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@kurozumi kurozumi/graph.ipynb
Last active Jul 23, 2016

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【Python】Jリーグの各クラブの入場者数推移をグラフで表示する
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# pip install pandas seaborn matplotlib\n",
"\n",
"%matplotlib inline\n",
"\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import urllib.parse\n",
"import datetime"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Jリーグから入場者数データを取得\n",
"def set_dframes(year, team_id, competition):\n",
" base_url = \"http://data.jleague.jp/SFMS01/search?\"\n",
" url = base_url + urllib.parse.urlencode({\n",
" \"competition_frame_ids\": competition,\n",
" \"competition_years\": year,\n",
" \"team_ids\": team_id,\n",
" \"home_away_select\": 1})\n",
" databases = pd.io.html.read_html(url)\n",
" database = databases[0]\n",
" database = database.rename(columns={\"入場者数\": year})\n",
" return database[year]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# 指定した期間の1年ごとの入場者数データをデータフレームにセット\n",
"def get_dframes(start_year, end_year=None, **kwargs):\n",
" \n",
" if \"team_id\" in kwargs:\n",
" team_id = kwargs[\"team_id\"]\n",
" else:\n",
" team_id = 42\n",
" \n",
" if \"competition\" in kwargs:\n",
" competition = kwargs[\"competition\"]\n",
" else:\n",
" competition = 2\n",
" \n",
" if end_year is None:\n",
" end_year = datetime.datetime.today().year\n",
" \n",
" dframes = []\n",
" for year in range(start_year, end_year+1):\n",
" try:\n",
" dframes.append(set_dframes(year, team_id, competition))\n",
" except:\n",
" pass\n",
" return dframes"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# 2012年から2016年までのJ2ファジアーノ岡山の入場者数を取得してみる\n",
"dframes = get_dframes(2012, 2016)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
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EfznqAYHGLnJdXYwVEtSFECKI/nLUA6SxixhrJKgLIUQQ/eWoBwTS2qSxixgrQgrqRUVF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5Ph1/Yx8Otf4m1qRKLWYLl3N3FfeRb9qtXzdlVbDIIgkJxuoa1xiI7mESxRGixRsx9fpZCSn24l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\ngEkQ6gAAmAShDgCASRDqAACYxH8Bb293ipNncrgAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1177af630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# データが取得できたらグラフを表示する\n",
"if dframes:\n",
" pd.concat(dframes, axis=1).plot()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [py35]",
"language": "python",
"name": "Python [py35]"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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