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       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
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       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
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       "\n",
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       "\n",
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       "\n",
       "  if (window._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
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       "  }\n",
       "}(this));"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from bokeh.layouts import gridplot\n",
    "from bokeh.plotting import figure, show, output_file\n",
    "from bokeh.charts import Bar, BoxPlot\n",
    "import numpy as np\n",
    "import bokeh.plotting as bk\n",
    "bk.output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def create_plot(title, hist, edges, fill_color=\"#00BCD4\"):\n",
    "    \"\"\"Create a plot object.\n",
    "    \n",
    "    Keyword arguments:\n",
    "    title -- A caption of plot.\n",
    "    hist -- \n",
    "    edges -- \n",
    "\"\"\"\n",
    "    plot = figure(title=title,tools=\"save\", background_fill_color=\"#E8DDCB\")\n",
    "    plot.quad(top=hist, bottom=0, left=edges[:-1], right=edges[1:], fill_color=fill_color, line_color=\"#424242\")\n",
    "    \n",
    "    return plot\n",
    "\n",
    "def show_single_plot(plot, width=400, heigh=400):\n",
    "    \"\"\"Show a plot.\n",
    "    \n",
    "    Keyword arguments:\n",
    "    plot -- plot object\n",
    "    \"\"\"\n",
    "    show(gridplot(plot, ncols=1, plot_width=width, plot_height=heigh, toolbar_location=None))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>年度</th>\n",
       "      <th>大会</th>\n",
       "      <th>節</th>\n",
       "      <th>試合日</th>\n",
       "      <th>K/O時刻</th>\n",
       "      <th>ホーム</th>\n",
       "      <th>スコア</th>\n",
       "      <th>アウェイ</th>\n",
       "      <th>スタジアム</th>\n",
       "      <th>入場者数</th>\n",
       "      <th>HG</th>\n",
       "      <th>AG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第１節第１日</td>\n",
       "      <td>03/07(土)</td>\n",
       "      <td>14:04</td>\n",
       "      <td>名古屋</td>\n",
       "      <td>3-3</td>\n",
       "      <td>松本</td>\n",
       "      <td>豊田ス</td>\n",
       "      <td>33558</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第１節第１日</td>\n",
       "      <td>03/07(土)</td>\n",
       "      <td>14:04</td>\n",
       "      <td>Ｇ大阪</td>\n",
       "      <td>2-2</td>\n",
       "      <td>FC東京</td>\n",
       "      <td>万博</td>\n",
       "      <td>18332</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第１節第１日</td>\n",
       "      <td>03/07(土)</td>\n",
       "      <td>14:04</td>\n",
       "      <td>広島</td>\n",
       "      <td>2-0</td>\n",
       "      <td>甲府</td>\n",
       "      <td>Ｅスタ</td>\n",
       "      <td>14671</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第１節第１日</td>\n",
       "      <td>03/07(土)</td>\n",
       "      <td>14:05</td>\n",
       "      <td>鳥栖</td>\n",
       "      <td>2-1</td>\n",
       "      <td>新潟</td>\n",
       "      <td>ベアスタ</td>\n",
       "      <td>11580</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第１節第１日</td>\n",
       "      <td>03/07(土)</td>\n",
       "      <td>14:05</td>\n",
       "      <td>仙台</td>\n",
       "      <td>2-0</td>\n",
       "      <td>山形</td>\n",
       "      <td>ユアスタ</td>\n",
       "      <td>19375</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     年度      大会       節       試合日  K/O時刻  ホーム  スコア  アウェイ スタジアム   入場者数  HG  AG\n",
       "0  2015  Ｊ１ １ｓｔ  第１節第１日  03/07(土)  14:04  名古屋  3-3    松本   豊田ス  33558   3   3\n",
       "1  2015  Ｊ１ １ｓｔ  第１節第１日  03/07(土)  14:04  Ｇ大阪  2-2  FC東京    万博  18332   2   2\n",
       "2  2015  Ｊ１ １ｓｔ  第１節第１日  03/07(土)  14:04   広島  2-0    甲府   Ｅスタ  14671   2   0\n",
       "3  2015  Ｊ１ １ｓｔ  第１節第１日  03/07(土)  14:05   鳥栖  2-1    新潟  ベアスタ  11580   2   1\n",
       "4  2015  Ｊ１ １ｓｔ  第１節第１日  03/07(土)  14:05   仙台  2-0    山形  ユアスタ  19375   2   0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"data/j1/J1_2015_results.csv\", index_col=0).drop(\"TV放送\", axis=1)\n",
    "scores = df[\"スコア\"].str.split('-', expand=True).astype(int)\n",
    "scores.columns = (\"HG\", \"AG\")\n",
    "j1_result = pd.concat([df, scores], axis=1)\n",
    "j1_result.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>年度</th>\n",
       "      <th>入場者数</th>\n",
       "      <th>HG</th>\n",
       "      <th>AG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>306.0</td>\n",
       "      <td>306.000000</td>\n",
       "      <td>306.000000</td>\n",
       "      <td>306.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2015.0</td>\n",
       "      <td>17802.620915</td>\n",
       "      <td>1.411765</td>\n",
       "      <td>1.267974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.0</td>\n",
       "      <td>8469.527931</td>\n",
       "      <td>1.315877</td>\n",
       "      <td>1.122097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2015.0</td>\n",
       "      <td>6100.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2015.0</td>\n",
       "      <td>12376.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2015.0</td>\n",
       "      <td>15588.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2015.0</td>\n",
       "      <td>20165.250000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2015.0</td>\n",
       "      <td>53148.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           年度          入場者数          HG          AG\n",
       "count   306.0    306.000000  306.000000  306.000000\n",
       "mean   2015.0  17802.620915    1.411765    1.267974\n",
       "std       0.0   8469.527931    1.315877    1.122097\n",
       "min    2015.0   6100.000000    0.000000    0.000000\n",
       "25%    2015.0  12376.500000    0.000000    0.000000\n",
       "50%    2015.0  15588.000000    1.000000    1.000000\n",
       "75%    2015.0  20165.250000    2.000000    2.000000\n",
       "max    2015.0  53148.000000    7.000000    6.000000"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "j1_result.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>年度</th>\n",
       "      <th>大会</th>\n",
       "      <th>節</th>\n",
       "      <th>試合日</th>\n",
       "      <th>K/O時刻</th>\n",
       "      <th>ホーム</th>\n",
       "      <th>スコア</th>\n",
       "      <th>アウェイ</th>\n",
       "      <th>スタジアム</th>\n",
       "      <th>入場者数</th>\n",
       "      <th>HG</th>\n",
       "      <th>AG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ ２ｎｄ</td>\n",
       "      <td>第２節第１日</td>\n",
       "      <td>07/15(水)</td>\n",
       "      <td>19:04</td>\n",
       "      <td>広島</td>\n",
       "      <td>6-0</td>\n",
       "      <td>松本</td>\n",
       "      <td>Ｅスタ</td>\n",
       "      <td>7966</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ ２ｎｄ</td>\n",
       "      <td>第９節第１日</td>\n",
       "      <td>08/29(土)</td>\n",
       "      <td>19:04</td>\n",
       "      <td>神戸</td>\n",
       "      <td>7-1</td>\n",
       "      <td>鳥栖</td>\n",
       "      <td>神戸ユ</td>\n",
       "      <td>14637</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ ２ｎｄ</td>\n",
       "      <td>第１１節第１日</td>\n",
       "      <td>09/19(土)</td>\n",
       "      <td>19:04</td>\n",
       "      <td>川崎Ｆ</td>\n",
       "      <td>6-1</td>\n",
       "      <td>名古屋</td>\n",
       "      <td>等々力</td>\n",
       "      <td>20238</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       年度      大会        節       試合日  K/O時刻  ホーム  スコア アウェイ スタジアム   入場者数  HG  \\\n",
       "169  2015  Ｊ１ ２ｎｄ   第２節第１日  07/15(水)  19:04   広島  6-0   松本   Ｅスタ   7966   6   \n",
       "228  2015  Ｊ１ ２ｎｄ   第９節第１日  08/29(土)  19:04   神戸  7-1   鳥栖   神戸ユ  14637   7   \n",
       "246  2015  Ｊ１ ２ｎｄ  第１１節第１日  09/19(土)  19:04  川崎Ｆ  6-1  名古屋   等々力  20238   6   \n",
       "\n",
       "     AG  \n",
       "169   0  \n",
       "228   1  \n",
       "246   1  "
      ]
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    "j1_result[(j1_result[\"HG\"] > 5)]"
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       "      <th></th>\n",
       "      <th>年度</th>\n",
       "      <th>大会</th>\n",
       "      <th>節</th>\n",
       "      <th>試合日</th>\n",
       "      <th>K/O時刻</th>\n",
       "      <th>ホーム</th>\n",
       "      <th>スコア</th>\n",
       "      <th>アウェイ</th>\n",
       "      <th>スタジアム</th>\n",
       "      <th>入場者数</th>\n",
       "      <th>HG</th>\n",
       "      <th>AG</th>\n",
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       "  <tbody>\n",
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       "      <th>14</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第２節第２日</td>\n",
       "      <td>03/14(土)</td>\n",
       "      <td>15:04</td>\n",
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       "      <td>40802</td>\n",
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       "      <th>73</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第９節第１日</td>\n",
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       "      <th>76</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第９節第１日</td>\n",
       "      <td>05/02(土)</td>\n",
       "      <td>16:04</td>\n",
       "      <td>FC東京</td>\n",
       "      <td>2-1</td>\n",
       "      <td>川崎Ｆ</td>\n",
       "      <td>味スタ</td>\n",
       "      <td>42604</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第１１節第１日</td>\n",
       "      <td>05/10(日)</td>\n",
       "      <td>16:04</td>\n",
       "      <td>FC東京</td>\n",
       "      <td>0-1</td>\n",
       "      <td>鹿島</td>\n",
       "      <td>味スタ</td>\n",
       "      <td>42070</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <th>103</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第１２節第２日</td>\n",
       "      <td>05/16(土)</td>\n",
       "      <td>15:34</td>\n",
       "      <td>浦和</td>\n",
       "      <td>4-1</td>\n",
       "      <td>FC東京</td>\n",
       "      <td>埼玉</td>\n",
       "      <td>42995</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第１３節第１日</td>\n",
       "      <td>05/23(土)</td>\n",
       "      <td>19:04</td>\n",
       "      <td>浦和</td>\n",
       "      <td>2-1</td>\n",
       "      <td>鹿島</td>\n",
       "      <td>埼玉</td>\n",
       "      <td>41269</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第１５節第１日</td>\n",
       "      <td>06/07(日)</td>\n",
       "      <td>16:04</td>\n",
       "      <td>浦和</td>\n",
       "      <td>1-0</td>\n",
       "      <td>清水</td>\n",
       "      <td>埼玉</td>\n",
       "      <td>44424</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第１７節第１日</td>\n",
       "      <td>06/27(土)</td>\n",
       "      <td>19:04</td>\n",
       "      <td>浦和</td>\n",
       "      <td>5-2</td>\n",
       "      <td>新潟</td>\n",
       "      <td>埼玉</td>\n",
       "      <td>43606</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
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       "      <th>150</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第１７節第１日</td>\n",
       "      <td>06/27(土)</td>\n",
       "      <td>19:04</td>\n",
       "      <td>FC東京</td>\n",
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       "      <td>41363</td>\n",
       "      <td>3</td>\n",
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       "      <th>179</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ ２ｎｄ</td>\n",
       "      <td>第３節第１日</td>\n",
       "      <td>07/19(日)</td>\n",
       "      <td>19:05</td>\n",
       "      <td>浦和</td>\n",
       "      <td>1-2</td>\n",
       "      <td>広島</td>\n",
       "      <td>埼玉</td>\n",
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       "      <th>290</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ ２ｎｄ</td>\n",
       "      <td>第１６節第１日</td>\n",
       "      <td>11/07(土)</td>\n",
       "      <td>14:03</td>\n",
       "      <td>浦和</td>\n",
       "      <td>1-1</td>\n",
       "      <td>川崎Ｆ</td>\n",
       "      <td>埼玉</td>\n",
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       "      <th>301</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ ２ｎｄ</td>\n",
       "      <td>第１７節第１日</td>\n",
       "      <td>11/22(日)</td>\n",
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       "      <td>浦和</td>\n",
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       "      <td>神戸</td>\n",
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       "      <td>52133</td>\n",
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       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ ２ｎｄ</td>\n",
       "      <td>第１７節第１日</td>\n",
       "      <td>11/22(日)</td>\n",
       "      <td>13:35</td>\n",
       "      <td>横浜FM</td>\n",
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       "      <td>松本</td>\n",
       "      <td>日産ス</td>\n",
       "      <td>44226</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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      "text/plain": [
       "       年度      大会        節       試合日  K/O時刻   ホーム  スコア  アウェイ スタジアム   入場者数  HG  \\\n",
       "14   2015  Ｊ１ １ｓｔ   第２節第２日  03/14(土)  15:04    浦和  1-0    山形    埼玉  40802   1   \n",
       "73   2015  Ｊ１ １ｓｔ   第９節第１日  05/02(土)  14:03    浦和  1-0   Ｇ大阪    埼玉  53148   1   \n",
       "76   2015  Ｊ１ １ｓｔ   第９節第１日  05/02(土)  16:04  FC東京  2-1   川崎Ｆ   味スタ  42604   2   \n",
       "94   2015  Ｊ１ １ｓｔ  第１１節第１日  05/10(日)  16:04  FC東京  0-1    鹿島   味スタ  42070   0   \n",
       "103  2015  Ｊ１ １ｓｔ  第１２節第２日  05/16(土)  15:34    浦和  4-1  FC東京    埼玉  42995   4   \n",
       "113  2015  Ｊ１ １ｓｔ  第１３節第１日  05/23(土)  19:04    浦和  2-1    鹿島    埼玉  41269   2   \n",
       "131  2015  Ｊ１ １ｓｔ  第１５節第１日  06/07(日)  16:04    浦和  1-0    清水    埼玉  44424   1   \n",
       "147  2015  Ｊ１ １ｓｔ  第１７節第１日  06/27(土)  19:04    浦和  5-2    新潟    埼玉  43606   5   \n",
       "150  2015  Ｊ１ １ｓｔ  第１７節第１日  06/27(土)  19:04  FC東京  3-2    清水   味スタ  41363   3   \n",
       "179  2015  Ｊ１ ２ｎｄ   第３節第１日  07/19(日)  19:05    浦和  1-2    広島    埼玉  41492   1   \n",
       "290  2015  Ｊ１ ２ｎｄ  第１６節第１日  11/07(土)  14:03    浦和  1-1   川崎Ｆ    埼玉  46597   1   \n",
       "301  2015  Ｊ１ ２ｎｄ  第１７節第１日  11/22(日)  13:34    浦和  5-2    神戸    埼玉  52133   5   \n",
       "304  2015  Ｊ１ ２ｎｄ  第１７節第１日  11/22(日)  13:35  横浜FM  0-0    松本   日産ス  44226   0   \n",
       "\n",
       "     AG  \n",
       "14    0  \n",
       "73    0  \n",
       "76    1  \n",
       "94    1  \n",
       "103   1  \n",
       "113   1  \n",
       "131   0  \n",
       "147   2  \n",
       "150   2  \n",
       "179   2  \n",
       "290   1  \n",
       "301   2  \n",
       "304   0  "
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       "            var render_items = [{\"docid\":\"2319d237-20ab-4c9e-91af-509b4c18590e\",\"elementid\":\"8d823762-9e86-44fb-9162-87d1e2b6af05\",\"modelid\":\"15403120-13d6-4932-a41b-abb961a8da18\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "        });\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === \"1\")) {\n",
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       "          inline_js[i](window.Bokeh);\n",
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       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (!force) {\n",
       "        var cell = $(\"#8d823762-9e86-44fb-9162-87d1e2b6af05\").parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
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       "  }(this));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist_home, edges_home = np.histogram(j1_result[\"HG\"], bins=8)\n",
    "plot_j1_hg = create_plot(\"J1 2015 Home Team Goal\", hist_home, edges_home, \"#009688\")\n",
    "show_single_plot(plot_j1_hg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
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       "       \"</code>\\n\"+\n",
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       "    if (element == null) {\n",
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       "      function(Bokeh) {\n",
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       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = Bar(j1_result, \"HG\", values=\"HG\", agg=\"count\", title=\"J1 2015 Home Team Goal\" , legend=\"\")\n",
    "show_single_plot(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       "            var render_items = [{\"docid\":\"9b335a7d-eeb7-46b0-ac61-28d3f2c09134\",\"elementid\":\"3befd526-2fd4-469d-adfd-a3df914b3c42\",\"modelid\":\"49ae1845-d5b0-4d13-a1fa-3761a59154a7\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
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       "      function(Bokeh) {\n",
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       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === \"1\")) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
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       "          display_loaded();\n",
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       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (!force) {\n",
       "        var cell = $(\"#3befd526-2fd4-469d-adfd-a3df914b3c42\").parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "team_filer = [\"浦和\", \"横浜FM\", \"広島\", \"鳥栖\", \"神戸\"]\n",
    "box = BoxPlot(j1_result[j1_result[\"ホーム\"].isin(team_filer)], values='HG', label='ホーム',\n",
    "                title=\"Box Plot by Goal Count\", plot_width=800, plot_height=450)\n",
    "\n",
    "show(box)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "      window._bokeh_timeout = Date.now() + 0;\n",
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       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
       "  \n",
       "    function display_loaded() {\n",
       "      if (window.Bokeh !== undefined) {\n",
       "        Bokeh.$(\"#7a46c867-4bb5-4d91-ad41-2359a57a5d13\").text(\"BokehJS successfully loaded.\");\n",
       "      } else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(display_loaded, 100)\n",
       "      }\n",
       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      delete window._bokeh_onload_callbacks\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"7a46c867-4bb5-4d91-ad41-2359a57a5d13\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '7a46c867-4bb5-4d91-ad41-2359a57a5d13' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        Bokeh.$(function() {\n",
       "            var docs_json = 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       "            var render_items = [{\"docid\":\"f9c8e48a-3fe1-4d79-960f-443087c6084f\",\"elementid\":\"7a46c867-4bb5-4d91-ad41-2359a57a5d13\",\"modelid\":\"b0255680-e957-4110-b7c5-70480cda71ec\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "        });\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === \"1\")) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === \"1\") {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (!force) {\n",
       "        var cell = $(\"#7a46c867-4bb5-4d91-ad41-2359a57a5d13\").parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "box = BoxPlot(j1_result, values='HG', label='大会',\n",
    "                title=\"Box Plot by Goal Count\", plot_width=450, plot_height=450)\n",
    "\n",
    "show(box)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
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   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>年度</th>\n",
       "      <th>大会</th>\n",
       "      <th>節</th>\n",
       "      <th>試合日</th>\n",
       "      <th>K/O時刻</th>\n",
       "      <th>ホーム</th>\n",
       "      <th>スコア</th>\n",
       "      <th>アウェイ</th>\n",
       "      <th>スタジアム</th>\n",
       "      <th>入場者数</th>\n",
       "      <th>HG</th>\n",
       "      <th>AG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第１節第１日</td>\n",
       "      <td>03/07(土)</td>\n",
       "      <td>14:05</td>\n",
       "      <td>鳥栖</td>\n",
       "      <td>2-1</td>\n",
       "      <td>新潟</td>\n",
       "      <td>ベアスタ</td>\n",
       "      <td>11580</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第２節第２日</td>\n",
       "      <td>03/14(土)</td>\n",
       "      <td>18:34</td>\n",
       "      <td>鳥栖</td>\n",
       "      <td>1-0</td>\n",
       "      <td>Ｇ大阪</td>\n",
       "      <td>ベアスタ</td>\n",
       "      <td>17695</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第５節第１日</td>\n",
       "      <td>04/12(日)</td>\n",
       "      <td>16:04</td>\n",
       "      <td>鳥栖</td>\n",
       "      <td>1-0</td>\n",
       "      <td>山形</td>\n",
       "      <td>ベアスタ</td>\n",
       "      <td>8852</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第７節第１日</td>\n",
       "      <td>04/25(土)</td>\n",
       "      <td>15:04</td>\n",
       "      <td>鳥栖</td>\n",
       "      <td>1-1</td>\n",
       "      <td>柏</td>\n",
       "      <td>ベアスタ</td>\n",
       "      <td>9242</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第９節第１日</td>\n",
       "      <td>05/02(土)</td>\n",
       "      <td>19:04</td>\n",
       "      <td>鳥栖</td>\n",
       "      <td>1-1</td>\n",
       "      <td>神戸</td>\n",
       "      <td>ベアスタ</td>\n",
       "      <td>20792</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第１１節第１日</td>\n",
       "      <td>05/10(日)</td>\n",
       "      <td>15:04</td>\n",
       "      <td>鳥栖</td>\n",
       "      <td>1-1</td>\n",
       "      <td>松本</td>\n",
       "      <td>ベアスタ</td>\n",
       "      <td>10648</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第１４節第１日</td>\n",
       "      <td>05/30(土)</td>\n",
       "      <td>19:04</td>\n",
       "      <td>鳥栖</td>\n",
       "      <td>1-6</td>\n",
       "      <td>浦和</td>\n",
       "      <td>ベアスタ</td>\n",
       "      <td>19249</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第１６節第１日</td>\n",
       "      <td>06/20(土)</td>\n",
       "      <td>16:04</td>\n",
       "      <td>鳥栖</td>\n",
       "      <td>1-2</td>\n",
       "      <td>FC東京</td>\n",
       "      <td>ベアスタ</td>\n",
       "      <td>16871</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ １ｓｔ</td>\n",
       "      <td>第１７節第１日</td>\n",
       "      <td>06/27(土)</td>\n",
       "      <td>19:04</td>\n",
       "      <td>鳥栖</td>\n",
       "      <td>2-2</td>\n",
       "      <td>広島</td>\n",
       "      <td>ベアスタ</td>\n",
       "      <td>12376</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>2015</td>\n",
       "      <td>Ｊ１ ２ｎｄ</td>\n",
       "      <td>第２節第１日</td>\n",
       "      <td>07/15(水)</td>\n",
       "      <td>18:04</td>\n",
       "      <td>鳥栖</td>\n",
       "      <td>1-1</td>\n",
       "      <td>川崎Ｆ</td>\n",
       "      <td>ベアスタ</td>\n",
       "      <td>7524</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       年度      大会        節       試合日  K/O時刻 ホーム  スコア  アウェイ スタジアム   入場者数  HG  \\\n",
       "3    2015  Ｊ１ １ｓｔ   第１節第１日  03/07(土)  14:05  鳥栖  2-1    新潟  ベアスタ  11580   2   \n",
       "16   2015  Ｊ１ １ｓｔ   第２節第２日  03/14(土)  18:34  鳥栖  1-0   Ｇ大阪  ベアスタ  17695   1   \n",
       "42   2015  Ｊ１ １ｓｔ   第５節第１日  04/12(日)  16:04  鳥栖  1-0    山形  ベアスタ   8852   1   \n",
       "58   2015  Ｊ１ １ｓｔ   第７節第１日  04/25(土)  15:04  鳥栖  1-1     柏  ベアスタ   9242   1   \n",
       "80   2015  Ｊ１ １ｓｔ   第９節第１日  05/02(土)  19:04  鳥栖  1-1    神戸  ベアスタ  20792   1   \n",
       "93   2015  Ｊ１ １ｓｔ  第１１節第１日  05/10(日)  15:04  鳥栖  1-1    松本  ベアスタ  10648   1   \n",
       "118  2015  Ｊ１ １ｓｔ  第１４節第１日  05/30(土)  19:04  鳥栖  1-6    浦和  ベアスタ  19249   1   \n",
       "137  2015  Ｊ１ １ｓｔ  第１６節第１日  06/20(土)  16:04  鳥栖  1-2  FC東京  ベアスタ  16871   1   \n",
       "152  2015  Ｊ１ １ｓｔ  第１７節第１日  06/27(土)  19:04  鳥栖  2-2    広島  ベアスタ  12376   2   \n",
       "162  2015  Ｊ１ ２ｎｄ   第２節第１日  07/15(水)  18:04  鳥栖  1-1   川崎Ｆ  ベアスタ   7524   1   \n",
       "\n",
       "     AG  \n",
       "3     1  \n",
       "16    0  \n",
       "42    0  \n",
       "58    1  \n",
       "80    1  \n",
       "93    1  \n",
       "118   6  \n",
       "137   2  \n",
       "152   2  \n",
       "162   1  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "j1_result[j1_result[\"ホーム\"] == \"鳥栖\"].head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>年</th>\n",
       "      <th>順位</th>\n",
       "      <th>選手名</th>\n",
       "      <th>現所属(J最終所属)</th>\n",
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       "      <th>3</th>\n",
       "      <td>2005</td>\n",
       "      <td>3</td>\n",
       "      <td>佐藤　寿人</td>\n",
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       "      <th>75</th>\n",
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       "      <td>佐藤　寿人</td>\n",
       "      <td>サンフレッチェ広島</td>\n",
       "      <td>12</td>\n",
       "      <td>65</td>\n",
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       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>2009</td>\n",
       "      <td>4</td>\n",
       "      <td>佐藤　寿人</td>\n",
       "      <td>サンフレッチェ広島</td>\n",
       "      <td>15</td>\n",
       "      <td>75</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>2010</td>\n",
       "      <td>15</td>\n",
       "      <td>佐藤　寿人</td>\n",
       "      <td>サンフレッチェ広島</td>\n",
       "      <td>10</td>\n",
       "      <td>56</td>\n",
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       "      <th>212</th>\n",
       "      <td>2011</td>\n",
       "      <td>14</td>\n",
       "      <td>佐藤　寿人</td>\n",
       "      <td>サンフレッチェ広島</td>\n",
       "      <td>11</td>\n",
       "      <td>74</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>33</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "      <td>佐藤　寿人</td>\n",
       "      <td>サンフレッチェ広島</td>\n",
       "      <td>22</td>\n",
       "      <td>84</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>34</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>2013</td>\n",
       "      <td>7</td>\n",
       "      <td>佐藤　寿人</td>\n",
       "      <td>サンフレッチェ広島</td>\n",
       "      <td>17</td>\n",
       "      <td>66</td>\n",
       "      <td>2</td>\n",
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       "      <td>34</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>2014</td>\n",
       "      <td>10</td>\n",
       "      <td>佐藤　寿人</td>\n",
       "      <td>サンフレッチェ広島</td>\n",
       "      <td>11</td>\n",
       "      <td>52</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>29</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>佐藤　寿人</td>\n",
       "      <td>サンフレッチェ広島</td>\n",
       "      <td>12</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>NaN</td>\n",
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      "text/plain": [
       "        年  順位    選手名 現所属(J最終所属)  得点  シュート  PK得点  PK  出場  Unnamed: 8\n",
       "3    2005   3  佐藤　寿人  サンフレッチェ広島  18    65     0   0  32         NaN\n",
       "35   2006   4  佐藤　寿人  サンフレッチェ広島  18    78     0   0  33         NaN\n",
       "75   2007  12  佐藤　寿人  サンフレッチェ広島  12    65     0   0  34         NaN\n",
       "136  2009   4  佐藤　寿人  サンフレッチェ広島  15    75     0   0  34         NaN\n",
       "177  2010  15  佐藤　寿人  サンフレッチェ広島  10    56     2   2  27         NaN\n",
       "212  2011  14  佐藤　寿人  サンフレッチェ広島  11    74     3   3  33         NaN\n",
       "230  2012   1  佐藤　寿人  サンフレッチェ広島  22    84     3   4  34         NaN\n",
       "271  2013   7  佐藤　寿人  サンフレッチェ広島  17    66     2   2  34         NaN\n",
       "308  2014  10  佐藤　寿人  サンフレッチェ広島  11    52     2   4  29         NaN\n",
       "346  2015   7  佐藤　寿人  サンフレッチェ広島  12    40     0   0  34         NaN"
      ]
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   "source": [
    "# Goal\n",
    "\n",
    "df_goal_ranking = pd.read_csv(\"./data/j1/J1_2005_2015_goal_ranking.csv\")\n",
    "df_goal_ranking[(df_goal_ranking[\"選手名\"] == \"佐藤　寿人\")]"
   ]
  },
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    {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>順位</th>\n",
       "      <th>選手名</th>\n",
       "      <th>現所属(J最終所属)</th>\n",
       "      <th>得点</th>\n",
       "      <th>シュート</th>\n",
       "      <th>PK得点</th>\n",
       "      <th>PK</th>\n",
       "      <th>出場</th>\n",
       "      <th>Unnamed: 8</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>佐藤　寿人</td>\n",
       "      <td>サンフレッチェ広島</td>\n",
       "      <td>28</td>\n",
       "      <td>132</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>高橋　泰</td>\n",
       "      <td>ロアッソ熊本</td>\n",
       "      <td>19</td>\n",
       "      <td>122</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>石原　直樹</td>\n",
       "      <td>湘南ベルマーレ</td>\n",
       "      <td>18</td>\n",
       "      <td>74</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>藤田　祥史</td>\n",
       "      <td>サガン鳥栖</td>\n",
       "      <td>18</td>\n",
       "      <td>104</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>38</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>荒田　智之</td>\n",
       "      <td>水戸ホーリーホック</td>\n",
       "      <td>17</td>\n",
       "      <td>117</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>アンデルソン</td>\n",
       "      <td>横浜ＦＣ</td>\n",
       "      <td>16</td>\n",
       "      <td>58</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>小松　塁</td>\n",
       "      <td>セレッソ大阪</td>\n",
       "      <td>16</td>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6</td>\n",
       "      <td>香川　真司</td>\n",
       "      <td>セレッソ大阪</td>\n",
       "      <td>16</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>森﨑　浩司</td>\n",
       "      <td>サンフレッチェ広島</td>\n",
       "      <td>14</td>\n",
       "      <td>82</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>40</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>髙萩　洋次郎</td>\n",
       "      <td>サンフレッチェ広島</td>\n",
       "      <td>14</td>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   順位     選手名 現所属(J最終所属)  得点  シュート  PK得点  PK  出場  Unnamed: 8\n",
       "0   1   佐藤　寿人  サンフレッチェ広島  28   132     1   1  40         NaN\n",
       "1   2    高橋　泰     ロアッソ熊本  19   122     1   1  42         NaN\n",
       "2   3   石原　直樹    湘南ベルマーレ  18    74     0   0  41         NaN\n",
       "3   3   藤田　祥史      サガン鳥栖  18   104     2   2  38         NaN\n",
       "4   5   荒田　智之  水戸ホーリーホック  17   117     1   1  42         NaN\n",
       "5   6  アンデルソン       横浜ＦＣ  16    58     4   4  36         NaN\n",
       "6   6    小松　塁     セレッソ大阪  16    73     0   0  32         NaN\n",
       "7   6   香川　真司     セレッソ大阪  16    90     0   0  35         NaN\n",
       "8   9   森﨑　浩司  サンフレッチェ広島  14    82     1   2  40         NaN\n",
       "9   9  髙萩　洋次郎  サンフレッチェ広島  14    73     0   0  38         NaN"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 2008 J2 Goal Ranking\n",
    "df_j2_2008_goal_ranking = pd.read_csv(\"./data/j2/J2_2008_goal_ranking.csv\", index_col=0)\n",
    "df_j2_2008_goal_ranking.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
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   ],
   "source": [
    "p = Bar(df_j2_2008_goal_ranking.head(15), \"選手名\", values=\"得点\", agg=\"sum\", title=\"J2 2008 Goal Ranking\" , legend=\"\")\n",
    "show_single_plot(p, 800, 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>順位</th>\n",
       "      <th>クラブ名</th>\n",
       "      <th>勝点</th>\n",
       "      <th>勝</th>\n",
       "      <th>分</th>\n",
       "      <th>負</th>\n",
       "      <th>得点</th>\n",
       "      <th>失点</th>\n",
       "      <th>差</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>サンフレッチェ広島</td>\n",
       "      <td>100</td>\n",
       "      <td>31</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>99</td>\n",
       "      <td>35</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>モンテディオ山形</td>\n",
       "      <td>78</td>\n",
       "      <td>23</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>66</td>\n",
       "      <td>40</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>ベガルタ仙台</td>\n",
       "      <td>70</td>\n",
       "      <td>18</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>62</td>\n",
       "      <td>47</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>セレッソ大阪</td>\n",
       "      <td>69</td>\n",
       "      <td>21</td>\n",
       "      <td>6</td>\n",
       "      <td>15</td>\n",
       "      <td>81</td>\n",
       "      <td>60</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>湘南ベルマーレ</td>\n",
       "      <td>65</td>\n",
       "      <td>19</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>68</td>\n",
       "      <td>48</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>サガン鳥栖</td>\n",
       "      <td>64</td>\n",
       "      <td>19</td>\n",
       "      <td>7</td>\n",
       "      <td>16</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>ヴァンフォーレ甲府</td>\n",
       "      <td>59</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>13</td>\n",
       "      <td>56</td>\n",
       "      <td>47</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>アビスパ福岡</td>\n",
       "      <td>58</td>\n",
       "      <td>15</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>55</td>\n",
       "      <td>66</td>\n",
       "      <td>-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>ザスパ草津</td>\n",
       "      <td>53</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>45</td>\n",
       "      <td>52</td>\n",
       "      <td>-7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>横浜FC</td>\n",
       "      <td>50</td>\n",
       "      <td>11</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>51</td>\n",
       "      <td>56</td>\n",
       "      <td>-5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   順位       クラブ名   勝点   勝   分   負  得点  失点   差\n",
       "0   1  サンフレッチェ広島  100  31   7   4  99  35  64\n",
       "1   2   モンテディオ山形   78  23   9  10  66  40  26\n",
       "2   3     ベガルタ仙台   70  18  16   8  62  47  15\n",
       "3   4     セレッソ大阪   69  21   6  15  81  60  21\n",
       "4   5    湘南ベルマーレ   65  19   8  15  68  48  20\n",
       "5   6      サガン鳥栖   64  19   7  16  50  51  -1\n",
       "6   7  ヴァンフォーレ甲府   59  15  14  13  56  47   9\n",
       "7   8     アビスパ福岡   58  15  13  14  55  66 -11\n",
       "8   9      ザスパ草津   53  13  14  15  45  52  -7\n",
       "9  10       横浜FC   50  11  17  14  51  56  -5"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 2008 J2 Results\n",
    "df_j2_2008 = pd.read_csv(\"./data/j2/J2_2008_result.tsv\", delimiter=\"\\t\")\n",
    "df_j2_2008.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
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       "\n",
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <div class=\"plotdiv\" id=\"24e361fb-f9d2-4228-aeba-945b4c6a16da\"></div>\n",
       "    </div>\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "  (function(global) {\n",
       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    var force = \"\";\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force !== \"\") {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "      window._bokeh_is_loading = undefined;\n",
       "    }\n",
       "  \n",
       "  \n",
       "    \n",
       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force !== \"\") {\n",
       "      window._bokeh_timeout = Date.now() + 0;\n",
       "      window._bokeh_failed_load = false;\n",
       "    }\n",
       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
       "  \n",
       "    function display_loaded() {\n",
       "      if (window.Bokeh !== undefined) {\n",
       "        Bokeh.$(\"#24e361fb-f9d2-4228-aeba-945b4c6a16da\").text(\"BokehJS successfully loaded.\");\n",
       "      } else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(display_loaded, 100)\n",
       "      }\n",
       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      delete window._bokeh_onload_callbacks\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"24e361fb-f9d2-4228-aeba-945b4c6a16da\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '24e361fb-f9d2-4228-aeba-945b4c6a16da' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        Bokeh.$(function() {\n",
       "            var docs_json = 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       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
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       "      function(Bokeh) {\n",
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       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
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       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = Bar(df_j2_2008, \"クラブ名\", values=\"勝点\", agg=\"sum\", title=\"J2 2008 Goal Ranking\" , legend=\"\")\n",
    "show_single_plot(p, 800, 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>年</th>\n",
       "      <th>順位</th>\n",
       "      <th>選手名</th>\n",
       "      <th>現所属(J最終所属)</th>\n",
       "      <th>得点</th>\n",
       "      <th>シュート</th>\n",
       "      <th>PK得点</th>\n",
       "      <th>PK</th>\n",
       "      <th>出場</th>\n",
       "      <th>Unnamed: 8</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2005</td>\n",
       "      <td>1</td>\n",
       "      <td>アラウージョ</td>\n",
       "      <td>ガンバ大阪</td>\n",
       "      <td>33</td>\n",
       "      <td>135</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2005</td>\n",
       "      <td>2</td>\n",
       "      <td>ワシントン</td>\n",
       "      <td>東京ヴェルディ１９６９</td>\n",
       "      <td>22</td>\n",
       "      <td>102</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>33</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2005</td>\n",
       "      <td>3</td>\n",
       "      <td>エジミウソン</td>\n",
       "      <td>アルビレックス新潟</td>\n",
       "      <td>18</td>\n",
       "      <td>89</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2005</td>\n",
       "      <td>3</td>\n",
       "      <td>佐藤　寿人</td>\n",
       "      <td>サンフレッチェ広島</td>\n",
       "      <td>18</td>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2005</td>\n",
       "      <td>3</td>\n",
       "      <td>マグノ　アウベス</td>\n",
       "      <td>大分トリニータ</td>\n",
       "      <td>18</td>\n",
       "      <td>100</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>33</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2005</td>\n",
       "      <td>6</td>\n",
       "      <td>ジュニーニョ</td>\n",
       "      <td>川崎フロンターレ</td>\n",
       "      <td>16</td>\n",
       "      <td>115</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>31</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2005</td>\n",
       "      <td>6</td>\n",
       "      <td>大黒　将志</td>\n",
       "      <td>ガンバ大阪</td>\n",
       "      <td>16</td>\n",
       "      <td>125</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2005</td>\n",
       "      <td>8</td>\n",
       "      <td>アレックス　ミネイロ</td>\n",
       "      <td>鹿島アントラーズ</td>\n",
       "      <td>15</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2005</td>\n",
       "      <td>9</td>\n",
       "      <td>カレン　ロバート</td>\n",
       "      <td>ジュビロ磐田</td>\n",
       "      <td>13</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2005</td>\n",
       "      <td>10</td>\n",
       "      <td>阿部　勇樹</td>\n",
       "      <td>ジェフユナイテッド千葉</td>\n",
       "      <td>12</td>\n",
       "      <td>77</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>33</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2005</td>\n",
       "      <td>10</td>\n",
       "      <td>巻　誠一郎</td>\n",
       "      <td>ジェフユナイテッド千葉</td>\n",
       "      <td>12</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2005</td>\n",
       "      <td>10</td>\n",
       "      <td>前田　遼一</td>\n",
       "      <td>ジュビロ磐田</td>\n",
       "      <td>12</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2005</td>\n",
       "      <td>13</td>\n",
       "      <td>小笠原　満男</td>\n",
       "      <td>鹿島アントラーズ</td>\n",
       "      <td>11</td>\n",
       "      <td>67</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>30</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2005</td>\n",
       "      <td>14</td>\n",
       "      <td>野沢　拓也</td>\n",
       "      <td>鹿島アントラーズ</td>\n",
       "      <td>10</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2005</td>\n",
       "      <td>14</td>\n",
       "      <td>遠藤　保仁</td>\n",
       "      <td>ガンバ大阪</td>\n",
       "      <td>10</td>\n",
       "      <td>64</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       年  順位         選手名   現所属(J最終所属)  得点  シュート  PK得点  PK  出場  Unnamed: 8\n",
       "0   2005   1      アラウージョ        ガンバ大阪  33   135     0   0  33         NaN\n",
       "1   2005   2       ワシントン  東京ヴェルディ１９６９  22   102     5   7  33         NaN\n",
       "2   2005   3      エジミウソン    アルビレックス新潟  18    89     1   1  33         NaN\n",
       "3   2005   3       佐藤　寿人    サンフレッチェ広島  18    65     0   0  32         NaN\n",
       "4   2005   3    マグノ　アウベス      大分トリニータ  18   100     2   3  33         NaN\n",
       "5   2005   6      ジュニーニョ     川崎フロンターレ  16   115     2   4  31         NaN\n",
       "6   2005   6       大黒　将志        ガンバ大阪  16   125     0   0  31         NaN\n",
       "7   2005   8  アレックス　ミネイロ     鹿島アントラーズ  15    66     0   0  27         NaN\n",
       "8   2005   9    カレン　ロバート       ジュビロ磐田  13    52     0   0  31         NaN\n",
       "9   2005  10       阿部　勇樹  ジェフユナイテッド千葉  12    77     5   5  33         NaN\n",
       "10  2005  10       巻　誠一郎  ジェフユナイテッド千葉  12    45     0   0  33         NaN\n",
       "11  2005  10       前田　遼一       ジュビロ磐田  12    50     0   0  25         NaN\n",
       "12  2005  13      小笠原　満男     鹿島アントラーズ  11    67     2   3  30         NaN\n",
       "13  2005  14       野沢　拓也     鹿島アントラーズ  10    45     0   0  28         NaN\n",
       "14  2005  14       遠藤　保仁        ガンバ大阪  10    64     4   4  33         NaN"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_goal_ranking[df_goal_ranking[\"年\"] == 2005].head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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