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rebuild.fmの統計学
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ライブラリの読み込み、初期設定"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The autoreload extension is already loaded. To reload it, use:\n",
" %reload_ext autoreload\n"
]
}
],
"source": [
"%load_ext autoreload\n",
"%autoreload 2\n",
"%matplotlib inline\n",
"from IPython.display import Image\n",
"\n",
"import os, sys, re, datetime, time\n",
"from copy import deepcopy\n",
"from pathlib import Path\n",
"from tqdm import tqdm_notebook\n",
"from wordcloud import WordCloud\n",
"\n",
"pj_dir = Path(os.getcwd())\n",
"data_dir = pj_dir/'data'\n",
"\n",
"from matplotlib import pyplot as plt\n",
"import seaborn as sns\n",
"plt.style.use(\"bmh\")\n",
"import numpy as np\n",
"import pandas as pd\n",
"from requests_html import HTMLSession"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib\n",
"matplotlib.rcParams[\"figure.figsize\"] = (16, 4)\n",
"plt.rcParams[\"font.family\"] = \"IPAexGothic\"\n",
"import logging\n",
"logging.basicConfig(level=logging.INFO)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# サイトから情報を取得"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### endpointの設定"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"endpoint = 'https://rebuild.fm/{}/'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### request_htmlを使ってサイトにアクセス"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"session = HTMLSession()\n",
"episodes = []\n",
"for number in tqdm_notebook(range(1, 223)):\n",
" for plus in ['', 'a']: # Normal / Aftershow\n",
" url = endpoint.format(str(number)+plus)\n",
" r = session.get(url)\n",
" if r.status_code != 200: # Aftershowがないとき404が返ってくる\n",
" continue\n",
"\n",
" # 情報をCSS Selectorで取得\n",
" date_ = r.html.find('#contents > div > span', first=True).text\n",
" date_ = date_.replace('\\n', '-')\n",
"\n",
" record_time = r.html.find('#contents > div > div.post > p > i', first=True).text\n",
" record_time = record_time.replace('収録時間: ', '').replace(' |', '')\n",
"\n",
" title = r.html.find('#contents > div > h2 > a', first=True).text\n",
"\n",
" description = r.html.find('#contents > div > div.post > div.episode-description > p', first=True).text\n",
"\n",
" persons = []\n",
" persion_elements = r.html.find('#contents > div > div.post > div.episode-description > div.episode-people > ul > li')\n",
" for person_element in persion_elements:\n",
" persons.append(person_element.text)\n",
"\n",
" shownotes = []\n",
" shownote_elements = r.html.find('#show_notes_ > ul > li > a')\n",
" for shownote_element in shownote_elements:\n",
" shownotes.append(shownote_element.text)\n",
"\n",
" # 情報を辞書にしてappend\n",
" episode = {\n",
" 'date': date_,\n",
" 'record_time': record_time, \n",
" 'title': title, \n",
" 'persons': persons,\n",
" 'shownotes': shownotes\n",
" }\n",
" episodes.append(episode)\n",
" \n",
" # サイトに負荷をかけないように1秒間ごとに\n",
" time.sleep(1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### pd.DataFrame形式に変換して保存"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df = pd.DataFrame(episodes)"
]
},
{
"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>date</th>\n",
" <th>persons</th>\n",
" <th>record_time</th>\n",
" <th>shownotes</th>\n",
" <th>title</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Feb 13-2013</td>\n",
" <td>['naoya', 'miyagawa']</td>\n",
" <td>52:53</td>\n",
" <td>['5by5,', 'Mule Radio', 'Instapaper for Androi...</td>\n",
" <td>1: Podcasting, LTSV, RubyMotion (伊藤直也)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Feb 20-2013</td>\n",
" <td>['kenn', 'miyagawa']</td>\n",
" <td>47:56</td>\n",
" <td>['Macbook Pro, Air update', 'Crashplan', 'Arq'...</td>\n",
" <td>2: Rails, Redis, VPS (Kenn Ejima)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Feb 27-2013</td>\n",
" <td>['frsyuki', 'kiyoto', 'miyagawa']</td>\n",
" <td>40:39</td>\n",
" <td>[]</td>\n",
" <td>3: MessagePack (frsyuki, kiyoto)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Mar 06-2013</td>\n",
" <td>['satoru', 'miyagawa']</td>\n",
" <td>31:04</td>\n",
" <td>[]</td>\n",
" <td>4: bkノート, Yak Shaving, Code Reviews (高林哲)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Mar 13-2013</td>\n",
" <td>['matz', 'miyagawa']</td>\n",
" <td>35:12</td>\n",
" <td>['Ruby 20周年', 'Ruby 2.0.0-p0 released', 'COOKP...</td>\n",
" <td>5: Ruby 2.0 (まつもとゆきひろ)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Mar 21-2013</td>\n",
" <td>['naoya', 'miyagawa']</td>\n",
" <td>41:20</td>\n",
" <td>[]</td>\n",
" <td>6: Kindle Publishing, Google Reader Shutdown (...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Apr 03-2013</td>\n",
" <td>['yusukebe', 'miyagawa']</td>\n",
" <td>40:06</td>\n",
" <td>['Shibuya.pm', 'Perl Casual', 'Blog Hacks', 'P...</td>\n",
" <td>7: Perl Community, YAPC (yusukebe)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Apr 16-2013</td>\n",
" <td>['naoya', 'satoru', 'miyagawa']</td>\n",
" <td>26:50</td>\n",
" <td>['Railscasts', 'Milla screencast', 'ドットインストール'...</td>\n",
" <td>8: Screencasts, Pair Programming, English (伊藤直...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>May 08-2013</td>\n",
" <td>['obra', 'miyagawa']</td>\n",
" <td>34:45</td>\n",
" <td>['OSDC.TW', 'cpanm 1.6/1.7 at OSDC.TW', 'So I ...</td>\n",
" <td>9: Making your own keyboard (Jesse Vincent)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>May 11-2013</td>\n",
" <td>['mrkn', 'r7kamura', 'miyagawa']</td>\n",
" <td>47:42</td>\n",
" <td>[]</td>\n",
" <td>10: RailsConf, Ruby 2.0, Rails 4 (mrkn, r7kamura)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>May 17-2013</td>\n",
" <td>['kenn', 'mootoh', 'miyagawa']</td>\n",
" <td>46:22</td>\n",
" <td>[]</td>\n",
" <td>11: Google I/O 2013 (kenn, mootoh)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>May 27-2013</td>\n",
" <td>['lestrrat', 'tokuhirom', 'miyagawa']</td>\n",
" <td>56:06</td>\n",
" <td>['Perl 5.18.0 is released', 'CVE-2013-1667 reh...</td>\n",
" <td>12: Perl 5.18, YAPC::Asia (lestrrat, tokuhirom)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Jun 11-2013</td>\n",
" <td>['kenn', 'hak', 'miyagawa']</td>\n",
" <td>46:55</td>\n",
" <td>[]</td>\n",
" <td>13: WWDC 2013 (Kenn Ejima, Hakuro Matsuda)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Jun 22-2013</td>\n",
" <td>['naoya', 'gosukenator', 'miyagawa']</td>\n",
" <td>1:02:13</td>\n",
" <td>['Docker', 'LXC Linux Containers', 'aufs', 'In...</td>\n",
" <td>14: DevOps with Docker, chef and serverspec (n...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Jul 07-2013</td>\n",
" <td>['typester', 'miyagawa']</td>\n",
" <td>40:20</td>\n",
" <td>[]</td>\n",
" <td>15: After Google Reader, DIY Blogging, The Go ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Aug 01-2013</td>\n",
" <td>['naoya', 'nagayama', 'miyagawa']</td>\n",
" <td>46:11</td>\n",
" <td>[]</td>\n",
" <td>16: Designing new Rebuild.fm (Naoya Ito, nagay...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Aug 09-2013</td>\n",
" <td>['tokuhirom', 'miyagawa']</td>\n",
" <td>48:51</td>\n",
" <td>['Carton 1.0 is released', 'Carton at OSCON 20...</td>\n",
" <td>17: Carton, YAPC and Perl 6 (tokuhirom)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Aug 30-2013</td>\n",
" <td>['kenn', 'miyagawa']</td>\n",
" <td>43:55</td>\n",
" <td>[]</td>\n",
" <td>18: Las Vegas, Coworking, JOBS (Kenn Ejima)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Sep 06-2013</td>\n",
" <td>['sekimura', 'miyagawa']</td>\n",
" <td>53:36</td>\n",
" <td>[]</td>\n",
" <td>19: Accents, Git Workflow, Logging (sekimura)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Sep 12-2013</td>\n",
" <td>['kenn', 'hak', 'miyagawa']</td>\n",
" <td>52:03</td>\n",
" <td>[]</td>\n",
" <td>20: iPhone 5s (Kenn Ejima, Hakuro Matsuda)</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" date persons record_time \\\n",
"0 Feb 13-2013 ['naoya', 'miyagawa'] 52:53 \n",
"1 Feb 20-2013 ['kenn', 'miyagawa'] 47:56 \n",
"2 Feb 27-2013 ['frsyuki', 'kiyoto', 'miyagawa'] 40:39 \n",
"3 Mar 06-2013 ['satoru', 'miyagawa'] 31:04 \n",
"4 Mar 13-2013 ['matz', 'miyagawa'] 35:12 \n",
"5 Mar 21-2013 ['naoya', 'miyagawa'] 41:20 \n",
"6 Apr 03-2013 ['yusukebe', 'miyagawa'] 40:06 \n",
"7 Apr 16-2013 ['naoya', 'satoru', 'miyagawa'] 26:50 \n",
"8 May 08-2013 ['obra', 'miyagawa'] 34:45 \n",
"9 May 11-2013 ['mrkn', 'r7kamura', 'miyagawa'] 47:42 \n",
"10 May 17-2013 ['kenn', 'mootoh', 'miyagawa'] 46:22 \n",
"11 May 27-2013 ['lestrrat', 'tokuhirom', 'miyagawa'] 56:06 \n",
"12 Jun 11-2013 ['kenn', 'hak', 'miyagawa'] 46:55 \n",
"13 Jun 22-2013 ['naoya', 'gosukenator', 'miyagawa'] 1:02:13 \n",
"14 Jul 07-2013 ['typester', 'miyagawa'] 40:20 \n",
"15 Aug 01-2013 ['naoya', 'nagayama', 'miyagawa'] 46:11 \n",
"16 Aug 09-2013 ['tokuhirom', 'miyagawa'] 48:51 \n",
"17 Aug 30-2013 ['kenn', 'miyagawa'] 43:55 \n",
"18 Sep 06-2013 ['sekimura', 'miyagawa'] 53:36 \n",
"19 Sep 12-2013 ['kenn', 'hak', 'miyagawa'] 52:03 \n",
"\n",
" shownotes \\\n",
"0 ['5by5,', 'Mule Radio', 'Instapaper for Androi... \n",
"1 ['Macbook Pro, Air update', 'Crashplan', 'Arq'... \n",
"2 [] \n",
"3 [] \n",
"4 ['Ruby 20周年', 'Ruby 2.0.0-p0 released', 'COOKP... \n",
"5 [] \n",
"6 ['Shibuya.pm', 'Perl Casual', 'Blog Hacks', 'P... \n",
"7 ['Railscasts', 'Milla screencast', 'ドットインストール'... \n",
"8 ['OSDC.TW', 'cpanm 1.6/1.7 at OSDC.TW', 'So I ... \n",
"9 [] \n",
"10 [] \n",
"11 ['Perl 5.18.0 is released', 'CVE-2013-1667 reh... \n",
"12 [] \n",
"13 ['Docker', 'LXC Linux Containers', 'aufs', 'In... \n",
"14 [] \n",
"15 [] \n",
"16 ['Carton 1.0 is released', 'Carton at OSCON 20... \n",
"17 [] \n",
"18 [] \n",
"19 [] \n",
"\n",
" title \n",
"0 1: Podcasting, LTSV, RubyMotion (伊藤直也) \n",
"1 2: Rails, Redis, VPS (Kenn Ejima) \n",
"2 3: MessagePack (frsyuki, kiyoto) \n",
"3 4: bkノート, Yak Shaving, Code Reviews (高林哲) \n",
"4 5: Ruby 2.0 (まつもとゆきひろ) \n",
"5 6: Kindle Publishing, Google Reader Shutdown (... \n",
"6 7: Perl Community, YAPC (yusukebe) \n",
"7 8: Screencasts, Pair Programming, English (伊藤直... \n",
"8 9: Making your own keyboard (Jesse Vincent) \n",
"9 10: RailsConf, Ruby 2.0, Rails 4 (mrkn, r7kamura) \n",
"10 11: Google I/O 2013 (kenn, mootoh) \n",
"11 12: Perl 5.18, YAPC::Asia (lestrrat, tokuhirom) \n",
"12 13: WWDC 2013 (Kenn Ejima, Hakuro Matsuda) \n",
"13 14: DevOps with Docker, chef and serverspec (n... \n",
"14 15: After Google Reader, DIY Blogging, The Go ... \n",
"15 16: Designing new Rebuild.fm (Naoya Ito, nagay... \n",
"16 17: Carton, YAPC and Perl 6 (tokuhirom) \n",
"17 18: Las Vegas, Coworking, JOBS (Kenn Ejima) \n",
"18 19: Accents, Git Workflow, Logging (sekimura) \n",
"19 20: iPhone 5s (Kenn Ejima, Hakuro Matsuda) "
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head(20)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"df.to_csv(data_dir/'rebuildfm.csv', index=False)\n",
"df.to_pickle(data_dir/'rebuildfm.pickle')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 前処理"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"# datetime型に変換\n",
"df['date'] = pd.to_datetime(df['date'])\n",
"\n",
"# shownotesの数を保存\n",
"n_shownotes = []\n",
"for i, row in df.iterrows():\n",
" n_s = len(row['shownotes'])\n",
" n_shownotes.append(n_s)\n",
"df['n_shownotes'] = n_shownotes\n",
"\n",
"# 収録時間(ex: 52:53)を正規表現を使って分(integer)に変換\n",
"hours = df['record_time'].str.extract('(?<=^)(\\d)(?=:\\d\\d:\\d\\d$)').fillna(0).astype(int)\n",
"minutes = df['record_time'].str.extract('(\\d\\d)(?=:)') .fillna(0).astype(int)\n",
"seconds = df['record_time'].str.extract('(?<=\\d\\d)(\\d\\d)(?=$)') .fillna(0).astype(int)\n",
"df['minutes'] = hours*60 + minutes + seconds/60\n",
"\n",
"# Aftershowかどうか\n",
"df['is_aftershow'] = False\n",
"df['is_aftershow'] = df['is_aftershow'].mask(df['title'].str.contains('Aftershow', na=False), True)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"False 221\n",
"True 123\n",
"Name: is_aftershow, dtype: int64"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['is_aftershow'].value_counts()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 本編とAftershowを合算する"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"# episodeのナンバー\n",
"df['show_no'] = df['title'].str.extract('^(\\d\\d?\\d?)')\n",
"df['show_no'] = df['show_no'].mask(df['show_no'].isnull(), df['title'].str.extract('^Aftershow (\\d\\d?\\d?)')[0])"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"dfm = pd.merge(df.query('~is_aftershow'), df.query('is_aftershow'), how='left', on='show_no', suffixes=('_main', '_after'))\n",
"dfm['date'] = dfm['date_main']\n",
"dfm['minutes'] = dfm['minutes_main'].fillna(0) + dfm['minutes_after'].fillna(0)\n",
"dfm['persons'] = dfm['persons_main']\n",
"dfm['n_shownotes'] = dfm['n_shownotes_main'].fillna(0) + dfm['n_shownotes_after'].fillna(0) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 可視化"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### histグラム用の関数を定義"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"def plot_hist(s, title, bins=30):\n",
" fig = plt.figure(figsize=(16, 4))\n",
" ax = fig.add_subplot(1, 1, 1)\n",
"\n",
" mean =s.mean().round(2)\n",
" median = s.median().round(2)\n",
" std = s.std().round(2)\n",
"\n",
" sns.distplot(s, ax=ax, bins=bins, kde_kws={\"color\": \"k\", \"lw\": 3})\n",
" ax.set_title(title, fontsize=20)\n",
" ax.tick_params(axis = 'x', which = 'major', labelsize = 20)\n",
" vals = ax.get_yticks()\n",
" ax.set_xlabel('')\n",
" ax.set_ylabel('')\n",
" ax.set_yticklabels(['{:,.2%}'.format(x) for x in vals])\n",
" ax.text( 0.99, 0.99, f\"平均値: {mean:.2f} \\n 中央値: {median:.2f} \\n 標準偏差: {std:.2f}\", horizontalalignment='right', verticalalignment='top', transform=ax.transAxes, fontsize=20)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_hist(df.query('~is_aftershow')['minutes'], '[本編] 収録時間の分布とKernel密度推定(分)')"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_hist(df.query('is_aftershow')['minutes'], '[Aftershow] 収録時間の分布とKernel密度推定(分)')"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'')"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16, 8))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"dfm.plot('date', 'minutes', linewidth=5, linestyle='--', ax=ax)\n",
"dfm.set_index('date')['minutes'].rolling(window=4).mean().plot(linewidth=5, ax=ax)\n",
"ax.set_title('[全体] 一回当たりの収録時間は長くなっているのか(分)', fontsize=20)\n",
"ax.tick_params(axis='x', labelsize='xx-large')\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('')"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'')"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16, 4))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"df.query('~is_aftershow').plot('date', 'minutes', linewidth=5, linestyle='--', ax=ax)\n",
"df.query('~is_aftershow').set_index('date')['minutes'].rolling(window=4).mean().plot(linewidth=5, ax=ax)\n",
"ax.set_title('[本編] 一回当たりの収録時間は長くなっているのか(分)', fontsize=20)\n",
"ax.tick_params(axis='x', labelsize='xx-large')\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('')"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'')"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16, 4))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"df.query('is_aftershow').plot('date', 'minutes', linewidth=5, linestyle='--', ax=ax)\n",
"df.query('is_aftershow').set_index('date')['minutes'].rolling(window=4).mean().plot(linewidth=5, ax=ax)\n",
"ax.set_title('[Aftershow] 一回当たりの収録時間は長くなっているのか(分)', fontsize=20)\n",
"ax.tick_params(axis='x', labelsize='xx-large')\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('')"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'')"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16, 4))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"ax = df.groupby(pd.Grouper(key='date', freq='1M'))['minutes'].sum().plot(linewidth=5, linestyle='--', ax=ax)\n",
"ax = df.groupby(pd.Grouper(key='date', freq='1M'))['minutes'].sum().rolling(window=4).mean().plot(linewidth=5, ax=ax)\n",
"ax.set_title('1ヶ月あたりの合計分数', fontsize=20)\n",
"ax.tick_params(axis='x', labelsize='xx-large')\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('')"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0,0.5,'')"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16, 4))\n",
"ax = dfm.groupby(pd.Grouper(key='date', freq='1M')).size().plot(linewidth=5, linestyle='--')\n",
"ax = dfm.groupby(pd.Grouper(key='date', freq='1M')).size().rolling(window=4).mean().plot(linewidth=5, ax=ax)\n",
"ax.set_title('1ヶ月あたりの更新回数', fontsize=20)\n",
"ax.tick_params(axis='x', labelsize='xx-large')\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 出演者について"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 出演者情報をまとめる"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"persons = []\n",
"for i, row in df.query('~is_aftershow').iterrows():\n",
" tmp_persosn = row['persons']\n",
" persons.extend(tmp_persosn)\n",
"s_persons = pd.Series(persons)\n",
"s_persons = s_persons[s_persons != 'miyagawa'] # miyagawaさんは除外"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16,8))\n",
"\n",
"tmp_df = s_persons.value_counts()[:10].to_frame('value').reset_index().rename(columns={'index': 'name'})\n",
"ax = sns.barplot(x='value', y='name', data=tmp_df)\n",
"max_ = tmp_df['value'].max()\n",
"\n",
"for i, (_, row) in enumerate(tmp_df.iterrows()):\n",
" text = ax.text(row['value'] + max_*.03, i+0.1, row['value'], color='black', ha=\"center\", fontsize=20)\n",
"\n",
"[spine.set_visible(False) for spine in ax.spines.values()]\n",
"ax.tick_params(bottom=False, left=False, labelbottom=False)\n",
"ax.tick_params(axis='y', labelsize='x-large')\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('')\n",
"ax.set_title('出演回数ランキング', fontsize=20)\n",
"ax.patch.set_facecolor('white') \n",
"\n",
"ax.patch.set_alpha(0)\n",
"plt.grid(False)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(16,8))\n",
"\n",
"tmp_df = dfs.groupby('person')['minutes'].sum().sort_values(ascending=False)[1:11].to_frame('value').reset_index().rename(columns={'person': 'name'})\n",
"ax = sns.barplot(x='value', y='name', data=tmp_df)\n",
"max_ = tmp_df['value'].max()\n",
"\n",
"for i, (_, row) in enumerate(tmp_df.iterrows()):\n",
" text = ax.text(row['value'] + max_*.03, i+0.1, row['value'], color='black', ha=\"center\", fontsize=20)\n",
"\n",
"[spine.set_visible(False) for spine in ax.spines.values()]\n",
"ax.tick_params(bottom=False, left=False, labelbottom=False)\n",
"ax.tick_params(axis='y', labelsize='x-large')\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('')\n",
"ax.set_title('出演者ごとの合計収録時間(分)', fontsize=20)\n",
"\n",
"ax.patch.set_alpha(0)\n",
"plt.grid(False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# shownoteについて"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### shownote情報をまとめる"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"shownotes = []\n",
"for i, row in df.iterrows():\n",
" tmp_shownote = row['shownotes']\n",
" shownotes.extend(tmp_shownote)\n",
"s_shownotes = pd.Series(shownotes)\n",
"\n",
"# 一般的な単語や記号を除外\n",
"ignore_word = [':', '/', '-', '–', 'to', 'your', 'for', 'the', 'and', '|', 'in', 'of', 'a', 'is', 'on', 'with', 'how', 'new', 'by', '2', 'at', 'rebuild:']\n",
"\n",
"shownotes_split = []\n",
"for i, row in df.iterrows():\n",
" tmp_shownote = row['shownotes']\n",
" for t in tmp_shownote:\n",
" tmp_split = t.split()\n",
" shownotes_split.extend(tmp_split)\n",
"shownotes_split = [s.lower().replace(',', '') for s in shownotes_split]\n",
"shownotes_split = [s for s in shownotes_split if s not in ignore_word]\n",
"\n",
"s_shownotes_split = pd.Series(shownotes_split)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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TbFkV4K0zu/mEh+YkSyeZmuSWJDOSfDXJlLZsepIdkpzQlt+YZM8kC/RcX0nenOSMJLcl+cPM5qcn2TTJtCS3Jrk6yZZj/T4lSZIkSbPl5va47DB1lqJZ9Ou23pNV9UhH/V+3x2fO7OaTYXr2fsCDwIrA44FLgffQbHANsC/wnqrapn0u+WyaYfZ9e9r4PLBNVV2S5OXAj5I8WFXH9t8syeuAU4C3VdUpSVan2Qz7X1X1w7F5i5IkSZKk2VFVtyW5DVh9UHmSRYHVgGuq6v5BdQYYmvI90/oTPtJcVe8D3lVVD7R7bJ1B84aHHFNVp7V1rwYOAj7Y18xBVXVJW+dC4MgBdYbsDHynqk5p619B82D4jqP0liRJkiRJo+tUYLkk6w4oex3N1O3Tek8meUaS53S097L2eMXMbjzhoTnJK4GTklyX5EZge5qR5CH9K6RdAyydZOGZ1Fmu45Yr0iw5Pn3oC/hfYOnZfAuSJEmSpLH1BeAB4ItJFhs6meRJwAE0+zR/tef8k2mmYJ+a5Om9DSVZBdgT+DswdWY3ntDp2e1+Wz8GdgO2rqp7knwOeGpPtaX6LlsZuKPdi2u4Ojcz2AzgB1X18dnvuSRJkiRpvFTVtUl2Bb4CTEtyHLAw8E6aAdP/raqbe+r/LckuwBHAb5J8G/gT8FyaQdMpwBZV9feZ3XuiR5oXBRYELmsD86o0q5ct1lPnQ0nWB0jyLGB3munUvT6Z5L/bOi8F3jegzpAvAO9vn20myUJJ3p9k/9F6U5IkSZKk0VVVXwU2Bf5KM1K8C3Ad8Kqq+s6A+scAawNnApsDBwJvAs4C1qqqM0Zy3wkdaa6q65PsCExNEmAazTPHB/ZUOwLYJclUmtXQDqcZfu/1NZph+v+mGZb/aFUd2XHP05O8hSZoH0kzxH8BzSbXkiRJkqRxVlXTabaAmlm9HwIjXsC5qn4JbDv7PZsEq2dX1Vdohth7/aDn+1uqas+ZNHNNVR3c0f50+n74VXUWzacLkiRJkiR1mujp2ZIkSZIkTVqGZkmSJEmSOkz49OzhVNWKI6gz03nvkiRJkiTNDkeaJUmSJEnqYGiWJEmSJKmDoVmSJEmSpA6GZkmSJEmSOhiaJUmSJEnqYGiWJEmSJKmDoVmSJEmSpA6GZkmSJEmSOqSqJroPkiRJkiRNSo40S5IkSZLUwdAsSZIkSVIHQ7MkSZIkSR0MzZIkSZIkdTA0S5IkSZLUwdAsSZIkSVIHQ7MkSZIkSR0MzZIkSZIkdVhoojsw2X152ZfWRPdBkiRJmlvsePO0THQfpNHkSLMkSZIkSR0MzZIkSZIkdTA0S5IkSZLUwdAsSZIkSVIHQ7MkSZIkSR0MzZIkSZIkdTA0S5IkSZo0kmyU5IwkNyV5oD0em+R5A+o+I8mRSW5J8u8kf0xyaJInTUTfNW9yn2ZJkiRJk0KS/YC9gFuAE4C/AKsBWwFbJnlDVZ3d1l0JuBRYGpgK/BJ4JrADsHmStavq9vF/F5rXGJolSZIkTbgkL6EJzNcCa1bV3T1lxwNnAkcnWaGqHga+CjwV2LKqTuypexRwEfANYItxfAuaRzk9W5IkSdJksFF7/HJvYAaoqp8AlwDLAiskWRr4H+CS3sDc1r2CJlBvlmTlse+25nWGZkmSJEmTwT3t8V8d5XcDBdwOPAsI8OuOuhe15a8ZzQ5q/jRfhOYk+ySZNtH9kCRJktTpNJrAvH2SRz1G2j6/vCFwfFXdA9zXFnUt+PXE9rjKGPRT85n5IjRLkiRJmtyq6hZgM+D5wFlJ1kiyaJKtgXOAo4D3ttV/C9wJbJxkmd52kkwBPtS+fPK4dF7zNEOzJEmSpEmhqn4KrA88FzgROAY4AvgR8Nmqur+t9yCwN/BfwM+SvCXJc5JsSLNg2NBUb/OO5ti4/EuUZNkkP0gyI8kfknw3yZVJNkiyWJLPJbm+Lb8wyfp91y/fXnNj+/XdJCv0lCfJXkn+lOTmJCcluTTJFzv6s2iSA9v6M5Kc7iIBkiRJ0sRKsivN88h7AitV1VtptpF6InBtktcN1a2qrwMfoJmi/T2aVbfPbo8fbavdNX6917xqvD55OQ74J7AisC7wAuCrVXUBcDqwOrBWVS0HfAk4J8lGAEmeAvwC+DPNfzDPar+/rC0D2AbYieY5h+WA64FHqmrnjv4cA7yO5lOs5YFfAeclWXTU3rEkSZKkEUuyFXAI8MGqOr6qCqCqbquqrYFzgRN7B8/a4Pw0YD3glcCyVfUhYCgn/HE834PmTeMVmtcBplbVQ1X1V5opE69Psg7N0vLvrqq/AVTVyTSbk+/WXvsu4F5gt/b6B9uye9uyofYvqKob2/+4jgfWTfKYhQGSLAtsCexUVTOq6hHgU8AUmmcoJEmSJI2/9wEPAN/vKD8BWAzYvPdkVf27qi6pqnOr6vb29Grt8Rdj0lPNV8YrNP8M2CbJ45I8FdiUZnR3JeC+qpreV//3bRnt8Zo23ALQfn9tT52fAS9P8uwkCwDbAdOBvw/oy9AnU8clmZ5kOvAnYGGafd8kSZIkjb+laLaJWqijfGhAbMmhE0kW6ai7JXAzzVRvaY6MV2jem2ZE+WrgYpoH+Q8AbgQWTbJ8X/1VaKZg09Z5TpIMFbbB+Lk9dU4CbqAZwf4j8CJg06EpHX1mtMf/qaoVe76WqqpD5vB9SpIkSZo9F9PM/vxUf0GSpYE92pfnJ1k4yak0j1gu3lf3w8CLgU/2DrxJs6vrU5zR9nXgE1X1zd6TSS6h+Y/jW0neVlV3Jtkc2Ap4Q1vtKGBn4IAke7fn9gMeDxzZvn4f8DDwvKp6eLiOVNWfk5wEHJ5k66q6qX02+jDg4KpyP2dJkiRp/H0C2ADYLclraNY+ugNYmWYNo6WAL1bVhQBJLgc+A1yV5ASaRb82pMkRRwJHj/cb0LxpvEaaPw0cmOSvSW5KclWSz9BMv3gdzQj05UlmAB8DNq6qswCq6lZgLeDZNKPIf2y/X6stg2akOcDd7WrY1yU5JckzO/qzLXAecG57z/OBSw3MkiRJ0sRon0d+KbALcD/wfuAgYAvgAuC1VbVLT/39aALyn4EP0wysLQNsV1Xv7ph1Ks2yjPW/S0mWBC6l+Rd+Kk1QXxf4IbBFVZ05Cvc4gGYT9PfSbHL+DJpPlv5SVVvOSdtfXval/scmSZIkjdCON0/LzGtJc4/xGGl+Gs0zyre2K9vd255/mObh/NHwCprpGHe2q2vfSzP1/MZRal+SJEmSNB8a89BcVdfQrGb92SR/bqdD7wu8uaquGqXbbEfzjPMNbfsX0ezjttcotS9JkiRJmg+Ny0JgVXUscOwYtn8Nffu1SZIkSZI0p8ZrITBJkiRJkuY6hmZJkiRJkjoYmiVJkiRJ6mBoliRJkiSpg6FZkiRJkqQOhmZJkiRJkjoYmiVJkiRJ6mBoliRJkiSpg6FZkiRJkqQOqaqJ7oMkSZIkSZOSI82SJEmSJHUwNEuSJEmS1MHQLEmSJElSB0OzJEmSJEkdDM2SJEmSJHUwNEuSJEmS1MHQLEmSJElSh4UmugOT3Sd3OdqNrCUJ+PQXts9E90GSJGm8OdIsSZIkSVIHQ7MkSZIkSR0MzZIkSZIkdTA0S5IkSZLUwdAsSZIkSVIHQ7MkSZIkSR0MzZKkcZdkgSTnJ6kk+3TU2SrJZUnuTXJHku8nefE4d1WSJM3nDM2SpImwO/CyrsIkBwDfpvn/1CeBbwLrA5ckWX9ceihJkoShWZI0zpK8FNgH+FJH+atpQvVZwDpVdXBV7QGsBTwATE2y6Dh1V5IkzecMzZKkcZNkceA7wK3Apzqq7QY8AuxYVQ8NnayqG4D9gWWBbce4q5IkSYChWZI0vg4DngW8q6ru6S9sQ/WGwOVVdf2A67/THt8wZj2UJEnqYWiWJI2LJG8E3gkcWlXndFRbFVgQuHxQYVXdTDNKveqYdFKSJKnPpAzNSZZoV1TdcBTampHkLeNxL0nSYEmWpVnM65fAnsNUfUp7vGmYOjOApyfJKHVPkiSp00IT3YGxVlXLTXQfJGl+1obb44BFgK2q6oFhqi/eHv89TJ37gbTtDVdPkiRpjs3zoVmSNOE+BmwEvKeqrp1J3fva4yLD1HkCUDThWZIkaUyNyvTsJEsnmZrklnY69FeTTGnLpifZIcl3ktzU1vl43/XrJLk0yW1JfgVs0le+YjuF+tlJzk1yYnt+oSS7Jbmmve/lSTbvu/aOJNuN9F6SpNGTZFXgM8DJVfWtEVxyc3tcdpg6SwG3VFXNaf8kSZJmZrSead4PeBBYkWZxltcA7+kp/wxwZFU9A9gG+FyS5wMkWRk4BzixqpahGY3YsuM+ewHvq6qhZ5SPALYCXtNOw94VOD7JOwZdPIv3kiTNuQ2BhYE3tR9+PuqrrfOp9vWVwNU0/z9ZfVBjSVYClgGuHIe+S5Ikjc707Kp6X5IpVfUgcEeSM4DVeqocVVU/beuem+Qe4IXA74D/Bf5cVYe25X9PsiPwxgG3uqyq/gCQ5OnA9sArqurP7bUXJTmEZpGZYwdcPyv3kiTNuV8BX+ooezzN7/HLgJ8DN1fVPUnOBV6VZPmh3+89hn5fnzYmvZUkSeozKqE5ySuBnZKsQvMc2pLAD3qq9K+Cej+waPv9ssAf+8rv7rjVJT3fr9gef9dX5/fASh3Xz8q9JElzqKouAC4YVJZkRZrQfFZV7dNT9HngtcCXk7yxqh5u668E7A7cApwwdr2WJEn6jzment1uI/Jj4ELgJVW1AvCNWWhiBvDsvnPLdNR9uOf7odGH5/XVWaWnbE7uJUmaAFV1LnAQ8AbgZ0k+mmR/4Bc0q2tvXVX3TmQfJUnS/GM0nmleFFiQZur0Pe2iL28FFhvh9cfS7Lf5sTSeDnwLeGi4i6pqBvBt4EtJlgNIsi7Nc82fH817SZLGV1V9HHgHzf9f9gXeC1wErFNV509g1yRJ0nxmjqdnV9X17XPBU9u9OKcBOwMHjvD66UleQfPM28eAW2mC78kjuPydwMeBc5MsBtwOvLuqvjcG95IkjaKqmk6z33JX+XE0+ztLkiRNmLhjx/A+ucvR/oAkCfj0F7bvDLiSJEnzqtHackqSJEmSpHmOoVmSJEmSpA6GZkmSJEmSOhiaJUmSJEnqYGiWJEmSJKmDoVmSJEmSpA6GZkmSJEmSOhiaJUmSJEnqYGiWJEmSJKmDoVmSJEmSpA6GZkmSJEmSOqSqJroPkiRJkiRNSo40S5IkSZLUwdAsSZIkSVIHQ7MkSZIkSR0MzZIkSZIkdTA0S5IkSZLUwdAsSZIkSVIHQ7MkSZIkSR0MzZIkSZIkdVhoojsw2W280wtrovsgad73o8N+k4nugyRJkh7LkWZJkiRJkjoYmiVJkiRJ6mBoliRJkiSpg6FZkiRJkqQOhmZJkiRJkjoYmiVJkiRJ6mBolqR5RJJtk1yY5G9J7k9yXZKDkjxxQN2DktQwXx+aiPcgSZI02bhPsyTN5ZIEOA7YBvg5cAhwP7A2sCvwxiTrVNXtPZetANwF7N7R7EVj12NJkqS5h6FZkuZ+W9AE5s9X1W69BUm2Bk6gCce79hQtD1xbVYePWy8lSZLmQk7PlqS5XFWdAqwK7DGg+OT2uEbf+eWB68eyX5IkSfMCQ7MkzQOq6qqqemRA0Sva451DJ5IsDDwVuKF9vWCSpZNMGfueSpIkzV0mTWhOslWSXyW5OckNSQ5M8ri+Oq9McmmSP7d1dhnQzvOT7J7kD0lOGuZelyeZkeTGJP+XZOWxem+SNF6SPDnJykleluQA4MS26Bs91Zaj+f1/d5JvAf8AbgfuSXJikuXHt9eSJEmT16R4pjnJ24DDgE2q6rIkywCnA08AdmjrrAOcCry5qs5K8izg7CSPVNWX2jrr0/xh+FOaPwAH3evtbZ1NqurCJIvSLJpzfpLnVtV9Y/pmJWlsHQls1vP6L8AOVXVmz7mhUPw54CfATsBDwEbAO4D1kqxZVTPGob+SJEmT2mQZaV4X2KOqLgOoqtuALwBb9tT5FHByVZ3V1rke2BfYLclC7bmLqur5VbUj8IeOe20MnF1VF7bX3Ad8FngGsMqovzNJGl/7AW8D9gIuBA4GftRXZ0ngXpqFwzauqqOr6viq2h7JB7pTAAAgAElEQVR4P/A0mg8TJUmS5nuTIjRX1U5V9c2+0y+i2Q6FNhRvAJzWV+c0mj/uVpuF210OrJ1k2Z5zmwO3AtfOSr8labKpqmlV9d2q2p9m5Hgl4OokL+6pcyqwBLDngCaOoHnWebP+R2QkSZLmR5MiNPdLsjPwEeAT7aknA48Dbu6tV1V3Av+meT5vpL5KMxX8kiTfSnIesA6wXlX9a077LkmTRVU9DOwCLAx8ua+sqqoGXFPAb4BFmLXfrZIkSfOkSfFM85AkSwPHAKsDb6yq09uiB9vjY/7Aa89lFm7zeOA5wHXAZTSj2W8ENgT+NMudlqRJrKoeSPIHYM0kC7ZBemYWb4/3j2HXJEmS5gqTJjQneT7NgjQ/BVapqr8PlVXVnUnuA57ed80TgEWBWVmsZipwW1W9uqedo4FpSW4YetZZkuYWSTYF1q2qx0y3TrIAzRTtAI+05wJsVFU/HVB/cZpHXm5n1n63SpIkzZMmxfTs9vninwL7VdU7egNzj7OATfvOvZZmZdhfzcLtNgDO7T1RVVcDNwFrzUI7kjRZfADYPcn2A8p2Bp5CswDi0GydfYFz+rftawP2wcBSwNcGTd+WJEma30yWkeZvACdU1eHD1Pk8zR95362qn7T7Kh8AHFRVDw5zXb9zgJ2TXFxVf0oyhWa7lRWAs2f3DUjSBNoO+CFwVJJtaD4YfBhYH3gdcAewa0/9Q2h2Ejg0yWbAj4EpNB9MrgFcABw4Xp2XJEmazDIZBhKSFPBX4IEBxW+pqkvbehvTbA/1VJoFwL4OHDJoNCTJMcASVfXmvvP/RbNi7JuAxWg+OLgCOKCqLu5vZ+OdXjjxPyBJ87wfHfabWVmb4THala7fB2wFPJvmueSbabab2r+qbu6rvzDwQeDtbf3HAdcD3wYOrapBv48lSZLmO5MiNE9mhmZJ42FOQ7MkSZLGxqR4plmSJEmSpMnI0CxJkiRJUgdDsyRJkiRJHQzNkiRJkiR1MDRLkiRJktTB0CxJkiRJUgdDsyRJkiRJHQzNkiRJkiR1MDRLkiRJktTB0CxJkiRJUgdDsyRJkiRJHQzNkiRJkiR1SFVNdB8kSZIkSZqUHGmWJEmSJKmDoVmSJEmSpA6GZkmSJEmSOhiaJUmSJEnqYGiWJEmSJKmDoVmSJEmSpA6GZkmSJEmSOiw00R2Y7M5+53JuZC1pzL36qBmZ6D5IkiTpsRxpliRJkiSpg6FZkiRJkqQOhmZJkiRJkjoYmiVJkiRJ6mBoliRJkiSpg6FZkiRJkqQOhmZJmkck2TbJhUn+luT+JNclOSjJEwfUPShJDfP1oYl4D5IkSZON+zRL0lwuSYDjgG2AnwOHAPcDawO7Am9Msk5V3d5z2QrAXcDuHc1eNHY9liRJmnsYmiVp7rcFTWD+fFXt1luQZGvgBJpwvGtP0fLAtVV1+Lj1UpIkaS7k9GxJmstV1SnAqsAeA4pPbo9r9J1fHrh+LPslSZI0LzA0S9I8oKquqqpHBhS9oj3eOXQiycLAU4Eb2tcLJlk6yZSx76kkSdLcxdAsSfOQJE9OsnKSlyU5ADixLfpGT7XlaH7/353kW8A/gNuBe5KcmGT58e21JEnS5DVmzzQnORG4qap2nWnlpn4Br6+qM8aqT5I0HzgS2Kzn9V+AHarqzJ5zQ6H4c8BPgJ2Ah4CNgHcA6yVZs6pmjEN/JUmSJrUxC81V9ZaxaluS1Gk/YCrwTOC1wOnAj/rqLAncCxxWVb3PQR+f5OfA4TQrcL917LsrSZI0uTk9W5LmIVU1raq+W1X704wcrwRcneTFPXVOBZYA9hzQxBE0zzpvluRx49FnSZKkyWzMQnOSk5Ic034/PckOSU5IckuSG5PsmaT//ssnOT3JzW2d/+1r8wVJzkzy5yR/THJEkqV6yvdJckaSnZL8Pslf29e9dZ6U5BttGze1fVp6rH4OkjRRquphYBdgYeDLfWVVVTXgmgJ+AyxC8+yzJEnSfG08R5r3Bb5XVU8HNgF2BD7RV2cPYO+qWrat/40kTwRI8nzg58BZwArAC4HFgYv6RkM2Ap4FvBhYmWaU5WNtGwF+2Ja/iGb64gPAGW2ZJM1TquoB4A/AmkkWHOFli7fH+8emV5IkSXOP8QzNx1TVaQBVdTVwEPDBvjr7V9VV7fenAo8DntO+/jAwraoOawdI/gW8hyZAb9HTxp3ArlX1QFX9EziXJiADrAOsDby7qv7R/jG5E/ASYK1RfK+SNG6SbJpk/46yBWg+PAzwSHsuSV7ZUX9xYDWa1bRdCEySJM33xjM039T3+hpg6Xa/0EF1hkY4Fm2PKwG/622gqu4FbmzLhtxWVQ/1tTPUxopAAee1U8anA1cD/wSeMStvRpImkQ8AuyfZfkDZzsBTgLN7pmPvC5yTZJfeim3APhhYCvjaoOnbkiRJ85sxWz17gKX6Xq8M3NGO9o7EjcDzek8kWYxm65Q/j7CNGTSh+YXtKLQkzQu2o3n05Kgk29DMsHkYWB94HXAH0Lv93yHAxsChSTYDfgxMATYF1gAuAA4cr85LkiRNZuM50vyhJOsDJHkWsDvNtiYj9WVg7SQfbKcWLgZ8A7gVOGWEbVwMTAOOTvLkti8rtYuPLT/8pZI0OVXV7TQBeWeaVbE/QjOavArwNWDVqrqup/5dwHo0QXox4OM0a0os2h5fU1U+zyxJksT4jjQfAeySZCrNCMjhwAEjvbiqfp1kXeDzNH/UPQScB6zXTtMeSRuPJHkt8BlgWpKFaEZgDqqqkY5WS9KkU1X/Br7Ufo2k/gPAF9ovSZIkdch4PLLWPjt8cFV9ZcxvNsrOfudyPtMnacy9+qgZruAvSZI0CY3n9GxJkiRJkuYqhmZJkiRJkjqMyzPNVbXieNxHkiRJkqTR5EizJEmSJEkdDM2SJEmSJHUwNEuSJEmS1MHQLEmSJElSB0OzJEmSJEkdDM2SJEmSJHUwNEuSJEmS1MHQLEmSJElSh1TVRPdBkiRJkqRJyZFmSZIkSZI6GJolSZIkSepgaJYkSZIkqYOhWZIkSZKkDoZmSZIkSZI6GJolSZIkSepgaJYkSZIkqYOhWZIkSZKkDgtNdAcmu4v2m1oT3QdJc279vd+eie6DJEmS5j6ONEuSJEmS1MHQLEmSJElSB0OzJEmSJEkdDM2SJEmSJHUwNEuSJEmS1MHQLEmSJElSB0OzJI1Akm2TXJjkb0nuT3JdkoOSPLGj/lpJzkjyjyT/TPKzJFuMd78lSZI0ZwzNkjSMNI4HjgOmAIcAewJXAbsC05I8pe+aTYGLgVWBLwKfBZ4InJLkI+PYfUmSJM2hhSa6A5I0yW0BbAN8vqp26y1IsjVwArA7TYAmyZPbc38BVq+qv7TnDwPOAz6X5Nyq+tX4vQVJkiTNLkeaJWkYVXUKzYjxHgOKT26Pa/Scez+wJPCJocDctnMv8CFgQeBjY9NbSZIkjTZDsyTNRFVdVVWPDCh6RXu8s+fcJsBDwEkD2rkc+AOwSZIFR72jkiRJGnWGZkkaoSRPTrJykpclOQA4sS36Rlu+APAS4Jqq+mdHM9OAxwMrjXmHJUmSNMd8plmSRu5IYLOe138BdqiqM9vXSwILAzcN08aM9rgscP2o91CSJEmjytAsSSO3HzAVeCbwWuB04Ec95Yu3x38P08b97XHRUe+dJEmSRt2oTM9OsnSSqUluSTIjyVeTTGnLpifZLcklSf6a5KdJlk1yTJJbk1yb5H/62tslyfVt+UVJnt9Tdnl7jxnt/SrJW3vK35XkN235b5K8O0l6yqcn2SHJd5Lc1Lbx8dH4OUiat1XVtKr6blXtD2xEM8X66iQvbqvc1x4XGaaZJ/TVlSRJ0iQ2Ws807wc8CKxIs8rsa4D39JS/D9gWWI5mr9JfAhdW1dOArwPfTrIwQJINgA8Dr23LLweOGWqoqtaoquWqajngWOBntCvYJvkksC/wtrb87cA+wCf7+vsZ4MiqegbNVjKf6w3mkjQzVfUwsAvNdOwvt6f/ThOGlx3m0qXa481j1ztJkiSNllEJzVX1PuBdVfVAVd0BnAGs1lPlW1V1Q1XdD1wE/LWqjmrLzgSeBCzftnUB8OyquqEtP7avLQCSvIkmmL+9qh5qR7Y/BuxdVb9t27oa2Bv46NDId+uoqvppW+dc4B7ghXP8g5A0X6mqB2hWw14zyYLtCttXAaskWazjsnWBu4A/jVM3JUmSNAdGa3r2K4GTklyX5EZge6A3pN7d8/2DwB09rx9oj49r21oaODTJr9u2fkjfs9dJngl8C9iuqoYW3FkaWAL4XV/3ft+eX7rnXP8iPffj84WSBkiyaZL9O8oWoJmiHWBoS6pTaUafNx9Qf3WaDwjPbEeqJUmSNMnNcWhOsizwY+BC4CVVtQLt9iuz6TjgBcAb2rZe3Xe/RWi2eTmyqs7oKboDuBd4Xl97q7Tn70CSZt0HgN2TbD+gbGfgKcDZVVXtuSNopml/NsnQVOyh312HAQ8Dh4xtlyVJkjRaRmP17EWBBYHLquqeJKsCbwV+MZvtLUEzOnxjkv8C9gBIslhV3Qt8keYP0t17L6qqB5J8AdgvybSq+l37nPKngS+10yglaVZtRzPj5agk2wDn0gTf9YHX0Xwgt+tQ5aq6sw3YJwK/THIkzYyarWg+ENy9qq4Y13cgSZKk2TbHobmqrk+yIzC1XaV6Gs3oy4Gz2eQHgW8CtwK3Ax8H1gZelOQBYAfgb8D0nkWxD6+q/YBP0Cyuc2KSJWmeGzwQOHw2+yJpPldVtydZn2ZBw62Aj9BsLXUz8DVg/6q6ue+aU5NsSPM76cM0j6tcBbyxqr4/jt2XJEnSHMp/ZhRqkIv2m+oPSJoHrL/32zPzWpIkSdKjjdaWU5IkSZIkzXMMzZIkSZIkdTA0S5IkSZLUwdAsSZIkSVIHQ7MkSZIkSR0MzZIkSZIkdTA0S5IkSZLUwdAsSZIkSVIHQ7MkSZIkSR0MzZIkSZIkdTA0S5IkSZLUIVU10X2QJEmSJGlScqRZkiRJkqQOhmZJkiRJkjoYmiVJkiRJ6mBoliRJkiSpg6FZkiRJkqQOhmZJkiRJkjoYmiVJkiRJ6mBoliRJkiSpw0IT3YHJ7v0/uKYmug+SZu7rmz8vE90HSZIkzXscaZYkSZIkqYOhWZIkSZKkDoZmSZIkSZI6GJolSZIkSepgaJYkSZIkqYOhWZIkSZKkDoZmSQKSrJjkG0muTXJfkluTHJdk5QF1n5/ke0n+2ta9Jsm+SRadiL5LkiRp7LhPs6T5XpIXARfR/E48DrgeeB7wDmDTJOtX1W/bumsCPwWmtHV/D6wK7AW8LsnLq+q+8X8XkiRJGguGZknztSQLACe1L1evqmt6yr5DE5C/DGyUJMBRwOOAl1fVpT11vwucAewP7DJO3ZckSdIYc3q2pPnda4BnA/v1BmaAqjoP+AWwYZIlgNWB/wa+1xuY27pnAicD702y+Lj0XJIkSWPO0Cxpfvdj4NXA0R3l/wJCM7r87PbcrzvqXgQsBqw/mh2UJEnSxDE0S5qvVeOcqrqjvyzJCsB6wIy2fOhZ5Sd1NPfE9rjK6PdUkiRJE2GuDc1JLk2y6yi1NT3Jh0ajLUnzhiRPA04DFgE+3Z6+FHgIeGv/StlJ/gt4V/vyyePVT0mSJI2tuTY0V9U6VXXoRPdD0rwnycuBacCLgM9W1TcBquovwKHACsDFSTZJ8qwkGwPnAze0Tcy1v1slSZL0aK6eLUmtdnXsPWlGlv8OvKmqTumrtjvwb+BjNKtl074+ALgS2BC4azz6K0mSpLE3aUdDkpyf5FNJDktyU5KbkxyS5HFt+bQk+7TffzvJBe3WMSR5SZK7k6zavn5+kjPbNm5Isk+SKRP25iRNOkkWAqYC+wGnA88fEJiHnoH+FPBUmoC8IfC0qvo0sGxb7Y/j0WdJkiSNvUkbmlu7Ar+hmQq5NrAx8PUB9XYAngZ8tA3VJwC7VdWVSZ4OXNzTzrrA62n2UpWkoRHmbwNbAh+rqs2r6vbhrqmqf1bVBe3XP9rTq7XHy8ewu5IkSRpHkz00n1VV36yqR6rqJmBvYNt2wZ3/r6r+CbwV2ItmpOjqqhoK19sB/wD2qKqH2mcS9wJ2aEeWJOnjNIH5A1V18MwqJ1mk49xmwM+ravqo91CSJEkTYrKHxpv6Xl8DLEgzqvwoVfWrJKcDW/Po7V5WBJYB/tgMJgHNhwUPA0sDt45ulyXNTZKsCHwGOK6qDp9J3aWAHwC3J9myqh7qKT4QeAqw1Rh1VZIkSRNgsofmpfper0wTdm/rr5jkFcCraKZmfy3Jq6rqEWAGzcjzmmPdWUlzpZ2AKcCfk+wwTL3zquraJNfQbC11eZITgQeBTYANgE9W1U/HvMeSJEkaN5M9NG+Z5PSqOjnJU2kW6JlaVXf3jBrTln0H+CBwJnAF8AlgX+AoYJckewAHV9WDSTYAdqFZGffh8X1LkiaZJ7XHvWdSb3vg2qp6d5KLgPfTrKQN8Evg9VV1RufVkiRJmitN9tB8ArBJki/QTKk+Cdijt0K7YvZ3gHOq6uT23NbAz5KcX1UXJFkb+BwwPcnDwB+AjxuYJVXVdjRrH8zKNccCx45FfyRJkjS5TPbQfHdVfXRQQVW9tOflK/vKfgUs1vP6WmDzrptU1Ypz1k1JkiRJ+n/t3X2wXHV9x/H3B4nEFp9QjMFUAg4WtZO2Q4uCAhkUHNqIdKgW8AkqtSEqWoZgHaK2EFQElTYFAoojiZARlFZoQVpoFHx+QIpQSXkQaBQhgIoBgiLf/nFOptvtPcklyb272ft+zdzZnP19d/e7O8POfvj9zu9oFA377tmSJEmSJA2MoVmSJEmSpA5Duzy7quYOugdJkiRJ0tTmTLMkSZIkSR0MzZIkSZIkdTA0S5IkSZLUwdAsSZIkSVIHQ7MkSZIkSR0MzZIkSZIkdTA0S5IkSZLUwdAsSZIkSVKHVNWge5AkSZIkaSg50yxJkiRJUgdDsyRJkiRJHQzNkiRJkiR1MDRLkiRJktTB0CxJkiRJUgdDsyRJkiRJHQzNkiRJkiR1MDRLkiRJktRh20E3MOx2PO3tNegepKluzcIzM+geJEmSNDU50yxJkiRJUgdDsyRJkiRJHQzNkiRJkiR1MDRLkiRJktTB0CxJkiRJUgdDsyRJkiRJHQzNkqaEJLOTnJNkVZJHktydZFmSXceo3SHJB5LckOQXSdYm+WaSBUmeNIj+JUmSNBhep1nSyEsyB7iW5jtvGXArsDvwFmBekn2q6qa2dhfgGmAW8AVgObA9cBhwJnBwknlV9dikvxFJkiRNOkOzpJGWZBvgc+3hHlV1c8/YhcDVwBJg//buM2gC819W1bk9tYuBLwKvBo4Glk5895IkSRo0l2dLGnUHArsBi3sDM0BVrQS+BcxNsn179yuB+3oDc1v7K+CU9nDviW1ZkiRJw8KZZkmj7krgAOD6jvGHgADTgbXt37qO2gfb259syQYlSZI0vJxpljTSqnFVVd3XP5ZkZ+DlwOqe8RXAzkkOHOPpjgJ+CZw3YQ1LkiRpqBiaJU1JSWYClwLbASf1DL2XJjh/PslxSZ6aZPck5wNzgVdW1apJb1iSJEkD4fJsSVNOkn1pgvFOwClV9Yn1Y1W1LskbgQ8BpwL7AbsATwOOqaqvDKBlSZIkDchIzjQneV6Sf0qyOsktST6b5Pok+yX5jSSnJrm1Hb8myT6D7lnSxEvjRGAlzQzzoVW1qK/m+cC3gd8Bdq6q11bVHGAh8KkklyT5zcnuXZIkSYMxqjPNy4AfA7OBZwJfAs6oqi8nuRoo4KVVdX+SQ4GrkhxUVf8+qIYlTawk2wKfAf6M5vrLb6uqe/tqpgGXA48Bh7Q7ZgNQVRcnuY0mUJ8KvGOyepckSdLgjORMM7AXsKKqHquqNTQ/gl+TZC+aa7EeXVX3A1TV52mWab5nYN1KmlBJAlwAvB5YWFWH9Afm1iuAlwCX9Abm9arqOuAm4IiJ7FeSJEnDY1RD81eBNyaZnmQGMA/4Hs15iY9U1R199T9oxySNphNoAvOCqjp9A3XPbm+fPNZgG76fCTw1yZO2bIuSJEkaRqMamhfRzCjfCHwFuIJmU587gae05yz2ehFw16R2KGlSJJkNnAwsq6qlGyn/BvBr4Oj2cf2OA2YB11bVr7dcl5IkSRpWo3pO89nA+3p3xAVI8jWaEP3JJIdV1QNJDqFZannwAPqUNPGOBaYBdyWZv4G6lVW1KsnxwMeAG5NcRPM/36YBr2r/7gaOmeCeJUmSNCRGNTSfBJyX5IPAOuABmuuxfgD4I+BvgW8n2Y5m9vmgqrp6UM1KmlA7tLeLNlgFRwGrquqMJF+nCcb7AYcDD9N8V7wPWFpV901Us5IkSRouqapB97BFJXk68HXgNJoNvrYB9gb+BfiTqrr8iTzfjqe9fbQ+IGkrtGbhmRl0D5IkSZqaRnGmeSbNOcp3V9U6gGbvHn4N/GiAfUmSJEmStjIjF5qr6uYkRwKnJDmXZqb5TuBPq+o/BtqcJEmSJGmrMnKhGaCqzgfOH3QfkiRJkqSt26heckqSJEmSpM1maJYkSZIkqYOhWZIkSZKkDoZmSZIkSZI6GJolSZIkSepgaJYkSZIkqYOhWZIkSZKkDoZmSZIkSZI6pKoG3YMkSZIkSUPJmWZJkiRJkjoYmiVJkiRJ6mBoliRJkiSpg6FZkiRJkqQOhmZJkiRJkjoYmiVJkiRJ6mBoliRJkiSpg6FZkiRJkqQO2w66gWF3yw2H16B7kLZ2u81ZkUH3IEmSJG0KZ5olSZIkSepgaJYkSZIkqYOhWZIkSZKkDoZmSZIkSZI6GJolSZIkSepgaJYkSZIkqYOhWdJWIcnsJOckWZXkkSR3J1mWZNeO+u2TfDDJLUnWJbknyT8medlk9y5JkqStl9dpljT0kswBrqX5zloG3ArsDrwFmJdkn6q6qad+R+DLwE7AcuAW4LnAG4CvJDmsqj43ue9CkiRJWyNDs6ShlmQbYH3A3aOqbu4ZuxC4GlgC7N/zsE8COwC/X1U/7Kn/MHAycNtE9y1JkqTRYGiWNOwOBHYDTugNzABVtTLJt4C5SbavqrVJ9gQOBub3Bua2/kHgXZPVuCRJkrZ+hmZJw+5K4ADg+o7xh4AA04G1wBHt/RcDJAnwLOBnVfXYxLYqSZKkUeNGYJKGWjWuqqr7+seS7Ay8HFjdM74X8CPgF0k+BPwUWNMeL2/Pd5YkSZLGxZlmSVulJDOBS4HtgJN6hl4A/Bj4LPB8YCHwc+CPgTcBeyTZs6rWTm7HkiRJ2hpNmdCc5DXAflV1/KB7kbR5kuwLrKDZHfuUqvpEz/DTaDYB+zmwd1X9sr3/oiS3A38DnAC8f/I6liRJ0tZqKi3P3gN49qCbkLTp0jgRWEkzw3xoVS3qK3uc5hzn43oC83qn0Zz3/PoJb1aSJEkjYUqE5iQLgOOA1yVZneTfkpzbV/ORJF8aSIOSNirJtjSzy4uBy4AXV9UlY5SuAdYB3+0fqKqHaa7ZvMsEtipJkqQRMiVCc1WdBXwMuLiqZgEfBw5Psj1AkmnAm4EzBtelpC7tDtgX0MwQL6yqQ6rq3o7y79PMQj+5Y3wa8MiW71KSJEmjaEqE5jFcQbNR0OHt8TzgYZpNhSQNnxNoAvOCqjp9I7X/TLM8+5D+gXbn7BcC123xDiVJkjSSpmRorqoClgBva+86GlhSVY8PritJY0kyGzgZWFZVS8fxkOXAT4APtzts9zqFZgb67C3ZoyRJkkbXlNk9ewyfBhYnOQDYGzhisO1I6nAszZLqu5LM30DdyqpaVVW/SHIEcDnwvSTnAffTXHJqf2B5VV084V1LkiRpJEyl0PwQMAMgyTOr6qdJPkUTnpdX1c8H2ZykTju0t/27ZPc7ClgFUFUrk/wB8AHgL2guQ3Ub8G6aVSaSJEnSuKRZqTz6krwA+CLN0syPVdXfJdmV5kf2i6vqlrEed8sNh0+ND0iaQLvNWZFB9yBJkiRtiikz01xVtwG79d13O82yT0mSJEmS/p8puRGYJEmSJEnjYWiWJEmSJKmDoVmSJEmSpA6GZkmSJEmSOhiaJUmSJEnqYGiWJEmSJKmDoVmSJEmSpA6GZkmSJEmSOhiaJUmSJEnqYGiWJEmSJKmDoVmSJEmSpA6pqkH3IEmSJEnSUHKmWZIkSZKkDoZmSZIkSZI6GJolSZIkSepgaJYkSZIkqYOhWZIkSZKkDoZmSZIkSZI6GJolSZIkSepgaJYkSZIkqcO2g25g2M1453k16B6kiXbPkrdm0D1IkiRJw8iZZkmSJEmSOhiaJUmSJEnqYGiWJEmSJKmDoVmSJEmSpA6GZkmSJEmSOhiaJUmSJEnqYGiWtNmSzE5yTpJVSR5JcneSZUl2HaN25yRnJrk9ybokDyS5MslBg+hdkiRJ2hCv0yxpsySZA1xL832yDLgV2B14CzAvyT5VdVNb+1Lg8rb2QuBmYAZwOHB5koVVdfrkvwtJkiRpbIZmSZssyTbA59rDParq5p6xC4GrgSXA/m3tOcCjwJ5VdVtP7WLg68AHk3y6qu6brPcgSZIkbYjLsyVtjgOB3YDFvYEZoKpWAt8C5ibZvqoeB14BzO0NzG3tw8AVwDTgdyelc0mSJGkcnGmWtDmuBA4Aru8YfwgIMB1YW1Vrgf/qL2pnofdtDx+YgD4lSZKkTbLZM81JVid53ZZoZktL8o4kdwy6D2lUVeOqsZZTJ9kZeDmwun88ybQks5LMSXIYcA2wF/BNugO4JEmSNOk2e6a5qmY9kfokzwCurKqXbu5rSxpOSWYClwLbASeNUfIS4Hs9xwV8AXhbVdXEdyhJkiSNzyCWZz8D2HMArytpEiTZF1gB7AScUlWfGKPsduBg4HnAy4CnAOdU1b2T1qgkSZI0Dhtdnp3kS0nen+SsJD9Mcm+SM3rG70tyZPvv2WDE/iUAAAPoSURBVEkqyauSXNNeq/XmJK9ux3ek2SF3/bLuO3qe56gkNyX5cZJvJ9m/Z2xukrVJXpnkO0nuSXJdkj16arZJ8tdJ7mif+/PAzDHez2vb51/d9vaeJNM25cOT9L/SOBFYSTPDfGhVLRqrtqoerKrLqmppVR0JnAxclOSsyetYkiRJ2rjxntO8EPhqVe0C7Acck+SgDdR/BHhTVc0ELgLOB6iqNTTnLVJVs6pqNkCSY4AzgPlVtRPwfuCyJL/X85zTgfcCBwHPBb4P9P7APgE4DjioXTL+EeDPe5tK8mbgM8Bxbc2BwBuAc8f5OUgaQ5JtaWaXFwOXAS+uqkvG+/iquhH4MM13y/4bq5ckSZImy3hD8+VVdQFAVf2AZvfbORuoP7Gq7mz//QVgRpIZG6j/K+DjVXVt+xpX0Pzwnt9T8yTgnVW1pj3n8dK+HuYDH237o6q+SXN92P/TV1uz/nXuAo4Fjkyy0wb6k9QhSYALgNcDC6vqkE1cZn1je7vXFmtOkiRJ2kzjDc3/3Xf8KM05iOOpf7S93VD9bGBBu7T6jnbZ9lygP2j3P+/0nuPn0Zwn2evBvuNdgP/su+8HPT1IeuJOoAnMC6rq9K6iJDskWZrktztKXtDeuhGYJEmShsawXKd5NXB6VW3O+YyrgRf23ffcvuM7gd377ntRe3vXZry2NCUlmU1zPvKyqlq6kfLdgaOBP0xyYFXd3/M8zwKObw//dQJalSRJkjbJIELzQwDtcu1fVdUDwEeBRUmuq6pvJFl//vJPqurscT7vWcDxSS6tqu8nmUfzA31dT82pwEeTXFVVX0syi+Zc6hVVtXoLvT9pKjkWmAbclWT+BupWtv/NLQDOBFYluZBmdchvAW8EngP8fVV9Z6KbliRJksZr0kNzVa1J8hngBuDGJK+uqjOT/Aw4uw3Tj9Kc09y51HMMpwOP02wgNh34MrCo/Vv/2p9sX+cfkjwHeBhYThOmJT1xO7S3Y+6S3eMoYFVVnZvku8C7aC45NRN4BLgeeHdVrZiwTiVJkqRNkGZPLXWZ8c7z/IA08u5Z8tYMugdJkiRpGI13IzBJkiRJkqYcQ7MkSZIkSR0MzZIkSZIkdTA0S5IkSZLUwdAsSZIkSVIHQ7MkSZIkSR0MzZIkSZIkdTA0S5IkSZLUwdAsSZIkSVIHQ7MkSZIkSR0MzZIkSZIkdUhVDboHSZIkSZKGkjPNkiRJkiR1MDRLkiRJktTB0CxJkiRJUgdDsyRJkiRJHQzNkiRJkiR1MDRLkiRJktTB0CxJkiRJUgdDsyRJkiRJHQzNkiRJkiR1MDRLkiRJktTB0CxJkiRJUof/AV4+NjzUMm9kAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(16,8))\n",
"\n",
"tmp_df = s_shownotes_split.value_counts()[:10].to_frame('value').reset_index().rename(columns={'index': 'name'})\n",
"ax = sns.barplot(x='value', y='name', data=tmp_df)\n",
"max_ = tmp_df['value'].max()\n",
"\n",
"for i, (_, row) in enumerate(tmp_df.iterrows()):\n",
" text = ax.text(row['value'] + max_*.03, i+0.1, row['value'], color='black', ha=\"center\", fontsize=20)\n",
"\n",
"[spine.set_visible(False) for spine in ax.spines.values()]\n",
"ax.tick_params(bottom=False, left=False, labelbottom=False)\n",
"ax.tick_params(axis='y', labelsize='x-large')\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('')\n",
"ax.set_title('rebuild 話題ランキング', fontsize=20)\n",
"\n",
"ax.patch.set_alpha(0)\n",
"ax.patch.set_facecolor('white') \n",
"plt.grid(False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### ワードバスケットを表示"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[None, None, None, None]"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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