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Shinichi-Nakagawa/baseball-sample-npb2017.ipynb

Created October 1, 2017 13:19
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Jupyter notebook 日本プロ野球分析のサンプル
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baseball-sample-npb2017.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# 必要なライブラリをimport\n",
"import pandas as pd\n",
"import sqlite3\n",
"\n",
"# notebook内のカラム数と行数の設定(割と適当)\n",
"pd.options.display.max_columns = 50\n",
"pd.options.display.max_rows = 100"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# コネクションを作る, 引数はsqlite3ファイルまでのパス(相対でも絶対でもOK)\n",
"con = sqlite3.connect('baseball.db')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# まずは普通にクエリを叩く(両リーグで300打席以上の出場者の名前・チーム・打率・打点・本塁打を打率の高い順に)\n",
"results = con.execute('select name, team, ba, pa, hr, rbi from batter where pa >= 300 order by ba desc limit 30')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"('松山 竜平', 'carp', 0.329, 383, 14, 77)\n",
"('秋山 翔吾', 'lions', 0.32, 641, 24, 87)\n",
"('宮﨑 敏郎', 'baystars', 0.319, 516, 14, 61)\n",
"('マギー', 'giants', 0.315, 578, 17, 76)\n",
"('大島 洋平', 'dragons', 0.313, 521, 3, 29)\n",
"('柳田 悠岐', 'hawks', 0.31, 551, 31, 99)\n",
"('安部 友裕', 'carp', 0.31, 455, 4, 49)\n",
"('丸 佳浩', 'carp', 0.309, 646, 23, 92)\n",
"('ロペス', 'baystars', 0.303, 597, 29, 103)\n",
"('鈴木 誠也', 'carp', 0.3, 512, 26, 90)\n",
"('西川 遥輝', 'fighters', 0.296, 623, 9, 44)\n",
"('浅村 栄斗', 'lions', 0.296, 617, 19, 99)\n",
"('茂木 栄五郎', 'eagles', 0.296, 418, 17, 46)\n",
"('鳥谷 敬', 'tigers', 0.295, 561, 4, 41)\n",
"('中島 宏之', 'buffalos', 0.294, 464, 9, 49)\n",
"('マレーロ', 'buffalos', 0.293, 303, 20, 49)\n",
"('坂本 勇人', 'giants', 0.292, 605, 14, 59)\n",
"('糸井 嘉男', 'tigers', 0.29, 482, 15, 59)\n",
"('銀次', 'eagles', 0.289, 552, 3, 55)\n",
"('坂口 智隆', 'swallows', 0.287, 598, 4, 37)\n",
"('田中 広輔', 'carp', 0.286, 674, 7, 58)\n",
"('ペゲーロ', 'eagles', 0.285, 501, 26, 74)\n",
"('上本 博紀', 'tigers', 0.283, 480, 8, 37)\n",
"('筒香 嘉智', 'baystars', 0.282, 589, 26, 92)\n",
"('小谷野 栄一', 'buffalos', 0.279, 482, 6, 44)\n",
"('ゲレーロ', 'dragons', 0.279, 510, 35, 86)\n",
"('福田 永将', 'dragons', 0.279, 305, 18, 48)\n",
"('角中 勝也', 'marines', 0.276, 438, 8, 44)\n",
"('金子 侑司', 'lions', 0.275, 312, 5, 33)\n",
"('明石 健志', 'hawks', 0.274, 329, 1, 23)\n"
]
}
],
"source": [
"for row in results:\n",
" print(row)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# 続いてpandasで読み込む(全打撃データ)\n",
"df_batter = pd.read_sql('select * from batter', con)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"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>id</th>\n",
" <th>year</th>\n",
" <th>name</th>\n",
" <th>team</th>\n",
" <th>bat</th>\n",
" <th>games</th>\n",
" <th>pa</th>\n",
" <th>ab</th>\n",
" <th>r</th>\n",
" <th>h</th>\n",
" <th>double</th>\n",
" <th>triple</th>\n",
" <th>hr</th>\n",
" <th>tb</th>\n",
" <th>rbi</th>\n",
" <th>so</th>\n",
" <th>bb</th>\n",
" <th>ibb</th>\n",
" <th>hbp</th>\n",
" <th>sh</th>\n",
" <th>sf</th>\n",
" <th>sb</th>\n",
" <th>cs</th>\n",
" <th>dp</th>\n",
" <th>ba</th>\n",
" <th>slg</th>\n",
" <th>obp</th>\n",
" <th>create_date</th>\n",
" <th>update_date</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>2017</td>\n",
" <td>淺間 大基</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>19</td>\n",
" <td>44</td>\n",
" <td>42</td>\n",
" <td>2</td>\n",
" <td>7</td>\n",
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" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0.167</td>\n",
" <td>0.238</td>\n",
" <td>0.205</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>2017</td>\n",
" <td>新垣 勇人</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>2017</td>\n",
" <td>有原 航平</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>24</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.250</td>\n",
" <td>0.250</td>\n",
" <td>0.250</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>2017</td>\n",
" <td>飯山 裕志</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>9</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>2017</td>\n",
" <td>井口 和朋</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>17</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>6</td>\n",
" <td>2017</td>\n",
" <td>石井 一成</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>109</td>\n",
" <td>340</td>\n",
" <td>298</td>\n",
" <td>31</td>\n",
" <td>58</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>76</td>\n",
" <td>21</td>\n",
" <td>109</td>\n",
" <td>28</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>12</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>0.195</td>\n",
" <td>0.255</td>\n",
" <td>0.265</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>7</td>\n",
" <td>2017</td>\n",
" <td>石井 裕也</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>8</td>\n",
" <td>2017</td>\n",
" <td>石川 直也</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>37</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>9</td>\n",
" <td>2017</td>\n",
" <td>市川 友也</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>57</td>\n",
" <td>154</td>\n",
" <td>135</td>\n",
" <td>12</td>\n",
" <td>23</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>33</td>\n",
" <td>8</td>\n",
" <td>32</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0.170</td>\n",
" <td>0.244</td>\n",
" <td>0.226</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>10</td>\n",
" <td>2017</td>\n",
" <td>上原 健太</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>11</td>\n",
" <td>2017</td>\n",
" <td>浦野 博司</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>12</td>\n",
" <td>2017</td>\n",
" <td>上沢 直之</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>14</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>13</td>\n",
" <td>2017</td>\n",
" <td>エスコバー</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>14</td>\n",
" <td>2017</td>\n",
" <td>榎下 陽大</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>15</td>\n",
" <td>2017</td>\n",
" <td>太田 賢吾</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>37</td>\n",
" <td>82</td>\n",
" <td>76</td>\n",
" <td>9</td>\n",
" <td>13</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>19</td>\n",
" <td>5</td>\n",
" <td>20</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0.171</td>\n",
" <td>0.250</td>\n",
" <td>0.192</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>16</td>\n",
" <td>2017</td>\n",
" <td>大田 泰示</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>113</td>\n",
" <td>437</td>\n",
" <td>408</td>\n",
" <td>38</td>\n",
" <td>104</td>\n",
" <td>19</td>\n",
" <td>1</td>\n",
" <td>14</td>\n",
" <td>167</td>\n",
" <td>39</td>\n",
" <td>85</td>\n",
" <td>27</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>14</td>\n",
" <td>0.255</td>\n",
" <td>0.409</td>\n",
" <td>0.300</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>17</td>\n",
" <td>2017</td>\n",
" <td>大谷 翔平</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>63</td>\n",
" <td>223</td>\n",
" <td>194</td>\n",
" <td>23</td>\n",
" <td>66</td>\n",
" <td>16</td>\n",
" <td>1</td>\n",
" <td>8</td>\n",
" <td>108</td>\n",
" <td>31</td>\n",
" <td>60</td>\n",
" <td>24</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0.340</td>\n",
" <td>0.557</td>\n",
" <td>0.413</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>18</td>\n",
" <td>2017</td>\n",
" <td>大野 奨太</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>78</td>\n",
" <td>180</td>\n",
" <td>151</td>\n",
" <td>13</td>\n",
" <td>33</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>47</td>\n",
" <td>13</td>\n",
" <td>29</td>\n",
" <td>16</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0.219</td>\n",
" <td>0.311</td>\n",
" <td>0.308</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>19</td>\n",
" <td>2017</td>\n",
" <td>大累 進</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>13</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>20</td>\n",
" <td>2017</td>\n",
" <td>岡 大海</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>60</td>\n",
" <td>132</td>\n",
" <td>124</td>\n",
" <td>15</td>\n",
" <td>21</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>27</td>\n",
" <td>7</td>\n",
" <td>34</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>6</td>\n",
" <td>2</td>\n",
" <td>4</td>\n",
" <td>0.169</td>\n",
" <td>0.218</td>\n",
" <td>0.194</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>21</td>\n",
" <td>2017</td>\n",
" <td>鍵谷 陽平</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>58</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>22</td>\n",
" <td>2017</td>\n",
" <td>加藤 貴之</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>21</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>23</td>\n",
" <td>2017</td>\n",
" <td>岸里 亮佑</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>7</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.143</td>\n",
" <td>0.214</td>\n",
" <td>0.143</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>24</td>\n",
" <td>2017</td>\n",
" <td>公文 克彦</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>38</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>25</td>\n",
" <td>2017</td>\n",
" <td>黒羽根 利規</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>18</td>\n",
" <td>27</td>\n",
" <td>26</td>\n",
" <td>1</td>\n",
" <td>7</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>9</td>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.269</td>\n",
" <td>0.346</td>\n",
" <td>0.269</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>26</td>\n",
" <td>2017</td>\n",
" <td>近藤 健介</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>53</td>\n",
" <td>217</td>\n",
" <td>156</td>\n",
" <td>29</td>\n",
" <td>64</td>\n",
" <td>15</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>88</td>\n",
" <td>28</td>\n",
" <td>27</td>\n",
" <td>57</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0.410</td>\n",
" <td>0.564</td>\n",
" <td>0.567</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>27</td>\n",
" <td>2017</td>\n",
" <td>斎藤 佑樹</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>1.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>28</td>\n",
" <td>2017</td>\n",
" <td>清水 優心</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>58</td>\n",
" <td>110</td>\n",
" <td>102</td>\n",
" <td>5</td>\n",
" <td>20</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>24</td>\n",
" <td>6</td>\n",
" <td>33</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0.196</td>\n",
" <td>0.235</td>\n",
" <td>0.224</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>29</td>\n",
" <td>2017</td>\n",
" <td>杉谷 拳士</td>\n",
" <td>fighters</td>\n",
" <td>T</td>\n",
" <td>31</td>\n",
" <td>80</td>\n",
" <td>71</td>\n",
" <td>5</td>\n",
" <td>11</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>3</td>\n",
" <td>18</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0.155</td>\n",
" <td>0.211</td>\n",
" <td>0.200</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>30</td>\n",
" <td>2017</td>\n",
" <td>高梨 裕稔</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>21</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>31</td>\n",
" <td>2017</td>\n",
" <td>髙濱 祐仁</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>3</td>\n",
" <td>12</td>\n",
" <td>11</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.182</td>\n",
" <td>0.182</td>\n",
" <td>0.250</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>32</td>\n",
" <td>2017</td>\n",
" <td>武田 久</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>33</td>\n",
" <td>2017</td>\n",
" <td>田中 賢介</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>104</td>\n",
" <td>344</td>\n",
" <td>309</td>\n",
" <td>21</td>\n",
" <td>77</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>90</td>\n",
" <td>18</td>\n",
" <td>35</td>\n",
" <td>35</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>11</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>0.249</td>\n",
" <td>0.291</td>\n",
" <td>0.326</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>34</td>\n",
" <td>2017</td>\n",
" <td>田中 豊樹</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>19</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>35</td>\n",
" <td>2017</td>\n",
" <td>谷元 圭介</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>36</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>36</td>\n",
" <td>2017</td>\n",
" <td>玉井 大翔</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>23</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>37</td>\n",
" <td>2017</td>\n",
" <td>ドレイク</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>33</td>\n",
" <td>81</td>\n",
" <td>77</td>\n",
" <td>3</td>\n",
" <td>17</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>21</td>\n",
" <td>3</td>\n",
" <td>20</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0.221</td>\n",
" <td>0.273</td>\n",
" <td>0.259</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>38</td>\n",
" <td>2017</td>\n",
" <td>中島 卓也</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>90</td>\n",
" <td>331</td>\n",
" <td>283</td>\n",
" <td>26</td>\n",
" <td>59</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>67</td>\n",
" <td>13</td>\n",
" <td>80</td>\n",
" <td>23</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>25</td>\n",
" <td>0</td>\n",
" <td>11</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>0.208</td>\n",
" <td>0.237</td>\n",
" <td>0.268</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>39</td>\n",
" <td>2017</td>\n",
" <td>中田 翔</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>125</td>\n",
" <td>526</td>\n",
" <td>458</td>\n",
" <td>55</td>\n",
" <td>99</td>\n",
" <td>23</td>\n",
" <td>0</td>\n",
" <td>16</td>\n",
" <td>170</td>\n",
" <td>67</td>\n",
" <td>102</td>\n",
" <td>59</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>13</td>\n",
" <td>0.216</td>\n",
" <td>0.371</td>\n",
" <td>0.310</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>40</td>\n",
" <td>2017</td>\n",
" <td>中村 勝</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>41</td>\n",
" <td>2017</td>\n",
" <td>西川 遥輝</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>138</td>\n",
" <td>623</td>\n",
" <td>541</td>\n",
" <td>82</td>\n",
" <td>160</td>\n",
" <td>26</td>\n",
" <td>6</td>\n",
" <td>9</td>\n",
" <td>225</td>\n",
" <td>44</td>\n",
" <td>103</td>\n",
" <td>69</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>39</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>0.296</td>\n",
" <td>0.416</td>\n",
" <td>0.378</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>42</td>\n",
" <td>2017</td>\n",
" <td>白村 明弘</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>23</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>43</td>\n",
" <td>2017</td>\n",
" <td>平沼 翔太</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>44</td>\n",
" <td>2017</td>\n",
" <td>堀 瑞輝</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>45</td>\n",
" <td>2017</td>\n",
" <td>マーティン</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>40</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>46</td>\n",
" <td>2017</td>\n",
" <td>増井 浩俊</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>50</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>47</td>\n",
" <td>2017</td>\n",
" <td>松本 剛</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>110</td>\n",
" <td>425</td>\n",
" <td>382</td>\n",
" <td>41</td>\n",
" <td>104</td>\n",
" <td>15</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>134</td>\n",
" <td>33</td>\n",
" <td>60</td>\n",
" <td>18</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>21</td>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" <td>7</td>\n",
" <td>0.272</td>\n",
" <td>0.351</td>\n",
" <td>0.309</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>48</td>\n",
" <td>2017</td>\n",
" <td>宮西 尚生</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>51</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>49</td>\n",
" <td>2017</td>\n",
" <td>村田 透</td>\n",
" <td>fighters</td>\n",
" <td>L</td>\n",
" <td>15</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>50</td>\n",
" <td>2017</td>\n",
" <td>メンドーサ</td>\n",
" <td>fighters</td>\n",
" <td>R</td>\n",
" <td>20</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>597</th>\n",
" <td>598</td>\n",
" <td>2017</td>\n",
" <td>岩﨑 達郎</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>598</th>\n",
" <td>599</td>\n",
" <td>2017</td>\n",
" <td>岩瀬 仁紀</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>50</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>599</th>\n",
" <td>600</td>\n",
" <td>2017</td>\n",
" <td>遠藤 一星</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>46</td>\n",
" <td>94</td>\n",
" <td>87</td>\n",
" <td>4</td>\n",
" <td>21</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>32</td>\n",
" <td>11</td>\n",
" <td>24</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0.241</td>\n",
" <td>0.368</td>\n",
" <td>0.283</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>600</th>\n",
" <td>601</td>\n",
" <td>2017</td>\n",
" <td>大島 洋平</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>119</td>\n",
" <td>521</td>\n",
" <td>476</td>\n",
" <td>50</td>\n",
" <td>149</td>\n",
" <td>20</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>184</td>\n",
" <td>29</td>\n",
" <td>66</td>\n",
" <td>37</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>23</td>\n",
" <td>6</td>\n",
" <td>5</td>\n",
" <td>0.313</td>\n",
" <td>0.387</td>\n",
" <td>0.365</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>601</th>\n",
" <td>602</td>\n",
" <td>2017</td>\n",
" <td>大野 雄大</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>24</td>\n",
" <td>48</td>\n",
" <td>40</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>24</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>602</th>\n",
" <td>603</td>\n",
" <td>2017</td>\n",
" <td>小笠原 慎之介</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>21</td>\n",
" <td>35</td>\n",
" <td>31</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>26</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.032</td>\n",
" <td>0.032</td>\n",
" <td>0.091</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>603</th>\n",
" <td>604</td>\n",
" <td>2017</td>\n",
" <td>岡田 俊哉</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>604</th>\n",
" <td>605</td>\n",
" <td>2017</td>\n",
" <td>小川 龍也</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>17</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>605</th>\n",
" <td>606</td>\n",
" <td>2017</td>\n",
" <td>小熊 凌祐</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.250</td>\n",
" <td>0.250</td>\n",
" <td>0.250</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>606</th>\n",
" <td>607</td>\n",
" <td>2017</td>\n",
" <td>笠原 祥太郎</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>17</td>\n",
" <td>6</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>607</th>\n",
" <td>608</td>\n",
" <td>2017</td>\n",
" <td>亀澤 恭平</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>94</td>\n",
" <td>281</td>\n",
" <td>248</td>\n",
" <td>30</td>\n",
" <td>73</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>84</td>\n",
" <td>13</td>\n",
" <td>29</td>\n",
" <td>10</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>18</td>\n",
" <td>2</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>0.294</td>\n",
" <td>0.339</td>\n",
" <td>0.327</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>608</th>\n",
" <td>609</td>\n",
" <td>2017</td>\n",
" <td>木下 拓哉</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>51</td>\n",
" <td>94</td>\n",
" <td>78</td>\n",
" <td>4</td>\n",
" <td>15</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>20</td>\n",
" <td>4</td>\n",
" <td>21</td>\n",
" <td>10</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0.192</td>\n",
" <td>0.256</td>\n",
" <td>0.289</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>609</th>\n",
" <td>610</td>\n",
" <td>2017</td>\n",
" <td>京田 陽太</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>136</td>\n",
" <td>581</td>\n",
" <td>543</td>\n",
" <td>66</td>\n",
" <td>146</td>\n",
" <td>23</td>\n",
" <td>8</td>\n",
" <td>4</td>\n",
" <td>197</td>\n",
" <td>36</td>\n",
" <td>100</td>\n",
" <td>18</td>\n",
" <td>0</td>\n",
" <td>9</td>\n",
" <td>10</td>\n",
" <td>1</td>\n",
" <td>22</td>\n",
" <td>12</td>\n",
" <td>5</td>\n",
" <td>0.269</td>\n",
" <td>0.363</td>\n",
" <td>0.303</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>610</th>\n",
" <td>611</td>\n",
" <td>2017</td>\n",
" <td>工藤 隆人</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>82</td>\n",
" <td>58</td>\n",
" <td>51</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>13</td>\n",
" <td>0</td>\n",
" <td>13</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0.235</td>\n",
" <td>0.255</td>\n",
" <td>0.278</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>611</th>\n",
" <td>612</td>\n",
" <td>2017</td>\n",
" <td>ゲレーロ</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>130</td>\n",
" <td>510</td>\n",
" <td>469</td>\n",
" <td>67</td>\n",
" <td>131</td>\n",
" <td>22</td>\n",
" <td>3</td>\n",
" <td>35</td>\n",
" <td>264</td>\n",
" <td>86</td>\n",
" <td>98</td>\n",
" <td>24</td>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>13</td>\n",
" <td>0.279</td>\n",
" <td>0.563</td>\n",
" <td>0.333</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>612</th>\n",
" <td>613</td>\n",
" <td>2017</td>\n",
" <td>近藤 弘基</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>12</td>\n",
" <td>30</td>\n",
" <td>26</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0.192</td>\n",
" <td>0.231</td>\n",
" <td>0.276</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>613</th>\n",
" <td>614</td>\n",
" <td>2017</td>\n",
" <td>佐藤 優</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>13</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>614</th>\n",
" <td>615</td>\n",
" <td>2017</td>\n",
" <td>ジョーダン</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>16</td>\n",
" <td>22</td>\n",
" <td>20</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.050</td>\n",
" <td>0.050</td>\n",
" <td>0.050</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>615</th>\n",
" <td>616</td>\n",
" <td>2017</td>\n",
" <td>杉山 翔大</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>38</td>\n",
" <td>82</td>\n",
" <td>66</td>\n",
" <td>1</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>16</td>\n",
" <td>9</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0.091</td>\n",
" <td>0.091</td>\n",
" <td>0.208</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>616</th>\n",
" <td>617</td>\n",
" <td>2017</td>\n",
" <td>鈴木 翔太</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>15</td>\n",
" <td>20</td>\n",
" <td>18</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>15</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.056</td>\n",
" <td>0.056</td>\n",
" <td>0.056</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>617</th>\n",
" <td>618</td>\n",
" <td>2017</td>\n",
" <td>祖父江 大輔</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>35</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>618</th>\n",
" <td>619</td>\n",
" <td>2017</td>\n",
" <td>高橋 周平</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>38</td>\n",
" <td>135</td>\n",
" <td>118</td>\n",
" <td>11</td>\n",
" <td>28</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>40</td>\n",
" <td>10</td>\n",
" <td>28</td>\n",
" <td>13</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>0.237</td>\n",
" <td>0.339</td>\n",
" <td>0.306</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>619</th>\n",
" <td>620</td>\n",
" <td>2017</td>\n",
" <td>武山 真吾</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>47</td>\n",
" <td>71</td>\n",
" <td>62</td>\n",
" <td>2</td>\n",
" <td>15</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>19</td>\n",
" <td>7</td>\n",
" <td>20</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0.242</td>\n",
" <td>0.306</td>\n",
" <td>0.319</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>620</th>\n",
" <td>621</td>\n",
" <td>2017</td>\n",
" <td>田島 慎二</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>62</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>621</th>\n",
" <td>622</td>\n",
" <td>2017</td>\n",
" <td>谷 哲也</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>53</td>\n",
" <td>100</td>\n",
" <td>92</td>\n",
" <td>9</td>\n",
" <td>20</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>29</td>\n",
" <td>11</td>\n",
" <td>23</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0.217</td>\n",
" <td>0.315</td>\n",
" <td>0.255</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>622</th>\n",
" <td>623</td>\n",
" <td>2017</td>\n",
" <td>谷元 圭介</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>17</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>623</th>\n",
" <td>624</td>\n",
" <td>2017</td>\n",
" <td>堂上 直倫</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>91</td>\n",
" <td>167</td>\n",
" <td>151</td>\n",
" <td>11</td>\n",
" <td>31</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>41</td>\n",
" <td>8</td>\n",
" <td>39</td>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>0.205</td>\n",
" <td>0.272</td>\n",
" <td>0.250</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>624</th>\n",
" <td>625</td>\n",
" <td>2017</td>\n",
" <td>友永 翔太</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>625</th>\n",
" <td>626</td>\n",
" <td>2017</td>\n",
" <td>野本 圭</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>14</td>\n",
" <td>34</td>\n",
" <td>34</td>\n",
" <td>3</td>\n",
" <td>7</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0.206</td>\n",
" <td>0.265</td>\n",
" <td>0.206</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>626</th>\n",
" <td>627</td>\n",
" <td>2017</td>\n",
" <td>バルデス</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>23</td>\n",
" <td>48</td>\n",
" <td>44</td>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>9</td>\n",
" <td>5</td>\n",
" <td>17</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.114</td>\n",
" <td>0.205</td>\n",
" <td>0.133</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>627</th>\n",
" <td>628</td>\n",
" <td>2017</td>\n",
" <td>ビシエド</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>87</td>\n",
" <td>367</td>\n",
" <td>332</td>\n",
" <td>43</td>\n",
" <td>83</td>\n",
" <td>11</td>\n",
" <td>1</td>\n",
" <td>18</td>\n",
" <td>150</td>\n",
" <td>49</td>\n",
" <td>52</td>\n",
" <td>29</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>10</td>\n",
" <td>0.250</td>\n",
" <td>0.452</td>\n",
" <td>0.319</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>628</th>\n",
" <td>629</td>\n",
" <td>2017</td>\n",
" <td>平田 良介</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>66</td>\n",
" <td>270</td>\n",
" <td>238</td>\n",
" <td>26</td>\n",
" <td>58</td>\n",
" <td>14</td>\n",
" <td>2</td>\n",
" <td>6</td>\n",
" <td>94</td>\n",
" <td>29</td>\n",
" <td>60</td>\n",
" <td>29</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0.244</td>\n",
" <td>0.395</td>\n",
" <td>0.326</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>629</th>\n",
" <td>630</td>\n",
" <td>2017</td>\n",
" <td>福 敬登</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>630</th>\n",
" <td>631</td>\n",
" <td>2017</td>\n",
" <td>福田 永将</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>90</td>\n",
" <td>305</td>\n",
" <td>280</td>\n",
" <td>36</td>\n",
" <td>78</td>\n",
" <td>17</td>\n",
" <td>0</td>\n",
" <td>18</td>\n",
" <td>149</td>\n",
" <td>48</td>\n",
" <td>64</td>\n",
" <td>19</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>0.279</td>\n",
" <td>0.532</td>\n",
" <td>0.334</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>631</th>\n",
" <td>632</td>\n",
" <td>2017</td>\n",
" <td>福谷 浩司</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>24</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>632</th>\n",
" <td>633</td>\n",
" <td>2017</td>\n",
" <td>藤井 淳志</td>\n",
" <td>dragons</td>\n",
" <td>T</td>\n",
" <td>125</td>\n",
" <td>401</td>\n",
" <td>368</td>\n",
" <td>29</td>\n",
" <td>98</td>\n",
" <td>17</td>\n",
" <td>3</td>\n",
" <td>6</td>\n",
" <td>139</td>\n",
" <td>42</td>\n",
" <td>95</td>\n",
" <td>23</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>6</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>0.266</td>\n",
" <td>0.378</td>\n",
" <td>0.311</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>633</th>\n",
" <td>634</td>\n",
" <td>2017</td>\n",
" <td>又吉 克樹</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>47</td>\n",
" <td>21</td>\n",
" <td>20</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>13</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0.050</td>\n",
" <td>0.050</td>\n",
" <td>0.050</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>634</th>\n",
" <td>635</td>\n",
" <td>2017</td>\n",
" <td>松井 雅人</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>83</td>\n",
" <td>233</td>\n",
" <td>199</td>\n",
" <td>20</td>\n",
" <td>45</td>\n",
" <td>7</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>57</td>\n",
" <td>16</td>\n",
" <td>58</td>\n",
" <td>21</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>9</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0.226</td>\n",
" <td>0.286</td>\n",
" <td>0.308</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>635</th>\n",
" <td>636</td>\n",
" <td>2017</td>\n",
" <td>松井 佑介</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>52</td>\n",
" <td>119</td>\n",
" <td>109</td>\n",
" <td>16</td>\n",
" <td>31</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>47</td>\n",
" <td>15</td>\n",
" <td>34</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0.284</td>\n",
" <td>0.431</td>\n",
" <td>0.339</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>636</th>\n",
" <td>637</td>\n",
" <td>2017</td>\n",
" <td>丸山 泰資</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>637</th>\n",
" <td>638</td>\n",
" <td>2017</td>\n",
" <td>溝脇 隼人</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>12</td>\n",
" <td>16</td>\n",
" <td>14</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0.071</td>\n",
" <td>0.286</td>\n",
" <td>0.188</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>638</th>\n",
" <td>639</td>\n",
" <td>2017</td>\n",
" <td>三ツ間 卓也</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>34</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.333</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>639</th>\n",
" <td>640</td>\n",
" <td>2017</td>\n",
" <td>三ツ俣 大樹</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>640</th>\n",
" <td>641</td>\n",
" <td>2017</td>\n",
" <td>森野 将彦</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>22</td>\n",
" <td>48</td>\n",
" <td>41</td>\n",
" <td>4</td>\n",
" <td>10</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>12</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0.244</td>\n",
" <td>0.293</td>\n",
" <td>0.326</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>641</th>\n",
" <td>642</td>\n",
" <td>2017</td>\n",
" <td>八木 智哉</td>\n",
" <td>dragons</td>\n",
" <td>L</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>642</th>\n",
" <td>643</td>\n",
" <td>2017</td>\n",
" <td>柳 裕也</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>11</td>\n",
" <td>12</td>\n",
" <td>10</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.100</td>\n",
" <td>0.100</td>\n",
" <td>0.182</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>643</th>\n",
" <td>644</td>\n",
" <td>2017</td>\n",
" <td>山井 大介</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.667</td>\n",
" <td>2.000</td>\n",
" <td>0.667</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>644</th>\n",
" <td>645</td>\n",
" <td>2017</td>\n",
" <td>吉見 一起</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>14</td>\n",
" <td>24</td>\n",
" <td>18</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>10</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>645</th>\n",
" <td>646</td>\n",
" <td>2017</td>\n",
" <td>ロンドン</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>646</th>\n",
" <td>647</td>\n",
" <td>2017</td>\n",
" <td>若松 駿太</td>\n",
" <td>dragons</td>\n",
" <td>R</td>\n",
" <td>7</td>\n",
" <td>10</td>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.111</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>647 rows × 29 columns</p>\n",
"</div>"
],
"text/plain": [
" id year name team bat games pa ab r h double \\\n",
"0 1 2017 淺間 大基 fighters L 19 44 42 2 7 3 \n",
"1 2 2017 新垣 勇人 fighters R 1 0 0 0 0 0 \n",
"2 3 2017 有原 航平 fighters R 24 4 4 1 1 0 \n",
"3 4 2017 飯山 裕志 fighters R 9 3 3 0 0 0 \n",
"4 5 2017 井口 和朋 fighters R 17 0 0 0 0 0 \n",
"5 6 2017 石井 一成 fighters L 109 340 298 31 58 5 \n",
"6 7 2017 石井 裕也 fighters L 8 0 0 0 0 0 \n",
"7 8 2017 石川 直也 fighters R 37 0 0 0 0 0 \n",
"8 9 2017 市川 友也 fighters R 57 154 135 12 23 7 \n",
"9 10 2017 上原 健太 fighters L 9 0 0 0 0 0 \n",
"10 11 2017 浦野 博司 fighters R 7 0 0 0 0 0 \n",
"11 12 2017 上沢 直之 fighters R 14 3 2 0 0 0 \n",
"12 13 2017 エスコバー fighters L 14 0 0 0 0 0 \n",
"13 14 2017 榎下 陽大 fighters R 8 0 0 0 0 0 \n",
"14 15 2017 太田 賢吾 fighters L 37 82 76 9 13 1 \n",
"15 16 2017 大田 泰示 fighters R 113 437 408 38 104 19 \n",
"16 17 2017 大谷 翔平 fighters L 63 223 194 23 66 16 \n",
"17 18 2017 大野 奨太 fighters R 78 180 151 13 33 5 \n",
"18 19 2017 大累 進 fighters R 13 2 2 3 0 0 \n",
"19 20 2017 岡 大海 fighters R 60 132 124 15 21 4 \n",
"20 21 2017 鍵谷 陽平 fighters R 58 0 0 0 0 0 \n",
"21 22 2017 加藤 貴之 fighters L 21 2 1 0 0 0 \n",
"22 23 2017 岸里 亮佑 fighters L 7 14 14 1 2 1 \n",
"23 24 2017 公文 克彦 fighters L 38 0 0 0 0 0 \n",
"24 25 2017 黒羽根 利規 fighters R 18 27 26 1 7 2 \n",
"25 26 2017 近藤 健介 fighters L 53 217 156 29 64 15 \n",
"26 27 2017 斎藤 佑樹 fighters R 6 1 0 0 0 0 \n",
"27 28 2017 清水 優心 fighters R 58 110 102 5 20 4 \n",
"28 29 2017 杉谷 拳士 fighters T 31 80 71 5 11 2 \n",
"29 30 2017 高梨 裕稔 fighters R 21 5 4 0 0 0 \n",
"30 31 2017 髙濱 祐仁 fighters R 3 12 11 0 2 0 \n",
"31 32 2017 武田 久 fighters L 7 0 0 0 0 0 \n",
"32 33 2017 田中 賢介 fighters L 104 344 309 21 77 5 \n",
"33 34 2017 田中 豊樹 fighters R 19 0 0 0 0 0 \n",
"34 35 2017 谷元 圭介 fighters R 36 0 0 0 0 0 \n",
"35 36 2017 玉井 大翔 fighters R 23 0 0 0 0 0 \n",
"36 37 2017 ドレイク fighters R 33 81 77 3 17 1 \n",
"37 38 2017 中島 卓也 fighters L 90 331 283 26 59 1 \n",
"38 39 2017 中田 翔 fighters R 125 526 458 55 99 23 \n",
"39 40 2017 中村 勝 fighters R 2 0 0 0 0 0 \n",
"40 41 2017 西川 遥輝 fighters L 138 623 541 82 160 26 \n",
"41 42 2017 白村 明弘 fighters L 23 0 0 0 0 0 \n",
"42 43 2017 平沼 翔太 fighters L 3 3 3 0 0 0 \n",
"43 44 2017 堀 瑞輝 fighters L 4 0 0 0 0 0 \n",
"44 45 2017 マーティン fighters R 40 0 0 0 0 0 \n",
"45 46 2017 増井 浩俊 fighters R 50 0 0 0 0 0 \n",
"46 47 2017 松本 剛 fighters R 110 425 382 41 104 15 \n",
"47 48 2017 宮西 尚生 fighters L 51 0 0 0 0 0 \n",
"48 49 2017 村田 透 fighters L 15 1 1 0 0 0 \n",
"49 50 2017 メンドーサ fighters R 20 3 3 0 0 0 \n",
".. ... ... ... ... .. ... ... ... .. ... ... \n",
"597 598 2017 岩﨑 達郎 dragons R 1 1 1 0 0 0 \n",
"598 599 2017 岩瀬 仁紀 dragons L 50 0 0 0 0 0 \n",
"599 600 2017 遠藤 一星 dragons L 46 94 87 4 21 3 \n",
"600 601 2017 大島 洋平 dragons L 119 521 476 50 149 20 \n",
"601 602 2017 大野 雄大 dragons L 24 48 40 0 0 0 \n",
"602 603 2017 小笠原 慎之介 dragons L 21 35 31 2 1 0 \n",
"603 604 2017 岡田 俊哉 dragons L 9 0 0 0 0 0 \n",
"604 605 2017 小川 龍也 dragons L 17 0 0 0 0 0 \n",
"605 606 2017 小熊 凌祐 dragons R 4 5 4 1 1 0 \n",
"606 607 2017 笠原 祥太郎 dragons L 17 6 4 0 0 0 \n",
"607 608 2017 亀澤 恭平 dragons L 94 281 248 30 73 5 \n",
"608 609 2017 木下 拓哉 dragons R 51 94 78 4 15 5 \n",
"609 610 2017 京田 陽太 dragons L 136 581 543 66 146 23 \n",
"610 611 2017 工藤 隆人 dragons L 82 58 51 12 12 1 \n",
"611 612 2017 ゲレーロ dragons R 130 510 469 67 131 22 \n",
"612 613 2017 近藤 弘基 dragons R 12 30 26 4 5 1 \n",
"613 614 2017 佐藤 優 dragons L 13 0 0 0 0 0 \n",
"614 615 2017 ジョーダン dragons L 16 22 20 0 1 0 \n",
"615 616 2017 杉山 翔大 dragons R 38 82 66 1 6 0 \n",
"616 617 2017 鈴木 翔太 dragons R 15 20 18 0 1 0 \n",
"617 618 2017 祖父江 大輔 dragons L 35 0 0 0 0 0 \n",
"618 619 2017 高橋 周平 dragons L 38 135 118 11 28 6 \n",
"619 620 2017 武山 真吾 dragons R 47 71 62 2 15 1 \n",
"620 621 2017 田島 慎二 dragons R 62 1 1 0 0 0 \n",
"621 622 2017 谷 哲也 dragons R 53 100 92 9 20 3 \n",
"622 623 2017 谷元 圭介 dragons R 17 0 0 0 0 0 \n",
"623 624 2017 堂上 直倫 dragons R 91 167 151 11 31 7 \n",
"624 625 2017 友永 翔太 dragons L 1 1 1 0 0 0 \n",
"625 626 2017 野本 圭 dragons L 14 34 34 3 7 2 \n",
"626 627 2017 バルデス dragons L 23 48 44 1 5 1 \n",
"627 628 2017 ビシエド dragons R 87 367 332 43 83 11 \n",
"628 629 2017 平田 良介 dragons R 66 270 238 26 58 14 \n",
"629 630 2017 福 敬登 dragons L 5 0 0 0 0 0 \n",
"630 631 2017 福田 永将 dragons R 90 305 280 36 78 17 \n",
"631 632 2017 福谷 浩司 dragons R 24 0 0 0 0 0 \n",
"632 633 2017 藤井 淳志 dragons T 125 401 368 29 98 17 \n",
"633 634 2017 又吉 克樹 dragons R 47 21 20 0 1 0 \n",
"634 635 2017 松井 雅人 dragons L 83 233 199 20 45 7 \n",
"635 636 2017 松井 佑介 dragons R 52 119 109 16 31 7 \n",
"636 637 2017 丸山 泰資 dragons R 8 1 1 0 0 0 \n",
"637 638 2017 溝脇 隼人 dragons L 12 16 14 1 1 0 \n",
"638 639 2017 三ツ間 卓也 dragons R 34 3 2 1 0 0 \n",
"639 640 2017 三ツ俣 大樹 dragons R 8 1 1 0 0 0 \n",
"640 641 2017 森野 将彦 dragons L 22 48 41 4 10 2 \n",
"641 642 2017 八木 智哉 dragons L 3 3 2 0 0 0 \n",
"642 643 2017 柳 裕也 dragons R 11 12 10 0 1 0 \n",
"643 644 2017 山井 大介 dragons R 2 5 3 2 2 1 \n",
"644 645 2017 吉見 一起 dragons R 14 24 18 0 0 0 \n",
"645 646 2017 ロンドン dragons R 4 0 0 0 0 0 \n",
"646 647 2017 若松 駿太 dragons R 7 10 8 0 0 0 \n",
"\n",
" triple hr tb rbi so bb ibb hbp sh sf sb cs dp ba \\\n",
"0 0 0 10 3 17 2 0 0 0 0 1 0 1 0.167 \n",
"1 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"2 0 0 1 0 2 0 0 0 0 0 0 0 0 0.250 \n",
"3 0 0 0 0 2 0 0 0 0 0 0 0 0 0.000 \n",
"4 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"5 2 3 76 21 109 28 0 1 12 1 3 5 6 0.195 \n",
"6 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"7 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"8 0 1 33 8 32 6 0 4 8 1 0 0 3 0.170 \n",
"9 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"10 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"11 0 0 0 0 1 0 0 0 1 0 0 0 0 0.000 \n",
"12 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"13 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"14 1 1 19 5 20 2 0 0 4 0 0 0 1 0.171 \n",
"15 1 14 167 39 85 27 0 0 0 2 3 2 14 0.255 \n",
"16 1 8 108 31 60 24 0 2 0 3 0 1 0 0.340 \n",
"17 0 3 47 13 29 16 0 4 8 1 0 0 1 0.219 \n",
"18 0 0 0 0 1 0 0 0 0 0 0 0 0 0.000 \n",
"19 1 0 27 7 34 4 0 0 3 1 6 2 4 0.169 \n",
"20 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"21 0 0 0 0 1 0 0 0 1 0 0 0 0 0.000 \n",
"22 0 0 3 0 3 0 0 0 0 0 0 0 0 0.143 \n",
"23 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"24 0 0 9 1 5 0 0 0 1 0 0 0 0 0.269 \n",
"25 0 3 88 28 27 57 0 2 0 2 3 0 2 0.410 \n",
"26 0 0 0 0 0 1 0 0 0 0 0 0 0 0.000 \n",
"27 0 0 24 6 33 4 0 0 3 1 0 0 3 0.196 \n",
"28 1 0 15 3 18 4 0 0 5 0 1 0 1 0.155 \n",
"29 0 0 0 0 2 0 0 0 1 0 0 0 0 0.000 \n",
"30 0 0 2 0 5 1 0 0 0 0 0 0 0 0.182 \n",
"31 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"32 1 2 90 18 35 35 1 0 0 0 11 4 4 0.249 \n",
"33 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"34 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"35 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"36 0 1 21 3 20 3 0 1 0 0 0 0 2 0.221 \n",
"37 2 1 67 13 80 23 0 0 25 0 11 3 2 0.208 \n",
"38 0 16 170 67 102 59 0 5 0 4 0 0 13 0.216 \n",
"39 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"40 6 9 225 44 103 69 0 4 6 3 39 5 6 0.296 \n",
"41 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"42 0 0 0 0 1 0 0 0 0 0 0 0 0 0.000 \n",
"43 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"44 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"45 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"46 0 5 134 33 60 18 1 3 21 1 5 3 7 0.272 \n",
"47 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"48 0 0 0 0 1 0 0 0 0 0 0 0 0 0.000 \n",
"49 0 0 0 0 2 0 0 0 0 0 0 0 0 0.000 \n",
".. ... .. ... ... ... .. ... ... .. .. .. .. .. ... \n",
"597 0 0 0 0 1 0 0 0 0 0 0 0 0 0.000 \n",
"598 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"599 1 2 32 11 24 4 0 1 2 0 2 1 1 0.241 \n",
"600 3 3 184 29 66 37 0 4 1 3 23 6 5 0.313 \n",
"601 0 0 0 1 24 0 0 0 8 0 0 0 0 0.000 \n",
"602 0 0 1 1 26 2 0 0 2 0 0 0 0 0.032 \n",
"603 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"604 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"605 0 0 1 0 2 0 0 0 1 0 0 0 0 0.250 \n",
"606 0 0 0 0 1 0 0 0 2 0 0 0 0 0.000 \n",
"607 0 2 84 13 29 10 0 3 18 2 6 6 1 0.294 \n",
"608 0 0 20 4 21 10 1 1 4 1 0 0 4 0.192 \n",
"609 8 4 197 36 100 18 0 9 10 1 22 12 5 0.269 \n",
"610 0 0 13 0 13 3 1 0 4 0 3 1 1 0.235 \n",
"611 3 35 264 86 98 24 0 15 0 2 1 0 13 0.279 \n",
"612 0 0 6 0 6 3 0 0 1 0 0 0 1 0.192 \n",
"613 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"614 0 0 1 0 9 0 0 0 2 0 0 0 0 0.050 \n",
"615 0 0 6 1 16 9 1 1 5 1 0 0 1 0.091 \n",
"616 0 0 1 1 15 0 0 0 2 0 0 0 0 0.056 \n",
"617 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"618 0 2 40 10 28 13 0 0 1 3 0 2 3 0.237 \n",
"619 0 1 19 7 20 6 0 1 2 0 0 0 3 0.242 \n",
"620 0 0 0 0 1 0 0 0 0 0 0 0 0 0.000 \n",
"621 0 2 29 11 23 5 0 0 2 1 0 1 0 0.217 \n",
"622 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"623 0 1 41 8 39 9 0 0 7 0 0 1 4 0.205 \n",
"624 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"625 0 0 9 0 5 0 0 0 0 0 0 0 2 0.206 \n",
"626 0 1 9 5 17 1 0 0 3 0 0 0 0 0.114 \n",
"627 1 18 150 49 52 29 0 5 0 1 4 0 10 0.250 \n",
"628 2 6 94 29 60 29 0 1 0 2 4 0 4 0.244 \n",
"629 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"630 0 18 149 48 64 19 0 5 0 1 0 1 4 0.279 \n",
"631 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"632 3 6 139 42 95 23 0 2 6 2 5 6 6 0.266 \n",
"633 0 0 1 1 13 0 0 0 1 0 0 0 1 0.050 \n",
"634 1 1 57 16 58 21 0 3 9 1 0 0 2 0.226 \n",
"635 0 3 47 15 34 6 1 3 1 0 0 0 2 0.284 \n",
"636 0 0 0 0 1 0 0 0 0 0 0 0 0 0.000 \n",
"637 0 1 4 1 5 2 0 0 0 0 0 0 1 0.071 \n",
"638 0 0 0 0 2 1 0 0 0 0 0 0 0 0.000 \n",
"639 0 0 0 0 0 0 0 0 0 0 0 1 0 0.000 \n",
"640 0 0 12 1 3 5 0 0 2 0 0 1 1 0.244 \n",
"641 0 0 0 0 2 0 0 0 1 0 0 0 0 0.000 \n",
"642 0 0 1 1 4 1 0 0 1 0 0 0 0 0.100 \n",
"643 0 1 6 1 1 0 0 0 2 0 0 0 0 0.667 \n",
"644 0 0 0 0 10 0 0 0 6 0 0 0 0 0.000 \n",
"645 0 0 0 0 0 0 0 0 0 0 0 0 0 0.000 \n",
"646 0 0 0 0 6 1 0 0 1 0 0 0 1 0.000 \n",
"\n",
" slg obp create_date update_date \n",
"0 0.238 0.205 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"1 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"2 0.250 0.250 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"3 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"4 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"5 0.255 0.265 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"6 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"7 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"8 0.244 0.226 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"9 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"10 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"11 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"12 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"13 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"14 0.250 0.192 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"15 0.409 0.300 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"16 0.557 0.413 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"17 0.311 0.308 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"18 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"19 0.218 0.194 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"20 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"21 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"22 0.214 0.143 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"23 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"24 0.346 0.269 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"25 0.564 0.567 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"26 0.000 1.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"27 0.235 0.224 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"28 0.211 0.200 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"29 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"30 0.182 0.250 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"31 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"32 0.291 0.326 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"33 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"34 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"35 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"36 0.273 0.259 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"37 0.237 0.268 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"38 0.371 0.310 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"39 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"40 0.416 0.378 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"41 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"42 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"43 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"44 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"45 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"46 0.351 0.309 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"47 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"48 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"49 0.000 0.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
".. ... ... ... ... \n",
"597 0.000 0.000 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"598 0.000 0.000 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"599 0.368 0.283 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"600 0.387 0.365 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"601 0.000 0.000 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"602 0.032 0.091 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"603 0.000 0.000 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"604 0.000 0.000 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"605 0.250 0.250 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"606 0.000 0.000 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"607 0.339 0.327 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"608 0.256 0.289 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"609 0.363 0.303 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"610 0.255 0.278 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"611 0.563 0.333 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"612 0.231 0.276 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"613 0.000 0.000 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"614 0.050 0.050 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"615 0.091 0.208 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"616 0.056 0.056 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"617 0.000 0.000 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"618 0.339 0.306 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"619 0.306 0.319 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"620 0.000 0.000 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"621 0.315 0.255 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"622 0.000 0.000 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"623 0.272 0.250 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"624 0.000 0.000 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"625 0.265 0.206 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"626 0.205 0.133 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"627 0.452 0.319 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"628 0.395 0.326 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"629 0.000 0.000 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"630 0.532 0.334 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"631 0.000 0.000 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"632 0.378 0.311 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"633 0.050 0.050 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"634 0.286 0.308 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"635 0.431 0.339 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"636 0.000 0.000 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"637 0.286 0.188 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"638 0.000 0.333 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"639 0.000 0.000 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"640 0.293 0.326 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"641 0.000 0.000 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"642 0.100 0.182 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"643 2.000 0.667 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"644 0.000 0.000 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"645 0.000 0.000 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"646 0.000 0.111 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"\n",
"[647 rows x 29 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 中身をチェック\n",
"df_batter"
]
},
{
"cell_type": "code",
"execution_count": 7,
"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>name</th>\n",
" <th>team</th>\n",
" <th>pa</th>\n",
" <th>ba</th>\n",
" <th>hr</th>\n",
" <th>rbi</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>371</th>\n",
" <td>松山 竜平</td>\n",
" <td>carp</td>\n",
" <td>383.0</td>\n",
" <td>0.329</td>\n",
" <td>14.0</td>\n",
" <td>77.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>168</th>\n",
" <td>秋山 翔吾</td>\n",
" <td>lions</td>\n",
" <td>641.0</td>\n",
" <td>0.320</td>\n",
" <td>24.0</td>\n",
" <td>87.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>472</th>\n",
" <td>宮﨑 敏郎</td>\n",
" <td>baystars</td>\n",
" <td>516.0</td>\n",
" <td>0.319</td>\n",
" <td>14.0</td>\n",
" <td>61.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>411</th>\n",
" <td>マギー</td>\n",
" <td>giants</td>\n",
" <td>578.0</td>\n",
" <td>0.315</td>\n",
" <td>17.0</td>\n",
" <td>76.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>600</th>\n",
" <td>大島 洋平</td>\n",
" <td>dragons</td>\n",
" <td>521.0</td>\n",
" <td>0.313</td>\n",
" <td>3.0</td>\n",
" <td>29.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>326</th>\n",
" <td>安部 友裕</td>\n",
" <td>carp</td>\n",
" <td>455.0</td>\n",
" <td>0.310</td>\n",
" <td>4.0</td>\n",
" <td>49.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>105</th>\n",
" <td>柳田 悠岐</td>\n",
" <td>hawks</td>\n",
" <td>551.0</td>\n",
" <td>0.310</td>\n",
" <td>31.0</td>\n",
" <td>99.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>372</th>\n",
" <td>丸 佳浩</td>\n",
" <td>carp</td>\n",
" <td>646.0</td>\n",
" <td>0.309</td>\n",
" <td>23.0</td>\n",
" <td>92.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>475</th>\n",
" <td>ロペス</td>\n",
" <td>baystars</td>\n",
" <td>597.0</td>\n",
" <td>0.303</td>\n",
" <td>29.0</td>\n",
" <td>103.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>352</th>\n",
" <td>鈴木 誠也</td>\n",
" <td>carp</td>\n",
" <td>512.0</td>\n",
" <td>0.300</td>\n",
" <td>26.0</td>\n",
" <td>90.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>269</th>\n",
" <td>茂木 栄五郎</td>\n",
" <td>eagles</td>\n",
" <td>418.0</td>\n",
" <td>0.296</td>\n",
" <td>17.0</td>\n",
" <td>46.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>西川 遥輝</td>\n",
" <td>fighters</td>\n",
" <td>623.0</td>\n",
" <td>0.296</td>\n",
" <td>9.0</td>\n",
" <td>44.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>169</th>\n",
" <td>浅村 栄斗</td>\n",
" <td>lions</td>\n",
" <td>617.0</td>\n",
" <td>0.296</td>\n",
" <td>19.0</td>\n",
" <td>99.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>565</th>\n",
" <td>鳥谷 敬</td>\n",
" <td>tigers</td>\n",
" <td>561.0</td>\n",
" <td>0.295</td>\n",
" <td>4.0</td>\n",
" <td>41.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>303</th>\n",
" <td>中島 宏之</td>\n",
" <td>buffalos</td>\n",
" <td>464.0</td>\n",
" <td>0.294</td>\n",
" <td>9.0</td>\n",
" <td>49.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>310</th>\n",
" <td>マレーロ</td>\n",
" <td>buffalos</td>\n",
" <td>303.0</td>\n",
" <td>0.293</td>\n",
" <td>20.0</td>\n",
" <td>49.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>390</th>\n",
" <td>坂本 勇人</td>\n",
" <td>giants</td>\n",
" <td>605.0</td>\n",
" <td>0.292</td>\n",
" <td>14.0</td>\n",
" <td>59.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>542</th>\n",
" <td>糸井 嘉男</td>\n",
" <td>tigers</td>\n",
" <td>482.0</td>\n",
" <td>0.290</td>\n",
" <td>15.0</td>\n",
" <td>59.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>234</th>\n",
" <td>銀次</td>\n",
" <td>eagles</td>\n",
" <td>552.0</td>\n",
" <td>0.289</td>\n",
" <td>3.0</td>\n",
" <td>55.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>499</th>\n",
" <td>坂口 智隆</td>\n",
" <td>swallows</td>\n",
" <td>598.0</td>\n",
" <td>0.287</td>\n",
" <td>4.0</td>\n",
" <td>37.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>354</th>\n",
" <td>田中 広輔</td>\n",
" <td>carp</td>\n",
" <td>674.0</td>\n",
" <td>0.286</td>\n",
" <td>7.0</td>\n",
" <td>58.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>262</th>\n",
" <td>ペゲーロ</td>\n",
" <td>eagles</td>\n",
" <td>501.0</td>\n",
" <td>0.285</td>\n",
" <td>26.0</td>\n",
" <td>74.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>550</th>\n",
" <td>上本 博紀</td>\n",
" <td>tigers</td>\n",
" <td>480.0</td>\n",
" <td>0.283</td>\n",
" <td>8.0</td>\n",
" <td>37.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>459</th>\n",
" <td>筒香 嘉智</td>\n",
" <td>baystars</td>\n",
" <td>589.0</td>\n",
" <td>0.282</td>\n",
" <td>26.0</td>\n",
" <td>92.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>290</th>\n",
" <td>小谷野 栄一</td>\n",
" <td>buffalos</td>\n",
" <td>482.0</td>\n",
" <td>0.279</td>\n",
" <td>6.0</td>\n",
" <td>44.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>630</th>\n",
" <td>福田 永将</td>\n",
" <td>dragons</td>\n",
" <td>305.0</td>\n",
" <td>0.279</td>\n",
" <td>18.0</td>\n",
" <td>48.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>611</th>\n",
" <td>ゲレーロ</td>\n",
" <td>dragons</td>\n",
" <td>510.0</td>\n",
" <td>0.279</td>\n",
" <td>35.0</td>\n",
" <td>86.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>125</th>\n",
" <td>角中 勝也</td>\n",
" <td>marines</td>\n",
" <td>438.0</td>\n",
" <td>0.276</td>\n",
" <td>8.0</td>\n",
" <td>44.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>177</th>\n",
" <td>金子 侑司</td>\n",
" <td>lions</td>\n",
" <td>312.0</td>\n",
" <td>0.275</td>\n",
" <td>5.0</td>\n",
" <td>33.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57</th>\n",
" <td>明石 健志</td>\n",
" <td>hawks</td>\n",
" <td>329.0</td>\n",
" <td>0.274</td>\n",
" <td>1.0</td>\n",
" <td>23.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name team pa ba hr rbi\n",
"371 松山 竜平 carp 383.0 0.329 14.0 77.0\n",
"168 秋山 翔吾 lions 641.0 0.320 24.0 87.0\n",
"472 宮﨑 敏郎 baystars 516.0 0.319 14.0 61.0\n",
"411 マギー giants 578.0 0.315 17.0 76.0\n",
"600 大島 洋平 dragons 521.0 0.313 3.0 29.0\n",
"326 安部 友裕 carp 455.0 0.310 4.0 49.0\n",
"105 柳田 悠岐 hawks 551.0 0.310 31.0 99.0\n",
"372 丸 佳浩 carp 646.0 0.309 23.0 92.0\n",
"475 ロペス baystars 597.0 0.303 29.0 103.0\n",
"352 鈴木 誠也 carp 512.0 0.300 26.0 90.0\n",
"269 茂木 栄五郎 eagles 418.0 0.296 17.0 46.0\n",
"40 西川 遥輝 fighters 623.0 0.296 9.0 44.0\n",
"169 浅村 栄斗 lions 617.0 0.296 19.0 99.0\n",
"565 鳥谷 敬 tigers 561.0 0.295 4.0 41.0\n",
"303 中島 宏之 buffalos 464.0 0.294 9.0 49.0\n",
"310 マレーロ buffalos 303.0 0.293 20.0 49.0\n",
"390 坂本 勇人 giants 605.0 0.292 14.0 59.0\n",
"542 糸井 嘉男 tigers 482.0 0.290 15.0 59.0\n",
"234 銀次 eagles 552.0 0.289 3.0 55.0\n",
"499 坂口 智隆 swallows 598.0 0.287 4.0 37.0\n",
"354 田中 広輔 carp 674.0 0.286 7.0 58.0\n",
"262 ペゲーロ eagles 501.0 0.285 26.0 74.0\n",
"550 上本 博紀 tigers 480.0 0.283 8.0 37.0\n",
"459 筒香 嘉智 baystars 589.0 0.282 26.0 92.0\n",
"290 小谷野 栄一 buffalos 482.0 0.279 6.0 44.0\n",
"630 福田 永将 dragons 305.0 0.279 18.0 48.0\n",
"611 ゲレーロ dragons 510.0 0.279 35.0 86.0\n",
"125 角中 勝也 marines 438.0 0.276 8.0 44.0\n",
"177 金子 侑司 lions 312.0 0.275 5.0 33.0\n",
"57 明石 健志 hawks 329.0 0.274 1.0 23.0"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# さっきのSQLと同じようなことをやってみる(上位20名)\n",
"df_batter[['name', 'team', 'pa', 'ba', 'hr', 'rbi']].where(df_batter['pa'] >= 300).sort_values('ba', ascending=False).head(30)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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>id</th>\n",
" <th>year</th>\n",
" <th>games</th>\n",
" <th>pa</th>\n",
" <th>ab</th>\n",
" <th>r</th>\n",
" <th>h</th>\n",
" <th>double</th>\n",
" <th>triple</th>\n",
" <th>hr</th>\n",
" <th>tb</th>\n",
" <th>rbi</th>\n",
" <th>so</th>\n",
" <th>bb</th>\n",
" <th>ibb</th>\n",
" <th>hbp</th>\n",
" <th>sh</th>\n",
" <th>sf</th>\n",
" <th>sb</th>\n",
" <th>cs</th>\n",
" <th>dp</th>\n",
" <th>ba</th>\n",
" <th>slg</th>\n",
" <th>obp</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" <td>647.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>324.0</td>\n",
" <td>2017.0</td>\n",
" <td>40.4</td>\n",
" <td>97.6</td>\n",
" <td>86.2</td>\n",
" <td>10.3</td>\n",
" <td>21.6</td>\n",
" <td>3.8</td>\n",
" <td>0.4</td>\n",
" <td>2.3</td>\n",
" <td>33.0</td>\n",
" <td>9.9</td>\n",
" <td>19.0</td>\n",
" <td>8.0</td>\n",
" <td>0.1</td>\n",
" <td>0.9</td>\n",
" <td>2.0</td>\n",
" <td>0.5</td>\n",
" <td>1.3</td>\n",
" <td>0.5</td>\n",
" <td>1.8</td>\n",
" <td>0.1</td>\n",
" <td>0.2</td>\n",
" <td>0.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>186.9</td>\n",
" <td>0.0</td>\n",
" <td>40.0</td>\n",
" <td>164.7</td>\n",
" <td>145.1</td>\n",
" <td>19.7</td>\n",
" <td>39.8</td>\n",
" <td>7.4</td>\n",
" <td>1.1</td>\n",
" <td>5.8</td>\n",
" <td>62.8</td>\n",
" <td>19.9</td>\n",
" <td>29.9</td>\n",
" <td>16.4</td>\n",
" <td>0.6</td>\n",
" <td>2.0</td>\n",
" <td>4.8</td>\n",
" <td>1.2</td>\n",
" <td>4.0</td>\n",
" <td>1.6</td>\n",
" <td>3.7</td>\n",
" <td>0.1</td>\n",
" <td>0.2</td>\n",
" <td>0.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>1.0</td>\n",
" <td>2017.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>162.5</td>\n",
" <td>2017.0</td>\n",
" <td>9.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>324.0</td>\n",
" <td>2017.0</td>\n",
" <td>24.0</td>\n",
" <td>11.0</td>\n",
" <td>9.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.1</td>\n",
" <td>0.1</td>\n",
" <td>0.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>485.5</td>\n",
" <td>2017.0</td>\n",
" <td>61.0</td>\n",
" <td>117.5</td>\n",
" <td>106.5</td>\n",
" <td>10.0</td>\n",
" <td>22.0</td>\n",
" <td>4.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>32.0</td>\n",
" <td>8.0</td>\n",
" <td>25.0</td>\n",
" <td>7.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.2</td>\n",
" <td>0.3</td>\n",
" <td>0.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>647.0</td>\n",
" <td>2017.0</td>\n",
" <td>142.0</td>\n",
" <td>674.0</td>\n",
" <td>585.0</td>\n",
" <td>109.0</td>\n",
" <td>178.0</td>\n",
" <td>47.0</td>\n",
" <td>8.0</td>\n",
" <td>35.0</td>\n",
" <td>299.0</td>\n",
" <td>103.0</td>\n",
" <td>153.0</td>\n",
" <td>91.0</td>\n",
" <td>8.0</td>\n",
" <td>17.0</td>\n",
" <td>52.0</td>\n",
" <td>8.0</td>\n",
" <td>39.0</td>\n",
" <td>13.0</td>\n",
" <td>23.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id year games pa ab r h double triple \\\n",
"count 647.0 647.0 647.0 647.0 647.0 647.0 647.0 647.0 647.0 \n",
"mean 324.0 2017.0 40.4 97.6 86.2 10.3 21.6 3.8 0.4 \n",
"std 186.9 0.0 40.0 164.7 145.1 19.7 39.8 7.4 1.1 \n",
"min 1.0 2017.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"25% 162.5 2017.0 9.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"50% 324.0 2017.0 24.0 11.0 9.0 0.0 1.0 0.0 0.0 \n",
"75% 485.5 2017.0 61.0 117.5 106.5 10.0 22.0 4.0 0.0 \n",
"max 647.0 2017.0 142.0 674.0 585.0 109.0 178.0 47.0 8.0 \n",
"\n",
" hr tb rbi so bb ibb hbp sh sf sb \\\n",
"count 647.0 647.0 647.0 647.0 647.0 647.0 647.0 647.0 647.0 647.0 \n",
"mean 2.3 33.0 9.9 19.0 8.0 0.1 0.9 2.0 0.5 1.3 \n",
"std 5.8 62.8 19.9 29.9 16.4 0.6 2.0 4.8 1.2 4.0 \n",
"min 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"25% 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"50% 0.0 1.0 0.0 3.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"75% 1.0 32.0 8.0 25.0 7.0 0.0 1.0 2.0 0.0 0.0 \n",
"max 35.0 299.0 103.0 153.0 91.0 8.0 17.0 52.0 8.0 39.0 \n",
"\n",
" cs dp ba slg obp \n",
"count 647.0 647.0 647.0 647.0 647.0 \n",
"mean 0.5 1.8 0.1 0.2 0.2 \n",
"std 1.6 3.7 0.1 0.2 0.2 \n",
"min 0.0 0.0 0.0 0.0 0.0 \n",
"25% 0.0 0.0 0.0 0.0 0.0 \n",
"50% 0.0 0.0 0.1 0.1 0.1 \n",
"75% 0.0 2.0 0.2 0.3 0.3 \n",
"max 13.0 23.0 1.0 2.0 1.0 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# この辺からpandasの機能で遊ぶ,まずは基本統計量\n",
"df_batter.describe().round(1)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# チームごとにgroupbyしてみてもう一度統計量を取る\n",
"df_batter_grouped = df_batter.groupby('team')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"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>id</th>\n",
" <th>year</th>\n",
" <th>games</th>\n",
" <th>pa</th>\n",
" <th>ab</th>\n",
" <th>r</th>\n",
" <th>h</th>\n",
" <th>double</th>\n",
" <th>triple</th>\n",
" <th>hr</th>\n",
" <th>tb</th>\n",
" <th>rbi</th>\n",
" <th>so</th>\n",
" <th>bb</th>\n",
" <th>ibb</th>\n",
" <th>hbp</th>\n",
" <th>sh</th>\n",
" <th>sf</th>\n",
" <th>sb</th>\n",
" <th>cs</th>\n",
" <th>dp</th>\n",
" <th>ba</th>\n",
" <th>slg</th>\n",
" <th>obp</th>\n",
" </tr>\n",
" <tr>\n",
" <th>team</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>baystars</th>\n",
" <td>450.0</td>\n",
" <td>2017.0</td>\n",
" <td>40.7</td>\n",
" <td>99.9</td>\n",
" <td>90.2</td>\n",
" <td>10.9</td>\n",
" <td>22.7</td>\n",
" <td>4.6</td>\n",
" <td>0.3</td>\n",
" <td>2.4</td>\n",
" <td>35.0</td>\n",
" <td>10.4</td>\n",
" <td>20.2</td>\n",
" <td>6.9</td>\n",
" <td>0.1</td>\n",
" <td>0.8</td>\n",
" <td>1.5</td>\n",
" <td>0.4</td>\n",
" <td>0.7</td>\n",
" <td>0.3</td>\n",
" <td>1.9</td>\n",
" <td>0.1</td>\n",
" <td>0.2</td>\n",
" <td>0.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>buffalos</th>\n",
" <td>299.0</td>\n",
" <td>2017.0</td>\n",
" <td>41.8</td>\n",
" <td>97.9</td>\n",
" <td>86.2</td>\n",
" <td>10.0</td>\n",
" <td>21.9</td>\n",
" <td>3.5</td>\n",
" <td>0.4</td>\n",
" <td>2.4</td>\n",
" <td>33.4</td>\n",
" <td>9.6</td>\n",
" <td>18.5</td>\n",
" <td>7.4</td>\n",
" <td>0.1</td>\n",
" <td>1.1</td>\n",
" <td>2.8</td>\n",
" <td>0.5</td>\n",
" <td>0.6</td>\n",
" <td>0.4</td>\n",
" <td>1.9</td>\n",
" <td>0.1</td>\n",
" <td>0.2</td>\n",
" <td>0.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>carp</th>\n",
" <td>350.5</td>\n",
" <td>2017.0</td>\n",
" <td>45.0</td>\n",
" <td>111.0</td>\n",
" <td>96.7</td>\n",
" <td>14.6</td>\n",
" <td>26.3</td>\n",
" <td>4.7</td>\n",
" <td>0.5</td>\n",
" <td>3.0</td>\n",
" <td>41.0</td>\n",
" <td>14.0</td>\n",
" <td>22.1</td>\n",
" <td>10.1</td>\n",
" <td>0.1</td>\n",
" <td>1.0</td>\n",
" <td>2.3</td>\n",
" <td>0.9</td>\n",
" <td>2.2</td>\n",
" <td>0.8</td>\n",
" <td>1.9</td>\n",
" <td>0.1</td>\n",
" <td>0.2</td>\n",
" <td>0.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>dragons</th>\n",
" <td>618.0</td>\n",
" <td>2017.0</td>\n",
" <td>36.6</td>\n",
" <td>86.9</td>\n",
" <td>78.5</td>\n",
" <td>8.1</td>\n",
" <td>19.5</td>\n",
" <td>3.1</td>\n",
" <td>0.4</td>\n",
" <td>1.8</td>\n",
" <td>28.9</td>\n",
" <td>7.5</td>\n",
" <td>17.9</td>\n",
" <td>5.2</td>\n",
" <td>0.1</td>\n",
" <td>0.9</td>\n",
" <td>1.9</td>\n",
" <td>0.4</td>\n",
" <td>1.3</td>\n",
" <td>0.7</td>\n",
" <td>1.4</td>\n",
" <td>0.1</td>\n",
" <td>0.2</td>\n",
" <td>0.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>eagles</th>\n",
" <td>244.5</td>\n",
" <td>2017.0</td>\n",
" <td>37.5</td>\n",
" <td>91.2</td>\n",
" <td>80.6</td>\n",
" <td>10.0</td>\n",
" <td>20.5</td>\n",
" <td>3.7</td>\n",
" <td>0.3</td>\n",
" <td>2.4</td>\n",
" <td>31.9</td>\n",
" <td>9.5</td>\n",
" <td>16.9</td>\n",
" <td>7.9</td>\n",
" <td>0.2</td>\n",
" <td>0.7</td>\n",
" <td>1.6</td>\n",
" <td>0.4</td>\n",
" <td>0.7</td>\n",
" <td>0.4</td>\n",
" <td>1.9</td>\n",
" <td>0.1</td>\n",
" <td>0.1</td>\n",
" <td>0.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>fighters</th>\n",
" <td>29.0</td>\n",
" <td>2017.0</td>\n",
" <td>37.9</td>\n",
" <td>91.2</td>\n",
" <td>80.4</td>\n",
" <td>8.5</td>\n",
" <td>19.4</td>\n",
" <td>3.1</td>\n",
" <td>0.3</td>\n",
" <td>1.8</td>\n",
" <td>28.6</td>\n",
" <td>8.1</td>\n",
" <td>19.1</td>\n",
" <td>7.9</td>\n",
" <td>0.0</td>\n",
" <td>0.6</td>\n",
" <td>1.8</td>\n",
" <td>0.5</td>\n",
" <td>1.5</td>\n",
" <td>0.4</td>\n",
" <td>1.6</td>\n",
" <td>0.1</td>\n",
" <td>0.1</td>\n",
" <td>0.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>giants</th>\n",
" <td>399.5</td>\n",
" <td>2017.0</td>\n",
" <td>44.9</td>\n",
" <td>110.5</td>\n",
" <td>98.0</td>\n",
" <td>10.9</td>\n",
" <td>24.3</td>\n",
" <td>4.6</td>\n",
" <td>0.3</td>\n",
" <td>2.2</td>\n",
" <td>36.3</td>\n",
" <td>10.5</td>\n",
" <td>20.7</td>\n",
" <td>9.3</td>\n",
" <td>0.3</td>\n",
" <td>0.9</td>\n",
" <td>1.8</td>\n",
" <td>0.6</td>\n",
" <td>1.1</td>\n",
" <td>0.5</td>\n",
" <td>2.7</td>\n",
" <td>0.1</td>\n",
" <td>0.2</td>\n",
" <td>0.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>hawks</th>\n",
" <td>83.5</td>\n",
" <td>2017.0</td>\n",
" <td>42.6</td>\n",
" <td>101.2</td>\n",
" <td>87.8</td>\n",
" <td>12.2</td>\n",
" <td>22.8</td>\n",
" <td>3.8</td>\n",
" <td>0.6</td>\n",
" <td>3.1</td>\n",
" <td>37.2</td>\n",
" <td>11.7</td>\n",
" <td>19.2</td>\n",
" <td>9.2</td>\n",
" <td>0.3</td>\n",
" <td>0.7</td>\n",
" <td>2.9</td>\n",
" <td>0.6</td>\n",
" <td>1.4</td>\n",
" <td>0.9</td>\n",
" <td>1.5</td>\n",
" <td>0.1</td>\n",
" <td>0.2</td>\n",
" <td>0.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>lions</th>\n",
" <td>192.0</td>\n",
" <td>2017.0</td>\n",
" <td>42.7</td>\n",
" <td>108.0</td>\n",
" <td>95.0</td>\n",
" <td>13.6</td>\n",
" <td>25.0</td>\n",
" <td>4.7</td>\n",
" <td>0.5</td>\n",
" <td>3.0</td>\n",
" <td>39.6</td>\n",
" <td>13.1</td>\n",
" <td>20.3</td>\n",
" <td>9.2</td>\n",
" <td>0.1</td>\n",
" <td>1.2</td>\n",
" <td>1.9</td>\n",
" <td>0.9</td>\n",
" <td>2.4</td>\n",
" <td>0.8</td>\n",
" <td>1.9</td>\n",
" <td>0.1</td>\n",
" <td>0.2</td>\n",
" <td>0.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>marines</th>\n",
" <td>138.5</td>\n",
" <td>2017.0</td>\n",
" <td>38.3</td>\n",
" <td>87.9</td>\n",
" <td>78.4</td>\n",
" <td>8.0</td>\n",
" <td>18.3</td>\n",
" <td>3.6</td>\n",
" <td>0.5</td>\n",
" <td>1.6</td>\n",
" <td>27.6</td>\n",
" <td>7.6</td>\n",
" <td>18.2</td>\n",
" <td>6.4</td>\n",
" <td>0.1</td>\n",
" <td>1.0</td>\n",
" <td>1.7</td>\n",
" <td>0.4</td>\n",
" <td>1.2</td>\n",
" <td>0.4</td>\n",
" <td>1.4</td>\n",
" <td>0.1</td>\n",
" <td>0.2</td>\n",
" <td>0.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>swallows</th>\n",
" <td>506.5</td>\n",
" <td>2017.0</td>\n",
" <td>35.9</td>\n",
" <td>88.0</td>\n",
" <td>77.7</td>\n",
" <td>7.7</td>\n",
" <td>18.2</td>\n",
" <td>2.7</td>\n",
" <td>0.3</td>\n",
" <td>1.6</td>\n",
" <td>26.3</td>\n",
" <td>7.4</td>\n",
" <td>16.6</td>\n",
" <td>7.5</td>\n",
" <td>0.1</td>\n",
" <td>0.7</td>\n",
" <td>1.8</td>\n",
" <td>0.3</td>\n",
" <td>0.8</td>\n",
" <td>0.4</td>\n",
" <td>1.9</td>\n",
" <td>0.1</td>\n",
" <td>0.1</td>\n",
" <td>0.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tigers</th>\n",
" <td>562.5</td>\n",
" <td>2017.0</td>\n",
" <td>43.7</td>\n",
" <td>104.1</td>\n",
" <td>90.6</td>\n",
" <td>11.1</td>\n",
" <td>22.6</td>\n",
" <td>4.0</td>\n",
" <td>0.3</td>\n",
" <td>2.1</td>\n",
" <td>33.5</td>\n",
" <td>10.5</td>\n",
" <td>18.9</td>\n",
" <td>10.0</td>\n",
" <td>0.2</td>\n",
" <td>0.8</td>\n",
" <td>2.2</td>\n",
" <td>0.5</td>\n",
" <td>1.3</td>\n",
" <td>0.5</td>\n",
" <td>1.9</td>\n",
" <td>0.1</td>\n",
" <td>0.2</td>\n",
" <td>0.2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id year games pa ab r h double triple hr \\\n",
"team \n",
"baystars 450.0 2017.0 40.7 99.9 90.2 10.9 22.7 4.6 0.3 2.4 \n",
"buffalos 299.0 2017.0 41.8 97.9 86.2 10.0 21.9 3.5 0.4 2.4 \n",
"carp 350.5 2017.0 45.0 111.0 96.7 14.6 26.3 4.7 0.5 3.0 \n",
"dragons 618.0 2017.0 36.6 86.9 78.5 8.1 19.5 3.1 0.4 1.8 \n",
"eagles 244.5 2017.0 37.5 91.2 80.6 10.0 20.5 3.7 0.3 2.4 \n",
"fighters 29.0 2017.0 37.9 91.2 80.4 8.5 19.4 3.1 0.3 1.8 \n",
"giants 399.5 2017.0 44.9 110.5 98.0 10.9 24.3 4.6 0.3 2.2 \n",
"hawks 83.5 2017.0 42.6 101.2 87.8 12.2 22.8 3.8 0.6 3.1 \n",
"lions 192.0 2017.0 42.7 108.0 95.0 13.6 25.0 4.7 0.5 3.0 \n",
"marines 138.5 2017.0 38.3 87.9 78.4 8.0 18.3 3.6 0.5 1.6 \n",
"swallows 506.5 2017.0 35.9 88.0 77.7 7.7 18.2 2.7 0.3 1.6 \n",
"tigers 562.5 2017.0 43.7 104.1 90.6 11.1 22.6 4.0 0.3 2.1 \n",
"\n",
" tb rbi so bb ibb hbp sh sf sb cs dp ba slg \\\n",
"team \n",
"baystars 35.0 10.4 20.2 6.9 0.1 0.8 1.5 0.4 0.7 0.3 1.9 0.1 0.2 \n",
"buffalos 33.4 9.6 18.5 7.4 0.1 1.1 2.8 0.5 0.6 0.4 1.9 0.1 0.2 \n",
"carp 41.0 14.0 22.1 10.1 0.1 1.0 2.3 0.9 2.2 0.8 1.9 0.1 0.2 \n",
"dragons 28.9 7.5 17.9 5.2 0.1 0.9 1.9 0.4 1.3 0.7 1.4 0.1 0.2 \n",
"eagles 31.9 9.5 16.9 7.9 0.2 0.7 1.6 0.4 0.7 0.4 1.9 0.1 0.1 \n",
"fighters 28.6 8.1 19.1 7.9 0.0 0.6 1.8 0.5 1.5 0.4 1.6 0.1 0.1 \n",
"giants 36.3 10.5 20.7 9.3 0.3 0.9 1.8 0.6 1.1 0.5 2.7 0.1 0.2 \n",
"hawks 37.2 11.7 19.2 9.2 0.3 0.7 2.9 0.6 1.4 0.9 1.5 0.1 0.2 \n",
"lions 39.6 13.1 20.3 9.2 0.1 1.2 1.9 0.9 2.4 0.8 1.9 0.1 0.2 \n",
"marines 27.6 7.6 18.2 6.4 0.1 1.0 1.7 0.4 1.2 0.4 1.4 0.1 0.2 \n",
"swallows 26.3 7.4 16.6 7.5 0.1 0.7 1.8 0.3 0.8 0.4 1.9 0.1 0.1 \n",
"tigers 33.5 10.5 18.9 10.0 0.2 0.8 2.2 0.5 1.3 0.5 1.9 0.1 0.2 \n",
"\n",
" obp \n",
"team \n",
"baystars 0.1 \n",
"buffalos 0.1 \n",
"carp 0.2 \n",
"dragons 0.2 \n",
"eagles 0.1 \n",
"fighters 0.1 \n",
"giants 0.2 \n",
"hawks 0.1 \n",
"lions 0.2 \n",
"marines 0.1 \n",
"swallows 0.1 \n",
"tigers 0.2 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_batter_grouped.mean().round(1)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"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></th>\n",
" <th>ab</th>\n",
" <th>ba</th>\n",
" <th>bb</th>\n",
" <th>cs</th>\n",
" <th>double</th>\n",
" <th>dp</th>\n",
" <th>games</th>\n",
" <th>h</th>\n",
" <th>hbp</th>\n",
" <th>hr</th>\n",
" <th>ibb</th>\n",
" <th>id</th>\n",
" <th>obp</th>\n",
" <th>pa</th>\n",
" <th>r</th>\n",
" <th>rbi</th>\n",
" <th>sb</th>\n",
" <th>sf</th>\n",
" <th>sh</th>\n",
" <th>slg</th>\n",
" <th>so</th>\n",
" <th>tb</th>\n",
" <th>triple</th>\n",
" <th>year</th>\n",
" </tr>\n",
" <tr>\n",
" <th>team</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"8\" valign=\"top\">baystars</th>\n",
" <th>count</th>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>90.2</td>\n",
" <td>0.1</td>\n",
" <td>6.9</td>\n",
" <td>0.3</td>\n",
" <td>4.6</td>\n",
" <td>1.9</td>\n",
" <td>40.7</td>\n",
" <td>22.7</td>\n",
" <td>0.8</td>\n",
" <td>2.4</td>\n",
" <td>0.1</td>\n",
" <td>450.0</td>\n",
" <td>0.1</td>\n",
" <td>99.9</td>\n",
" <td>10.9</td>\n",
" <td>10.4</td>\n",
" <td>0.7</td>\n",
" <td>0.4</td>\n",
" <td>1.5</td>\n",
" <td>0.2</td>\n",
" <td>20.2</td>\n",
" <td>35.0</td>\n",
" <td>0.3</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>166.4</td>\n",
" <td>0.1</td>\n",
" <td>16.8</td>\n",
" <td>1.6</td>\n",
" <td>10.4</td>\n",
" <td>4.3</td>\n",
" <td>42.1</td>\n",
" <td>46.7</td>\n",
" <td>1.9</td>\n",
" <td>6.3</td>\n",
" <td>0.5</td>\n",
" <td>15.4</td>\n",
" <td>0.1</td>\n",
" <td>184.4</td>\n",
" <td>22.5</td>\n",
" <td>23.6</td>\n",
" <td>3.2</td>\n",
" <td>1.3</td>\n",
" <td>2.9</td>\n",
" <td>0.2</td>\n",
" <td>33.9</td>\n",
" <td>75.2</td>\n",
" <td>0.9</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>424.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>11.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>437.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>14.0</td>\n",
" <td>0.1</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>24.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>450.0</td>\n",
" <td>0.1</td>\n",
" <td>15.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.1</td>\n",
" <td>6.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>56.0</td>\n",
" <td>0.2</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>61.0</td>\n",
" <td>14.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>463.0</td>\n",
" <td>0.3</td>\n",
" <td>62.0</td>\n",
" <td>8.0</td>\n",
" <td>4.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.3</td>\n",
" <td>21.0</td>\n",
" <td>19.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>585.0</td>\n",
" <td>0.3</td>\n",
" <td>91.0</td>\n",
" <td>11.0</td>\n",
" <td>42.0</td>\n",
" <td>23.0</td>\n",
" <td>140.0</td>\n",
" <td>170.0</td>\n",
" <td>10.0</td>\n",
" <td>29.0</td>\n",
" <td>3.0</td>\n",
" <td>476.0</td>\n",
" <td>0.4</td>\n",
" <td>650.0</td>\n",
" <td>87.0</td>\n",
" <td>103.0</td>\n",
" <td>21.0</td>\n",
" <td>8.0</td>\n",
" <td>11.0</td>\n",
" <td>0.5</td>\n",
" <td>153.0</td>\n",
" <td>299.0</td>\n",
" <td>5.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"8\" valign=\"top\">buffalos</th>\n",
" <th>count</th>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" <td>53.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>86.2</td>\n",
" <td>0.1</td>\n",
" <td>7.4</td>\n",
" <td>0.4</td>\n",
" <td>3.5</td>\n",
" <td>1.9</td>\n",
" <td>41.8</td>\n",
" <td>21.9</td>\n",
" <td>1.1</td>\n",
" <td>2.4</td>\n",
" <td>0.1</td>\n",
" <td>299.0</td>\n",
" <td>0.1</td>\n",
" <td>97.9</td>\n",
" <td>10.0</td>\n",
" <td>9.6</td>\n",
" <td>0.6</td>\n",
" <td>0.5</td>\n",
" <td>2.8</td>\n",
" <td>0.2</td>\n",
" <td>18.5</td>\n",
" <td>33.4</td>\n",
" <td>0.4</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>139.6</td>\n",
" <td>0.1</td>\n",
" <td>15.0</td>\n",
" <td>1.0</td>\n",
" <td>5.5</td>\n",
" <td>3.4</td>\n",
" <td>40.9</td>\n",
" <td>37.5</td>\n",
" <td>2.2</td>\n",
" <td>6.2</td>\n",
" <td>0.4</td>\n",
" <td>15.4</td>\n",
" <td>0.2</td>\n",
" <td>158.9</td>\n",
" <td>17.1</td>\n",
" <td>17.6</td>\n",
" <td>1.6</td>\n",
" <td>1.0</td>\n",
" <td>7.0</td>\n",
" <td>0.2</td>\n",
" <td>30.9</td>\n",
" <td>59.0</td>\n",
" <td>1.2</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>273.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>7.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>286.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>5.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>26.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>299.0</td>\n",
" <td>0.0</td>\n",
" <td>5.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>163.0</td>\n",
" <td>0.2</td>\n",
" <td>7.0</td>\n",
" <td>0.0</td>\n",
" <td>7.0</td>\n",
" <td>3.0</td>\n",
" <td>61.0</td>\n",
" <td>35.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>312.0</td>\n",
" <td>0.3</td>\n",
" <td>181.0</td>\n",
" <td>15.0</td>\n",
" <td>13.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.3</td>\n",
" <td>29.0</td>\n",
" <td>52.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>480.0</td>\n",
" <td>0.3</td>\n",
" <td>81.0</td>\n",
" <td>4.0</td>\n",
" <td>19.0</td>\n",
" <td>12.0</td>\n",
" <td>137.0</td>\n",
" <td>129.0</td>\n",
" <td>10.0</td>\n",
" <td>30.0</td>\n",
" <td>2.0</td>\n",
" <td>325.0</td>\n",
" <td>0.4</td>\n",
" <td>567.0</td>\n",
" <td>73.0</td>\n",
" <td>67.0</td>\n",
" <td>8.0</td>\n",
" <td>5.0</td>\n",
" <td>33.0</td>\n",
" <td>0.7</td>\n",
" <td>133.0</td>\n",
" <td>236.0</td>\n",
" <td>7.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"8\" valign=\"top\">carp</th>\n",
" <th>count</th>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" <td>50.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>96.7</td>\n",
" <td>0.1</td>\n",
" <td>10.1</td>\n",
" <td>0.8</td>\n",
" <td>4.7</td>\n",
" <td>1.9</td>\n",
" <td>45.0</td>\n",
" <td>26.3</td>\n",
" <td>1.0</td>\n",
" <td>3.0</td>\n",
" <td>0.1</td>\n",
" <td>350.5</td>\n",
" <td>0.2</td>\n",
" <td>111.0</td>\n",
" <td>14.6</td>\n",
" <td>14.0</td>\n",
" <td>2.2</td>\n",
" <td>0.9</td>\n",
" <td>2.3</td>\n",
" <td>0.2</td>\n",
" <td>22.1</td>\n",
" <td>41.0</td>\n",
" <td>0.5</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>163.3</td>\n",
" <td>0.1</td>\n",
" <td>20.8</td>\n",
" <td>2.4</td>\n",
" <td>9.3</td>\n",
" <td>3.3</td>\n",
" <td>44.2</td>\n",
" <td>48.4</td>\n",
" <td>2.7</td>\n",
" <td>6.7</td>\n",
" <td>0.3</td>\n",
" <td>14.6</td>\n",
" <td>0.2</td>\n",
" <td>188.5</td>\n",
" <td>28.1</td>\n",
" <td>26.0</td>\n",
" <td>6.1</td>\n",
" <td>1.8</td>\n",
" <td>4.9</td>\n",
" <td>0.2</td>\n",
" <td>33.7</td>\n",
" <td>76.7</td>\n",
" <td>1.2</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>326.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>8.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>338.2</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.2</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>22.0</td>\n",
" <td>0.1</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>25.5</td>\n",
" <td>2.5</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>350.5</td>\n",
" <td>0.2</td>\n",
" <td>24.5</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.2</td>\n",
" <td>8.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>69.5</td>\n",
" <td>0.2</td>\n",
" <td>6.5</td>\n",
" <td>0.0</td>\n",
" <td>3.5</td>\n",
" <td>2.8</td>\n",
" <td>66.0</td>\n",
" <td>16.2</td>\n",
" <td>0.8</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>362.8</td>\n",
" <td>0.3</td>\n",
" <td>79.5</td>\n",
" <td>11.8</td>\n",
" <td>11.8</td>\n",
" <td>0.8</td>\n",
" <td>0.8</td>\n",
" <td>3.0</td>\n",
" <td>0.4</td>\n",
" <td>22.5</td>\n",
" <td>22.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>561.0</td>\n",
" <td>0.4</td>\n",
" <td>89.0</td>\n",
" <td>13.0</td>\n",
" <td>35.0</td>\n",
" <td>12.0</td>\n",
" <td>142.0</td>\n",
" <td>170.0</td>\n",
" <td>15.0</td>\n",
" <td>27.0</td>\n",
" <td>2.0</td>\n",
" <td>375.0</td>\n",
" <td>0.5</td>\n",
" <td>674.0</td>\n",
" <td>109.0</td>\n",
" <td>92.0</td>\n",
" <td>34.0</td>\n",
" <td>7.0</td>\n",
" <td>30.0</td>\n",
" <td>0.6</td>\n",
" <td>120.0</td>\n",
" <td>280.0</td>\n",
" <td>5.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"8\" valign=\"top\">dragons</th>\n",
" <th>count</th>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" <td>59.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>78.5</td>\n",
" <td>0.1</td>\n",
" <td>5.2</td>\n",
" <td>0.7</td>\n",
" <td>3.1</td>\n",
" <td>1.4</td>\n",
" <td>36.6</td>\n",
" <td>19.5</td>\n",
" <td>0.9</td>\n",
" <td>1.8</td>\n",
" <td>0.1</td>\n",
" <td>618.0</td>\n",
" <td>0.2</td>\n",
" <td>86.9</td>\n",
" <td>8.1</td>\n",
" <td>7.5</td>\n",
" <td>1.3</td>\n",
" <td>0.4</td>\n",
" <td>1.9</td>\n",
" <td>0.2</td>\n",
" <td>17.9</td>\n",
" <td>28.9</td>\n",
" <td>0.4</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>132.3</td>\n",
" <td>0.1</td>\n",
" <td>8.9</td>\n",
" <td>2.0</td>\n",
" <td>5.9</td>\n",
" <td>2.6</td>\n",
" <td>36.6</td>\n",
" <td>37.1</td>\n",
" <td>2.5</td>\n",
" <td>5.6</td>\n",
" <td>0.3</td>\n",
" <td>17.2</td>\n",
" <td>0.2</td>\n",
" <td>144.3</td>\n",
" <td>15.8</td>\n",
" <td>16.0</td>\n",
" <td>4.3</td>\n",
" <td>0.8</td>\n",
" <td>3.2</td>\n",
" <td>0.3</td>\n",
" <td>25.8</td>\n",
" <td>57.2</td>\n",
" <td>1.2</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>589.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>8.5</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>603.5</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>18.0</td>\n",
" <td>0.1</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>21.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>618.0</td>\n",
" <td>0.1</td>\n",
" <td>21.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.1</td>\n",
" <td>5.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>82.5</td>\n",
" <td>0.2</td>\n",
" <td>6.0</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" <td>1.5</td>\n",
" <td>51.5</td>\n",
" <td>17.5</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>632.5</td>\n",
" <td>0.3</td>\n",
" <td>94.0</td>\n",
" <td>6.5</td>\n",
" <td>7.5</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.3</td>\n",
" <td>24.0</td>\n",
" <td>24.5</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>543.0</td>\n",
" <td>0.7</td>\n",
" <td>37.0</td>\n",
" <td>12.0</td>\n",
" <td>23.0</td>\n",
" <td>13.0</td>\n",
" <td>136.0</td>\n",
" <td>149.0</td>\n",
" <td>15.0</td>\n",
" <td>35.0</td>\n",
" <td>1.0</td>\n",
" <td>647.0</td>\n",
" <td>0.7</td>\n",
" <td>581.0</td>\n",
" <td>67.0</td>\n",
" <td>86.0</td>\n",
" <td>23.0</td>\n",
" <td>3.0</td>\n",
" <td>18.0</td>\n",
" <td>2.0</td>\n",
" <td>100.0</td>\n",
" <td>264.0</td>\n",
" <td>8.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"8\" valign=\"top\">eagles</th>\n",
" <th>count</th>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>80.6</td>\n",
" <td>0.1</td>\n",
" <td>7.9</td>\n",
" <td>0.4</td>\n",
" <td>3.7</td>\n",
" <td>1.9</td>\n",
" <td>37.5</td>\n",
" <td>20.5</td>\n",
" <td>0.7</td>\n",
" <td>2.4</td>\n",
" <td>0.2</td>\n",
" <td>244.5</td>\n",
" <td>0.1</td>\n",
" <td>91.2</td>\n",
" <td>10.0</td>\n",
" <td>9.5</td>\n",
" <td>0.7</td>\n",
" <td>0.4</td>\n",
" <td>1.6</td>\n",
" <td>0.1</td>\n",
" <td>16.9</td>\n",
" <td>31.9</td>\n",
" <td>0.3</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>148.3</td>\n",
" <td>0.1</td>\n",
" <td>16.7</td>\n",
" <td>0.8</td>\n",
" <td>7.0</td>\n",
" <td>4.2</td>\n",
" <td>40.0</td>\n",
" <td>40.2</td>\n",
" <td>1.7</td>\n",
" <td>6.5</td>\n",
" <td>0.7</td>\n",
" <td>16.3</td>\n",
" <td>0.1</td>\n",
" <td>168.3</td>\n",
" <td>19.6</td>\n",
" <td>19.8</td>\n",
" <td>1.6</td>\n",
" <td>0.9</td>\n",
" <td>4.6</td>\n",
" <td>0.2</td>\n",
" <td>30.0</td>\n",
" <td>64.5</td>\n",
" <td>0.9</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>217.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>7.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>230.8</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>2.5</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>22.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>244.5</td>\n",
" <td>0.0</td>\n",
" <td>2.5</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>67.0</td>\n",
" <td>0.2</td>\n",
" <td>4.0</td>\n",
" <td>0.2</td>\n",
" <td>2.5</td>\n",
" <td>1.0</td>\n",
" <td>51.0</td>\n",
" <td>13.0</td>\n",
" <td>0.2</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>258.2</td>\n",
" <td>0.3</td>\n",
" <td>75.5</td>\n",
" <td>7.0</td>\n",
" <td>5.2</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.3</td>\n",
" <td>19.2</td>\n",
" <td>20.8</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>519.0</td>\n",
" <td>0.3</td>\n",
" <td>61.0</td>\n",
" <td>4.0</td>\n",
" <td>28.0</td>\n",
" <td>18.0</td>\n",
" <td>134.0</td>\n",
" <td>144.0</td>\n",
" <td>10.0</td>\n",
" <td>30.0</td>\n",
" <td>4.0</td>\n",
" <td>272.0</td>\n",
" <td>0.4</td>\n",
" <td>575.0</td>\n",
" <td>74.0</td>\n",
" <td>79.0</td>\n",
" <td>7.0</td>\n",
" <td>5.0</td>\n",
" <td>26.0</td>\n",
" <td>0.5</td>\n",
" <td>133.0</td>\n",
" <td>257.0</td>\n",
" <td>5.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"8\" valign=\"top\">fighters</th>\n",
" <th>count</th>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" <td>57.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>80.4</td>\n",
" <td>0.1</td>\n",
" <td>7.9</td>\n",
" <td>0.4</td>\n",
" <td>3.1</td>\n",
" <td>1.6</td>\n",
" <td>37.9</td>\n",
" <td>19.4</td>\n",
" <td>0.6</td>\n",
" <td>1.8</td>\n",
" <td>0.0</td>\n",
" <td>29.0</td>\n",
" <td>0.1</td>\n",
" <td>91.2</td>\n",
" <td>8.5</td>\n",
" <td>8.1</td>\n",
" <td>1.5</td>\n",
" <td>0.5</td>\n",
" <td>1.8</td>\n",
" <td>0.1</td>\n",
" <td>19.1</td>\n",
" <td>28.6</td>\n",
" <td>0.3</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>141.8</td>\n",
" <td>0.1</td>\n",
" <td>16.6</td>\n",
" <td>1.2</td>\n",
" <td>6.3</td>\n",
" <td>3.6</td>\n",
" <td>37.2</td>\n",
" <td>36.4</td>\n",
" <td>1.5</td>\n",
" <td>5.2</td>\n",
" <td>0.2</td>\n",
" <td>16.6</td>\n",
" <td>0.2</td>\n",
" <td>161.1</td>\n",
" <td>17.0</td>\n",
" <td>17.3</td>\n",
" <td>5.6</td>\n",
" <td>1.2</td>\n",
" <td>4.7</td>\n",
" <td>0.2</td>\n",
" <td>32.2</td>\n",
" <td>56.4</td>\n",
" <td>0.9</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>9.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>15.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>23.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>29.0</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>102.0</td>\n",
" <td>0.2</td>\n",
" <td>4.0</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" <td>1.0</td>\n",
" <td>53.0</td>\n",
" <td>20.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>43.0</td>\n",
" <td>0.3</td>\n",
" <td>110.0</td>\n",
" <td>9.0</td>\n",
" <td>7.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.2</td>\n",
" <td>27.0</td>\n",
" <td>24.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>541.0</td>\n",
" <td>0.4</td>\n",
" <td>69.0</td>\n",
" <td>5.0</td>\n",
" <td>26.0</td>\n",
" <td>18.0</td>\n",
" <td>138.0</td>\n",
" <td>160.0</td>\n",
" <td>7.0</td>\n",
" <td>32.0</td>\n",
" <td>1.0</td>\n",
" <td>57.0</td>\n",
" <td>1.0</td>\n",
" <td>623.0</td>\n",
" <td>82.0</td>\n",
" <td>90.0</td>\n",
" <td>39.0</td>\n",
" <td>7.0</td>\n",
" <td>25.0</td>\n",
" <td>0.6</td>\n",
" <td>124.0</td>\n",
" <td>231.0</td>\n",
" <td>6.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"8\" valign=\"top\">giants</th>\n",
" <th>count</th>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" <td>48.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>98.0</td>\n",
" <td>0.1</td>\n",
" <td>9.3</td>\n",
" <td>0.5</td>\n",
" <td>4.6</td>\n",
" <td>2.7</td>\n",
" <td>44.9</td>\n",
" <td>24.3</td>\n",
" <td>0.9</td>\n",
" <td>2.2</td>\n",
" <td>0.3</td>\n",
" <td>399.5</td>\n",
" <td>0.2</td>\n",
" <td>110.5</td>\n",
" <td>10.9</td>\n",
" <td>10.5</td>\n",
" <td>1.1</td>\n",
" <td>0.6</td>\n",
" <td>1.8</td>\n",
" <td>0.2</td>\n",
" <td>20.7</td>\n",
" <td>36.3</td>\n",
" <td>0.3</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>155.2</td>\n",
" <td>0.2</td>\n",
" <td>17.0</td>\n",
" <td>1.3</td>\n",
" <td>9.3</td>\n",
" <td>5.2</td>\n",
" <td>43.0</td>\n",
" <td>43.0</td>\n",
" <td>1.8</td>\n",
" <td>4.8</td>\n",
" <td>0.9</td>\n",
" <td>14.0</td>\n",
" <td>0.2</td>\n",
" <td>175.1</td>\n",
" <td>18.9</td>\n",
" <td>20.5</td>\n",
" <td>2.7</td>\n",
" <td>1.3</td>\n",
" <td>3.4</td>\n",
" <td>0.2</td>\n",
" <td>28.4</td>\n",
" <td>66.4</td>\n",
" <td>0.8</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>376.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.8</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>13.8</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>387.8</td>\n",
" <td>0.0</td>\n",
" <td>0.8</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>24.5</td>\n",
" <td>0.1</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>26.0</td>\n",
" <td>2.5</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>399.5</td>\n",
" <td>0.2</td>\n",
" <td>28.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.2</td>\n",
" <td>8.5</td>\n",
" <td>2.5</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>79.0</td>\n",
" <td>0.2</td>\n",
" <td>9.5</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" <td>2.0</td>\n",
" <td>73.0</td>\n",
" <td>20.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>411.2</td>\n",
" <td>0.3</td>\n",
" <td>95.8</td>\n",
" <td>17.2</td>\n",
" <td>6.0</td>\n",
" <td>1.0</td>\n",
" <td>0.2</td>\n",
" <td>1.2</td>\n",
" <td>0.4</td>\n",
" <td>31.8</td>\n",
" <td>26.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>531.0</td>\n",
" <td>1.0</td>\n",
" <td>67.0</td>\n",
" <td>6.0</td>\n",
" <td>47.0</td>\n",
" <td>20.0</td>\n",
" <td>140.0</td>\n",
" <td>162.0</td>\n",
" <td>8.0</td>\n",
" <td>17.0</td>\n",
" <td>4.0</td>\n",
" <td>423.0</td>\n",
" <td>1.0</td>\n",
" <td>605.0</td>\n",
" <td>80.0</td>\n",
" <td>76.0</td>\n",
" <td>14.0</td>\n",
" <td>7.0</td>\n",
" <td>18.0</td>\n",
" <td>1.0</td>\n",
" <td>106.0</td>\n",
" <td>262.0</td>\n",
" <td>3.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"8\" valign=\"top\">hawks</th>\n",
" <th>count</th>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>87.8</td>\n",
" <td>0.1</td>\n",
" <td>9.2</td>\n",
" <td>0.9</td>\n",
" <td>3.8</td>\n",
" <td>1.5</td>\n",
" <td>42.6</td>\n",
" <td>22.8</td>\n",
" <td>0.7</td>\n",
" <td>3.1</td>\n",
" <td>0.3</td>\n",
" <td>83.5</td>\n",
" <td>0.1</td>\n",
" <td>101.2</td>\n",
" <td>12.2</td>\n",
" <td>11.7</td>\n",
" <td>1.4</td>\n",
" <td>0.6</td>\n",
" <td>2.9</td>\n",
" <td>0.2</td>\n",
" <td>19.2</td>\n",
" <td>37.2</td>\n",
" <td>0.6</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>157.2</td>\n",
" <td>0.1</td>\n",
" <td>18.9</td>\n",
" <td>2.2</td>\n",
" <td>7.4</td>\n",
" <td>3.6</td>\n",
" <td>44.6</td>\n",
" <td>42.9</td>\n",
" <td>1.4</td>\n",
" <td>7.5</td>\n",
" <td>1.2</td>\n",
" <td>15.2</td>\n",
" <td>0.2</td>\n",
" <td>181.5</td>\n",
" <td>23.3</td>\n",
" <td>24.5</td>\n",
" <td>3.4</td>\n",
" <td>1.3</td>\n",
" <td>8.2</td>\n",
" <td>0.2</td>\n",
" <td>34.0</td>\n",
" <td>72.2</td>\n",
" <td>1.5</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>58.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>6.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>70.8</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>23.5</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>83.5</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>110.0</td>\n",
" <td>0.2</td>\n",
" <td>8.0</td>\n",
" <td>0.2</td>\n",
" <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>66.2</td>\n",
" <td>26.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>96.2</td>\n",
" <td>0.3</td>\n",
" <td>130.0</td>\n",
" <td>10.5</td>\n",
" <td>8.0</td>\n",
" <td>0.2</td>\n",
" <td>0.0</td>\n",
" <td>1.2</td>\n",
" <td>0.3</td>\n",
" <td>24.2</td>\n",
" <td>34.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>521.0</td>\n",
" <td>0.3</td>\n",
" <td>89.0</td>\n",
" <td>12.0</td>\n",
" <td>30.0</td>\n",
" <td>16.0</td>\n",
" <td>140.0</td>\n",
" <td>139.0</td>\n",
" <td>7.0</td>\n",
" <td>35.0</td>\n",
" <td>8.0</td>\n",
" <td>109.0</td>\n",
" <td>0.4</td>\n",
" <td>609.0</td>\n",
" <td>95.0</td>\n",
" <td>103.0</td>\n",
" <td>15.0</td>\n",
" <td>7.0</td>\n",
" <td>52.0</td>\n",
" <td>0.6</td>\n",
" <td>123.0</td>\n",
" <td>264.0</td>\n",
" <td>7.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"8\" valign=\"top\">lions</th>\n",
" <th>count</th>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" <td>49.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>95.0</td>\n",
" <td>0.1</td>\n",
" <td>9.2</td>\n",
" <td>0.8</td>\n",
" <td>4.7</td>\n",
" <td>1.9</td>\n",
" <td>42.7</td>\n",
" <td>25.0</td>\n",
" <td>1.2</td>\n",
" <td>3.0</td>\n",
" <td>0.1</td>\n",
" <td>192.0</td>\n",
" <td>0.2</td>\n",
" <td>108.0</td>\n",
" <td>13.6</td>\n",
" <td>13.1</td>\n",
" <td>2.4</td>\n",
" <td>0.9</td>\n",
" <td>1.9</td>\n",
" <td>0.2</td>\n",
" <td>20.3</td>\n",
" <td>39.6</td>\n",
" <td>0.5</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>166.5</td>\n",
" <td>0.1</td>\n",
" <td>17.4</td>\n",
" <td>2.0</td>\n",
" <td>8.8</td>\n",
" <td>3.4</td>\n",
" <td>43.1</td>\n",
" <td>46.2</td>\n",
" <td>2.3</td>\n",
" <td>6.8</td>\n",
" <td>0.3</td>\n",
" <td>14.3</td>\n",
" <td>0.2</td>\n",
" <td>188.9</td>\n",
" <td>25.3</td>\n",
" <td>25.3</td>\n",
" <td>6.8</td>\n",
" <td>1.9</td>\n",
" <td>5.3</td>\n",
" <td>0.2</td>\n",
" <td>34.6</td>\n",
" <td>73.9</td>\n",
" <td>1.4</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>168.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>10.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>180.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>4.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>23.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>192.0</td>\n",
" <td>0.1</td>\n",
" <td>5.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>112.0</td>\n",
" <td>0.2</td>\n",
" <td>8.0</td>\n",
" <td>0.0</td>\n",
" <td>6.0</td>\n",
" <td>2.0</td>\n",
" <td>63.0</td>\n",
" <td>30.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>204.0</td>\n",
" <td>0.3</td>\n",
" <td>129.0</td>\n",
" <td>16.0</td>\n",
" <td>7.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.4</td>\n",
" <td>21.0</td>\n",
" <td>38.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>558.0</td>\n",
" <td>0.5</td>\n",
" <td>72.0</td>\n",
" <td>10.0</td>\n",
" <td>37.0</td>\n",
" <td>16.0</td>\n",
" <td>139.0</td>\n",
" <td>178.0</td>\n",
" <td>8.0</td>\n",
" <td>26.0</td>\n",
" <td>1.0</td>\n",
" <td>216.0</td>\n",
" <td>0.5</td>\n",
" <td>641.0</td>\n",
" <td>104.0</td>\n",
" <td>99.0</td>\n",
" <td>36.0</td>\n",
" <td>7.0</td>\n",
" <td>26.0</td>\n",
" <td>0.8</td>\n",
" <td>114.0</td>\n",
" <td>295.0</td>\n",
" <td>8.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"8\" valign=\"top\">marines</th>\n",
" <th>count</th>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" <td>58.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>78.4</td>\n",
" <td>0.1</td>\n",
" <td>6.4</td>\n",
" <td>0.4</td>\n",
" <td>3.6</td>\n",
" <td>1.4</td>\n",
" <td>38.3</td>\n",
" <td>18.3</td>\n",
" <td>1.0</td>\n",
" <td>1.6</td>\n",
" <td>0.1</td>\n",
" <td>138.5</td>\n",
" <td>0.1</td>\n",
" <td>87.9</td>\n",
" <td>8.0</td>\n",
" <td>7.6</td>\n",
" <td>1.2</td>\n",
" <td>0.4</td>\n",
" <td>1.7</td>\n",
" <td>0.2</td>\n",
" <td>18.2</td>\n",
" <td>27.6</td>\n",
" <td>0.5</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>116.4</td>\n",
" <td>0.1</td>\n",
" <td>12.2</td>\n",
" <td>1.1</td>\n",
" <td>5.9</td>\n",
" <td>2.3</td>\n",
" <td>34.1</td>\n",
" <td>29.8</td>\n",
" <td>2.5</td>\n",
" <td>3.1</td>\n",
" <td>0.6</td>\n",
" <td>16.9</td>\n",
" <td>0.1</td>\n",
" <td>132.3</td>\n",
" <td>13.4</td>\n",
" <td>12.6</td>\n",
" <td>3.4</td>\n",
" <td>1.0</td>\n",
" <td>3.4</td>\n",
" <td>0.2</td>\n",
" <td>25.6</td>\n",
" <td>45.4</td>\n",
" <td>1.1</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>110.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>12.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>124.2</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>5.5</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>24.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>138.5</td>\n",
" <td>0.1</td>\n",
" <td>5.5</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>122.0</td>\n",
" <td>0.2</td>\n",
" <td>7.0</td>\n",
" <td>0.0</td>\n",
" <td>7.0</td>\n",
" <td>2.0</td>\n",
" <td>55.5</td>\n",
" <td>28.5</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>152.8</td>\n",
" <td>0.3</td>\n",
" <td>140.2</td>\n",
" <td>10.0</td>\n",
" <td>12.2</td>\n",
" <td>0.8</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.3</td>\n",
" <td>37.0</td>\n",
" <td>36.8</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>492.0</td>\n",
" <td>0.3</td>\n",
" <td>61.0</td>\n",
" <td>5.0</td>\n",
" <td>26.0</td>\n",
" <td>8.0</td>\n",
" <td>138.0</td>\n",
" <td>129.0</td>\n",
" <td>17.0</td>\n",
" <td>14.0</td>\n",
" <td>4.0</td>\n",
" <td>167.0</td>\n",
" <td>0.5</td>\n",
" <td>570.0</td>\n",
" <td>56.0</td>\n",
" <td>52.0</td>\n",
" <td>21.0</td>\n",
" <td>4.0</td>\n",
" <td>17.0</td>\n",
" <td>0.5</td>\n",
" <td>95.0</td>\n",
" <td>198.0</td>\n",
" <td>5.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"8\" valign=\"top\">swallows</th>\n",
" <th>count</th>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" <td>60.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>77.7</td>\n",
" <td>0.1</td>\n",
" <td>7.5</td>\n",
" <td>0.4</td>\n",
" <td>2.7</td>\n",
" <td>1.9</td>\n",
" <td>35.9</td>\n",
" <td>18.2</td>\n",
" <td>0.7</td>\n",
" <td>1.6</td>\n",
" <td>0.1</td>\n",
" <td>506.5</td>\n",
" <td>0.1</td>\n",
" <td>88.0</td>\n",
" <td>7.7</td>\n",
" <td>7.4</td>\n",
" <td>0.8</td>\n",
" <td>0.3</td>\n",
" <td>1.8</td>\n",
" <td>0.1</td>\n",
" <td>16.6</td>\n",
" <td>26.3</td>\n",
" <td>0.3</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>131.4</td>\n",
" <td>0.1</td>\n",
" <td>17.2</td>\n",
" <td>1.1</td>\n",
" <td>5.4</td>\n",
" <td>3.8</td>\n",
" <td>37.5</td>\n",
" <td>34.4</td>\n",
" <td>1.7</td>\n",
" <td>5.2</td>\n",
" <td>0.3</td>\n",
" <td>17.5</td>\n",
" <td>0.1</td>\n",
" <td>150.5</td>\n",
" <td>15.5</td>\n",
" <td>16.2</td>\n",
" <td>2.3</td>\n",
" <td>0.8</td>\n",
" <td>3.0</td>\n",
" <td>0.2</td>\n",
" <td>26.4</td>\n",
" <td>52.3</td>\n",
" <td>0.9</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>477.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>5.8</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>491.8</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>15.0</td>\n",
" <td>0.1</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>24.5</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>506.5</td>\n",
" <td>0.1</td>\n",
" <td>16.5</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.1</td>\n",
" <td>4.5</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>91.5</td>\n",
" <td>0.2</td>\n",
" <td>8.0</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" <td>2.2</td>\n",
" <td>54.0</td>\n",
" <td>18.2</td>\n",
" <td>0.0</td>\n",
" <td>0.2</td>\n",
" <td>0.0</td>\n",
" <td>521.2</td>\n",
" <td>0.3</td>\n",
" <td>104.0</td>\n",
" <td>6.0</td>\n",
" <td>7.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" <td>0.3</td>\n",
" <td>22.5</td>\n",
" <td>23.5</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>526.0</td>\n",
" <td>0.3</td>\n",
" <td>91.0</td>\n",
" <td>5.0</td>\n",
" <td>25.0</td>\n",
" <td>18.0</td>\n",
" <td>141.0</td>\n",
" <td>151.0</td>\n",
" <td>9.0</td>\n",
" <td>32.0</td>\n",
" <td>2.0</td>\n",
" <td>536.0</td>\n",
" <td>0.4</td>\n",
" <td>615.0</td>\n",
" <td>78.0</td>\n",
" <td>80.0</td>\n",
" <td>14.0</td>\n",
" <td>4.0</td>\n",
" <td>11.0</td>\n",
" <td>0.5</td>\n",
" <td>130.0</td>\n",
" <td>227.0</td>\n",
" <td>5.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"8\" valign=\"top\">tigers</th>\n",
" <th>count</th>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" <td>52.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>90.6</td>\n",
" <td>0.1</td>\n",
" <td>10.0</td>\n",
" <td>0.5</td>\n",
" <td>4.0</td>\n",
" <td>1.9</td>\n",
" <td>43.7</td>\n",
" <td>22.6</td>\n",
" <td>0.8</td>\n",
" <td>2.1</td>\n",
" <td>0.2</td>\n",
" <td>562.5</td>\n",
" <td>0.2</td>\n",
" <td>104.1</td>\n",
" <td>11.1</td>\n",
" <td>10.5</td>\n",
" <td>1.3</td>\n",
" <td>0.5</td>\n",
" <td>2.2</td>\n",
" <td>0.2</td>\n",
" <td>18.9</td>\n",
" <td>33.5</td>\n",
" <td>0.3</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>136.7</td>\n",
" <td>0.2</td>\n",
" <td>18.1</td>\n",
" <td>1.4</td>\n",
" <td>6.6</td>\n",
" <td>3.7</td>\n",
" <td>39.7</td>\n",
" <td>37.3</td>\n",
" <td>1.5</td>\n",
" <td>4.3</td>\n",
" <td>0.6</td>\n",
" <td>15.2</td>\n",
" <td>0.2</td>\n",
" <td>157.8</td>\n",
" <td>18.4</td>\n",
" <td>18.0</td>\n",
" <td>3.7</td>\n",
" <td>1.0</td>\n",
" <td>4.9</td>\n",
" <td>0.2</td>\n",
" <td>24.9</td>\n",
" <td>55.9</td>\n",
" <td>0.8</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>537.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>10.8</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>549.8</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>18.5</td>\n",
" <td>0.1</td>\n",
" <td>1.5</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>27.5</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>562.5</td>\n",
" <td>0.2</td>\n",
" <td>22.0</td>\n",
" <td>2.5</td>\n",
" <td>0.5</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.1</td>\n",
" <td>8.0</td>\n",
" <td>2.5</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>132.8</td>\n",
" <td>0.2</td>\n",
" <td>15.0</td>\n",
" <td>0.0</td>\n",
" <td>6.2</td>\n",
" <td>1.2</td>\n",
" <td>67.2</td>\n",
" <td>33.8</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>575.2</td>\n",
" <td>0.3</td>\n",
" <td>152.0</td>\n",
" <td>15.2</td>\n",
" <td>17.8</td>\n",
" <td>1.0</td>\n",
" <td>0.2</td>\n",
" <td>2.0</td>\n",
" <td>0.4</td>\n",
" <td>27.0</td>\n",
" <td>54.2</td>\n",
" <td>0.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>481.0</td>\n",
" <td>1.0</td>\n",
" <td>75.0</td>\n",
" <td>7.0</td>\n",
" <td>23.0</td>\n",
" <td>17.0</td>\n",
" <td>140.0</td>\n",
" <td>142.0</td>\n",
" <td>5.0</td>\n",
" <td>20.0</td>\n",
" <td>3.0</td>\n",
" <td>588.0</td>\n",
" <td>1.0</td>\n",
" <td>561.0</td>\n",
" <td>66.0</td>\n",
" <td>77.0</td>\n",
" <td>20.0</td>\n",
" <td>4.0</td>\n",
" <td>26.0</td>\n",
" <td>1.0</td>\n",
" <td>92.0</td>\n",
" <td>190.0</td>\n",
" <td>3.0</td>\n",
" <td>2017.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ab ba bb cs double dp games h hbp \\\n",
"team \n",
"baystars count 53.0 53.0 53.0 53.0 53.0 53.0 53.0 53.0 53.0 \n",
" mean 90.2 0.1 6.9 0.3 4.6 1.9 40.7 22.7 0.8 \n",
" std 166.4 0.1 16.8 1.6 10.4 4.3 42.1 46.7 1.9 \n",
" min 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 \n",
" 25% 1.0 0.0 0.0 0.0 0.0 0.0 11.0 0.0 0.0 \n",
" 50% 14.0 0.1 0.0 0.0 0.0 0.0 24.0 2.0 0.0 \n",
" 75% 56.0 0.2 3.0 0.0 2.0 1.0 61.0 14.0 1.0 \n",
" max 585.0 0.3 91.0 11.0 42.0 23.0 140.0 170.0 10.0 \n",
"buffalos count 53.0 53.0 53.0 53.0 53.0 53.0 53.0 53.0 53.0 \n",
" mean 86.2 0.1 7.4 0.4 3.5 1.9 41.8 21.9 1.1 \n",
" std 139.6 0.1 15.0 1.0 5.5 3.4 40.9 37.5 2.2 \n",
" min 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 \n",
" 25% 0.0 0.0 0.0 0.0 0.0 0.0 7.0 0.0 0.0 \n",
" 50% 5.0 0.0 0.0 0.0 0.0 0.0 26.0 0.0 0.0 \n",
" 75% 163.0 0.2 7.0 0.0 7.0 3.0 61.0 35.0 1.0 \n",
" max 480.0 0.3 81.0 4.0 19.0 12.0 137.0 129.0 10.0 \n",
"carp count 50.0 50.0 50.0 50.0 50.0 50.0 50.0 50.0 50.0 \n",
" mean 96.7 0.1 10.1 0.8 4.7 1.9 45.0 26.3 1.0 \n",
" std 163.3 0.1 20.8 2.4 9.3 3.3 44.2 48.4 2.7 \n",
" min 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 \n",
" 25% 1.0 0.0 0.0 0.0 0.0 0.0 8.0 0.0 0.0 \n",
" 50% 22.0 0.1 1.0 0.0 0.0 0.0 25.5 2.5 0.0 \n",
" 75% 69.5 0.2 6.5 0.0 3.5 2.8 66.0 16.2 0.8 \n",
" max 561.0 0.4 89.0 13.0 35.0 12.0 142.0 170.0 15.0 \n",
"dragons count 59.0 59.0 59.0 59.0 59.0 59.0 59.0 59.0 59.0 \n",
" mean 78.5 0.1 5.2 0.7 3.1 1.4 36.6 19.5 0.9 \n",
" std 132.3 0.1 8.9 2.0 5.9 2.6 36.6 37.1 2.5 \n",
" min 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 \n",
" 25% 1.0 0.0 0.0 0.0 0.0 0.0 8.5 0.0 0.0 \n",
" 50% 18.0 0.1 0.0 0.0 0.0 0.0 21.0 1.0 0.0 \n",
" 75% 82.5 0.2 6.0 0.0 3.0 1.5 51.5 17.5 0.0 \n",
" max 543.0 0.7 37.0 12.0 23.0 13.0 136.0 149.0 15.0 \n",
"eagles count 56.0 56.0 56.0 56.0 56.0 56.0 56.0 56.0 56.0 \n",
" mean 80.6 0.1 7.9 0.4 3.7 1.9 37.5 20.5 0.7 \n",
" std 148.3 0.1 16.7 0.8 7.0 4.2 40.0 40.2 1.7 \n",
" min 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 \n",
" 25% 0.0 0.0 0.0 0.0 0.0 0.0 7.0 0.0 0.0 \n",
" 50% 2.5 0.0 0.0 0.0 0.0 0.0 22.0 0.0 0.0 \n",
" 75% 67.0 0.2 4.0 0.2 2.5 1.0 51.0 13.0 0.2 \n",
" max 519.0 0.3 61.0 4.0 28.0 18.0 134.0 144.0 10.0 \n",
"fighters count 57.0 57.0 57.0 57.0 57.0 57.0 57.0 57.0 57.0 \n",
" mean 80.4 0.1 7.9 0.4 3.1 1.6 37.9 19.4 0.6 \n",
" std 141.8 0.1 16.6 1.2 6.3 3.6 37.2 36.4 1.5 \n",
" min 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 \n",
" 25% 0.0 0.0 0.0 0.0 0.0 0.0 9.0 0.0 0.0 \n",
" 50% 3.0 0.0 0.0 0.0 0.0 0.0 23.0 0.0 0.0 \n",
" 75% 102.0 0.2 4.0 0.0 3.0 1.0 53.0 20.0 0.0 \n",
" max 541.0 0.4 69.0 5.0 26.0 18.0 138.0 160.0 7.0 \n",
"giants count 48.0 48.0 48.0 48.0 48.0 48.0 48.0 48.0 48.0 \n",
" mean 98.0 0.1 9.3 0.5 4.6 2.7 44.9 24.3 0.9 \n",
" std 155.2 0.2 17.0 1.3 9.3 5.2 43.0 43.0 1.8 \n",
" min 0.0 0.0 0.0 0.0 0.0 0.0 2.0 0.0 0.0 \n",
" 25% 0.8 0.0 0.0 0.0 0.0 0.0 13.8 0.0 0.0 \n",
" 50% 24.5 0.1 1.0 0.0 0.0 0.0 26.0 2.5 0.0 \n",
" 75% 79.0 0.2 9.5 0.0 3.0 2.0 73.0 20.0 1.0 \n",
" max 531.0 1.0 67.0 6.0 47.0 20.0 140.0 162.0 8.0 \n",
"hawks count 52.0 52.0 52.0 52.0 52.0 52.0 52.0 52.0 52.0 \n",
" mean 87.8 0.1 9.2 0.9 3.8 1.5 42.6 22.8 0.7 \n",
" std 157.2 0.1 18.9 2.2 7.4 3.6 44.6 42.9 1.4 \n",
" min 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 \n",
" 25% 0.0 0.0 0.0 0.0 0.0 0.0 6.0 0.0 0.0 \n",
" 50% 3.0 0.0 0.0 0.0 0.0 0.0 23.5 0.0 0.0 \n",
" 75% 110.0 0.2 8.0 0.2 4.0 1.0 66.2 26.0 1.0 \n",
" max 521.0 0.3 89.0 12.0 30.0 16.0 140.0 139.0 7.0 \n",
"lions count 49.0 49.0 49.0 49.0 49.0 49.0 49.0 49.0 49.0 \n",
" mean 95.0 0.1 9.2 0.8 4.7 1.9 42.7 25.0 1.2 \n",
" std 166.5 0.1 17.4 2.0 8.8 3.4 43.1 46.2 2.3 \n",
" min 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 \n",
" 25% 0.0 0.0 0.0 0.0 0.0 0.0 10.0 0.0 0.0 \n",
" 50% 4.0 0.0 0.0 0.0 0.0 0.0 23.0 0.0 0.0 \n",
" 75% 112.0 0.2 8.0 0.0 6.0 2.0 63.0 30.0 1.0 \n",
" max 558.0 0.5 72.0 10.0 37.0 16.0 139.0 178.0 8.0 \n",
"marines count 58.0 58.0 58.0 58.0 58.0 58.0 58.0 58.0 58.0 \n",
" mean 78.4 0.1 6.4 0.4 3.6 1.4 38.3 18.3 1.0 \n",
" std 116.4 0.1 12.2 1.1 5.9 2.3 34.1 29.8 2.5 \n",
" min 0.0 0.0 0.0 0.0 0.0 0.0 2.0 0.0 0.0 \n",
" 25% 0.0 0.0 0.0 0.0 0.0 0.0 12.0 0.0 0.0 \n",
" 50% 5.5 0.0 0.0 0.0 0.0 0.0 24.0 0.0 0.0 \n",
" 75% 122.0 0.2 7.0 0.0 7.0 2.0 55.5 28.5 1.0 \n",
" max 492.0 0.3 61.0 5.0 26.0 8.0 138.0 129.0 17.0 \n",
"swallows count 60.0 60.0 60.0 60.0 60.0 60.0 60.0 60.0 60.0 \n",
" mean 77.7 0.1 7.5 0.4 2.7 1.9 35.9 18.2 0.7 \n",
" std 131.4 0.1 17.2 1.1 5.4 3.8 37.5 34.4 1.7 \n",
" min 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 \n",
" 25% 0.0 0.0 0.0 0.0 0.0 0.0 5.8 0.0 0.0 \n",
" 50% 15.0 0.1 0.0 0.0 0.0 0.0 24.5 1.0 0.0 \n",
" 75% 91.5 0.2 8.0 0.0 3.0 2.2 54.0 18.2 0.0 \n",
" max 526.0 0.3 91.0 5.0 25.0 18.0 141.0 151.0 9.0 \n",
"tigers count 52.0 52.0 52.0 52.0 52.0 52.0 52.0 52.0 52.0 \n",
" mean 90.6 0.1 10.0 0.5 4.0 1.9 43.7 22.6 0.8 \n",
" std 136.7 0.2 18.1 1.4 6.6 3.7 39.7 37.3 1.5 \n",
" min 0.0 0.0 0.0 0.0 0.0 0.0 1.0 0.0 0.0 \n",
" 25% 1.0 0.0 0.0 0.0 0.0 0.0 10.8 0.0 0.0 \n",
" 50% 18.5 0.1 1.5 0.0 0.0 0.0 27.5 2.0 0.0 \n",
" 75% 132.8 0.2 15.0 0.0 6.2 1.2 67.2 33.8 1.0 \n",
" max 481.0 1.0 75.0 7.0 23.0 17.0 140.0 142.0 5.0 \n",
"\n",
" hr ibb id obp pa r rbi sb sf \\\n",
"team \n",
"baystars count 53.0 53.0 53.0 53.0 53.0 53.0 53.0 53.0 53.0 \n",
" mean 2.4 0.1 450.0 0.1 99.9 10.9 10.4 0.7 0.4 \n",
" std 6.3 0.5 15.4 0.1 184.4 22.5 23.6 3.2 1.3 \n",
" min 0.0 0.0 424.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 25% 0.0 0.0 437.0 0.0 1.0 0.0 0.0 0.0 0.0 \n",
" 50% 0.0 0.0 450.0 0.1 15.0 1.0 0.0 0.0 0.0 \n",
" 75% 1.0 0.0 463.0 0.3 62.0 8.0 4.0 0.0 0.0 \n",
" max 29.0 3.0 476.0 0.4 650.0 87.0 103.0 21.0 8.0 \n",
"buffalos count 53.0 53.0 53.0 53.0 53.0 53.0 53.0 53.0 53.0 \n",
" mean 2.4 0.1 299.0 0.1 97.9 10.0 9.6 0.6 0.5 \n",
" std 6.2 0.4 15.4 0.2 158.9 17.1 17.6 1.6 1.0 \n",
" min 0.0 0.0 273.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 25% 0.0 0.0 286.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 50% 0.0 0.0 299.0 0.0 5.0 0.0 0.0 0.0 0.0 \n",
" 75% 2.0 0.0 312.0 0.3 181.0 15.0 13.0 0.0 0.0 \n",
" max 30.0 2.0 325.0 0.4 567.0 73.0 67.0 8.0 5.0 \n",
"carp count 50.0 50.0 50.0 50.0 50.0 50.0 50.0 50.0 50.0 \n",
" mean 3.0 0.1 350.5 0.2 111.0 14.6 14.0 2.2 0.9 \n",
" std 6.7 0.3 14.6 0.2 188.5 28.1 26.0 6.1 1.8 \n",
" min 0.0 0.0 326.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 25% 0.0 0.0 338.2 0.0 2.0 0.0 0.0 0.0 0.0 \n",
" 50% 0.0 0.0 350.5 0.2 24.5 1.0 0.0 0.0 0.0 \n",
" 75% 1.0 0.0 362.8 0.3 79.5 11.8 11.8 0.8 0.8 \n",
" max 27.0 2.0 375.0 0.5 674.0 109.0 92.0 34.0 7.0 \n",
"dragons count 59.0 59.0 59.0 59.0 59.0 59.0 59.0 59.0 59.0 \n",
" mean 1.8 0.1 618.0 0.2 86.9 8.1 7.5 1.3 0.4 \n",
" std 5.6 0.3 17.2 0.2 144.3 15.8 16.0 4.3 0.8 \n",
" min 0.0 0.0 589.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 25% 0.0 0.0 603.5 0.0 1.0 0.0 0.0 0.0 0.0 \n",
" 50% 0.0 0.0 618.0 0.1 21.0 1.0 1.0 0.0 0.0 \n",
" 75% 1.0 0.0 632.5 0.3 94.0 6.5 7.5 0.0 0.0 \n",
" max 35.0 1.0 647.0 0.7 581.0 67.0 86.0 23.0 3.0 \n",
"eagles count 56.0 56.0 56.0 56.0 56.0 56.0 56.0 56.0 56.0 \n",
" mean 2.4 0.2 244.5 0.1 91.2 10.0 9.5 0.7 0.4 \n",
" std 6.5 0.7 16.3 0.1 168.3 19.6 19.8 1.6 0.9 \n",
" min 0.0 0.0 217.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 25% 0.0 0.0 230.8 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 50% 0.0 0.0 244.5 0.0 2.5 0.0 0.0 0.0 0.0 \n",
" 75% 1.0 0.0 258.2 0.3 75.5 7.0 5.2 0.0 0.0 \n",
" max 30.0 4.0 272.0 0.4 575.0 74.0 79.0 7.0 5.0 \n",
"fighters count 57.0 57.0 57.0 57.0 57.0 57.0 57.0 57.0 57.0 \n",
" mean 1.8 0.0 29.0 0.1 91.2 8.5 8.1 1.5 0.5 \n",
" std 5.2 0.2 16.6 0.2 161.1 17.0 17.3 5.6 1.2 \n",
" min 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 25% 0.0 0.0 15.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 50% 0.0 0.0 29.0 0.0 3.0 0.0 0.0 0.0 0.0 \n",
" 75% 1.0 0.0 43.0 0.3 110.0 9.0 7.0 0.0 0.0 \n",
" max 32.0 1.0 57.0 1.0 623.0 82.0 90.0 39.0 7.0 \n",
"giants count 48.0 48.0 48.0 48.0 48.0 48.0 48.0 48.0 48.0 \n",
" mean 2.2 0.3 399.5 0.2 110.5 10.9 10.5 1.1 0.6 \n",
" std 4.8 0.9 14.0 0.2 175.1 18.9 20.5 2.7 1.3 \n",
" min 0.0 0.0 376.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 25% 0.0 0.0 387.8 0.0 0.8 0.0 0.0 0.0 0.0 \n",
" 50% 0.0 0.0 399.5 0.2 28.0 1.0 1.0 0.0 0.0 \n",
" 75% 1.0 0.0 411.2 0.3 95.8 17.2 6.0 1.0 0.2 \n",
" max 17.0 4.0 423.0 1.0 605.0 80.0 76.0 14.0 7.0 \n",
"hawks count 52.0 52.0 52.0 52.0 52.0 52.0 52.0 52.0 52.0 \n",
" mean 3.1 0.3 83.5 0.1 101.2 12.2 11.7 1.4 0.6 \n",
" std 7.5 1.2 15.2 0.2 181.5 23.3 24.5 3.4 1.3 \n",
" min 0.0 0.0 58.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 25% 0.0 0.0 70.8 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 50% 0.0 0.0 83.5 0.0 3.0 0.0 0.0 0.0 0.0 \n",
" 75% 2.0 0.0 96.2 0.3 130.0 10.5 8.0 0.2 0.0 \n",
" max 35.0 8.0 109.0 0.4 609.0 95.0 103.0 15.0 7.0 \n",
"lions count 49.0 49.0 49.0 49.0 49.0 49.0 49.0 49.0 49.0 \n",
" mean 3.0 0.1 192.0 0.2 108.0 13.6 13.1 2.4 0.9 \n",
" std 6.8 0.3 14.3 0.2 188.9 25.3 25.3 6.8 1.9 \n",
" min 0.0 0.0 168.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 25% 0.0 0.0 180.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 50% 0.0 0.0 192.0 0.1 5.0 0.0 0.0 0.0 0.0 \n",
" 75% 1.0 0.0 204.0 0.3 129.0 16.0 7.0 1.0 0.0 \n",
" max 26.0 1.0 216.0 0.5 641.0 104.0 99.0 36.0 7.0 \n",
"marines count 58.0 58.0 58.0 58.0 58.0 58.0 58.0 58.0 58.0 \n",
" mean 1.6 0.1 138.5 0.1 87.9 8.0 7.6 1.2 0.4 \n",
" std 3.1 0.6 16.9 0.1 132.3 13.4 12.6 3.4 1.0 \n",
" min 0.0 0.0 110.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 25% 0.0 0.0 124.2 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 50% 0.0 0.0 138.5 0.1 5.5 0.0 0.0 0.0 0.0 \n",
" 75% 2.0 0.0 152.8 0.3 140.2 10.0 12.2 0.8 0.0 \n",
" max 14.0 4.0 167.0 0.5 570.0 56.0 52.0 21.0 4.0 \n",
"swallows count 60.0 60.0 60.0 60.0 60.0 60.0 60.0 60.0 60.0 \n",
" mean 1.6 0.1 506.5 0.1 88.0 7.7 7.4 0.8 0.3 \n",
" std 5.2 0.3 17.5 0.1 150.5 15.5 16.2 2.3 0.8 \n",
" min 0.0 0.0 477.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 25% 0.0 0.0 491.8 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 50% 0.0 0.0 506.5 0.1 16.5 1.0 0.0 0.0 0.0 \n",
" 75% 0.2 0.0 521.2 0.3 104.0 6.0 7.0 0.0 0.0 \n",
" max 32.0 2.0 536.0 0.4 615.0 78.0 80.0 14.0 4.0 \n",
"tigers count 52.0 52.0 52.0 52.0 52.0 52.0 52.0 52.0 52.0 \n",
" mean 2.1 0.2 562.5 0.2 104.1 11.1 10.5 1.3 0.5 \n",
" std 4.3 0.6 15.2 0.2 157.8 18.4 18.0 3.7 1.0 \n",
" min 0.0 0.0 537.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
" 25% 0.0 0.0 549.8 0.0 1.0 0.0 0.0 0.0 0.0 \n",
" 50% 0.0 0.0 562.5 0.2 22.0 2.5 0.5 0.0 0.0 \n",
" 75% 2.0 0.0 575.2 0.3 152.0 15.2 17.8 1.0 0.2 \n",
" max 20.0 3.0 588.0 1.0 561.0 66.0 77.0 20.0 4.0 \n",
"\n",
" sh slg so tb triple year \n",
"team \n",
"baystars count 53.0 53.0 53.0 53.0 53.0 53.0 \n",
" mean 1.5 0.2 20.2 35.0 0.3 2017.0 \n",
" std 2.9 0.2 33.9 75.2 0.9 0.0 \n",
" min 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 25% 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 50% 0.0 0.1 6.0 3.0 0.0 2017.0 \n",
" 75% 2.0 0.3 21.0 19.0 0.0 2017.0 \n",
" max 11.0 0.5 153.0 299.0 5.0 2017.0 \n",
"buffalos count 53.0 53.0 53.0 53.0 53.0 53.0 \n",
" mean 2.8 0.2 18.5 33.4 0.4 2017.0 \n",
" std 7.0 0.2 30.9 59.0 1.2 0.0 \n",
" min 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 25% 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 50% 0.0 0.0 2.0 0.0 0.0 2017.0 \n",
" 75% 0.0 0.3 29.0 52.0 0.0 2017.0 \n",
" max 33.0 0.7 133.0 236.0 7.0 2017.0 \n",
"carp count 50.0 50.0 50.0 50.0 50.0 50.0 \n",
" mean 2.3 0.2 22.1 41.0 0.5 2017.0 \n",
" std 4.9 0.2 33.7 76.7 1.2 0.0 \n",
" min 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 25% 0.0 0.0 0.2 0.0 0.0 2017.0 \n",
" 50% 0.0 0.2 8.0 3.0 0.0 2017.0 \n",
" 75% 3.0 0.4 22.5 22.0 0.0 2017.0 \n",
" max 30.0 0.6 120.0 280.0 5.0 2017.0 \n",
"dragons count 59.0 59.0 59.0 59.0 59.0 59.0 \n",
" mean 1.9 0.2 17.9 28.9 0.4 2017.0 \n",
" std 3.2 0.3 25.8 57.2 1.2 0.0 \n",
" min 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 25% 0.0 0.0 1.0 0.0 0.0 2017.0 \n",
" 50% 1.0 0.1 5.0 1.0 0.0 2017.0 \n",
" 75% 2.0 0.3 24.0 24.5 0.0 2017.0 \n",
" max 18.0 2.0 100.0 264.0 8.0 2017.0 \n",
"eagles count 56.0 56.0 56.0 56.0 56.0 56.0 \n",
" mean 1.6 0.1 16.9 31.9 0.3 2017.0 \n",
" std 4.6 0.2 30.0 64.5 0.9 0.0 \n",
" min 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 25% 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 50% 0.0 0.0 1.0 0.0 0.0 2017.0 \n",
" 75% 1.0 0.3 19.2 20.8 0.0 2017.0 \n",
" max 26.0 0.5 133.0 257.0 5.0 2017.0 \n",
"fighters count 57.0 57.0 57.0 57.0 57.0 57.0 \n",
" mean 1.8 0.1 19.1 28.6 0.3 2017.0 \n",
" std 4.7 0.2 32.2 56.4 0.9 0.0 \n",
" min 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 25% 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 50% 0.0 0.0 2.0 0.0 0.0 2017.0 \n",
" 75% 1.0 0.2 27.0 24.0 0.0 2017.0 \n",
" max 25.0 0.6 124.0 231.0 6.0 2017.0 \n",
"giants count 48.0 48.0 48.0 48.0 48.0 48.0 \n",
" mean 1.8 0.2 20.7 36.3 0.3 2017.0 \n",
" std 3.4 0.2 28.4 66.4 0.8 0.0 \n",
" min 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 25% 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 50% 0.0 0.2 8.5 2.5 0.0 2017.0 \n",
" 75% 1.2 0.4 31.8 26.0 0.0 2017.0 \n",
" max 18.0 1.0 106.0 262.0 3.0 2017.0 \n",
"hawks count 52.0 52.0 52.0 52.0 52.0 52.0 \n",
" mean 2.9 0.2 19.2 37.2 0.6 2017.0 \n",
" std 8.2 0.2 34.0 72.2 1.5 0.0 \n",
" min 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 25% 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 50% 0.0 0.0 1.0 0.0 0.0 2017.0 \n",
" 75% 1.2 0.3 24.2 34.0 0.0 2017.0 \n",
" max 52.0 0.6 123.0 264.0 7.0 2017.0 \n",
"lions count 49.0 49.0 49.0 49.0 49.0 49.0 \n",
" mean 1.9 0.2 20.3 39.6 0.5 2017.0 \n",
" std 5.3 0.2 34.6 73.9 1.4 0.0 \n",
" min 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 25% 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 50% 0.0 0.0 1.0 0.0 0.0 2017.0 \n",
" 75% 0.0 0.4 21.0 38.0 0.0 2017.0 \n",
" max 26.0 0.8 114.0 295.0 8.0 2017.0 \n",
"marines count 58.0 58.0 58.0 58.0 58.0 58.0 \n",
" mean 1.7 0.2 18.2 27.6 0.5 2017.0 \n",
" std 3.4 0.2 25.6 45.4 1.1 0.0 \n",
" min 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 25% 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 50% 0.0 0.0 2.0 0.0 0.0 2017.0 \n",
" 75% 1.0 0.3 37.0 36.8 0.0 2017.0 \n",
" max 17.0 0.5 95.0 198.0 5.0 2017.0 \n",
"swallows count 60.0 60.0 60.0 60.0 60.0 60.0 \n",
" mean 1.8 0.1 16.6 26.3 0.3 2017.0 \n",
" std 3.0 0.2 26.4 52.3 0.9 0.0 \n",
" min 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 25% 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 50% 0.0 0.1 4.5 1.0 0.0 2017.0 \n",
" 75% 3.0 0.3 22.5 23.5 0.0 2017.0 \n",
" max 11.0 0.5 130.0 227.0 5.0 2017.0 \n",
"tigers count 52.0 52.0 52.0 52.0 52.0 52.0 \n",
" mean 2.2 0.2 18.9 33.5 0.3 2017.0 \n",
" std 4.9 0.2 24.9 55.9 0.8 0.0 \n",
" min 0.0 0.0 0.0 0.0 0.0 2017.0 \n",
" 25% 0.0 0.0 1.0 0.0 0.0 2017.0 \n",
" 50% 0.0 0.1 8.0 2.5 0.0 2017.0 \n",
" 75% 2.0 0.4 27.0 54.2 0.0 2017.0 \n",
" max 26.0 1.0 92.0 190.0 3.0 2017.0 "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_batter_grouped.describe().round(1)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"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>id</th>\n",
" <th>year</th>\n",
" <th>name</th>\n",
" <th>bat</th>\n",
" <th>games</th>\n",
" <th>pa</th>\n",
" <th>ab</th>\n",
" <th>r</th>\n",
" <th>h</th>\n",
" <th>double</th>\n",
" <th>triple</th>\n",
" <th>hr</th>\n",
" <th>tb</th>\n",
" <th>rbi</th>\n",
" <th>so</th>\n",
" <th>bb</th>\n",
" <th>ibb</th>\n",
" <th>hbp</th>\n",
" <th>sh</th>\n",
" <th>sf</th>\n",
" <th>sb</th>\n",
" <th>cs</th>\n",
" <th>dp</th>\n",
" <th>ba</th>\n",
" <th>slg</th>\n",
" <th>obp</th>\n",
" <th>create_date</th>\n",
" <th>update_date</th>\n",
" </tr>\n",
" <tr>\n",
" <th>team</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>baystars</th>\n",
" <td>476</td>\n",
" <td>2017</td>\n",
" <td>Ｇ．後藤 武敏</td>\n",
" <td>T</td>\n",
" <td>140</td>\n",
" <td>650</td>\n",
" <td>585</td>\n",
" <td>87</td>\n",
" <td>170</td>\n",
" <td>42</td>\n",
" <td>5</td>\n",
" <td>29</td>\n",
" <td>299</td>\n",
" <td>103</td>\n",
" <td>153</td>\n",
" <td>91</td>\n",
" <td>3</td>\n",
" <td>10</td>\n",
" <td>11</td>\n",
" <td>8</td>\n",
" <td>21</td>\n",
" <td>11</td>\n",
" <td>23</td>\n",
" <td>0.319</td>\n",
" <td>0.533</td>\n",
" <td>0.394</td>\n",
" <td>2017-10-01 12:22:10</td>\n",
" <td>2017-10-01 12:22:10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>buffalos</th>\n",
" <td>325</td>\n",
" <td>2017</td>\n",
" <td>Ｔ－岡田</td>\n",
" <td>R</td>\n",
" <td>137</td>\n",
" <td>567</td>\n",
" <td>480</td>\n",
" <td>73</td>\n",
" <td>129</td>\n",
" <td>19</td>\n",
" <td>7</td>\n",
" <td>30</td>\n",
" <td>236</td>\n",
" <td>67</td>\n",
" <td>133</td>\n",
" <td>81</td>\n",
" <td>2</td>\n",
" <td>10</td>\n",
" <td>33</td>\n",
" <td>5</td>\n",
" <td>8</td>\n",
" <td>4</td>\n",
" <td>12</td>\n",
" <td>0.314</td>\n",
" <td>0.667</td>\n",
" <td>0.406</td>\n",
" <td>2017-10-01 12:18:14</td>\n",
" <td>2017-10-01 12:18:14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>carp</th>\n",
" <td>375</td>\n",
" <td>2017</td>\n",
" <td>高橋 樹也</td>\n",
" <td>T</td>\n",
" <td>142</td>\n",
" <td>674</td>\n",
" <td>561</td>\n",
" <td>109</td>\n",
" <td>170</td>\n",
" <td>35</td>\n",
" <td>5</td>\n",
" <td>27</td>\n",
" <td>280</td>\n",
" <td>92</td>\n",
" <td>120</td>\n",
" <td>89</td>\n",
" <td>2</td>\n",
" <td>15</td>\n",
" <td>30</td>\n",
" <td>7</td>\n",
" <td>34</td>\n",
" <td>13</td>\n",
" <td>12</td>\n",
" <td>0.400</td>\n",
" <td>0.600</td>\n",
" <td>0.500</td>\n",
" <td>2017-10-01 12:19:35</td>\n",
" <td>2017-10-01 12:19:35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>dragons</th>\n",
" <td>647</td>\n",
" <td>2017</td>\n",
" <td>高橋 周平</td>\n",
" <td>T</td>\n",
" <td>136</td>\n",
" <td>581</td>\n",
" <td>543</td>\n",
" <td>67</td>\n",
" <td>149</td>\n",
" <td>23</td>\n",
" <td>8</td>\n",
" <td>35</td>\n",
" <td>264</td>\n",
" <td>86</td>\n",
" <td>100</td>\n",
" <td>37</td>\n",
" <td>1</td>\n",
" <td>15</td>\n",
" <td>18</td>\n",
" <td>3</td>\n",
" <td>23</td>\n",
" <td>12</td>\n",
" <td>13</td>\n",
" <td>0.667</td>\n",
" <td>2.000</td>\n",
" <td>0.667</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" <td>2017-10-01 12:25:23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>eagles</th>\n",
" <td>272</td>\n",
" <td>2017</td>\n",
" <td>高梨 雄平</td>\n",
" <td>T</td>\n",
" <td>134</td>\n",
" <td>575</td>\n",
" <td>519</td>\n",
" <td>74</td>\n",
" <td>144</td>\n",
" <td>28</td>\n",
" <td>5</td>\n",
" <td>30</td>\n",
" <td>257</td>\n",
" <td>79</td>\n",
" <td>133</td>\n",
" <td>61</td>\n",
" <td>4</td>\n",
" <td>10</td>\n",
" <td>26</td>\n",
" <td>5</td>\n",
" <td>7</td>\n",
" <td>4</td>\n",
" <td>18</td>\n",
" <td>0.300</td>\n",
" <td>0.501</td>\n",
" <td>0.373</td>\n",
" <td>2017-10-01 12:17:13</td>\n",
" <td>2017-10-01 12:17:13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>fighters</th>\n",
" <td>57</td>\n",
" <td>2017</td>\n",
" <td>黒羽根 利規</td>\n",
" <td>T</td>\n",
" <td>138</td>\n",
" <td>623</td>\n",
" <td>541</td>\n",
" <td>82</td>\n",
" <td>160</td>\n",
" <td>26</td>\n",
" <td>6</td>\n",
" <td>32</td>\n",
" <td>231</td>\n",
" <td>90</td>\n",
" <td>124</td>\n",
" <td>69</td>\n",
" <td>1</td>\n",
" <td>7</td>\n",
" <td>25</td>\n",
" <td>7</td>\n",
" <td>39</td>\n",
" <td>5</td>\n",
" <td>18</td>\n",
" <td>0.410</td>\n",
" <td>0.564</td>\n",
" <td>1.000</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" <td>2017-10-01 12:12:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>giants</th>\n",
" <td>423</td>\n",
" <td>2017</td>\n",
" <td>高木 勇人</td>\n",
" <td>R</td>\n",
" <td>140</td>\n",
" <td>605</td>\n",
" <td>531</td>\n",
" <td>80</td>\n",
" <td>162</td>\n",
" <td>47</td>\n",
" <td>3</td>\n",
" <td>17</td>\n",
" <td>262</td>\n",
" <td>76</td>\n",
" <td>106</td>\n",
" <td>67</td>\n",
" <td>4</td>\n",
" <td>8</td>\n",
" <td>18</td>\n",
" <td>7</td>\n",
" <td>14</td>\n",
" <td>6</td>\n",
" <td>20</td>\n",
" <td>1.000</td>\n",
" <td>1.000</td>\n",
" <td>1.000</td>\n",
" <td>2017-10-01 12:20:53</td>\n",
" <td>2017-10-01 12:20:53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>hawks</th>\n",
" <td>109</td>\n",
" <td>2017</td>\n",
" <td>鶴岡 慎也</td>\n",
" <td>R</td>\n",
" <td>140</td>\n",
" <td>609</td>\n",
" <td>521</td>\n",
" <td>95</td>\n",
" <td>139</td>\n",
" <td>30</td>\n",
" <td>7</td>\n",
" <td>35</td>\n",
" <td>264</td>\n",
" <td>103</td>\n",
" <td>123</td>\n",
" <td>89</td>\n",
" <td>8</td>\n",
" <td>7</td>\n",
" <td>52</td>\n",
" <td>7</td>\n",
" <td>15</td>\n",
" <td>12</td>\n",
" <td>16</td>\n",
" <td>0.333</td>\n",
" <td>0.643</td>\n",
" <td>0.426</td>\n",
" <td>2017-10-01 12:13:47</td>\n",
" <td>2017-10-01 12:13:47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>lions</th>\n",
" <td>216</td>\n",
" <td>2017</td>\n",
" <td>髙橋 光成</td>\n",
" <td>T</td>\n",
" <td>139</td>\n",
" <td>641</td>\n",
" <td>558</td>\n",
" <td>104</td>\n",
" <td>178</td>\n",
" <td>37</td>\n",
" <td>8</td>\n",
" <td>26</td>\n",
" <td>295</td>\n",
" <td>99</td>\n",
" <td>114</td>\n",
" <td>72</td>\n",
" <td>1</td>\n",
" <td>8</td>\n",
" <td>26</td>\n",
" <td>7</td>\n",
" <td>36</td>\n",
" <td>10</td>\n",
" <td>16</td>\n",
" <td>0.500</td>\n",
" <td>0.800</td>\n",
" <td>0.500</td>\n",
" <td>2017-10-01 12:15:50</td>\n",
" <td>2017-10-01 12:15:50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>marines</th>\n",
" <td>167</td>\n",
" <td>2017</td>\n",
" <td>黒沢 翔太</td>\n",
" <td>T</td>\n",
" <td>138</td>\n",
" <td>570</td>\n",
" <td>492</td>\n",
" <td>56</td>\n",
" <td>129</td>\n",
" <td>26</td>\n",
" <td>5</td>\n",
" <td>14</td>\n",
" <td>198</td>\n",
" <td>52</td>\n",
" <td>95</td>\n",
" <td>61</td>\n",
" <td>4</td>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" <td>4</td>\n",
" <td>21</td>\n",
" <td>5</td>\n",
" <td>8</td>\n",
" <td>0.308</td>\n",
" <td>0.509</td>\n",
" <td>0.500</td>\n",
" <td>2017-10-01 12:15:09</td>\n",
" <td>2017-10-01 12:15:09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>swallows</th>\n",
" <td>536</td>\n",
" <td>2017</td>\n",
" <td>鵜久森 淳志</td>\n",
" <td>T</td>\n",
" <td>141</td>\n",
" <td>615</td>\n",
" <td>526</td>\n",
" <td>78</td>\n",
" <td>151</td>\n",
" <td>25</td>\n",
" <td>5</td>\n",
" <td>32</td>\n",
" <td>227</td>\n",
" <td>80</td>\n",
" <td>130</td>\n",
" <td>91</td>\n",
" <td>2</td>\n",
" <td>9</td>\n",
" <td>11</td>\n",
" <td>4</td>\n",
" <td>14</td>\n",
" <td>5</td>\n",
" <td>18</td>\n",
" <td>0.333</td>\n",
" <td>0.507</td>\n",
" <td>0.364</td>\n",
" <td>2017-10-01 12:22:53</td>\n",
" <td>2017-10-01 12:22:53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tigers</th>\n",
" <td>588</td>\n",
" <td>2017</td>\n",
" <td>鳥谷 敬</td>\n",
" <td>T</td>\n",
" <td>140</td>\n",
" <td>561</td>\n",
" <td>481</td>\n",
" <td>66</td>\n",
" <td>142</td>\n",
" <td>23</td>\n",
" <td>3</td>\n",
" <td>20</td>\n",
" <td>190</td>\n",
" <td>77</td>\n",
" <td>92</td>\n",
" <td>75</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>26</td>\n",
" <td>4</td>\n",
" <td>20</td>\n",
" <td>7</td>\n",
" <td>17</td>\n",
" <td>1.000</td>\n",
" <td>1.000</td>\n",
" <td>1.000</td>\n",
" <td>2017-10-01 12:24:05</td>\n",
" <td>2017-10-01 12:24:05</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" id year name bat games pa ab r h double triple \\\n",
"team \n",
"baystars 476 2017 Ｇ．後藤 武敏 T 140 650 585 87 170 42 5 \n",
"buffalos 325 2017 Ｔ－岡田 R 137 567 480 73 129 19 7 \n",
"carp 375 2017 高橋 樹也 T 142 674 561 109 170 35 5 \n",
"dragons 647 2017 高橋 周平 T 136 581 543 67 149 23 8 \n",
"eagles 272 2017 高梨 雄平 T 134 575 519 74 144 28 5 \n",
"fighters 57 2017 黒羽根 利規 T 138 623 541 82 160 26 6 \n",
"giants 423 2017 高木 勇人 R 140 605 531 80 162 47 3 \n",
"hawks 109 2017 鶴岡 慎也 R 140 609 521 95 139 30 7 \n",
"lions 216 2017 髙橋 光成 T 139 641 558 104 178 37 8 \n",
"marines 167 2017 黒沢 翔太 T 138 570 492 56 129 26 5 \n",
"swallows 536 2017 鵜久森 淳志 T 141 615 526 78 151 25 5 \n",
"tigers 588 2017 鳥谷 敬 T 140 561 481 66 142 23 3 \n",
"\n",
" hr tb rbi so bb ibb hbp sh sf sb cs dp ba slg \\\n",
"team \n",
"baystars 29 299 103 153 91 3 10 11 8 21 11 23 0.319 0.533 \n",
"buffalos 30 236 67 133 81 2 10 33 5 8 4 12 0.314 0.667 \n",
"carp 27 280 92 120 89 2 15 30 7 34 13 12 0.400 0.600 \n",
"dragons 35 264 86 100 37 1 15 18 3 23 12 13 0.667 2.000 \n",
"eagles 30 257 79 133 61 4 10 26 5 7 4 18 0.300 0.501 \n",
"fighters 32 231 90 124 69 1 7 25 7 39 5 18 0.410 0.564 \n",
"giants 17 262 76 106 67 4 8 18 7 14 6 20 1.000 1.000 \n",
"hawks 35 264 103 123 89 8 7 52 7 15 12 16 0.333 0.643 \n",
"lions 26 295 99 114 72 1 8 26 7 36 10 16 0.500 0.800 \n",
"marines 14 198 52 95 61 4 17 17 4 21 5 8 0.308 0.509 \n",
"swallows 32 227 80 130 91 2 9 11 4 14 5 18 0.333 0.507 \n",
"tigers 20 190 77 92 75 3 5 26 4 20 7 17 1.000 1.000 \n",
"\n",
" obp create_date update_date \n",
"team \n",
"baystars 0.394 2017-10-01 12:22:10 2017-10-01 12:22:10 \n",
"buffalos 0.406 2017-10-01 12:18:14 2017-10-01 12:18:14 \n",
"carp 0.500 2017-10-01 12:19:35 2017-10-01 12:19:35 \n",
"dragons 0.667 2017-10-01 12:25:23 2017-10-01 12:25:23 \n",
"eagles 0.373 2017-10-01 12:17:13 2017-10-01 12:17:13 \n",
"fighters 1.000 2017-10-01 12:12:41 2017-10-01 12:12:41 \n",
"giants 1.000 2017-10-01 12:20:53 2017-10-01 12:20:53 \n",
"hawks 0.426 2017-10-01 12:13:47 2017-10-01 12:13:47 \n",
"lions 0.500 2017-10-01 12:15:50 2017-10-01 12:15:50 \n",
"marines 0.500 2017-10-01 12:15:09 2017-10-01 12:15:09 \n",
"swallows 0.364 2017-10-01 12:22:53 2017-10-01 12:22:53 \n",
"tigers 1.000 2017-10-01 12:24:05 2017-10-01 12:24:05 "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_batter_grouped.max()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# 主要指標の分布をhistogramで出す\n",
"\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x10d7dae80>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 打率\n",
"ax = df_batter['ba'].where(df_batter['pa'] > 400).hist(bins=20)\n",
"ax.set_title('histogram by batting average')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x11170eda0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 出塁率\n",
"ax = df_batter['obp'].where(df_batter['pa'] > 400).hist(bins=20)\n",
"ax.set_title('histogram by On Base')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x111722eb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 長打率\n",
"ax = df_batter['slg'].where(df_batter['pa'] > 400).hist(bins=20)\n",
"ax.set_title('histogram by Slugging')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# 最後に,セイバーメトリクス指標で最も簡単なOPS(On Base Plus Slugging)を求める\n",
"df_batter['ops'] = df_batter['obp'] + df_batter['slg']"
]
},
{
"cell_type": "code",
"execution_count": 18,
"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>name</th>\n",
" <th>team</th>\n",
" <th>pa</th>\n",
" <th>ba</th>\n",
" <th>hr</th>\n",
" <th>rbi</th>\n",
" <th>obp</th>\n",
" <th>slg</th>\n",
" <th>ops</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>105</th>\n",
" <td>柳田 悠岐</td>\n",
" <td>hawks</td>\n",
" <td>551.0</td>\n",
" <td>0.310</td>\n",
" <td>31.0</td>\n",
" <td>99.0</td>\n",
" <td>0.426</td>\n",
" <td>0.589</td>\n",
" <td>1.015</td>\n",
" </tr>\n",
" <tr>\n",
" <th>352</th>\n",
" <td>鈴木 誠也</td>\n",
" <td>carp</td>\n",
" <td>512.0</td>\n",
" <td>0.300</td>\n",
" <td>26.0</td>\n",
" <td>90.0</td>\n",
" <td>0.389</td>\n",
" <td>0.547</td>\n",
" <td>0.936</td>\n",
" </tr>\n",
" <tr>\n",
" <th>168</th>\n",
" <td>秋山 翔吾</td>\n",
" <td>lions</td>\n",
" <td>641.0</td>\n",
" <td>0.320</td>\n",
" <td>24.0</td>\n",
" <td>87.0</td>\n",
" <td>0.398</td>\n",
" <td>0.530</td>\n",
" <td>0.928</td>\n",
" </tr>\n",
" <tr>\n",
" <th>372</th>\n",
" <td>丸 佳浩</td>\n",
" <td>carp</td>\n",
" <td>646.0</td>\n",
" <td>0.309</td>\n",
" <td>23.0</td>\n",
" <td>92.0</td>\n",
" <td>0.399</td>\n",
" <td>0.508</td>\n",
" <td>0.907</td>\n",
" </tr>\n",
" <tr>\n",
" <th>337</th>\n",
" <td>エルドレッド</td>\n",
" <td>carp</td>\n",
" <td>405.0</td>\n",
" <td>0.265</td>\n",
" <td>27.0</td>\n",
" <td>78.0</td>\n",
" <td>0.368</td>\n",
" <td>0.532</td>\n",
" <td>0.900</td>\n",
" </tr>\n",
" <tr>\n",
" <th>459</th>\n",
" <td>筒香 嘉智</td>\n",
" <td>baystars</td>\n",
" <td>589.0</td>\n",
" <td>0.282</td>\n",
" <td>26.0</td>\n",
" <td>92.0</td>\n",
" <td>0.394</td>\n",
" <td>0.503</td>\n",
" <td>0.897</td>\n",
" </tr>\n",
" <tr>\n",
" <th>611</th>\n",
" <td>ゲレーロ</td>\n",
" <td>dragons</td>\n",
" <td>510.0</td>\n",
" <td>0.279</td>\n",
" <td>35.0</td>\n",
" <td>86.0</td>\n",
" <td>0.333</td>\n",
" <td>0.563</td>\n",
" <td>0.896</td>\n",
" </tr>\n",
" <tr>\n",
" <th>411</th>\n",
" <td>マギー</td>\n",
" <td>giants</td>\n",
" <td>578.0</td>\n",
" <td>0.315</td>\n",
" <td>17.0</td>\n",
" <td>76.0</td>\n",
" <td>0.382</td>\n",
" <td>0.509</td>\n",
" <td>0.891</td>\n",
" </tr>\n",
" <tr>\n",
" <th>269</th>\n",
" <td>茂木 栄五郎</td>\n",
" <td>eagles</td>\n",
" <td>418.0</td>\n",
" <td>0.296</td>\n",
" <td>17.0</td>\n",
" <td>46.0</td>\n",
" <td>0.373</td>\n",
" <td>0.500</td>\n",
" <td>0.873</td>\n",
" </tr>\n",
" <tr>\n",
" <th>300</th>\n",
" <td>Ｔ－岡田</td>\n",
" <td>buffalos</td>\n",
" <td>567.0</td>\n",
" <td>0.269</td>\n",
" <td>30.0</td>\n",
" <td>67.0</td>\n",
" <td>0.379</td>\n",
" <td>0.492</td>\n",
" <td>0.871</td>\n",
" </tr>\n",
" <tr>\n",
" <th>512</th>\n",
" <td>バレンティン</td>\n",
" <td>swallows</td>\n",
" <td>514.0</td>\n",
" <td>0.255</td>\n",
" <td>32.0</td>\n",
" <td>80.0</td>\n",
" <td>0.360</td>\n",
" <td>0.507</td>\n",
" <td>0.867</td>\n",
" </tr>\n",
" <tr>\n",
" <th>475</th>\n",
" <td>ロペス</td>\n",
" <td>baystars</td>\n",
" <td>597.0</td>\n",
" <td>0.303</td>\n",
" <td>29.0</td>\n",
" <td>103.0</td>\n",
" <td>0.332</td>\n",
" <td>0.533</td>\n",
" <td>0.865</td>\n",
" </tr>\n",
" <tr>\n",
" <th>90</th>\n",
" <td>デスパイネ</td>\n",
" <td>hawks</td>\n",
" <td>536.0</td>\n",
" <td>0.263</td>\n",
" <td>35.0</td>\n",
" <td>103.0</td>\n",
" <td>0.345</td>\n",
" <td>0.517</td>\n",
" <td>0.862</td>\n",
" </tr>\n",
" <tr>\n",
" <th>262</th>\n",
" <td>ペゲーロ</td>\n",
" <td>eagles</td>\n",
" <td>501.0</td>\n",
" <td>0.285</td>\n",
" <td>26.0</td>\n",
" <td>74.0</td>\n",
" <td>0.359</td>\n",
" <td>0.501</td>\n",
" <td>0.860</td>\n",
" </tr>\n",
" <tr>\n",
" <th>472</th>\n",
" <td>宮﨑 敏郎</td>\n",
" <td>baystars</td>\n",
" <td>516.0</td>\n",
" <td>0.319</td>\n",
" <td>14.0</td>\n",
" <td>61.0</td>\n",
" <td>0.372</td>\n",
" <td>0.470</td>\n",
" <td>0.842</td>\n",
" </tr>\n",
" <tr>\n",
" <th>323</th>\n",
" <td>ロメロ</td>\n",
" <td>buffalos</td>\n",
" <td>424.0</td>\n",
" <td>0.274</td>\n",
" <td>26.0</td>\n",
" <td>66.0</td>\n",
" <td>0.330</td>\n",
" <td>0.508</td>\n",
" <td>0.838</td>\n",
" </tr>\n",
" <tr>\n",
" <th>224</th>\n",
" <td>ウィーラー</td>\n",
" <td>eagles</td>\n",
" <td>575.0</td>\n",
" <td>0.270</td>\n",
" <td>30.0</td>\n",
" <td>79.0</td>\n",
" <td>0.336</td>\n",
" <td>0.495</td>\n",
" <td>0.831</td>\n",
" </tr>\n",
" <tr>\n",
" <th>542</th>\n",
" <td>糸井 嘉男</td>\n",
" <td>tigers</td>\n",
" <td>482.0</td>\n",
" <td>0.290</td>\n",
" <td>15.0</td>\n",
" <td>59.0</td>\n",
" <td>0.382</td>\n",
" <td>0.436</td>\n",
" <td>0.818</td>\n",
" </tr>\n",
" <tr>\n",
" <th>169</th>\n",
" <td>浅村 栄斗</td>\n",
" <td>lions</td>\n",
" <td>617.0</td>\n",
" <td>0.296</td>\n",
" <td>19.0</td>\n",
" <td>99.0</td>\n",
" <td>0.352</td>\n",
" <td>0.462</td>\n",
" <td>0.814</td>\n",
" </tr>\n",
" <tr>\n",
" <th>570</th>\n",
" <td>福留 孝介</td>\n",
" <td>tigers</td>\n",
" <td>520.0</td>\n",
" <td>0.259</td>\n",
" <td>17.0</td>\n",
" <td>77.0</td>\n",
" <td>0.368</td>\n",
" <td>0.435</td>\n",
" <td>0.803</td>\n",
" </tr>\n",
" <tr>\n",
" <th>528</th>\n",
" <td>山田 哲人</td>\n",
" <td>swallows</td>\n",
" <td>615.0</td>\n",
" <td>0.247</td>\n",
" <td>24.0</td>\n",
" <td>77.0</td>\n",
" <td>0.364</td>\n",
" <td>0.438</td>\n",
" <td>0.802</td>\n",
" </tr>\n",
" <tr>\n",
" <th>390</th>\n",
" <td>坂本 勇人</td>\n",
" <td>giants</td>\n",
" <td>605.0</td>\n",
" <td>0.292</td>\n",
" <td>14.0</td>\n",
" <td>59.0</td>\n",
" <td>0.373</td>\n",
" <td>0.427</td>\n",
" <td>0.800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>西川 遥輝</td>\n",
" <td>fighters</td>\n",
" <td>623.0</td>\n",
" <td>0.296</td>\n",
" <td>9.0</td>\n",
" <td>44.0</td>\n",
" <td>0.378</td>\n",
" <td>0.416</td>\n",
" <td>0.794</td>\n",
" </tr>\n",
" <tr>\n",
" <th>354</th>\n",
" <td>田中 広輔</td>\n",
" <td>carp</td>\n",
" <td>674.0</td>\n",
" <td>0.286</td>\n",
" <td>7.0</td>\n",
" <td>58.0</td>\n",
" <td>0.395</td>\n",
" <td>0.398</td>\n",
" <td>0.793</td>\n",
" </tr>\n",
" <tr>\n",
" <th>125</th>\n",
" <td>角中 勝也</td>\n",
" <td>marines</td>\n",
" <td>438.0</td>\n",
" <td>0.276</td>\n",
" <td>8.0</td>\n",
" <td>44.0</td>\n",
" <td>0.382</td>\n",
" <td>0.408</td>\n",
" <td>0.790</td>\n",
" </tr>\n",
" <tr>\n",
" <th>101</th>\n",
" <td>松田 宣浩</td>\n",
" <td>hawks</td>\n",
" <td>566.0</td>\n",
" <td>0.265</td>\n",
" <td>24.0</td>\n",
" <td>71.0</td>\n",
" <td>0.320</td>\n",
" <td>0.463</td>\n",
" <td>0.783</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55</th>\n",
" <td>レアード</td>\n",
" <td>fighters</td>\n",
" <td>568.0</td>\n",
" <td>0.230</td>\n",
" <td>32.0</td>\n",
" <td>90.0</td>\n",
" <td>0.310</td>\n",
" <td>0.462</td>\n",
" <td>0.772</td>\n",
" </tr>\n",
" <tr>\n",
" <th>565</th>\n",
" <td>鳥谷 敬</td>\n",
" <td>tigers</td>\n",
" <td>561.0</td>\n",
" <td>0.295</td>\n",
" <td>4.0</td>\n",
" <td>41.0</td>\n",
" <td>0.391</td>\n",
" <td>0.380</td>\n",
" <td>0.771</td>\n",
" </tr>\n",
" <tr>\n",
" <th>303</th>\n",
" <td>中島 宏之</td>\n",
" <td>buffalos</td>\n",
" <td>464.0</td>\n",
" <td>0.294</td>\n",
" <td>9.0</td>\n",
" <td>49.0</td>\n",
" <td>0.362</td>\n",
" <td>0.405</td>\n",
" <td>0.767</td>\n",
" </tr>\n",
" <tr>\n",
" <th>566</th>\n",
" <td>中谷 将大</td>\n",
" <td>tigers</td>\n",
" <td>443.0</td>\n",
" <td>0.245</td>\n",
" <td>20.0</td>\n",
" <td>61.0</td>\n",
" <td>0.312</td>\n",
" <td>0.453</td>\n",
" <td>0.765</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name team pa ba hr rbi obp slg ops\n",
"105 柳田 悠岐 hawks 551.0 0.310 31.0 99.0 0.426 0.589 1.015\n",
"352 鈴木 誠也 carp 512.0 0.300 26.0 90.0 0.389 0.547 0.936\n",
"168 秋山 翔吾 lions 641.0 0.320 24.0 87.0 0.398 0.530 0.928\n",
"372 丸 佳浩 carp 646.0 0.309 23.0 92.0 0.399 0.508 0.907\n",
"337 エルドレッド carp 405.0 0.265 27.0 78.0 0.368 0.532 0.900\n",
"459 筒香 嘉智 baystars 589.0 0.282 26.0 92.0 0.394 0.503 0.897\n",
"611 ゲレーロ dragons 510.0 0.279 35.0 86.0 0.333 0.563 0.896\n",
"411 マギー giants 578.0 0.315 17.0 76.0 0.382 0.509 0.891\n",
"269 茂木 栄五郎 eagles 418.0 0.296 17.0 46.0 0.373 0.500 0.873\n",
"300 Ｔ－岡田 buffalos 567.0 0.269 30.0 67.0 0.379 0.492 0.871\n",
"512 バレンティン swallows 514.0 0.255 32.0 80.0 0.360 0.507 0.867\n",
"475 ロペス baystars 597.0 0.303 29.0 103.0 0.332 0.533 0.865\n",
"90 デスパイネ hawks 536.0 0.263 35.0 103.0 0.345 0.517 0.862\n",
"262 ペゲーロ eagles 501.0 0.285 26.0 74.0 0.359 0.501 0.860\n",
"472 宮﨑 敏郎 baystars 516.0 0.319 14.0 61.0 0.372 0.470 0.842\n",
"323 ロメロ buffalos 424.0 0.274 26.0 66.0 0.330 0.508 0.838\n",
"224 ウィーラー eagles 575.0 0.270 30.0 79.0 0.336 0.495 0.831\n",
"542 糸井 嘉男 tigers 482.0 0.290 15.0 59.0 0.382 0.436 0.818\n",
"169 浅村 栄斗 lions 617.0 0.296 19.0 99.0 0.352 0.462 0.814\n",
"570 福留 孝介 tigers 520.0 0.259 17.0 77.0 0.368 0.435 0.803\n",
"528 山田 哲人 swallows 615.0 0.247 24.0 77.0 0.364 0.438 0.802\n",
"390 坂本 勇人 giants 605.0 0.292 14.0 59.0 0.373 0.427 0.800\n",
"40 西川 遥輝 fighters 623.0 0.296 9.0 44.0 0.378 0.416 0.794\n",
"354 田中 広輔 carp 674.0 0.286 7.0 58.0 0.395 0.398 0.793\n",
"125 角中 勝也 marines 438.0 0.276 8.0 44.0 0.382 0.408 0.790\n",
"101 松田 宣浩 hawks 566.0 0.265 24.0 71.0 0.320 0.463 0.783\n",
"55 レアード fighters 568.0 0.230 32.0 90.0 0.310 0.462 0.772\n",
"565 鳥谷 敬 tigers 561.0 0.295 4.0 41.0 0.391 0.380 0.771\n",
"303 中島 宏之 buffalos 464.0 0.294 9.0 49.0 0.362 0.405 0.767\n",
"566 中谷 将大 tigers 443.0 0.245 20.0 61.0 0.312 0.453 0.765"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# OPSランキング\n",
"df_batter[['name', 'team', 'pa', 'ba', 'hr', 'rbi', 'obp', 'slg', 'ops']].where(df_batter['pa'] >= 400).sort_values('ops', ascending=False).head(30)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x10d782eb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# OPSの分布\n",
"ax = df_batter['ops'].where(df_batter['pa'] > 400).hist(bins=20)\n",
"ax.set_title('histogram by OPS')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 参考書籍\n",
"\n",
"**[PythonユーザのためのJupyter［実践］入門](http://amzn.to/2xTrRKX)**\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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