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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# backspace.fmの統計学\n",
"\n",
"ikedaosushiさんの [rebuild.fmの統計学](https://blog.ikedaosushi.com/entry/2018/12/13/060610) にinspireされて同様の分析をしてみました。\n",
"氏のnotebookを大きく参考にしています。\n",
"\n",
"https://github.com/ikedaosushi/python-sandbox/blob/master/analytics/rebuild_analytics/rebuild.fm%E3%81%AE%E7%B5%B1%E8%A8%88%E5%AD%A6.ipynb\n",
"\n",
"また、データ提供はgurudonの [what_alnk さん](https://mstdn.guru/@what_alnk) にしていただきました。ありがとうございます。"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"plt.style.use(\"bmh\")\n",
"from wordcloud import WordCloud, STOPWORDS\n",
"from copy import deepcopy\n",
"\n",
"from natto import MeCab\n",
"import neologdn\n",
"import os\n",
"import pandas as pd\n",
"from pathlib import Path\n",
"\n",
"import matplotlib\n",
"matplotlib.rcParams[\"figure.figsize\"] = (16, 4)\n",
"font = {'family': 'IPAexGothic'}\n",
"matplotlib.rc('font', **font)\n",
"\n",
"import logging\n",
"logging.basicConfig(level=logging.INFO)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"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>ep</th>\n",
" <th>people</th>\n",
" <th>title</th>\n",
" <th>publishedDate</th>\n",
" <th>duration_sec</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>001</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#001: backspace.fm始まりました!</td>\n",
" <td>2014-01-04 08:00:00</td>\n",
" <td>2958</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>002</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#002: CES2014を斬る!</td>\n",
" <td>2014-01-13 08:00:00</td>\n",
" <td>2264</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>003</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#003: 悶絶悩んだMacBook Pro Retina 15inch購入記</td>\n",
" <td>2014-01-20 08:00:00</td>\n",
" <td>2413</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>004</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#004: iPhoneカメラを使いこなせ!</td>\n",
" <td>2014-01-28 08:00:00</td>\n",
" <td>2413</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>005</td>\n",
" <td>drikin, mazzo, 堀正岳さん</td>\n",
" <td>#005: 初のゲスト@mehoriさん登場!</td>\n",
" <td>2014-02-03 08:00:00</td>\n",
" <td>2246</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ep people title \\\n",
"0 001 drikin, mazzo #001: backspace.fm始まりました! \n",
"1 002 drikin, mazzo #002: CES2014を斬る! \n",
"2 003 drikin, mazzo #003: 悶絶悩んだMacBook Pro Retina 15inch購入記 \n",
"3 004 drikin, mazzo #004: iPhoneカメラを使いこなせ! \n",
"4 005 drikin, mazzo, 堀正岳さん #005: 初のゲスト@mehoriさん登場! \n",
"\n",
" publishedDate duration_sec \n",
"0 2014-01-04 08:00:00 2958 \n",
"1 2014-01-13 08:00:00 2264 \n",
"2 2014-01-20 08:00:00 2413 \n",
"3 2014-01-28 08:00:00 2413 \n",
"4 2014-02-03 08:00:00 2246 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pj_dir = Path(os.getcwd())\n",
"\n",
"resource_dir = pj_dir/'../resources'\n",
"csv_path = resource_dir/'backspacefm_201812131933.csv'\n",
"\n",
"df = pd.read_csv(csv_path)\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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>ep</th>\n",
" <th>people</th>\n",
" <th>title</th>\n",
" <th>publishedDate</th>\n",
" <th>duration_sec</th>\n",
" <th>person</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>001</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#001: backspace.fm始まりました!</td>\n",
" <td>2014-01-04 08:00:00</td>\n",
" <td>2958</td>\n",
" <td>[drikin, mazzo]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>002</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#002: CES2014を斬る!</td>\n",
" <td>2014-01-13 08:00:00</td>\n",
" <td>2264</td>\n",
" <td>[drikin, mazzo]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>003</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#003: 悶絶悩んだMacBook Pro Retina 15inch購入記</td>\n",
" <td>2014-01-20 08:00:00</td>\n",
" <td>2413</td>\n",
" <td>[drikin, mazzo]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>004</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#004: iPhoneカメラを使いこなせ!</td>\n",
" <td>2014-01-28 08:00:00</td>\n",
" <td>2413</td>\n",
" <td>[drikin, mazzo]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>005</td>\n",
" <td>drikin, mazzo, 堀正岳さん</td>\n",
" <td>#005: 初のゲスト@mehoriさん登場!</td>\n",
" <td>2014-02-03 08:00:00</td>\n",
" <td>2246</td>\n",
" <td>[drikin, mazzo, 堀正岳さん]</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ep people title \\\n",
"0 001 drikin, mazzo #001: backspace.fm始まりました! \n",
"1 002 drikin, mazzo #002: CES2014を斬る! \n",
"2 003 drikin, mazzo #003: 悶絶悩んだMacBook Pro Retina 15inch購入記 \n",
"3 004 drikin, mazzo #004: iPhoneカメラを使いこなせ! \n",
"4 005 drikin, mazzo, 堀正岳さん #005: 初のゲスト@mehoriさん登場! \n",
"\n",
" publishedDate duration_sec person \n",
"0 2014-01-04 08:00:00 2958 [drikin, mazzo] \n",
"1 2014-01-13 08:00:00 2264 [drikin, mazzo] \n",
"2 2014-01-20 08:00:00 2413 [drikin, mazzo] \n",
"3 2014-01-28 08:00:00 2413 [drikin, mazzo] \n",
"4 2014-02-03 08:00:00 2246 [drikin, mazzo, 堀正岳さん] "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['person'] = df.people.str.split(\", \")\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"df_nonna = df.dropna()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 前処理\n",
"前処理として放送時間、出演者を抽出する。"
]
},
{
"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>ep</th>\n",
" <th>people</th>\n",
" <th>title</th>\n",
" <th>publishedDate</th>\n",
" <th>duration_sec</th>\n",
" <th>person</th>\n",
" <th>date</th>\n",
" <th>minutes</th>\n",
" <th>guest</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>001</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#001: backspace.fm始まりました!</td>\n",
" <td>2014-01-04 08:00:00</td>\n",
" <td>2958</td>\n",
" <td>[drikin, mazzo]</td>\n",
" <td>2014-01-04 08:00:00</td>\n",
" <td>49</td>\n",
" <td>[drikin, mazzo]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>002</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#002: CES2014を斬る!</td>\n",
" <td>2014-01-13 08:00:00</td>\n",
" <td>2264</td>\n",
" <td>[drikin, mazzo]</td>\n",
" <td>2014-01-13 08:00:00</td>\n",
" <td>38</td>\n",
" <td>[drikin, mazzo]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>003</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#003: 悶絶悩んだMacBook Pro Retina 15inch購入記</td>\n",
" <td>2014-01-20 08:00:00</td>\n",
" <td>2413</td>\n",
" <td>[drikin, mazzo]</td>\n",
" <td>2014-01-20 08:00:00</td>\n",
" <td>40</td>\n",
" <td>[drikin, mazzo]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>004</td>\n",
" <td>drikin, mazzo</td>\n",
" <td>#004: iPhoneカメラを使いこなせ!</td>\n",
" <td>2014-01-28 08:00:00</td>\n",
" <td>2413</td>\n",
" <td>[drikin, mazzo]</td>\n",
" <td>2014-01-28 08:00:00</td>\n",
" <td>40</td>\n",
" <td>[drikin, mazzo]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>005</td>\n",
" <td>drikin, mazzo, 堀正岳さん</td>\n",
" <td>#005: 初のゲスト@mehoriさん登場!</td>\n",
" <td>2014-02-03 08:00:00</td>\n",
" <td>2246</td>\n",
" <td>[drikin, mazzo, 堀正岳さん]</td>\n",
" <td>2014-02-03 08:00:00</td>\n",
" <td>37</td>\n",
" <td>[drikin, mazzo, 堀正岳]</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ep people title \\\n",
"0 001 drikin, mazzo #001: backspace.fm始まりました! \n",
"1 002 drikin, mazzo #002: CES2014を斬る! \n",
"2 003 drikin, mazzo #003: 悶絶悩んだMacBook Pro Retina 15inch購入記 \n",
"3 004 drikin, mazzo #004: iPhoneカメラを使いこなせ! \n",
"4 005 drikin, mazzo, 堀正岳さん #005: 初のゲスト@mehoriさん登場! \n",
"\n",
" publishedDate duration_sec person \\\n",
"0 2014-01-04 08:00:00 2958 [drikin, mazzo] \n",
"1 2014-01-13 08:00:00 2264 [drikin, mazzo] \n",
"2 2014-01-20 08:00:00 2413 [drikin, mazzo] \n",
"3 2014-01-28 08:00:00 2413 [drikin, mazzo] \n",
"4 2014-02-03 08:00:00 2246 [drikin, mazzo, 堀正岳さん] \n",
"\n",
" date minutes guest \n",
"0 2014-01-04 08:00:00 49 [drikin, mazzo] \n",
"1 2014-01-13 08:00:00 38 [drikin, mazzo] \n",
"2 2014-01-20 08:00:00 40 [drikin, mazzo] \n",
"3 2014-01-28 08:00:00 40 [drikin, mazzo] \n",
"4 2014-02-03 08:00:00 37 [drikin, mazzo, 堀正岳] "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_nonna = df_nonna.assign(date=pd.to_datetime(df_nonna['publishedDate']))\n",
"df_nonna = df_nonna.assign(minutes=round(df_nonna.duration_sec / 60).apply(int))\n",
"df_nonna['guest'] = df_nonna.person.apply(lambda x: [x.rstrip('さん') for x in x])\n",
"df_nonna.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 収録時間の分布\n",
"\n",
"全エピソードでの収録時間のヒストグラムを描画します。なお、今回の分析ではXX-sideごとに分けた分析はしていません。"
]
},
{
"cell_type": "code",
"execution_count": 6,
"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)\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_hist(df_nonna['minutes'], '収録時間の分布とKernel密度推定(分)')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 収録時間の推移\n",
"\n",
"1ヶ月あたりの合計の収録時間数、個別の収録時間数とそれぞれの移動平均を見てみましょう。"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, '')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16, 4))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"ax = df_nonna.groupby(pd.Grouper(key='date', freq='1M'))['minutes'].sum().plot(linewidth=5, linestyle='--', ax=ax)\n",
"ax = df_nonna.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": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, '')"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16, 8))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"df_nonna.plot('date', 'minutes', linewidth=5, linestyle='--', ax=ax)\n",
"df_nonna.set_index('date')['minutes'].rolling(window=4).mean().plot(linewidth=5, ax=ax)\n",
"ax.set_title('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": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, '')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16, 4))\n",
"ax = df_nonna.groupby(pd.Grouper(key='date', freq='1M')).size().plot(linewidth=5, linestyle='--')\n",
"ax = df_nonna.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": [
"## 出演者ごとの分析\n",
"出演者ごとの出演回数、合計収録時間を可視化してみましょう。 rebuild.fm と異なりdrikinさんやmazzoさんも不在の場合もあるので、お二人も含んだ回数の分析をしています。"
]
},
{
"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>ep</th>\n",
" <th>shownotes_text</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>273</td>\n",
" <td>mstdn-pickerによるグルドン過去ログ(#273)</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>273</td>\n",
" <td>Apple T2のH/Wアクセレーションにより、前バージョンと比較してH.265/HEVCエ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>273</td>\n",
" <td>Apple T2チップHEVCエンコードの利点と限界 - ITmedia NEWS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>273</td>\n",
" <td>WindowsでのProRes書き出しに対応! Premiere Pro 13.0.2アップ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>273</td>\n",
" <td>Pinterest を退職しました📌 - Yuka Ohishi / 大石結花 - note</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ep shownotes_text\n",
"0 273 mstdn-pickerによるグルドン過去ログ(#273)\n",
"1 273 Apple T2のH/Wアクセレーションにより、前バージョンと比較してH.265/HEVCエ...\n",
"2 273 Apple T2チップHEVCエンコードの利点と限界 - ITmedia NEWS\n",
"3 273 WindowsでのProRes書き出しに対応! Premiere Pro 13.0.2アップ...\n",
"4 273 Pinterest を退職しました📌 - Yuka Ohishi / 大石結花 - note"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_sn = pd.read_csv(resource_dir/\"backspace_shownotes.csv\")\n",
"df_sn.head()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"ls_dfs = []\n",
"for i, row in df_nonna.iterrows():\n",
" persons = row['guest']\n",
" for p in persons:\n",
" new_row = deepcopy(row)\n",
" new_row['person'] = p\n",
" ls_dfs.append(new_row)\n",
"df_person = pd.DataFrame(ls_dfs)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"people = []\n",
"for i, row in df_person.iterrows():\n",
" tmp_persosn = row['guest']\n",
" people.extend(tmp_persosn)\n",
"s_people = pd.Series(people)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"df_person_main = df_person[df_person.ep.str.match(r\"^\\d\")].copy()\n",
"df_person_main['ep'] = df_person_main.ep.apply(int)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"df_sn_cnt = df_sn.groupby('ep').count()['shownotes_text'].to_frame('n_shownotes')\n",
"df_person_main = df_person_main.join(df_sn_cnt, on='ep')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16,8))\n",
"\n",
"tmp_df = s_people.value_counts()[:13].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": 17,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16,8))\n",
"\n",
"tmp_df = df_person.groupby('person')['minutes'].sum().sort_values(ascending=False)[0:13].to_frame('value') \\\n",
" .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)\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"top13_speaker = s_people.value_counts()[:13].index.tolist()\n",
"top10_speaker = s_people.value_counts()[:10].index.tolist()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, '')"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16,8))\n",
"\n",
"ax = sns.boxplot(data=df_person.query('person in @top13_speaker').sort_values('person'), x='person', y='minutes')\n",
"ax.set_title('出演者ごとの収録時間の分布', fontsize=20)\n",
"ax.tick_params(axis='both', labelsize='x-large')\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"drikinさん、mazzoさんとyukaさんの収録時間を見比べると前者二人よりyukaさんのほうが平均的に収録時間が長い傾向がわかる。これは、backspace長時間化したあとに参加するようになったためであろう。"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, '')"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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