZVzqZIJjWg3wC3YKEwFmGDEc/OhVFOuJx0kg1lev11q/kcf3zTPnbHaSmZ/KyiqnpafEIwQXR5dk1y2gK77GKb4+SSTJpgz8aW5AEQke0BH0HnOE6LyUSArsZEqJOI7AE8Dvx3bsxyHKcjkElM6OdFpADz/ZQDP1NVj8LuOE6LaVaAROQ2EqMddgE+x+I646OhHcdpKenUgBoG1fH4EY7jZIVmBUhVm1v7q2NQXQ3ff2/90h543nGyQrNO6CBMKiLyYbCUTsKWexPbAH/5C3TpAv362cTTr78O2yLH2SRIpwl2XvB6dC4NabO8+KJFOowFFZszB048Ed54I1y7HGcTIJ0m2OLg9avcm9MGeecdWLeu/riuDmbMCM8ex9mESKcX7HtSr/klgKpq5xTnNh369bOJUWvX1qdtsUV49jjOJkSzPiBVLVfVzim28k1WfFatgvnzrbZz6qmw3342RbxzZ4v1/K9/hW2hswlQWwtjxsABB8Bpp8HChWFb1Pr4FMOG/PnP5vOJRGyRwalT4YUXYNo0+O472HtvrwE5WWHUKHj0UYvqG4nASy/Bxx/DZpuFbVnrkc2lmZMQkftEZKmIzIpL20xEJovInOC1W5AuInKriMwNeth2j7tmRJB/joiMyJnBkyfDDTdYILHqaliwwKaC5+XBQQfBcce5+DhZobbWVnCqqrLjujrbf+GFcO1qbXIqQNi6YcMapF0CTFHVgcCU4BjgCGw55oHAKOAuMMHCVlTdG1tH/k8x0co6M2bA+vX1x9EozG4bi7A6HYOOthBATgVIVacBKxokHwvEBjeOA46LS39AjbeAriKyBRYGdrKqrlDVlcBkkkUtOwwYAEVFiWl9+uTkVk7HJj8fTj+9fn2CSMT2jzgiXLtam1zXgFLRK9a1D3wD9Ar2+wAL4vItDNIaS88+J5wAQ4daGMAuXczp/MgjzV+3ZIktMFhaCv37J8aHdpxGGDvWlowbPNjWKJg+vWP5fyBkJ7SqqohkrdIpIqOw5hv9+vXLvIC8PFuDprLSAsvvsUd6wZCHDrWmWm0tfPWV/Y199JF14TtOI+Tnwx//aFtHJYwa0JKgaUXwujRIXwT0jcu3ZZDWWHoSqnqPqlaoakXPlkZRF4E994Rhw9ITn9Wr68UnRl6eLbvcFhk7Fnr0sOEEv/hFos/LcVqZMARoPBDryRoBPBOXfkbQG7YPsCpoqk0ChohIt8D5PCRIaxuUliZPTlW1Ff3aGpMmwfnnW+1uzRpbOuh3vwvbKqcDk+tu+IeBN4HtRGShiIwErgEOF5E5wGHBMcAE4AtgLjAWOAtAVVcAY4B3g+3KIK1tkJ9v44ZKS82TWFYGu+0Ghx/OZ5/BW2/ZJHrmzLHFC3v2hEMPDWdC6/jx9f2+kLxstOO0Mjn1AanqKY2cOjRFXqWRVTZU9T7gviyall0uuMBE5623oE8f9JRTGfmrCI88AgUF0C3/e+bqYPK/+9ZqR6++CgceCJ980rrLTfTsaQbFJtZC26ypOR0GHwmdLQ45xDbgmaetdVNdbdvOzKQ6bz3lsUEedXXwzTfw5ZcwcGDr2XjOOeYDWrHCfFaFhXD77a13f8dpgAtQDvjkk0Tf7lrKkGiDRWRra21+WWvSowfMmmVz2aqq4MgjYccdW9cGx4nDBSgH7LCDjWeMdYzNZDdmlu3P/vqaPfhlZbb6XxjTOrp1s5qQ47QBXIBywNFHWw/3P/5hrZySEqHHlOfgP/fZ+KA99oD/9hWNHEd0E518UlFRoZWVDePpbwTRqE1SLS5O+5IFC2DlSth224wuc5x2j4hMV9WK5vKFMQ6ozfPsszZE/u67TXO47TYLStapk4XjWLYsrXL69oWdd3bxcZzG8CZYA/70J4vIUVVlQ3seuH0V0764jPwNGyzDjBk2cefll8M11HE2AbwGFMe6dXD11fVj9aqq4MM5xby8br/6TDU18Pbb4RjoOJsYLkBxVFcnz6rIyxO+L2gQfqhHj9YzKlt8+KHNb6uosJHb0WjYFjmON8Hi6drVhsXMmlU/WFjzIuy3flp9JhH4+9837kYffQTXXmtzNH75S/iv/9q48prjyy8trvXatTYS++OPbTDi9dfn9r6O0wxeA4pDxOZrHnywidGgQfByn9PZQuPmbRUU2AMcY/ly6+pKl88+M0f2gw/CU0/B8OG2n0ueeMJGRsZ6PKuq4J57cntPx0kDF6AG9OxpIrRypUXZqFg1JTHDhg0wb56114YOhd69oVcvC2YWP8eqMe65p74mAiYGY8Zk/X0kEIlYiJB4fHlppw3gAtQcgwfbaMIYZWU2kfTSS22ljA0bTHheeAGuuabxcmJs2JAc+Dc+llAuOPlkG0YQE6HSUrjwwtze03HSwAWoOe67zwKU5efb9vvfW21n2rTEFVOrqtILxTpiRH0gYLD9s87Kvt3x9O4N771no6+POMLGNV12WW7v6Thp4E7o5ujaFV5/3ZpNhYXmAwKbxf7BB/W1l8LC9Ga277EHTJhgAlBVZU7o1pibNWAAjBvXfD5no1m/3iK0TJhgrfPbb7ev3UnGp2Kky+zZMHKkza/Ybz+44goYMsRCsoL90t5+u+NFFXeSOOUUeOYZcxOCDaD/8ENbr6CjkO5UDK8BpcOyZbD//rZks6pFEVy40OJuvPaa+VYOPND8LE6HRtU6HeP7I2prYeJEOPPM8Oxqq7gPKB1ee82CiMVqixs22BoqtbXmU9lvP3P09u9vg/0WpYyZ73QQGga5jESSl5tzDBegdCgtTe65UrVf1fr1Nuv02WdtSZ5Jk2w046pV4djqtDo1NfCrX1lTq3t3G0cW62coKDA34gknhGffhAlw1FG2snhbW6zFm2DpcOih5mCePdtqPyUl8Otf2+u99yaLzXffwUsvhfurc1qNSy6Bhx6yPoW1a+GVV+A3v7GWe+/ecNFFts5lGDz9NJx6ar0/avJkmDLF1kdoC3gNKB0KCuCww6zWU1ho86gOP9zOLV+e+ppsDfRbvdq6zwcMsJjTc+Zkp1wnazz9dOJiI1VVJj4PPGBDw7p3z81933wTbr3VXJKN9SX99a/14hOz7eabc2NPS/AaUCq++w6uvNKmTRxwABx0ENxxR6Jn8aSTLF+vXuaEjp/cWVhogrWxqJqPafp0a+rNnw/77mt2eW9bm6F7d/jii/rj/Hz7WeSSm26yFVXr6ux+w4bBv/+deom6hrSpeciquklue+yxh7aI6mrV7bZTLSxUBdXSUtV991UtL7fj2FZYqDp8uGpZmWpJSX36Fluofvxxy+7dkOXL6+2IbZ07q44fn53yQ6C2VvXaa1UPOUR1xAjVRYvCtmjjefNN+xkUFKgWF6v26qX6zTe5u19VVfLPoqxM9Y03kvM+/LD9hGP5SkpUX301d7bFACo1jec0tBqQiMwDvgfqgFpVrRCRzYBHgf7APOAkVV0pIgLcAhwJVAG/UNX3cmLYa6/ZooGxAGRVVfDuu/UDEGMUF5vjee3a+rTSUuuebzjvqqXEmnvxxJzf7ZQzz6xflCM/32awfPyxxcpvr+yzjw00f/ZZ+2qGD89txJZVq5J/YpFI6kCdw4fbuVtvtZ/wZZfZiJE2QzoqlYsNE5geDdKuAy4J9i8Brg32jwQmAgLsA7zdXPkZ1YBqa1XPPVe1Uyf7u2j491JYqHr99apFRZanWzfVP//Z9uPz5eerrlqV/n3TYdSo+r+woiLVnXZSXb8+u/doJWpr7SOK/8g6dVL95z/Dtqx9UVen2r+/al5eYg1o4cKwLauHNGtAbc0JfSwQmy8wDjguLv2B4L29BXQVkeytaXP11baExZo19tdcU1PfmC4utgmpF1wAS5bYX93ixeYDqmuw1leXLlBenjWzAAtMffPN5ogePdo8j/GTY9sRscclVbqTPnl51pO1/fa236sXPPcc9OkTtmUtIB2VysUGfAm8B0wHRgVp38Wdl9gx8Bywf9y5KUBFU+VnVAPaddfEv2Wwv5eyMvPzrFmT+rrttku8pqhI9b330r9vB2HDBtV162z/9NPrK3SRiGqPHqrLloVrX3smGg3bgtTQDmpA+6vq7sARwNkiktAyDd5ERv+NIjJKRCpFpHJZmitXAKkb7NGo1YZefDGxHzOezz5LvmbatNR5OyCqcP755horK7P10u64wyKB7LWXDYx7993kj3/+fHj8cXj1Va8dNUd7D+sUmgCp6qLgdSnwFLAXsCTWtApelwbZFwF94y7fMkhrWOY9qlqhqhU9e/ZM35gbbrBhrA0dzarWHEslKjNnJj8dNTW5G/QRMtGoafGDDybrbmPce68tRV9ba63ViRMtJPVRR9m83ccfT56g+dJLFoly5Mj60bttqtvYySqhCJCIlIlIeWwfGALMAsYDI4JsI4Bngv3xwBli7AOsUtXFWTNol10stMaYMcndC3V15v8pL7dQqvPmWfqsWan/fsrKsmaWau5jlaVDNGpCcMIJFrpo111t8FtzTJ6cOEAvGjXxOvhgeOON1Necdpp1LK5eba8vv5zevZz2SVg1oF7A6yLyPvAO8LyqvgBcAxwuInOAw4JjgAnAF8BcYCyQ/QheAwbAxRdbP3FsIk9srtdXX5mDurLS+jBramy501Ttgy+/zIo5TzxhPu3CQtPHhQuzUmyLmDABpk61j2DNGmuRnn5689f175/aX15VBVddlZyuCt9+m5hWW2sRUNobixebY/jtt70Z2STpOIra49aSgYivv6465PCoXv3je3Xu4DNUf/lLG/jXoN94/osf62OPqc4v2Vaj8eeKi1WfeSbj+zbko48SB49FItb7nooHHlDdf3/VIUNSD0RTNQfwddepnnGG6m23WXd4kyxfrvrOO6qLF6uq6t//nmgPqIqYc7kpVqxQ3XrrxO7i2Hbwwamv2XnnxPylpTbQrz3x6qs2vKBzZ+vHOOmktusszhWk6YQOXShytWUqQO+8k/iQlZaqPvGn95OevNqCIt2heI7+d8njekbBQ/rHvKs0WhqMhj7ttPR+aVVVqgsWqNbUpDx97732w23YKRfrSYpxzz3JNldWJuapq1P96U/rB2uXlqoef3wTtj33nN28c2cT1Lvv1hkzEgd75+Wp7rBD829T1ToQL7ggcWhVaanqY4+lzv/ll6rbbGP5CwpUb789vfs0ZMMG+4gbfmatwY9+lPSfpU8/3fp2hIkLUIYCNHKkfRrFVOn/8A+9kOv0hK3etac1UINoWZmOy/+lzqOfrqJcV9FJl9FdX7/oaet+TyU+48bZL7JzZ9X/+R/VsWOtu76kRHXzzVVnzkzIvn69DZ9vKEClpcnFNxwFAKq//nVinunTk8sqLlb96qsUH8KaNcmZS0pUv/hCx42z6/Inn8ErAAAbFklEQVTz7b7z5mX08eo//2m1m512Un3wwabzRqOq337b8vGW//mPateuZnpJieqTT7asnJYQjSbX+IqKVG++uT7P11+rnnqq6t57q/7hD+GIZK5xAcpQgH71KxOfD9hBqyjSOkRryVO97DJ7ei6/XNc99ITextm6noIffl015On8XY5OXeiUKYlVlOJia0/F/zp79fpBWW680f71CwvtsthWUqL6r38lF/+TnyQL0JlnJuZ5443kVmRZmeonn6Sw97PPkkd3d+miOmmSqlpt6vvvM/pYW51168zkhuKd7VHCdXWNDw8bNMiaqPH3f+01O/f996pbblk/IrykRPXoRn4+7RkXoAwF6L33VH9TeK9WUZz8VP/2t6qDB2vNkCN0Akckna8auHPqQs87L7ms+F8mmNosX67TpiX7fX78Y9W771Z9//3Uxd9/f3ITrEGFSteutR98TPcKCky4Yn6gBQtMXz79VJusAbUX5sxJfgtduqi++GL27hGrDUYiqttvn1ybnDtXtV8/++gKC23ybYxnn02e11xQoPrdd9mzry3gAtQCJ/RXv71e6xoKRszpARoFXUBvXUP9U7+OQo2OGpW6wCuvtF9XCgF6hQN1Wz7R7nyrJ51Yp1ddlTwFraCgaXtXrFA98ECrtGy5perkyanzzZ9vTup+/VSPPVZ1yRJLf/xxE60uXexhufJKtSektDTBB9SeWL06+XME1W23VX3++Y0vP5U/bMcdk/PV1Vmtq2Et6bnnUgtQtqcQho0LUEvCcQwfnvzLbbDVgX5BP40GglSHaLRHj9TxF5YtM/9PUZH9XZaWqh5zjH5avLOWsibBR7Dbbsn/3L17N25qTY398GMPW0GBap8+qr//vfVaNeLf/oGqqsQHKVbZmT1bVZcv12/Gv61/u2ixXnqpPXTthepq081UX18kovryyxtX/t13p+4RbO7zjrFmjepWW9X/L5WWqp5wwsbZ1BZxAcpUgJ58slnxiQlQDQ38OAUFqldfnbrcb79Vvekmmz3/q1+pbr21Ltt8ez0qf2JSJWvoUKvNlJebGE2d2ri5zzyTuns79qM+/HCr1r/2muqsWckO7Hnzkh+kzp3tH3rePJvwn59vD1dpqeorr6T3MY4ebW6trbZSfeKJ9K7JJqmaYPHbwIEbV/4zz6R2k2XC0qWq//u/qgcdpPqnPzU/nKE94gKUqQAdeWTqX+zxx//wpMZqPSn9OrvtprrttlpzyBB9f/w8nT1btW7+QtWbb9a1V9+sc4eepTVF9U/8Wkp0D979oYiyMqu2T5liXdTz5zdu6tKlyY7lhltJieXp3NnMHz7cyq+ttXE1L7yQ7KyNuXt+/vPk8ioqGrfnjTdU99knuTywFl1DNmwwXc7F2Jjvv0+u2cVv+fkbV35dnepRR5kIdepk98rC0K82zdq1qlddZROJ777bPoPmcAHKVIBOOCG1sCxapDpunL5TsG9yzSe++pKfrzVEdCWddSo/1YOKXtfVkS5aV1ik1UGvWsOa1PX8XqFOSws3ZDTe5d//TvYjpDIp/riszDrzYj6jzp2tqzr2IBUX26DGl19O7qgD8zHFfEfxzJ6dXJOK33bZJTH/XXdZs7GwUHXAANXPP8/sa0qHhx+udwA3tKdz540vv67OBPyBB8x5H42q/vWvNn5phx1Un3pq4++RTRYssM997FgT/kzYsEF1993rm7WlpTY+tzlcgDIVoH79Uj9BkYjq/vvr27e/neB8bqx5pqDrydfvKNfaONFpWHOKgr7BPvoHrtEXf3R6RqY++2xyMyCdbdiwZAfqfvtZ7/vq1Vb24MGpry0qsh/fhAmJtlxxReNNQUh00FZWJt5fxHqRcsH8+daq7tat3r7iYtU778xO+dXVFlK2c2f7M4jvaygpabr53JrMmmU2lpTY97f55pmFwZ06Nfm3VlCgunJl09e5AGUiQNFo00+uiGpBgdaVdtJayW86b7DVENFDeVELWad9macfM9DGFaUQI91mm/RtVRvrMmBAco9+bNtss9TnDjssOW2LLRLL3n33pt9ap06JPotrrknu6Ivfxo2rz3vzzantig0JqKtTnTbNBDZbMYJWrLDevbPPVp04MTtlqtrA1aaaeunUElqDIUMSP/P8/OTBqk0xcWJyc7+4+IdZOo3iApSJANXUpCUqmpdnv7qGT1GKp2odhdqFFfVZqNVLuUJvk9/qQ3KKvsnedqK01OZUqOngX/5iAtKtm42BbOgn+fJLq4U05miNmdKwVhKJqJ5/fqJY5OebP2PRItUxY8yBfMklTTepiosT/0EXLUqsZcS28nLVW25JtP2I5CFUChZjf8MGc8rGmodduqTf+xaNWo1nwYLWm3PVs2fjn5GICV62eOIJ1WOOsdHTs2Zldu3OOyfbd8wx6V//3Xf2XmPfb2Gh+QOb+5xdgDJtgqUjQLFtv/00WlamdZF8rSkq0zXnXqK67bYaDZwn31OmN3JeikujGomolpfValmkWs/p+5Q5LALGjk1++PPyrOaycqXqhReaADT1z9vYVlKSKBKxQXQzZpjgxfd4nXWW9RZts01y7aZLl+Qu52nTEv1GkYiNBo5RU2PCmsq3FLPttNOS33uq8TUNWbPGmo1FRbYNGdI6Uxt+/OPGxae83HrjskH8YFMRE+iUo9gb4dJLkwerjh2bmQ1z59rk4a22som1K1Y0f40LUCYCVFeX0dMc7dtPx27zVx1TcIX+rPQF7dxZdfpbG1T//nf96uSL9KS8fytE06pQXX55/b9JqiZSbNtuu6a7lzPdCgps9v+FFyYLw85xA7vvvNMe7PJyq5lMm5b40VVXq554YnKw+fx865HasMFm6zc8n0qEGqZ17WqjjH/3O5tGF8wISeDss5PL3ntve3BTOc2zxcSJ9jBHIvan0KOHRRs477zsiY+q/Qk0FLjf/z7962tqrLlYWGifcapadS5wAcpEgO6+u3GxAZ3L1vox2yX4cNaTr1UU6XX8Xo/had3+J/atLlyYmRAUFpqPYtYse5Cbyps8wC76w6tQm5boxW9PPWXjURqmDxiQ+PF8+63qhx8mj+qtrbWHPVVvU2GhnR83Lj3hLClJzJefbw7ybt3qBbK0NHkFjR13TF1eUZFdmw0xWLCgfiT50UfXjzl97z1rut58c3q1gpbQv3/yezv33MzLiUZbNySIC1C6ArRqVeonKBCaQ3lBhTrNZ70O4kNdSnddSo8EMVpNJ308/2Rd9V1U77qr+S7yhlus2t4wjEPDLbm3Kar784oewot6Cg/EiVB6QjR/vtUqGlbRR49O76N7443UvXElJTYaW9W6p5ur/cTEtW9fy1tcbE24Cy9MvnarrRJt2H//pj+vTPwdqaiqMrvi59Jtu236I583lhtuSP5+pk9vnXtvDC5A6QrQnDlaJ6n7kaOg/2HveqGgVgtYrwWs11LW6ESG/JB3NoO0U2mt5uWpisREIH0xiD0wffum7ik65JDUvU0RNmgR1c3eq2Ez68gj6/8RH3jA/t0339yq96kermjUej6WL69PmzIluYekoCAx9k3DSbZ5eTZSOpXm5+WZDXPm2P0uvjg5T69eiXY9/XTTn2lLF8iN8dZbyc3D4uJgykorEI2q3nGHOX4POqh+Vn1bxwUozV/eW6+uSz26OdiqKWpcMKjVr9hSqynS7nzbhACkL0IFBdY1Xl5uD2nnziYKd93V+ByndLZu3Uzcttqq3nfRrVt6y/SuXm3NoaKi+hWpa2vNx/OjH9WLW2GhDTxsOFL2ttvsXCRignDhhY0PIQDzdz3/vEVTjE8vLTVRiicabXwYQGmp+TxirFhhY4OefdZqNukwZUrqshuLUNAS1q1TffRRqzV+9ln2yg0TF6A0BWjSThc0KUCrKdMINY0ISVR3ZIbezllawLq0xaCoKPVSZA1rA927149cveiilotPbEs1Ori8PLFWE8/69fag/uIXZnP8g33jjZbnyy9t3ln//jaFo7Gy6urqH/pUvX3xW35+YtNLxPxDf/xj6nCyL7+c3FSLRGygYGzM0uefm6O4vNy2gQObH0ynagLdsPYYiSSHPWkp1dUm2rFFeUtLTfTaOy5AaQpQwykSsS0at31JPy34oZnTMGtUoS7tWo5QpzvmzdYyWZuWYOy0k+qeezZdY9iYrXNn6w2LJxq13pz8/PpJ/A2vazKsazOsX29zx8rKGu+ab/h+i4qaLnP+fJuiMnWqiVRDoRo2LNGHVlhoot4c8+cn1zyLihoX2ky5667kJl7//tkpO0zSFaC2tjRz67J8OdLI2ocSt23FfEZyP4WsJ5+aBjmV+sVFUpWVmFbABj6LbsM6LaCQRhY8DKiuhg8/tMX7NLWZG82GDdC7d2Jaw/W81q1LPJ+XB198AXPn2srRJ5xgKxetWJGYb/16W0m6sjJxFevCQnjtNXj0Ubj/fltoJBKpPx+JJK+OVFzc9Pvo2xd+/nM46CC7Pr48sNWU4tcX27ABPv+86TJj5V53HZSU2ColJSVw112w2WbNX5sO33yT/PkuX56dstsF6ahUe9zSqgFNnJj015tqxnsU9Br+oGV8r5dxpe7BO3Gn6+JqQqn+zeOdww1rSpl1m7dkKyhouvaUqhZwyinJ+WLjXRqmx9IKC+2fOxaydckS8+GUl1vzYs89bVZ1KtasMd9QLBTJNtuYbyk+Zs4ddzT/dTbFr3+daH9pqfmm0uXzzy2qYqaxsJtj6tTEGmZhoXUQtHfwJljzArT6xTcbFZz44zpED+Yl7cRqfZiT9SbObYEYpO6l2o1K7c3CnIpQJGI/7Hg/DlgTK1Uo0NGjE31FItbd3aNH0/fp1MmaQao2pineOVxcbKNyG6O21rqX33zTAhMUFdn13bs3voJGJqxda2N5Yv6lkSPTCyvRGtxxhzXDIhHr6crVmKLWJF0BaldNMBEZJiKfishcEblkY8p68knY8oidWEDvpHMCaLBFES7iOv7DfnRhJTvyPgvZssmyI9QgNFxPONagiydKP+bzJMcFd8sNdXXWpCksrG+alJTA4Ydbs6IhF18MW21lq1V36mR5xo5NbhalYsMGe/3oI1u/Mca6dbb4bGNEIrD77tZcmzjRmm81NbZC6mOPpf9eG6O0FCZNsmbi6tXwj3+k935ag7POslVg162zBSC7dQvbotajjXwFzSMiEeAO4AhgEHCKiAxqSVnLl8Pw4bB53QIW0TdJFhT4LbdQwloi1PFvTuT/MYbP2I4ianmI4Y2WXcQ6/s3PKWZdIzlM1iBKGVVczhjWUh6kJea7kOt4lqPZj0bWMc6AmhoYOtSWri8vh2HDbPXVVHTpAjNnwgPXLuYfO97Mp4N+xk8m38Yvf9G4SOblQUEBHHaYHe+xR+KqqCUlsNdezdv51luJyznX1MD06Wm8wTQpLzdb0mX8eBgyBI4+2vxWuUIE8vNzV36bJZ1qUlvYgH2BSXHHo4HRjeVvqgn2+uuqw3lQhVodw+iUTbC/MzLOb6Nayhodxd26gYi+xuBGmyEn8rBWU6TPcaRuyTyVJL9PrZ7BfXo2t+oH2DyCr9hS631JQZOFKl2JhRhcS4nuzZuN3rN798bDGcW22GTNeB9IY0HsVdXmlHTpUt91VFqq0Ysv0X33rfcpFRbawMDttrOu+E8/rb985UobahBbVmjIkPTW+br66sReoUjErg2DJ55I9M+UlNiaY07zsKn5gICfA/+IOz4duL2x/E0J0JQpqr/hdoWo5lGra0ieCXkuNyU9xPls0FrydA2ljT7o9/A/CQnvs5P2ZkGCL+gZ/uuH4GZrKNEXGJIgUiWs1YkMTSjnn5zSqH/n+ustIH1TArTDDslpQ4c28Qu65ZZkp1GnThqN2hplZ59tc6CamnleV2cD6774Iv15SNXV1kUfC8vRu3cjiyi2AnvumfyZnXxyOLa0N9IVoHbTBEsHERklIpUiUrls2bJG8221FWzB1wBEifA7bqKa+n7etZTyKj9t9Ppv+FEjZ6JMZw/WUPpDykDmMIbL463keJ7kEq7hfkZwGVdzNM8BQkEB3HQTTOZwhjEpoeS8wEfUq1d9Ws+e5su48ELo0ye1RQUF8NOfJl4XQ5tyO6U6qYoInHoq3H47nHceFBU1XkReHgwcCAMGWBMjHYqL4fXX4aWX4Nln4bPPoF+/9K7NNo18BE42SUel2sJGFptg0ajqEQWTtIzvNdY7dSa36ycM1FkM0pN4KKHGEquVnMYDuppOui+vKSTO9yqiWh/hBL2Vs/WfnKI1RHQ9+foSBwf3abqGUlBQHz1wya0P67pIfd1/DaV6YOT1JsOJ/vvfqZeL2XdfC2L//PPJkxpThbf4gQULrAoSa2+VlqY3cm8T4pFHkptg7WUuVtiQZg1ItJ1IuojkA58BhwKLgHeBU1V1dqr8FRUVWllZ2Wh50Sj8suxRFqzrwedsw4/4mt2YzlJ6MYVD2UAJUfKoQ6ijgAF8ztE8xw58RFdW86/ICF6sO5j1FFBADTvyARfn3cxP8j6juq6QP+oVLC/ozeCR27P5FhHeftvuuXq1ORvLy22g4fbbw5FHmlM4oVfm8cf57qo7+HxBAeP6XMbgS3/KySc3/Rk9/TTccouVf8kl9YPyYkyYADfcYLWRiy6yezbJp5/C6NGwZAkcfzz87ndtp+uolXjiCavtFRTApZfaZ+o0j4hMV9WKZvO1FwECEJEjgZuBCHCfql7VWN7mBMhxnNyRrgC1q44/VZ0ATAjbDsdxskPHqk87jtOmcAFyHCc0XIAcxwkNFyDHcULDBchxnNBoV93wmSAiy4Cv0szeA/g2h+a0FLcrM9qqXdB2bcuVXVupas/mMm2yApQJIlKZzpiF1sbtyoy2ahe0XdvCtsubYI7jhIYLkOM4oeECZNwTtgGN4HZlRlu1C9qubaHa5T4gx3FCw2tAjuOERocWoGwGuW/Bve8TkaUiMisubTMRmSwic4LXbkG6iMitgZ0fiMjuObSrr4hMFZGPRGS2iJzXhmwrFpF3ROT9wLYrgvQBIvJ2YMOjIlIYpBcFx3OD8/1zZVtwv4iIzBCR59qKXSIyT0Q+FJGZIlIZpIX+Xf5AOkGDNsUNC+nxObA1UAi8DwxqxfsfCOwOzIpLuw64JNi/BLg22D8SmIgtq7EP8HYO7doC2D3YL8diMA1qI7YJ0CnYLwDeDu75GDA8SL8bODPYPwu4O9gfDjya4+/098BDwHPBceh2AfOAHg3SQv8uf7Al1zdoqxsZRljMkQ39GwjQp8AWwf4WwKfB/t+BU1LlawUbnwEOb2u2AaXAe8De2EC6/IbfKzAJ2DfYzw/ySY7s2RKYAhwCQYzdtmFXKgFqM99lR26C9QEWxB0vDNLCpJeqLg72vwFikZxDsTVoGuyG1TTahG1BM2cmsBSYjNViv1PV2hT3/8G24PwqoHuOTLsZ+AP16yt1byN2KfCiiEwXkVFBWpv4LqGdBSTrSKiqikhoXZQi0gl4AjhfVVdLXFT5MG1T1TpgVxHpCjwF/CQMO+IRkaOBpao6XUQOCtueBuyvqotEZHNgsoh8En8y7N9ZR64BLQL6xh1vGaSFyRIR2QIgeF0apLeqrSJSgInPv1T1ybZkWwxV/Q6YijVtugYxwxve/wfbgvNdgOU5MGcwcIyIzAMewZpht7QBu1DVRcHrUkyw96INfZcdWYDeBQYGPRWFmDNwfMg2jQdGBPsjMP9LLP2MoJdiH2BVXBU6q4hVde4FPlbVG9uYbT2Dmg8iUoL5pj7GhOjnjdgWs/nnwMsaODeyiaqOVtUtVbU/9jt6WVVPC9suESkTkfLYPjAEmEUb+C5/IJcOpra+YV7/zzA/wmWtfO+HgcVADdbWHon5AaYAc4CXgM2CvIItS/058CFQkUO79sf8Bh8AM4PtyDZi287AjMC2WcDlQfrWwDvAXODfQFGQXhwczw3Ob90K3+tB1PeChWpXcP/3g2127DfeFr7L2OYjoR3HCY2O3ARzHCdkXIAcxwkNFyDHcULDBchxnNBwAXIcJzRcgBzHCQ0XICcBEfmziFyY5TIrROTWXJUfFiJykIjsF7Yd7RmfC+bkFBHJV9VKoDILZQk2azzabObW4SBgDfCfkO1ot3gNqAMQDMl/PgjkNUtETg4CVfUIzleIyCtxl+wiIm8GAat+FeTZQkSmBYGtZonIAUH6MBF5Lyh7SpD2ZxF5UETeAB4MagrPNVV+cN1FIvJuEAwrFmysv1jQuAew0c99ReT/Ahs+FJHfNfG+fywiLwW2vSci2wTTDK6Pu/7kIG+CjSJyu4j8ItifJyJXBGV8KCI/CSIF/Ab4XfCZHNDCr6dD4zWgjsEw4GtVPQpARLoA1zaRf2csIFUZMENEngdOweLZXCUiEaBURHoCY4EDVfVLEdksroxB2Ezs6hQzxFOVvyMwEJssKcB4ETkQmB+kj1DVt0RkD6CPqu4YvJeuTbyPfwHXqOpTIlKM/eEeD+wK7IItyveuiExroowY36rq7iJyFnChqv6viNwNrFHVG9K43kmB14A6Bh8Ch4vItSJygKquaib/M6pararfYhMq98Im7/5SRP4M7KSq32MiMk1VvwRQ1RVxZYxX1eoMyh8SbDOwQGM/wYQH4CtVfSvY/wLYWkRuE5FhwOpUNwgmYfZR1acC29apahU21+1hVa1T1SXAq8CezXweALGoANOxQHJOFnAB6gCo6mdY+NcPgb+IyOVALfXff3HDS5KL0GlYGNlFwP+JyBnN3HZtUyalOBbgr6q6a7D9WFXvbViWqq7Eai+vYE2gfzRjR7rEfx6Q/JmsD17r8JZD1nAB6gCISG+gSlX/CVyPidE8YI8gywkNLjlWLAB8d8zR+q6IbAUsUdWx2EO/O/AWcKCIDAjusxnpkVQ+Fqb0f8QCoSEifcSCaDV8Lz2APFV9AvhjYEcSQQ1toYgcF1xXJCKlwGvAyWKRFXtiovoO8BUwKMjXFTg0jffxPRY322khruQdg52A60UkioX/OBMoAe4VkTFYbSKeD7CmUQ9gjKp+LSIjgItEpAbr+TlDVZeJhfl8UkTysMBWh6dhT1L5wNcisj3wpnV2sQb4b6zGEU8f4P7gfmCxvBvjdODvInJl8L5PxIJy7YuFqFDgD6r6DYCIPIY5ur/EmoLN8SzwuIgcC/xWVV9L4xonDg/H4ThOaHgTzHGc0PAmmNPuEZE7sLjM8dyiqveHYY+TPt4EcxwnNLwJ5jhOaLgAOY4TGi5AjuOEhguQ4zih4QLkOE5o/H9y0F4bE7LkzgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c5564a8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"colors = calendars['category'].apply(lambda x: 'red' if x == 'Company' else 'blue')\n",
"calendars.plot.scatter(figsize=(4, 4), x='subscribers_count', y='likes_count', color=colors)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10c86c748>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c73fba8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 2, figsize=(8, 4))\n",
"calendars[calendars['category'] == 'Company'].plot.scatter(ax=ax[0], x='subscribers_count', y='likes_count', color='red')\n",
"calendars[calendars['category'] != 'Company'].plot.scatter(ax=ax[1], x='subscribers_count', y='likes_count', color='blue')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>likes_count</th>\n",
" <th>subscribers_count</th>\n",
" </tr>\n",
" <tr>\n",
" <th>category</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">False</th>\n",
" <th>likes_count</th>\n",
" <td>1.000000</td>\n",
" <td>0.574489</td>\n",
" </tr>\n",
" <tr>\n",
" <th>subscribers_count</th>\n",
" <td>0.574489</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">True</th>\n",
" <th>likes_count</th>\n",
" <td>1.000000</td>\n",
" <td>0.462269</td>\n",
" </tr>\n",
" <tr>\n",
" <th>subscribers_count</th>\n",
" <td>0.462269</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" likes_count subscribers_count\n",
"category \n",
"False likes_count 1.000000 0.574489\n",
" subscribers_count 0.574489 1.000000\n",
"True likes_count 1.000000 0.462269\n",
" subscribers_count 0.462269 1.000000"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"calendars.groupby(calendars['category'] == 'Company')[['likes_count', 'subscribers_count']].corr()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# いいね数上位カレンダー"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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"\n",
" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
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" </tr>\n",
" <tr>\n",
" <th>category</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Academic</th>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Company</th>\n",
" <td>35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IoT</th>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Libraries</th>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Miscellaneous</th>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mobile</th>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Programming Langs</th>\n",
" <td>5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" calendars\n",
"category \n",
"Academic 1\n",
"Company 35\n",
"IoT 2\n",
"Libraries 3\n",
"Miscellaneous 2\n",
"Mobile 2\n",
"Programming Langs 5"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>calendars</th>\n",
" </tr>\n",
" <tr>\n",
" <th>category</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>False</th>\n",
" <td>15</td>\n",
" </tr>\n",
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" <td>35</td>\n",
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" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" calendars\n",
"category \n",
"False 15\n",
"True 35"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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" <th></th>\n",
" <th>category</th>\n",
" <th>subs</th>\n",
" <th>likes</th>\n",
" <th>uu</th>\n",
" <th>likes/sub</th>\n",
" <th>likes/uu</th>\n",
" </tr>\n",
" <tr>\n",
" <th>calendar_id</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>fromscratch</th>\n",
" <td>Company</td>\n",
" <td>94</td>\n",
" <td>3065</td>\n",
" <td>526</td>\n",
" <td>32.606383</td>\n",
" <td>5.826996</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tis</th>\n",
" <td>Company</td>\n",
" <td>80</td>\n",
" <td>3041</td>\n",
" <td>2105</td>\n",
" <td>38.012500</td>\n",
" <td>1.444656</td>\n",
" </tr>\n",
" <tr>\n",
" <th>crowdworks</th>\n",
" <td>Company</td>\n",
" <td>52</td>\n",
" <td>2476</td>\n",
" <td>1765</td>\n",
" <td>47.615385</td>\n",
" <td>1.402833</td>\n",
" </tr>\n",
" <tr>\n",
" <th>livesense-gaku</th>\n",
" <td>Company</td>\n",
" <td>80</td>\n",
" <td>2439</td>\n",
" <td>1799</td>\n",
" <td>30.487500</td>\n",
" <td>1.355753</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ateam-lifestyle</th>\n",
" <td>Company</td>\n",
" <td>43</td>\n",
" <td>2389</td>\n",
" <td>1481</td>\n",
" <td>55.558140</td>\n",
" <td>1.613099</td>\n",
" </tr>\n",
" <tr>\n",
" <th>musashino</th>\n",
" <td>Company</td>\n",
" <td>133</td>\n",
" <td>2368</td>\n",
" <td>1522</td>\n",
" <td>17.804511</td>\n",
" <td>1.555848</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ex-mixi</th>\n",
" <td>Company</td>\n",
" <td>76</td>\n",
" <td>1941</td>\n",
" <td>1528</td>\n",
" <td>25.539474</td>\n",
" <td>1.270288</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mixi</th>\n",
" <td>Company</td>\n",
" <td>91</td>\n",
" <td>1909</td>\n",
" <td>1666</td>\n",
" <td>20.978022</td>\n",
" <td>1.145858</td>\n",
" </tr>\n",
" <tr>\n",
" <th>litalico</th>\n",
" <td>Company</td>\n",
" <td>45</td>\n",
" <td>1489</td>\n",
" <td>1050</td>\n",
" <td>33.088889</td>\n",
" <td>1.418095</td>\n",
" </tr>\n",
" <tr>\n",
" <th>increments</th>\n",
" <td>Company</td>\n",
" <td>79</td>\n",
" <td>1366</td>\n",
" <td>1070</td>\n",
" <td>17.291139</td>\n",
" <td>1.276636</td>\n",
" </tr>\n",
" <tr>\n",
" <th>livesense-kan</th>\n",
" <td>Company</td>\n",
" <td>50</td>\n",
" <td>1361</td>\n",
" <td>906</td>\n",
" <td>27.220000</td>\n",
" <td>1.502208</td>\n",
" </tr>\n",
" <tr>\n",
" <th>livesense-ji</th>\n",
" <td>Company</td>\n",
" <td>59</td>\n",
" <td>1353</td>\n",
" <td>827</td>\n",
" <td>22.932203</td>\n",
" <td>1.636034</td>\n",
" </tr>\n",
" <tr>\n",
" <th>kuso-app2017</th>\n",
" <td>Miscellaneous</td>\n",
" <td>186</td>\n",
" <td>1307</td>\n",
" <td>1200</td>\n",
" <td>7.026882</td>\n",
" <td>1.089167</td>\n",
" </tr>\n",
" <tr>\n",
" <th>basicinc</th>\n",
" <td>Company</td>\n",
" <td>28</td>\n",
" <td>1107</td>\n",
" <td>774</td>\n",
" <td>39.535714</td>\n",
" <td>1.430233</td>\n",
" </tr>\n",
" <tr>\n",
" <th>smart-speaker</th>\n",
" <td>IoT</td>\n",
" <td>421</td>\n",
" <td>1039</td>\n",
" <td>796</td>\n",
" <td>2.467933</td>\n",
" <td>1.305276</td>\n",
" </tr>\n",
" <tr>\n",
" <th>wacul</th>\n",
" <td>Company</td>\n",
" <td>15</td>\n",
" <td>1030</td>\n",
" <td>859</td>\n",
" <td>68.666667</td>\n",
" <td>1.199069</td>\n",
" </tr>\n",
" <tr>\n",
" <th>globis</th>\n",
" <td>Company</td>\n",
" <td>50</td>\n",
" <td>965</td>\n",
" <td>505</td>\n",
" <td>19.300000</td>\n",
" <td>1.910891</td>\n",
" </tr>\n",
" <tr>\n",
" <th>dmm2</th>\n",
" <td>Company</td>\n",
" <td>161</td>\n",
" <td>934</td>\n",
" <td>695</td>\n",
" <td>5.801242</td>\n",
" <td>1.343885</td>\n",
" </tr>\n",
" <tr>\n",
" <th>nttcom</th>\n",
" <td>Company</td>\n",
" <td>73</td>\n",
" <td>902</td>\n",
" <td>646</td>\n",
" <td>12.356164</td>\n",
" <td>1.396285</td>\n",
" </tr>\n",
" <tr>\n",
" <th>axe</th>\n",
" <td>Miscellaneous</td>\n",
" <td>62</td>\n",
" <td>892</td>\n",
" <td>781</td>\n",
" <td>14.387097</td>\n",
" <td>1.142125</td>\n",
" </tr>\n",
" <tr>\n",
" <th>justsystems</th>\n",
" <td>Company</td>\n",
" <td>28</td>\n",
" <td>796</td>\n",
" <td>734</td>\n",
" <td>28.428571</td>\n",
" <td>1.084469</td>\n",
" </tr>\n",
" <tr>\n",
" <th>cdatasoftware</th>\n",
" <td>Libraries</td>\n",
" <td>16</td>\n",
" <td>788</td>\n",
" <td>760</td>\n",
" <td>49.250000</td>\n",
" <td>1.036842</td>\n",
" </tr>\n",
" <tr>\n",
" <th>dwango</th>\n",
" <td>Company</td>\n",
" <td>156</td>\n",
" <td>745</td>\n",
" <td>601</td>\n",
" <td>4.775641</td>\n",
" <td>1.239601</td>\n",
" </tr>\n",
" <tr>\n",
" <th>m3</th>\n",
" <td>Company</td>\n",
" <td>27</td>\n",
" <td>739</td>\n",
" <td>446</td>\n",
" <td>27.370370</td>\n",
" <td>1.656951</td>\n",
" </tr>\n",
" <tr>\n",
" <th>fujitsu</th>\n",
" <td>Company</td>\n",
" <td>80</td>\n",
" <td>728</td>\n",
" <td>617</td>\n",
" <td>9.100000</td>\n",
" <td>1.179903</td>\n",
" </tr>\n",
" <tr>\n",
" <th>fringe81</th>\n",
" <td>Company</td>\n",
" <td>43</td>\n",
" <td>704</td>\n",
" <td>206</td>\n",
" <td>16.372093</td>\n",
" <td>3.417476</td>\n",
" </tr>\n",
" <tr>\n",
" <th>vue2</th>\n",
" <td>Libraries</td>\n",
" <td>395</td>\n",
" <td>653</td>\n",
" <td>508</td>\n",
" <td>1.653165</td>\n",
" <td>1.285433</td>\n",
" </tr>\n",
" <tr>\n",
" <th>lifull2</th>\n",
" <td>Company</td>\n",
" <td>31</td>\n",
" <td>638</td>\n",
" <td>494</td>\n",
" <td>20.580645</td>\n",
" <td>1.291498</td>\n",
" </tr>\n",
" <tr>\n",
" <th>lifull</th>\n",
" <td>Company</td>\n",
" <td>50</td>\n",
" <td>605</td>\n",
" <td>461</td>\n",
" <td>12.100000</td>\n",
" <td>1.312364</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ut_ap</th>\n",
" <td>Company</td>\n",
" <td>49</td>\n",
" <td>601</td>\n",
" <td>573</td>\n",
" <td>12.265306</td>\n",
" <td>1.048866</td>\n",
" </tr>\n",
" <tr>\n",
" <th>math-and-computer</th>\n",
" <td>Academic</td>\n",
" <td>385</td>\n",
" <td>593</td>\n",
" <td>481</td>\n",
" <td>1.540260</td>\n",
" <td>1.232848</td>\n",
" </tr>\n",
" <tr>\n",
" <th>javascript</th>\n",
" <td>Programming Langs</td>\n",
" <td>487</td>\n",
" <td>589</td>\n",
" <td>335</td>\n",
" <td>1.209446</td>\n",
" <td>1.758209</td>\n",
" </tr>\n",
" <tr>\n",
" <th>hikkoshi</th>\n",
" <td>Company</td>\n",
" <td>31</td>\n",
" <td>567</td>\n",
" <td>208</td>\n",
" <td>18.290323</td>\n",
" <td>2.725962</td>\n",
" </tr>\n",
" <tr>\n",
" <th>dwango2</th>\n",
" <td>Company</td>\n",
" <td>110</td>\n",
" <td>560</td>\n",
" <td>433</td>\n",
" <td>5.090909</td>\n",
" <td>1.293303</td>\n",
" </tr>\n",
" <tr>\n",
" <th>vue</th>\n",
" <td>Libraries</td>\n",
" <td>460</td>\n",
" <td>554</td>\n",
" <td>431</td>\n",
" <td>1.204348</td>\n",
" <td>1.285383</td>\n",
" </tr>\n",
" <tr>\n",
" <th>firstserver</th>\n",
" <td>Company</td>\n",
" <td>18</td>\n",
" <td>542</td>\n",
" <td>286</td>\n",
" <td>30.111111</td>\n",
" <td>1.895105</td>\n",
" </tr>\n",
" <tr>\n",
" <th>retty</th>\n",
" <td>Company</td>\n",
" <td>44</td>\n",
" <td>537</td>\n",
" <td>365</td>\n",
" <td>12.204545</td>\n",
" <td>1.471233</td>\n",
" </tr>\n",
" <tr>\n",
" <th>firebase</th>\n",
" <td>Mobile</td>\n",
" <td>246</td>\n",
" <td>527</td>\n",
" <td>393</td>\n",
" <td>2.142276</td>\n",
" <td>1.340967</td>\n",
" </tr>\n",
" <tr>\n",
" <th>okinawarb</th>\n",
" <td>Company</td>\n",
" <td>9</td>\n",
" <td>500</td>\n",
" <td>484</td>\n",
" <td>55.555556</td>\n",
" <td>1.033058</td>\n",
" </tr>\n",
" <tr>\n",
" <th>toreta</th>\n",
" <td>Company</td>\n",
" <td>45</td>\n",
" <td>485</td>\n",
" <td>435</td>\n",
" <td>10.777778</td>\n",
" <td>1.114943</td>\n",
" </tr>\n",
" <tr>\n",
" <th>accounting_saas_japan</th>\n",
" <td>Company</td>\n",
" <td>16</td>\n",
" <td>467</td>\n",
" <td>80</td>\n",
" <td>29.187500</td>\n",
" <td>5.837500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>vasily</th>\n",
" <td>Company</td>\n",
" <td>44</td>\n",
" <td>457</td>\n",
" <td>215</td>\n",
" <td>10.386364</td>\n",
" <td>2.125581</td>\n",
" </tr>\n",
" <tr>\n",
" <th>webassembly</th>\n",
" <td>Programming Langs</td>\n",
" <td>234</td>\n",
" <td>455</td>\n",
" <td>345</td>\n",
" <td>1.944444</td>\n",
" <td>1.318841</td>\n",
" </tr>\n",
" <tr>\n",
" <th>rust-lang</th>\n",
" <td>Programming Langs</td>\n",
" <td>267</td>\n",
" <td>444</td>\n",
" <td>210</td>\n",
" <td>1.662921</td>\n",
" <td>2.114286</td>\n",
" </tr>\n",
" <tr>\n",
" <th>lit-mentor</th>\n",
" <td>Company</td>\n",
" <td>45</td>\n",
" <td>441</td>\n",
" <td>148</td>\n",
" <td>9.800000</td>\n",
" <td>2.979730</td>\n",
" </tr>\n",
" <tr>\n",
" <th>swift</th>\n",
" <td>Programming Langs</td>\n",
" <td>239</td>\n",
" <td>433</td>\n",
" <td>279</td>\n",
" <td>1.811715</td>\n",
" <td>1.551971</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ios</th>\n",
" <td>Mobile</td>\n",
" <td>198</td>\n",
" <td>429</td>\n",
" <td>229</td>\n",
" <td>2.166667</td>\n",
" <td>1.873362</td>\n",
" </tr>\n",
" <tr>\n",
" <th>a-t-brides</th>\n",
" <td>Company</td>\n",
" <td>26</td>\n",
" <td>422</td>\n",
" <td>157</td>\n",
" <td>16.230769</td>\n",
" <td>2.687898</td>\n",
" </tr>\n",
" <tr>\n",
" <th>iotlt_neo</th>\n",
" <td>IoT</td>\n",
" <td>104</td>\n",
" <td>408</td>\n",
" <td>331</td>\n",
" <td>3.923077</td>\n",
" <td>1.232628</td>\n",
" </tr>\n",
" <tr>\n",
" <th>go</th>\n",
" <td>Programming Langs</td>\n",
" <td>395</td>\n",
" <td>397</td>\n",
" <td>278</td>\n",
" <td>1.005063</td>\n",
" <td>1.428058</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" category subs likes uu likes/sub \\\n",
"calendar_id \n",
"fromscratch Company 94 3065 526 32.606383 \n",
"tis Company 80 3041 2105 38.012500 \n",
"crowdworks Company 52 2476 1765 47.615385 \n",
"livesense-gaku Company 80 2439 1799 30.487500 \n",
"ateam-lifestyle Company 43 2389 1481 55.558140 \n",
"musashino Company 133 2368 1522 17.804511 \n",
"ex-mixi Company 76 1941 1528 25.539474 \n",
"mixi Company 91 1909 1666 20.978022 \n",
"litalico Company 45 1489 1050 33.088889 \n",
"increments Company 79 1366 1070 17.291139 \n",
"livesense-kan Company 50 1361 906 27.220000 \n",
"livesense-ji Company 59 1353 827 22.932203 \n",
"kuso-app2017 Miscellaneous 186 1307 1200 7.026882 \n",
"basicinc Company 28 1107 774 39.535714 \n",
"smart-speaker IoT 421 1039 796 2.467933 \n",
"wacul Company 15 1030 859 68.666667 \n",
"globis Company 50 965 505 19.300000 \n",
"dmm2 Company 161 934 695 5.801242 \n",
"nttcom Company 73 902 646 12.356164 \n",
"axe Miscellaneous 62 892 781 14.387097 \n",
"justsystems Company 28 796 734 28.428571 \n",
"cdatasoftware Libraries 16 788 760 49.250000 \n",
"dwango Company 156 745 601 4.775641 \n",
"m3 Company 27 739 446 27.370370 \n",
"fujitsu Company 80 728 617 9.100000 \n",
"fringe81 Company 43 704 206 16.372093 \n",
"vue2 Libraries 395 653 508 1.653165 \n",
"lifull2 Company 31 638 494 20.580645 \n",
"lifull Company 50 605 461 12.100000 \n",
"ut_ap Company 49 601 573 12.265306 \n",
"math-and-computer Academic 385 593 481 1.540260 \n",
"javascript Programming Langs 487 589 335 1.209446 \n",
"hikkoshi Company 31 567 208 18.290323 \n",
"dwango2 Company 110 560 433 5.090909 \n",
"vue Libraries 460 554 431 1.204348 \n",
"firstserver Company 18 542 286 30.111111 \n",
"retty Company 44 537 365 12.204545 \n",
"firebase Mobile 246 527 393 2.142276 \n",
"okinawarb Company 9 500 484 55.555556 \n",
"toreta Company 45 485 435 10.777778 \n",
"accounting_saas_japan Company 16 467 80 29.187500 \n",
"vasily Company 44 457 215 10.386364 \n",
"webassembly Programming Langs 234 455 345 1.944444 \n",
"rust-lang Programming Langs 267 444 210 1.662921 \n",
"lit-mentor Company 45 441 148 9.800000 \n",
"swift Programming Langs 239 433 279 1.811715 \n",
"ios Mobile 198 429 229 2.166667 \n",
"a-t-brides Company 26 422 157 16.230769 \n",
"iotlt_neo IoT 104 408 331 3.923077 \n",
"go Programming Langs 395 397 278 1.005063 \n",
"\n",
" likes/uu \n",
"calendar_id \n",
"fromscratch 5.826996 \n",
"tis 1.444656 \n",
"crowdworks 1.402833 \n",
"livesense-gaku 1.355753 \n",
"ateam-lifestyle 1.613099 \n",
"musashino 1.555848 \n",
"ex-mixi 1.270288 \n",
"mixi 1.145858 \n",
"litalico 1.418095 \n",
"increments 1.276636 \n",
"livesense-kan 1.502208 \n",
"livesense-ji 1.636034 \n",
"kuso-app2017 1.089167 \n",
"basicinc 1.430233 \n",
"smart-speaker 1.305276 \n",
"wacul 1.199069 \n",
"globis 1.910891 \n",
"dmm2 1.343885 \n",
"nttcom 1.396285 \n",
"axe 1.142125 \n",
"justsystems 1.084469 \n",
"cdatasoftware 1.036842 \n",
"dwango 1.239601 \n",
"m3 1.656951 \n",
"fujitsu 1.179903 \n",
"fringe81 3.417476 \n",
"vue2 1.285433 \n",
"lifull2 1.291498 \n",
"lifull 1.312364 \n",
"ut_ap 1.048866 \n",
"math-and-computer 1.232848 \n",
"javascript 1.758209 \n",
"hikkoshi 2.725962 \n",
"dwango2 1.293303 \n",
"vue 1.285383 \n",
"firstserver 1.895105 \n",
"retty 1.471233 \n",
"firebase 1.340967 \n",
"okinawarb 1.033058 \n",
"toreta 1.114943 \n",
"accounting_saas_japan 5.837500 \n",
"vasily 2.125581 \n",
"webassembly 1.318841 \n",
"rust-lang 2.114286 \n",
"lit-mentor 2.979730 \n",
"swift 1.551971 \n",
"ios 1.873362 \n",
"a-t-brides 2.687898 \n",
"iotlt_neo 1.232628 \n",
"go 1.428058 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cals = calendars['category subscribers_count likes_count'.split()].copy()\n",
"cals.columns = ['category', 'subs', 'likes']\n",
"cals = cals[(cals['likes'] != 0) & (cals['subs'] != 0)]\n",
"cals = cals.sort_values(['likes'], ascending=False)[:50]\n",
"\n",
"cals['uu'] = likers.groupby(level=0)['user_name'].unique().apply(len)\n",
"cals['likes/sub'] = cals['likes'] / cals['subs']\n",
"cals['likes/uu'] = cals['likes'] / cals['uu']\n",
"\n",
"is_company = cals['category'].apply(lambda x: x == 'Company')\n",
"colors = cals['category'].apply(lambda x: 'red' if x == 'Company' else 'blue')\n",
"\n",
"display(pd.DataFrame(cals.groupby(calendars['category']).size().rename('calendars')))\n",
"\n",
"display(pd.DataFrame(cals.groupby(is_company).size().rename('calendars')))\n",
"\n",
"display(cals[:50])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# いいね数/UU"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c84a940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cals[:50]['likes/uu'].plot.barh(figsize=(4, 10), color=colors).invert_yaxis()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10c859400>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10cec6f28>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cals['likes/uu'].plot.hist(figsize=(4, 3), bins=20)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>category</th>\n",
" <th>subs</th>\n",
" <th>likes</th>\n",
" <th>uu</th>\n",
" <th>likes/sub</th>\n",
" <th>likes/uu</th>\n",
" </tr>\n",
" <tr>\n",
" <th>calendar_id</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>fromscratch</th>\n",
" <td>Company</td>\n",
" <td>94</td>\n",
" <td>3065</td>\n",
" <td>526</td>\n",
" <td>32.606383</td>\n",
" <td>5.826996</td>\n",
" </tr>\n",
" <tr>\n",
" <th>fringe81</th>\n",
" <td>Company</td>\n",
" <td>43</td>\n",
" <td>704</td>\n",
" <td>206</td>\n",
" <td>16.372093</td>\n",
" <td>3.417476</td>\n",
" </tr>\n",
" <tr>\n",
" <th>accounting_saas_japan</th>\n",
" <td>Company</td>\n",
" <td>16</td>\n",
" <td>467</td>\n",
" <td>80</td>\n",
" <td>29.187500</td>\n",
" <td>5.837500</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" category subs likes uu likes/sub likes/uu\n",
"calendar_id \n",
"fromscratch Company 94 3065 526 32.606383 5.826996\n",
"fringe81 Company 43 704 206 16.372093 3.417476\n",
"accounting_saas_japan Company 16 467 80 29.187500 5.837500"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cals[cals['likes/uu'] >= 3]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 日別いいね数"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>item_likes</th>\n",
" <th>category</th>\n",
" <th>cal_likes</th>\n",
" </tr>\n",
" <tr>\n",
" <th>calendar_id</th>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"3\" valign=\"top\">fromscratch</th>\n",
" <th>6</th>\n",
" <td>248</td>\n",
" <td>Company</td>\n",
" <td>3065</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>184</td>\n",
" <td>Company</td>\n",
" <td>3065</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>150</td>\n",
" <td>Company</td>\n",
" <td>3065</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" item_likes category cal_likes\n",
"calendar_id date \n",
"fromscratch 6 248 Company 3065\n",
" 22 184 Company 3065\n",
" 23 150 Company 3065"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"likes_by_date = likers.loc[cals.index].groupby('calendar_id')['date'].value_counts()\n",
"\n",
"likes_by_date = pd.DataFrame(likes_by_date).join(cals[['category', 'likes']])\n",
"likes_by_date = likes_by_date.rename(columns={'likes': 'cal_likes', 'date': 'item_likes'})\n",
"\n",
"likes_by_date = likes_by_date.sort_values(['cal_likes', 'item_likes'], ascending=False)\n",
"likes_by_date[:3]"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10d004ef0>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10d03d208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"likes_by_date['item_likes'].plot.hist(figsize=(6, 3), logy=False, bins=50)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10d07f780>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x10d202cc0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"likes_by_date['item_likes'].plot.hist(figsize=(6, 3), logy=True, bins=50)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>25%</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" <tr>\n",
" <th>category</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Academic</th>\n",
" <td>14.0</td>\n",
" <td>42.642857</td>\n",
" <td>55.556772</td>\n",
" <td>1.0</td>\n",
" <td>10.0</td>\n",
" <td>19.0</td>\n",
" <td>63.75</td>\n",
" <td>208.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Company</th>\n",
" <td>758.0</td>\n",
" <td>54.098945</td>\n",
" <td>131.516465</td>\n",
" <td>1.0</td>\n",
" <td>11.0</td>\n",
" <td>18.0</td>\n",
" <td>32.75</td>\n",
" <td>1437.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IoT</th>\n",
" <td>43.0</td>\n",
" <td>34.627907</td>\n",
" <td>84.698913</td>\n",
" <td>3.0</td>\n",
" <td>6.0</td>\n",
" <td>12.0</td>\n",
" <td>22.50</td>\n",
" <td>497.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Libraries</th>\n",
" <td>52.0</td>\n",
" <td>39.019231</td>\n",
" <td>116.758086</td>\n",
" <td>1.0</td>\n",
" <td>3.0</td>\n",
" <td>8.5</td>\n",
" <td>18.25</td>\n",
" <td>754.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Miscellaneous</th>\n",
" <td>25.0</td>\n",
" <td>88.600000</td>\n",
" <td>237.404718</td>\n",
" <td>3.0</td>\n",
" <td>5.0</td>\n",
" <td>10.0</td>\n",
" <td>24.00</td>\n",
" <td>1092.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Mobile</th>\n",
" <td>37.0</td>\n",
" <td>26.810811</td>\n",
" <td>40.496802</td>\n",
" <td>4.0</td>\n",
" <td>8.0</td>\n",
" <td>15.0</td>\n",
" <td>27.00</td>\n",
" <td>241.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Programming Langs</th>\n",
" <td>87.0</td>\n",
" <td>24.919540</td>\n",
" <td>33.193309</td>\n",
" <td>2.0</td>\n",
" <td>7.0</td>\n",
" <td>16.0</td>\n",
" <td>25.00</td>\n",
" <td>210.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" count mean std min 25% 50% 75% \\\n",
"category \n",
"Academic 14.0 42.642857 55.556772 1.0 10.0 19.0 63.75 \n",
"Company 758.0 54.098945 131.516465 1.0 11.0 18.0 32.75 \n",
"IoT 43.0 34.627907 84.698913 3.0 6.0 12.0 22.50 \n",
"Libraries 52.0 39.019231 116.758086 1.0 3.0 8.5 18.25 \n",
"Miscellaneous 25.0 88.600000 237.404718 3.0 5.0 10.0 24.00 \n",
"Mobile 37.0 26.810811 40.496802 4.0 8.0 15.0 27.00 \n",
"Programming Langs 87.0 24.919540 33.193309 2.0 7.0 16.0 25.00 \n",
"\n",
" max \n",
"category \n",
"Academic 208.0 \n",
"Company 1437.0 \n",
"IoT 497.0 \n",
"Libraries 754.0 \n",
"Miscellaneous 1092.0 \n",
"Mobile 241.0 \n",
"Programming Langs 210.0 "
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"likes_by_date.groupby('category')['item_likes'].describe()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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"\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>25%</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" <tr>\n",
" <th>calendar_id</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>fromscratch</th>\n",
" <td>25.0</td>\n",
" <td>123.560000</td>\n",
" <td>32.751692</td>\n",
" <td>95.0</td>\n",
" <td>104.00</td>\n",
" <td>112.0</td>\n",
" <td>131.00</td>\n",
" <td>248.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tis</th>\n",
" <td>25.0</td>\n",
" <td>122.160000</td>\n",
" <td>226.398925</td>\n",
" <td>14.0</td>\n",
" <td>22.00</td>\n",
" <td>35.0</td>\n",
" <td>63.00</td>\n",
" <td>870.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>crowdworks</th>\n",
" <td>24.0</td>\n",
" <td>105.875000</td>\n",
" <td>280.889629</td>\n",
" <td>22.0</td>\n",
" <td>25.00</td>\n",
" <td>28.0</td>\n",
" <td>47.75</td>\n",
" <td>1402.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>livesense-gaku</th>\n",
" <td>25.0</td>\n",
" <td>98.880000</td>\n",
" <td>240.755464</td>\n",
" <td>6.0</td>\n",
" <td>20.00</td>\n",
" <td>26.0</td>\n",
" <td>35.00</td>\n",
" <td>901.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ateam-lifestyle</th>\n",
" <td>25.0</td>\n",
" <td>96.120000</td>\n",
" <td>145.153459</td>\n",
" <td>18.0</td>\n",
" <td>28.00</td>\n",
" <td>34.0</td>\n",
" <td>70.00</td>\n",
" <td>585.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>musashino</th>\n",
" <td>22.0</td>\n",
" <td>107.863636</td>\n",
" <td>201.179923</td>\n",
" <td>21.0</td>\n",
" <td>31.25</td>\n",
" <td>53.0</td>\n",
" <td>90.50</td>\n",
" <td>983.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ex-mixi</th>\n",
" <td>11.0</td>\n",
" <td>177.272727</td>\n",
" <td>249.809564</td>\n",
" <td>9.0</td>\n",
" <td>21.50</td>\n",
" <td>30.0</td>\n",
" <td>211.00</td>\n",
" <td>785.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mixi</th>\n",
" <td>20.0</td>\n",
" <td>95.550000</td>\n",
" <td>316.941880</td>\n",
" <td>4.0</td>\n",
" <td>11.75</td>\n",
" <td>14.0</td>\n",
" <td>28.00</td>\n",
" <td>1437.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>litalico</th>\n",
" <td>24.0</td>\n",
" <td>62.250000</td>\n",
" <td>128.545796</td>\n",
" <td>13.0</td>\n",
" <td>17.00</td>\n",
" <td>19.0</td>\n",
" <td>25.50</td>\n",
" <td>573.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>increments</th>\n",
" <td>9.0</td>\n",
" <td>156.777778</td>\n",
" <td>191.897614</td>\n",
" <td>2.0</td>\n",
" <td>25.00</td>\n",
" <td>52.0</td>\n",
" <td>276.00</td>\n",
" <td>509.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>livesense-kan</th>\n",
" <td>25.0</td>\n",
" <td>54.600000</td>\n",
" <td>105.620389</td>\n",
" <td>9.0</td>\n",
" <td>18.00</td>\n",
" <td>22.0</td>\n",
" <td>29.00</td>\n",
" <td>455.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>livesense-ji</th>\n",
" <td>25.0</td>\n",
" <td>54.280000</td>\n",
" <td>95.060735</td>\n",
" <td>10.0</td>\n",
" <td>21.00</td>\n",
" <td>32.0</td>\n",
" <td>62.00</td>\n",
" <td>498.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>kuso-app2017</th>\n",
" <td>16.0</td>\n",
" <td>82.375000</td>\n",
" <td>269.519047</td>\n",
" <td>3.0</td>\n",
" <td>5.75</td>\n",
" <td>11.5</td>\n",
" <td>22.50</td>\n",
" <td>1092.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>basicinc</th>\n",
" <td>24.0</td>\n",
" <td>46.291667</td>\n",
" <td>82.673522</td>\n",
" <td>3.0</td>\n",
" <td>10.00</td>\n",
" <td>16.0</td>\n",
" <td>27.00</td>\n",
" <td>344.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>smart-speaker</th>\n",
" <td>23.0</td>\n",
" <td>46.913043</td>\n",
" <td>101.306875</td>\n",
" <td>6.0</td>\n",
" <td>12.50</td>\n",
" <td>19.0</td>\n",
" <td>31.50</td>\n",
" <td>497.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>wacul</th>\n",
" <td>23.0</td>\n",
" <td>44.913043</td>\n",
" <td>106.530795</td>\n",
" <td>1.0</td>\n",
" <td>3.50</td>\n",
" <td>8.0</td>\n",
" <td>20.00</td>\n",
" <td>381.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>globis</th>\n",
" <td>21.0</td>\n",
" <td>46.380952</td>\n",
" <td>57.926226</td>\n",
" <td>15.0</td>\n",
" <td>22.00</td>\n",
" <td>26.0</td>\n",
" <td>29.00</td>\n",
" <td>256.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>dmm2</th>\n",
" <td>20.0</td>\n",
" <td>46.900000</td>\n",
" <td>103.101840</td>\n",
" <td>5.0</td>\n",
" <td>9.25</td>\n",
" <td>14.0</td>\n",
" <td>28.00</td>\n",
" <td>470.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>nttcom</th>\n",
" <td>24.0</td>\n",
" <td>37.750000</td>\n",
" <td>77.884669</td>\n",
" <td>4.0</td>\n",
" <td>8.50</td>\n",
" <td>18.0</td>\n",
" <td>32.00</td>\n",
" <td>391.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>axe</th>\n",
" <td>9.0</td>\n",
" <td>99.666667</td>\n",
" <td>180.739453</td>\n",
" <td>3.0</td>\n",
" <td>3.00</td>\n",
" <td>8.0</td>\n",
" <td>51.00</td>\n",
" <td>503.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>justsystems</th>\n",
" <td>25.0</td>\n",
" <td>34.480000</td>\n",
" <td>134.730632</td>\n",
" <td>2.0</td>\n",
" <td>4.00</td>\n",
" <td>9.0</td>\n",
" <td>11.00</td>\n",
" <td>681.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>cdatasoftware</th>\n",
" <td>16.0</td>\n",
" <td>49.750000</td>\n",
" <td>187.803621</td>\n",
" <td>1.0</td>\n",
" <td>2.00</td>\n",
" <td>3.0</td>\n",
" <td>3.25</td>\n",
" <td>754.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>dwango</th>\n",
" <td>18.0</td>\n",
" <td>41.666667</td>\n",
" <td>59.978427</td>\n",
" <td>6.0</td>\n",
" <td>9.50</td>\n",
" <td>18.0</td>\n",
" <td>36.50</td>\n",
" <td>248.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>m3</th>\n",
" <td>24.0</td>\n",
" <td>30.916667</td>\n",
" <td>58.471038</td>\n",
" <td>9.0</td>\n",
" <td>11.00</td>\n",
" <td>15.0</td>\n",
" <td>23.00</td>\n",
" <td>300.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>fujitsu</th>\n",
" <td>21.0</td>\n",
" <td>34.714286</td>\n",
" <td>110.747976</td>\n",
" <td>2.0</td>\n",
" <td>4.00</td>\n",
" <td>9.0</td>\n",
" <td>18.00</td>\n",
" <td>517.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>fringe81</th>\n",
" <td>25.0</td>\n",
" <td>28.200000</td>\n",
" <td>9.451631</td>\n",
" <td>17.0</td>\n",
" <td>22.00</td>\n",
" <td>25.0</td>\n",
" <td>29.00</td>\n",
" <td>58.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>vue2</th>\n",
" <td>18.0</td>\n",
" <td>37.444444</td>\n",
" <td>77.196634</td>\n",
" <td>2.0</td>\n",
" <td>7.75</td>\n",
" <td>14.5</td>\n",
" <td>28.75</td>\n",
" <td>337.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>lifull2</th>\n",
" <td>25.0</td>\n",
" <td>25.560000</td>\n",
" <td>74.079394</td>\n",
" <td>3.0</td>\n",
" <td>5.00</td>\n",
" <td>7.0</td>\n",
" <td>11.00</td>\n",
" <td>375.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>lifull</th>\n",
" <td>23.0</td>\n",
" <td>25.652174</td>\n",
" <td>70.808711</td>\n",
" <td>3.0</td>\n",
" <td>6.00</td>\n",
" <td>9.0</td>\n",
" <td>15.00</td>\n",
" <td>349.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ut_ap</th>\n",
" <td>18.0</td>\n",
" <td>35.222222</td>\n",
" <td>116.619823</td>\n",
" <td>1.0</td>\n",
" <td>5.50</td>\n",
" <td>7.5</td>\n",
" <td>8.75</td>\n",
" <td>502.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>math-and-computer</th>\n",
" <td>14.0</td>\n",
" <td>42.642857</td>\n",
" <td>55.556772</td>\n",
" <td>1.0</td>\n",
" <td>10.00</td>\n",
" <td>19.0</td>\n",
" <td>63.75</td>\n",
" <td>208.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>javascript</th>\n",
" <td>20.0</td>\n",
" <td>22.550000</td>\n",
" <td>27.169013</td>\n",
" <td>4.0</td>\n",
" <td>6.00</td>\n",
" <td>15.0</td>\n",
" <td>20.75</td>\n",
" <td>100.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>hikkoshi</th>\n",
" <td>25.0</td>\n",
" <td>22.720000</td>\n",
" <td>18.183142</td>\n",
" <td>9.0</td>\n",
" <td>15.00</td>\n",
" <td>18.0</td>\n",
" <td>23.00</td>\n",
" <td>103.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>dwango2</th>\n",
" <td>15.0</td>\n",
" <td>35.733333</td>\n",
" <td>62.419625</td>\n",
" <td>1.0</td>\n",
" <td>9.00</td>\n",
" <td>11.0</td>\n",
" <td>20.00</td>\n",
" <td>240.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>vue</th>\n",
" <td>18.0</td>\n",
" <td>31.055556</td>\n",
" <td>60.325073</td>\n",
" <td>2.0</td>\n",
" <td>7.25</td>\n",
" <td>11.0</td>\n",
" <td>31.25</td>\n",
" <td>265.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>firstserver</th>\n",
" <td>24.0</td>\n",
" <td>22.625000</td>\n",
" <td>33.732725</td>\n",
" <td>8.0</td>\n",
" <td>11.00</td>\n",
" <td>13.0</td>\n",
" <td>17.00</td>\n",
" <td>162.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>retty</th>\n",
" <td>25.0</td>\n",
" <td>21.680000</td>\n",
" <td>28.988101</td>\n",
" <td>3.0</td>\n",
" <td>6.00</td>\n",
" <td>11.0</td>\n",
" <td>17.00</td>\n",
" <td>130.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>firebase</th>\n",
" <td>19.0</td>\n",
" <td>29.421053</td>\n",
" <td>54.398035</td>\n",
" <td>4.0</td>\n",
" <td>9.00</td>\n",
" <td>12.0</td>\n",
" <td>19.50</td>\n",
" <td>241.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>okinawarb</th>\n",
" <td>3.0</td>\n",
" <td>167.333333</td>\n",
" <td>219.730138</td>\n",
" <td>8.0</td>\n",
" <td>42.00</td>\n",
" <td>76.0</td>\n",
" <td>247.00</td>\n",
" <td>418.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>toreta</th>\n",
" <td>18.0</td>\n",
" <td>27.000000</td>\n",
" <td>89.658174</td>\n",
" <td>1.0</td>\n",
" <td>3.25</td>\n",
" <td>5.0</td>\n",
" <td>8.00</td>\n",
" <td>386.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>accounting_saas_japan</th>\n",
" <td>25.0</td>\n",
" <td>18.800000</td>\n",
" <td>6.474308</td>\n",
" <td>13.0</td>\n",
" <td>16.00</td>\n",
" <td>17.0</td>\n",
" <td>19.00</td>\n",
" <td>43.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>vasily</th>\n",
" <td>23.0</td>\n",
" <td>20.000000</td>\n",
" <td>16.234083</td>\n",
" <td>7.0</td>\n",
" <td>11.00</td>\n",
" <td>13.0</td>\n",
" <td>19.50</td>\n",
" <td>67.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>webassembly</th>\n",
" <td>14.0</td>\n",
" <td>32.500000</td>\n",
" <td>54.023855</td>\n",
" <td>2.0</td>\n",
" <td>8.00</td>\n",
" <td>12.0</td>\n",
" <td>24.50</td>\n",
" <td>210.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>rust-lang</th>\n",
" <td>19.0</td>\n",
" <td>22.789474</td>\n",
" <td>15.820447</td>\n",
" <td>4.0</td>\n",
" <td>15.00</td>\n",
" <td>21.0</td>\n",
" <td>26.00</td>\n",
" <td>71.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>lit-mentor</th>\n",
" <td>24.0</td>\n",
" <td>18.416667</td>\n",
" <td>6.021098</td>\n",
" <td>5.0</td>\n",
" <td>15.00</td>\n",
" <td>18.0</td>\n",
" <td>23.00</td>\n",
" <td>32.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>swift</th>\n",
" <td>18.0</td>\n",
" <td>24.555556</td>\n",
" <td>26.417958</td>\n",
" <td>2.0</td>\n",
" <td>5.25</td>\n",
" <td>14.5</td>\n",
" <td>37.75</td>\n",
" <td>98.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ios</th>\n",
" <td>18.0</td>\n",
" <td>24.055556</td>\n",
" <td>18.001543</td>\n",
" <td>6.0</td>\n",
" <td>9.50</td>\n",
" <td>17.5</td>\n",
" <td>30.25</td>\n",
" <td>65.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>a-t-brides</th>\n",
" <td>25.0</td>\n",
" <td>17.000000</td>\n",
" <td>14.352700</td>\n",
" <td>8.0</td>\n",
" <td>12.00</td>\n",
" <td>15.0</td>\n",
" <td>16.00</td>\n",
" <td>84.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>iotlt_neo</th>\n",
" <td>20.0</td>\n",
" <td>20.500000</td>\n",
" <td>59.847614</td>\n",
" <td>3.0</td>\n",
" <td>4.00</td>\n",
" <td>5.5</td>\n",
" <td>10.50</td>\n",
" <td>274.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>go</th>\n",
" <td>16.0</td>\n",
" <td>24.187500</td>\n",
" <td>41.153726</td>\n",
" <td>4.0</td>\n",
" <td>7.75</td>\n",
" <td>14.0</td>\n",
" <td>22.00</td>\n",
" <td>175.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" count mean std min 25% 50% \\\n",
"calendar_id \n",
"fromscratch 25.0 123.560000 32.751692 95.0 104.00 112.0 \n",
"tis 25.0 122.160000 226.398925 14.0 22.00 35.0 \n",
"crowdworks 24.0 105.875000 280.889629 22.0 25.00 28.0 \n",
"livesense-gaku 25.0 98.880000 240.755464 6.0 20.00 26.0 \n",
"ateam-lifestyle 25.0 96.120000 145.153459 18.0 28.00 34.0 \n",
"musashino 22.0 107.863636 201.179923 21.0 31.25 53.0 \n",
"ex-mixi 11.0 177.272727 249.809564 9.0 21.50 30.0 \n",
"mixi 20.0 95.550000 316.941880 4.0 11.75 14.0 \n",
"litalico 24.0 62.250000 128.545796 13.0 17.00 19.0 \n",
"increments 9.0 156.777778 191.897614 2.0 25.00 52.0 \n",
"livesense-kan 25.0 54.600000 105.620389 9.0 18.00 22.0 \n",
"livesense-ji 25.0 54.280000 95.060735 10.0 21.00 32.0 \n",
"kuso-app2017 16.0 82.375000 269.519047 3.0 5.75 11.5 \n",
"basicinc 24.0 46.291667 82.673522 3.0 10.00 16.0 \n",
"smart-speaker 23.0 46.913043 101.306875 6.0 12.50 19.0 \n",
"wacul 23.0 44.913043 106.530795 1.0 3.50 8.0 \n",
"globis 21.0 46.380952 57.926226 15.0 22.00 26.0 \n",
"dmm2 20.0 46.900000 103.101840 5.0 9.25 14.0 \n",
"nttcom 24.0 37.750000 77.884669 4.0 8.50 18.0 \n",
"axe 9.0 99.666667 180.739453 3.0 3.00 8.0 \n",
"justsystems 25.0 34.480000 134.730632 2.0 4.00 9.0 \n",
"cdatasoftware 16.0 49.750000 187.803621 1.0 2.00 3.0 \n",
"dwango 18.0 41.666667 59.978427 6.0 9.50 18.0 \n",
"m3 24.0 30.916667 58.471038 9.0 11.00 15.0 \n",
"fujitsu 21.0 34.714286 110.747976 2.0 4.00 9.0 \n",
"fringe81 25.0 28.200000 9.451631 17.0 22.00 25.0 \n",
"vue2 18.0 37.444444 77.196634 2.0 7.75 14.5 \n",
"lifull2 25.0 25.560000 74.079394 3.0 5.00 7.0 \n",
"lifull 23.0 25.652174 70.808711 3.0 6.00 9.0 \n",
"ut_ap 18.0 35.222222 116.619823 1.0 5.50 7.5 \n",
"math-and-computer 14.0 42.642857 55.556772 1.0 10.00 19.0 \n",
"javascript 20.0 22.550000 27.169013 4.0 6.00 15.0 \n",
"hikkoshi 25.0 22.720000 18.183142 9.0 15.00 18.0 \n",
"dwango2 15.0 35.733333 62.419625 1.0 9.00 11.0 \n",
"vue 18.0 31.055556 60.325073 2.0 7.25 11.0 \n",
"firstserver 24.0 22.625000 33.732725 8.0 11.00 13.0 \n",
"retty 25.0 21.680000 28.988101 3.0 6.00 11.0 \n",
"firebase 19.0 29.421053 54.398035 4.0 9.00 12.0 \n",
"okinawarb 3.0 167.333333 219.730138 8.0 42.00 76.0 \n",
"toreta 18.0 27.000000 89.658174 1.0 3.25 5.0 \n",
"accounting_saas_japan 25.0 18.800000 6.474308 13.0 16.00 17.0 \n",
"vasily 23.0 20.000000 16.234083 7.0 11.00 13.0 \n",
"webassembly 14.0 32.500000 54.023855 2.0 8.00 12.0 \n",
"rust-lang 19.0 22.789474 15.820447 4.0 15.00 21.0 \n",
"lit-mentor 24.0 18.416667 6.021098 5.0 15.00 18.0 \n",
"swift 18.0 24.555556 26.417958 2.0 5.25 14.5 \n",
"ios 18.0 24.055556 18.001543 6.0 9.50 17.5 \n",
"a-t-brides 25.0 17.000000 14.352700 8.0 12.00 15.0 \n",
"iotlt_neo 20.0 20.500000 59.847614 3.0 4.00 5.5 \n",
"go 16.0 24.187500 41.153726 4.0 7.75 14.0 \n",
"\n",
" 75% max \n",
"calendar_id \n",
"fromscratch 131.00 248.0 \n",
"tis 63.00 870.0 \n",
"crowdworks 47.75 1402.0 \n",
"livesense-gaku 35.00 901.0 \n",
"ateam-lifestyle 70.00 585.0 \n",
"musashino 90.50 983.0 \n",
"ex-mixi 211.00 785.0 \n",
"mixi 28.00 1437.0 \n",
"litalico 25.50 573.0 \n",
"increments 276.00 509.0 \n",
"livesense-kan 29.00 455.0 \n",
"livesense-ji 62.00 498.0 \n",
"kuso-app2017 22.50 1092.0 \n",
"basicinc 27.00 344.0 \n",
"smart-speaker 31.50 497.0 \n",
"wacul 20.00 381.0 \n",
"globis 29.00 256.0 \n",
"dmm2 28.00 470.0 \n",
"nttcom 32.00 391.0 \n",
"axe 51.00 503.0 \n",
"justsystems 11.00 681.0 \n",
"cdatasoftware 3.25 754.0 \n",
"dwango 36.50 248.0 \n",
"m3 23.00 300.0 \n",
"fujitsu 18.00 517.0 \n",
"fringe81 29.00 58.0 \n",
"vue2 28.75 337.0 \n",
"lifull2 11.00 375.0 \n",
"lifull 15.00 349.0 \n",
"ut_ap 8.75 502.0 \n",
"math-and-computer 63.75 208.0 \n",
"javascript 20.75 100.0 \n",
"hikkoshi 23.00 103.0 \n",
"dwango2 20.00 240.0 \n",
"vue 31.25 265.0 \n",
"firstserver 17.00 162.0 \n",
"retty 17.00 130.0 \n",
"firebase 19.50 241.0 \n",
"okinawarb 247.00 418.0 \n",
"toreta 8.00 386.0 \n",
"accounting_saas_japan 19.00 43.0 \n",
"vasily 19.50 67.0 \n",
"webassembly 24.50 210.0 \n",
"rust-lang 26.00 71.0 \n",
"lit-mentor 23.00 32.0 \n",
"swift 37.75 98.0 \n",
"ios 30.25 65.0 \n",
"a-t-brides 16.00 84.0 \n",
"iotlt_neo 10.50 274.0 \n",
"go 22.00 175.0 "
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"likes_by_date.groupby(level=0, sort=False)['item_likes'].describe()[:50]"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>item_likes</th>\n",
" <th>category</th>\n",
" <th>cal_likes</th>\n",
" </tr>\n",
" <tr>\n",
" <th>calendar_id</th>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>crowdworks</th>\n",
" <th>16</th>\n",
" <td>1402</td>\n",
" <td>Company</td>\n",
" <td>2476</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mixi</th>\n",
" <th>1</th>\n",
" <td>1437</td>\n",
" <td>Company</td>\n",
" <td>1909</td>\n",
" </tr>\n",
" <tr>\n",
" <th>kuso-app2017</th>\n",
" <th>21</th>\n",
" <td>1092</td>\n",
" <td>Miscellaneous</td>\n",
" <td>1307</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" item_likes category cal_likes\n",
"calendar_id date \n",
"crowdworks 16 1402 Company 2476\n",
"mixi 1 1437 Company 1909\n",
"kuso-app2017 21 1092 Miscellaneous 1307"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"likes_by_date[likes_by_date['item_likes']>=1000]"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10b41b358>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(10, 5, figsize=(12, 18))\n",
"for axes, (calendar_id, df) in zip(ax.flatten(), likes_by_date.groupby(level=0, sort=False)['item_likes']):\n",
" df = df.reset_index('calendar_id', drop=True)\n",
" ylim = (0, df.describe()['75%'])\n",
" color = colors[calendar_id]\n",
" df.plot.bar(ax=axes, title=calendar_id, ylim=ylim, color=color).invert_xaxis()\n",
" axes.get_xaxis().set_visible(False)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10e2d28d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(5, 10, figsize=(12, 12))\n",
"for axes, (calendar_id, df) in zip(ax.flatten(), likes_by_date.groupby(level=0, sort=False)['item_likes']):\n",
" color = colors[calendar_id]\n",
" df.plot.box(ax=axes, title=calendar_id, color=color)\n",
" axes.get_xaxis().set_visible(False)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x110836c18>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(5, 10, figsize=(12, 12))\n",
"for axes, (calendar_id, df) in zip(ax.flatten(), likes_by_date.groupby(level=0, sort=False)['item_likes']):\n",
" color = colors[calendar_id]\n",
" df.plot.box(ax=axes, title=calendar_id, color=color, ylim=(0, 20), sharey=True)\n",
" axes.get_xaxis().set_visible(False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 最小いいね数"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10ea62be0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"likes_by_date.groupby(level=0, sort=False)['item_likes'].min()[:50].plot.barh(figsize=(4, 10), color=colors, xlim=(0, 30)).invert_yaxis()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ライカー別いいね数"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>likes</th>\n",
" <th>category</th>\n",
" </tr>\n",
" <tr>\n",
" <th>calendar_id</th>\n",
" <th>user_name</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"3\" valign=\"top\">a-t-brides</th>\n",
" <th>ueki05</th>\n",
" <td>24</td>\n",
" <td>Company</td>\n",
" </tr>\n",
" <tr>\n",
" <th>nishio1873</th>\n",
" <td>23</td>\n",
" <td>Company</td>\n",
" </tr>\n",
" <tr>\n",
" <th>rf_p</th>\n",
" <td>22</td>\n",
" <td>Company</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" likes category\n",
"calendar_id user_name \n",
"a-t-brides ueki05 24 Company\n",
" nishio1873 23 Company\n",
" rf_p 22 Company"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"likes_by_user = pd.DataFrame(likers.loc[cals.index].groupby('calendar_id')['user_name'].value_counts().rename('likes'))\n",
"likes_by_user = likes_by_user.join(cals['category'])\n",
"likes_by_user[:3]"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10fac0ba8>"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c396518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"likes_by_user.plot.hist(logy=True, bins=50)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# いいね数別ライカー数"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>uu</th>\n",
" <th>likes_total</th>\n",
" <th>category</th>\n",
" </tr>\n",
" <tr>\n",
" <th>calendar_id</th>\n",
" <th>likes</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"3\" valign=\"top\">fromscratch</th>\n",
" <th>1</th>\n",
" <td>341</td>\n",
" <td>341</td>\n",
" <td>Company</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>52</td>\n",
" <td>104</td>\n",
" <td>Company</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>8</td>\n",
" <td>24</td>\n",
" <td>Company</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" uu likes_total category\n",
"calendar_id likes \n",
"fromscratch 1 341 341 Company\n",
" 2 52 104 Company\n",
" 3 8 24 Company"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"uu_by_likes = likes_by_user.groupby('calendar_id')['likes'].value_counts(sort=False).rename('uu').reset_index('likes')\n",
"uu_by_likes['likes_total'] = uu_by_likes['likes'] * uu_by_likes['uu']\n",
"\n",
"uu_by_likes = pd.DataFrame(uu_by_likes).join(cals[['category', 'likes']].rename(columns={'likes': 'cal_likes'}))\n",
"uu_by_likes = uu_by_likes.sort_values(['cal_likes', 'likes'], ascending=[False, True]).set_index('likes', append=True)\n",
"uu_by_likes = uu_by_likes.drop('cal_likes', axis=1)\n",
"\n",
"uu_by_likes[:3]"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([<matplotlib.axes._subplots.AxesSubplot object at 0x10f89a6a0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10ebc7668>],\n",
" dtype=object)"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10f89a668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"uu_by_likes.loc[uu_by_likes['category'] == 'Company'].groupby('likes')[['uu', 'likes_total']].sum().plot.pie(subplots=True, figsize=(12, 6), colormap='Reds', legend=None)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([<matplotlib.axes._subplots.AxesSubplot object at 0x10e982668>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10e8a10b8>],\n",
" dtype=object)"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10f8c6080>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"uu_by_likes.loc[uu_by_likes['category'] != 'Company'].groupby('likes')[['uu', 'likes_total']].sum().plot.pie(subplots=True, figsize=(12, 6), colormap='Blues', legend=None)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10e15f240>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(5, 10, figsize=(12, 6))\n",
"for axes, (calendar_id, df) in zip(ax.flatten(), uu_by_likes.groupby(level=0, sort=False)['uu']):\n",
" colormap = 'Reds' if is_company[calendar_id] else 'Blues'\n",
" df.plot.pie(ax=axes, title=calendar_id, colormap=colormap, labels=None)\n",
" axes.get_yaxis().set_visible(False)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10dddb240>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(5, 10, figsize=(12, 6))\n",
"for axes, (calendar_id, df) in zip(ax.flatten(), uu_by_likes.groupby(level=0, sort=False)['likes_total']):\n",
" colormap = 'Reds' if is_company[calendar_id] else 'Blues'\n",
" df.plot.pie(ax=axes, title=calendar_id, colormap=colormap, labels=None)\n",
" axes.get_yaxis().set_visible(False)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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